[2025-10-17T00:00:00.072382] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-10-17T00:00:00.103002] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:00.103035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:00.103094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:00.122743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:00.123586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:00.123707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:00.123759] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:00.174306] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:00.174520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:00.174583] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:00.174619] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:00.178992] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-10-17T00:00:00.179287] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-10-17T00:00:00.361967] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-10-17T00:00:00.387246] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:00.387274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:00.387330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:00.404386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:00.404948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:00.405027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:00.405061] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:00.446721] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:00.446830] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:00.446879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:00.446910] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:00.450411] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-10-17T00:00:00.450695] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-10-17T00:00:00.599489] [INFO ] [FORECASTER] Starting predict_future for J
[2025-10-17T00:00:00.625587] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:00.625616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:00.625697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:00.642687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:00.643255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:00.643336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:00.643369] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:00.682533] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:00.682608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:00.682665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:00.682718] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:00.685714] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=35.52%)
[2025-10-17T00:00:00.685960] [INFO ] [FORECASTER] Completed predict_future for J
[2025-10-17T00:00:00.834809] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-10-17T00:00:00.860177] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:00.860211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:00.860267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:00.877042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:00.877554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:00.877632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:00.877702] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:00.917881] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:00.918011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:00.918065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:00.918097] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:00.921157] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=45.20%)
[2025-10-17T00:00:00.921403] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-10-17T00:00:01.070859] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-10-17T00:00:01.097600] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:01.097629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:01.097732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:01.114706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:01.115534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:01.115627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:01.115704] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:01.163864] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:01.164034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:01.164232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:01.164267] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:01.169415] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-10-17T00:00:01.169897] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-10-17T00:00:01.336102] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-10-17T00:00:01.361816] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:01.361845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:01.361902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:01.378748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:01.379272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:01.379350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:01.379382] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:01.421414] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:01.421594] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:01.421638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:01.421718] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:01.425204] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=50.61%)
[2025-10-17T00:00:01.425476] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-10-17T00:00:01.579956] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-10-17T00:00:01.606112] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:01.606142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:01.606198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:01.623939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:01.624828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:01.624930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:01.624982] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:01.659568] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:01.659765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:01.659817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:01.659849] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:01.663341] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=34.33%)
[2025-10-17T00:00:01.663609] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-10-17T00:00:01.831577] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-10-17T00:00:01.857681] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:01.857752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:01.857813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:01.875168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:01.875940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:01.876027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:01.876061] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:01.915050] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:01.915226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:01.915271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:01.915302] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:01.918987] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=0.59%)
[2025-10-17T00:00:01.919268] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-10-17T00:00:02.081270] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-10-17T00:00:02.106528] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:02.106556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:02.106614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:02.130234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:02.131301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:02.131411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:02.131464] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:02.161895] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:02.162051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:02.162093] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:02.162124] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:02.165725] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: UP (p=77.07%)
[2025-10-17T00:00:02.166024] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-10-17T00:00:02.326049] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-10-17T00:00:02.353441] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:02.353470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:02.353529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:02.371156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:02.371971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:02.372056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:02.372091] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:02.398239] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:02.398356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:02.398395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:02.398457] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:02.404235] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=40.08%)
[2025-10-17T00:00:02.404504] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-10-17T00:00:02.559075] [INFO ] [FORECASTER] Starting predict_future for JFR
[2025-10-17T00:00:02.585122] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:02.585149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:02.585206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:02.603307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:02.603910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:02.603991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:02.604024] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:02.629839] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:02.629924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:02.629979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:02.630010] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:02.632996] [DEBUG] [FORECASTER] JFR: Forecast T+1@11:T+2@11: DOWN (p=47.88%)
[2025-10-17T00:00:02.633246] [INFO ] [FORECASTER] Completed predict_future for JFR
[2025-10-17T00:00:02.785578] [INFO ] [FORECASTER] Starting predict_future for JGH
[2025-10-17T00:00:02.812857] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:02.812886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:02.812944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:02.831160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:02.831962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:02.832042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:02.832075] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:02.875864] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:02.875995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:02.876045] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:02.876099] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:02.880107] [DEBUG] [FORECASTER] JGH: Forecast T+1@11:T+2@11: DOWN (p=47.89%)
[2025-10-17T00:00:02.880421] [INFO ] [FORECASTER] Completed predict_future for JGH
[2025-10-17T00:00:03.042997] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-10-17T00:00:03.069141] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:03.069170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:03.069227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:03.086497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:03.087072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:03.087151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:03.087185] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:03.120977] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:03.121073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:03.121110] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:03.121139] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:03.124231] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-10-17T00:00:03.124481] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-10-17T00:00:03.275906] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-10-17T00:00:03.301021] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:03.301050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:03.301107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:03.318324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:03.318879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:03.318958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:03.318991] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:03.352915] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:03.353084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:03.353130] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:03.353160] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:03.356595] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: DOWN (p=9.61%)
[2025-10-17T00:00:03.356892] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-10-17T00:00:03.503717] [INFO ] [FORECASTER] Starting predict_future for JHS
[2025-10-17T00:00:03.529623] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:03.529688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:03.529767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:03.546546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:03.547129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:03.547208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:03.547242] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:03.584762] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:03.584867] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:03.584903] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:03.584932] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:03.588083] [DEBUG] [FORECASTER] JHS: Forecast T+1@11:T+2@11: UP (p=57.57%)
[2025-10-17T00:00:03.588361] [INFO ] [FORECASTER] Completed predict_future for JHS
[2025-10-17T00:00:03.741008] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-10-17T00:00:03.766563] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:03.766591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:03.766677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:03.783806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:03.784327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:03.784419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:03.784472] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:03.822229] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:03.822349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:03.822387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:03.822418] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:03.825763] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=4.62%)
[2025-10-17T00:00:03.826033] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-10-17T00:00:03.994511] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-10-17T00:00:04.020603] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:04.020632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:04.020728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:04.037803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:04.038385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:04.038465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:04.038499] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:04.077892] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:04.078015] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:04.078055] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:04.078090] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:04.081415] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-10-17T00:00:04.081697] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-10-17T00:00:04.234692] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-10-17T00:00:04.260132] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:04.260160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:04.260217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:04.277450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:04.278045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:04.278125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:04.278196] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:04.312152] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:04.312424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:04.312459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:04.312506] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:04.315734] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-10-17T00:00:04.315985] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-10-17T00:00:04.476459] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-10-17T00:00:04.506760] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:04.506824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:04.506894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:04.524025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:04.524583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:04.524708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:04.524762] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:04.570418] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:04.570518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:04.570555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:04.570584] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:04.573862] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-10-17T00:00:04.574139] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-10-17T00:00:04.725626] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-10-17T00:00:04.754946] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:04.754979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:04.755102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:04.773730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:04.774451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:04.774546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:04.774584] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:04.821165] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:04.821405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:04.821455] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:04.821488] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:04.825849] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=31.73%)
[2025-10-17T00:00:04.826156] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-10-17T00:00:04.991143] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-10-17T00:00:05.016878] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:05.016907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:05.016967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:05.033950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:05.034474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:05.034558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:05.034591] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:05.077405] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:05.077535] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:05.077573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:05.077603] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:05.081027] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=15.17%)
[2025-10-17T00:00:05.081286] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-10-17T00:00:05.231426] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-10-17T00:00:05.259337] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:05.259369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:05.259429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:05.277225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:05.277952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:05.278054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:05.278090] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:05.327777] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:05.328000] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:05.328063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:05.328099] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:05.332355] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: UP (p=90.84%)
[2025-10-17T00:00:05.332722] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-10-17T00:00:05.488526] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-10-17T00:00:05.514965] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:05.514993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:05.515050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:05.533009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:05.533638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:05.533745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:05.533780] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:05.578692] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:05.578826] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:05.578904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:05.578935] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:05.582891] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=71.74%)
[2025-10-17T00:00:05.583155] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-10-17T00:00:05.740026] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-10-17T00:00:05.777386] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:05.777421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:05.777484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:05.797447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:05.798796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:05.798940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:05.798977] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:05.855014] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:05.855253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:05.855302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:05.855334] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:05.859822] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: UP (p=97.73%)
[2025-10-17T00:00:05.860235] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-10-17T00:00:06.033691] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-10-17T00:00:06.063247] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:06.063280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:06.063340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:06.081887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:06.082571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:06.082686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:06.082740] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:06.127854] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:06.128066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:06.128111] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:06.128196] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:06.132480] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-10-17T00:00:06.132895] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-10-17T00:00:06.295418] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-10-17T00:00:06.324301] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:06.324335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:06.324401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:06.342275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:06.343048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:06.343143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:06.343178] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:06.388483] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:06.388759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:06.388818] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:06.388849] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:06.393497] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=87.39%)
[2025-10-17T00:00:06.393899] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-10-17T00:00:06.565622] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-10-17T00:00:06.595301] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:06.595330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:06.595386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:06.617941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:06.619037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:06.619132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:06.619166] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:06.664920] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:06.665044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:06.665080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:06.665109] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:06.668534] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=72.60%)
[2025-10-17T00:00:06.668830] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-10-17T00:00:06.817536] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-10-17T00:00:06.843064] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:06.843092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:06.843155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:06.860376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:06.860965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:06.861047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:06.861080] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:06.902269] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:06.902426] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:06.902466] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:06.902496] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:06.906136] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=78.23%)
[2025-10-17T00:00:06.906522] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-10-17T00:00:07.061195] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-10-17T00:00:07.088754] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:07.088786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:07.088845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:07.106126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:07.106991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:07.107077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:07.107110] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:07.145435] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:07.145541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:07.145580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:07.145610] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:07.148996] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=63.86%)
[2025-10-17T00:00:07.149330] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-10-17T00:00:07.309833] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-10-17T00:00:07.335433] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:07.335461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:07.335518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:07.352364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:07.353034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:07.353119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:07.353153] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:07.392664] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:07.392848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:07.392892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:07.392922] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:07.396760] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-10-17T00:00:07.397109] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-10-17T00:00:07.546353] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-10-17T00:00:07.572145] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:07.572174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:07.572230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:07.589181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:07.590066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:07.590155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:07.590189] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:07.631803] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:07.631959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:07.632002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:07.632033] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:07.635442] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=8.24%)
[2025-10-17T00:00:07.635783] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-10-17T00:00:07.787807] [INFO ] [FORECASTER] Starting predict_future for K
[2025-10-17T00:00:07.815536] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:07.815564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:07.815621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:07.832587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:07.833483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:07.833570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:07.833605] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:07.873298] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:07.873488] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:07.873531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:07.873561] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:07.877426] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=4.37%)
[2025-10-17T00:00:07.877966] [INFO ] [FORECASTER] Completed predict_future for K
[2025-10-17T00:00:08.033836] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-10-17T00:00:08.060522] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:08.060616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:08.060718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:08.077737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:08.078687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:08.078798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:08.078854] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:08.117574] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:08.117771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:08.117821] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:08.117852] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:08.121377] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=7.21%)
[2025-10-17T00:00:08.121669] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-10-17T00:00:08.282918] [INFO ] [FORECASTER] Starting predict_future for KAR
[2025-10-17T00:00:08.312729] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:08.312763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:08.312854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:08.330157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:08.330982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:08.331082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:08.331136] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:08.372600] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:08.372796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:08.372845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:08.372876] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:08.376319] [DEBUG] [FORECASTER] KAR: Forecast T+1@11:T+2@11: DOWN (p=14.83%)
[2025-10-17T00:00:08.376598] [INFO ] [FORECASTER] Completed predict_future for KAR
[2025-10-17T00:00:08.535351] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-10-17T00:00:08.561212] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:08.561242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:08.561300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:08.578291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:08.579024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:08.579108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:08.579142] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:08.618385] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:08.618546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:08.618588] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:08.618618] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:08.622056] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=32.52%)
[2025-10-17T00:00:08.622344] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-10-17T00:00:08.772167] [INFO ] [FORECASTER] Starting predict_future for KBDC
[2025-10-17T00:00:08.798285] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:08.798316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:08.798375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:08.815818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:08.816564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:08.816679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:08.816755] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:08.853431] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:08.854100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:08.854151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:08.854185] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:08.857890] [DEBUG] [FORECASTER] KBDC: Forecast T+1@11:T+2@11: DOWN (p=41.25%)
[2025-10-17T00:00:08.858244] [INFO ] [FORECASTER] Completed predict_future for KBDC
[2025-10-17T00:00:09.013066] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-10-17T00:00:09.040226] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:09.040260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:09.040353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:09.059019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:09.059871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:09.059979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:09.060025] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:09.098071] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:09.098275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:09.098328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:09.098360] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:09.102044] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=4.01%)
[2025-10-17T00:00:09.102353] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-10-17T00:00:09.260551] [INFO ] [FORECASTER] Starting predict_future for KBR
[2025-10-17T00:00:09.286301] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:09.286330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:09.286394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:09.304293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:09.304960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:09.305043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:09.305079] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:09.341819] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:09.341951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:09.341992] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:09.342023] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:09.345394] [DEBUG] [FORECASTER] KBR: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-10-17T00:00:09.345694] [INFO ] [FORECASTER] Completed predict_future for KBR
[2025-10-17T00:00:09.497387] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-10-17T00:00:09.524383] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:09.524417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:09.524480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:09.542206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:09.542857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:09.542941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:09.542975] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:09.580956] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:09.581084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:09.581123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:09.581156] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:09.584563] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=27.23%)
[2025-10-17T00:00:09.584863] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-10-17T00:00:09.739229] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-10-17T00:00:09.764911] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:09.764940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:09.764997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:09.782557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:09.783162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:09.783243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:09.783276] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:09.815290] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:09.815421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:09.815460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:09.815490] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:09.818783] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=60.48%)
[2025-10-17T00:00:09.819042] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-10-17T00:00:09.972018] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-10-17T00:00:09.999540] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:09.999569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:09.999627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:10.019171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:10.020060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:10.020177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:10.020256] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:10.058299] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:10.058423] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:10.058460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:10.058490] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:10.062245] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-10-17T00:00:10.062595] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-10-17T00:00:10.245706] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-10-17T00:00:10.274307] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:10.274336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:10.274406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:10.295349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:10.296097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:10.296216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:10.296285] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:10.337888] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:10.338046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:10.338088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:10.338121] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:10.341816] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=32.78%)
[2025-10-17T00:00:10.342115] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-10-17T00:00:10.494457] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-10-17T00:00:10.520382] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:10.520412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:10.520470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:10.537606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:10.538243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:10.538327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:10.538360] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:10.574268] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:10.574412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:10.574451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:10.574481] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:10.577919] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-10-17T00:00:10.578222] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-10-17T00:00:10.735698] [INFO ] [FORECASTER] Starting predict_future for KF
[2025-10-17T00:00:10.766602] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:10.766630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:10.766725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:10.785987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:10.786534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:10.786615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:10.786683] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:10.829380] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:10.829545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:10.829623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:10.829715] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:10.833902] [DEBUG] [FORECASTER] KF: Forecast T+1@11:T+2@11: UP (p=77.92%)
[2025-10-17T00:00:10.834219] [INFO ] [FORECASTER] Completed predict_future for KF
[2025-10-17T00:00:11.021722] [INFO ] [FORECASTER] Starting predict_future for KFRC
[2025-10-17T00:00:11.053064] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:11.053097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:11.053155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:11.073312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:11.074033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:11.074141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:11.074206] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:11.109205] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:11.109306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:11.109344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:11.109374] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:11.113100] [DEBUG] [FORECASTER] KFRC: Forecast T+1@11:T+2@11: DOWN (p=10.72%)
[2025-10-17T00:00:11.113411] [INFO ] [FORECASTER] Completed predict_future for KFRC
[2025-10-17T00:00:11.300816] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-10-17T00:00:11.327757] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:11.327800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:11.327860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:11.346347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:11.347119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:11.347201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:11.347237] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:11.384442] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:11.384563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:11.384604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:11.384636] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:11.388148] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=17.67%)
[2025-10-17T00:00:11.388609] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-10-17T00:00:11.542817] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-10-17T00:00:11.568251] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:11.568281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:11.568339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:11.585179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:11.585761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:11.585845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:11.585879] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:11.618500] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:11.618602] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:11.618639] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:11.618713] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:11.621842] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2025-10-17T00:00:11.622100] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-10-17T00:00:11.777230] [INFO ] [FORECASTER] Starting predict_future for KGC
[2025-10-17T00:00:11.810059] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:11.810103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:11.810208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:11.832059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:11.833133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:11.833238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:11.833294] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:11.872090] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:11.872204] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:11.872280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:11.872337] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:11.875968] [DEBUG] [FORECASTER] KGC: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-10-17T00:00:11.876278] [INFO ] [FORECASTER] Completed predict_future for KGC
[2025-10-17T00:00:12.024708] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-10-17T00:00:12.050214] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:12.050241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:12.050303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:12.067296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:12.067901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:12.067978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:12.068011] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:12.104417] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:12.104504] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:12.104539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:12.104568] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:12.107621] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=63.07%)
[2025-10-17T00:00:12.107896] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-10-17T00:00:12.263218] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-10-17T00:00:12.288554] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:12.288586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:12.288664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:12.305845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:12.306369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:12.306447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:12.306481] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:12.341074] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:12.341174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:12.341212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:12.341241] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:12.344269] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=22.97%)
[2025-10-17T00:00:12.344517] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-10-17T00:00:12.494833] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-10-17T00:00:12.520286] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:12.520316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:12.520373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:12.537238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:12.537913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:12.537995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:12.538028] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:12.570666] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:12.570826] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:12.570867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:12.570898] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:12.574267] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-10-17T00:00:12.574532] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-10-17T00:00:12.738542] [INFO ] [FORECASTER] Starting predict_future for KKR
[2025-10-17T00:00:12.766827] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:12.766859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:12.766918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:12.787116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:12.788004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:12.788102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:12.788142] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:12.838419] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:12.838689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:12.838781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:12.838853] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:12.845466] [DEBUG] [FORECASTER] KKR: Forecast T+1@11:T+2@11: UP (p=73.56%)
[2025-10-17T00:00:12.846289] [INFO ] [FORECASTER] Completed predict_future for KKR
[2025-10-17T00:00:13.057744] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-10-17T00:00:13.089319] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:13.089357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:13.089418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:13.108729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:13.109888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:13.110044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:13.110133] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:13.174006] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:13.174224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:13.174295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:13.174339] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:13.179758] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=28.30%)
[2025-10-17T00:00:13.180320] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-10-17T00:00:13.433030] [INFO ] [FORECASTER] Starting predict_future for KLC
[2025-10-17T00:00:13.472888] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:13.472951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:13.473036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:13.500361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:13.501539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:13.501701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:13.501769] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:13.548532] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:13.548752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:13.548818] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:13.548855] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:13.552582] [DEBUG] [FORECASTER] KLC: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-10-17T00:00:13.552941] [INFO ] [FORECASTER] Completed predict_future for KLC
[2025-10-17T00:00:13.761879] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-10-17T00:00:13.799036] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:13.799072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:13.799151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:13.823158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:13.824255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:13.824389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:13.824450] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:13.867912] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:13.868092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:13.868145] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:13.868229] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:13.872918] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-10-17T00:00:13.873318] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-10-17T00:00:14.047556] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-10-17T00:00:14.074304] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:14.074333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:14.074391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:14.092457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:14.093263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:14.093356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:14.093392] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:14.126662] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:14.126829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:14.126873] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:14.126903] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:14.130769] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2025-10-17T00:00:14.131087] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-10-17T00:00:14.284795] [INFO ] [FORECASTER] Starting predict_future for KMPR
[2025-10-17T00:00:14.313234] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:14.313264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:14.313322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:14.331780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:14.332629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:14.332745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:14.332785] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:14.368820] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:14.368986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:14.369051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:14.369082] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:14.373070] [DEBUG] [FORECASTER] KMPR: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2025-10-17T00:00:14.373436] [INFO ] [FORECASTER] Completed predict_future for KMPR
[2025-10-17T00:00:14.541035] [INFO ] [FORECASTER] Starting predict_future for KMT
[2025-10-17T00:00:14.568052] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:14.568082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:14.568140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:14.586213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:14.586946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:14.587032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:14.587067] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:14.623999] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:14.624163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:14.624206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:14.624258] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:14.627686] [DEBUG] [FORECASTER] KMT: Forecast T+1@11:T+2@11: DOWN (p=12.80%)
[2025-10-17T00:00:14.627951] [INFO ] [FORECASTER] Completed predict_future for KMT
[2025-10-17T00:00:14.780427] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-10-17T00:00:14.806341] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:14.806372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:14.806430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:14.824490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:14.825080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:14.825163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:14.825197] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:14.857238] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:14.857329] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:14.857367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:14.857397] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:14.860777] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=79.88%)
[2025-10-17T00:00:14.861039] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-10-17T00:00:15.014367] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-10-17T00:00:15.047570] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:15.047600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:15.047688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:15.066153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:15.066735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:15.066816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:15.066850] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:15.099077] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:15.099173] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:15.099213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:15.099285] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:15.102542] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=8.23%)
[2025-10-17T00:00:15.102834] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-10-17T00:00:15.256519] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-10-17T00:00:15.285271] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:15.285304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:15.285395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:15.303393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:15.303971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:15.304053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:15.304087] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:15.336208] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:15.336314] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:15.336352] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:15.336382] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:15.339797] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-10-17T00:00:15.340060] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-10-17T00:00:15.529149] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-10-17T00:00:15.560461] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:15.560496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:15.560593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:15.581321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:15.582064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:15.582188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:15.582227] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:15.617505] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:15.617680] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:15.617738] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:15.617771] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:15.622232] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-10-17T00:00:15.622609] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-10-17T00:00:15.775412] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-10-17T00:00:15.801469] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:15.801500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:15.801559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:15.819027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:15.819589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:15.819694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:15.819747] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:15.853853] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:15.853970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:15.854008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:15.854039] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:15.857227] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=88.57%)
[2025-10-17T00:00:15.857487] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-10-17T00:00:16.016007] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-10-17T00:00:16.041254] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:16.041281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:16.041337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:16.058051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:16.058597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:16.058700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:16.058748] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:16.091099] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:16.091178] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:16.091213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:16.091253] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:16.094228] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-10-17T00:00:16.094473] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-10-17T00:00:16.244160] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-10-17T00:00:16.269492] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:16.269520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:16.269576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:16.286483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:16.287069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:16.287148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:16.287181] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:16.319635] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:16.319729] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:16.319766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:16.319795] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:16.326136] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-10-17T00:00:16.326381] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-10-17T00:00:16.473147] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-10-17T00:00:16.500190] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:16.500223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:16.500282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:16.519588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:16.520513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:16.520605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:16.520664] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:16.556751] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:16.556903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:16.556947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:16.556978] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:16.560534] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: UP (p=82.12%)
[2025-10-17T00:00:16.560846] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-10-17T00:00:16.726068] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-10-17T00:00:16.752574] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:16.752606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:16.752687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:16.770264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:16.770858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:16.770942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:16.770977] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:16.810243] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:16.810357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:16.810398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:16.810428] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:16.814234] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=18.87%)
[2025-10-17T00:00:16.814582] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-10-17T00:00:16.967075] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-10-17T00:00:16.993994] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:16.994025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:16.994084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:17.011966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:17.012765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:17.012855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:17.012890] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:17.049543] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:17.049686] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:17.049744] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:17.049777] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:17.053280] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: UP (p=87.05%)
[2025-10-17T00:00:17.053544] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-10-17T00:00:17.206132] [INFO ] [FORECASTER] Starting predict_future for KORE
[2025-10-17T00:00:17.232854] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:17.232886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:17.232944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:17.251153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:17.251735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:17.251821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:17.251856] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:17.287169] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:17.287265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:17.287303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:17.287333] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:17.290912] [DEBUG] [FORECASTER] KORE: Forecast T+1@11:T+2@11: UP (p=75.17%)
[2025-10-17T00:00:17.291176] [INFO ] [FORECASTER] Completed predict_future for KORE
[2025-10-17T00:00:17.450332] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-10-17T00:00:17.476557] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:17.476585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:17.476663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:17.493623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:17.494191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:17.494271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:17.494305] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:17.529073] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:17.529194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:17.529232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:17.529261] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:17.532499] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: DOWN (p=14.98%)
[2025-10-17T00:00:17.532840] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-10-17T00:00:17.687014] [INFO ] [FORECASTER] Starting predict_future for KR
[2025-10-17T00:00:17.712875] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:17.712905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:17.712962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:17.730208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:17.730933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:17.731017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:17.731051] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:17.765537] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:17.765708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:17.765762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:17.765795] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:17.769320] [DEBUG] [FORECASTER] KR: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-10-17T00:00:17.769613] [INFO ] [FORECASTER] Completed predict_future for KR
[2025-10-17T00:00:17.919096] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-10-17T00:00:17.944924] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:17.944953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:17.945009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:17.962297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:17.962935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:17.963020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:17.963057] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:18.000352] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:18.000497] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:18.000536] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:18.000565] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:18.004029] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=16.96%)
[2025-10-17T00:00:18.004358] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-10-17T00:00:18.159196] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-10-17T00:00:18.185234] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:18.185264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:18.185323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:18.203102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:18.203730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:18.203814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:18.203849] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:18.240411] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:18.240577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:18.240617] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:18.240712] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:18.244144] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: DOWN (p=33.04%)
[2025-10-17T00:00:18.244413] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-10-17T00:00:18.395914] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-10-17T00:00:18.421200] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:18.421229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:18.421287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:18.438144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:18.438775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:18.438854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:18.438887] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:18.474934] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:18.475054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:18.475092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:18.475122] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:18.478410] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=92.32%)
[2025-10-17T00:00:18.478731] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-10-17T00:00:18.633187] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-10-17T00:00:18.658325] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:18.658353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:18.658462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:18.675314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:18.675916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:18.675996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:18.676030] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:18.713258] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:18.713383] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:18.713440] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:18.713473] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:18.716620] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=45.80%)
[2025-10-17T00:00:18.716901] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-10-17T00:00:18.869512] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-10-17T00:00:18.894763] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:18.894792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:18.894848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:18.912110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:18.912621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:18.912735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:18.912776] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:18.949845] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:18.949920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:18.949955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:18.949984] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:18.952919] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=90.24%)
[2025-10-17T00:00:18.953160] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-10-17T00:00:19.103417] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-10-17T00:00:19.128753] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:19.128781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:19.128837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:19.145779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:19.146294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:19.146371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:19.146404] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:19.180006] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:19.180076] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:19.180111] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:19.180139] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:19.183056] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: UP (p=66.85%)
[2025-10-17T00:00:19.183297] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-10-17T00:00:19.330777] [INFO ] [FORECASTER] Starting predict_future for KT
[2025-10-17T00:00:19.355979] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:19.356007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:19.356068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:19.373561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:19.374138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:19.374218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:19.374252] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:19.408941] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:19.409087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:19.409200] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:19.409239] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:19.415223] [DEBUG] [FORECASTER] KT: Forecast T+1@11:T+2@11: DOWN (p=6.79%)
[2025-10-17T00:00:19.415515] [INFO ] [FORECASTER] Completed predict_future for KT
[2025-10-17T00:00:19.570615] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-10-17T00:00:19.597474] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:19.597503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:19.597560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:19.614480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:19.615106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:19.615188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:19.615222] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:19.649817] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:19.649975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:19.650016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:19.650046] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:19.653395] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=43.88%)
[2025-10-17T00:00:19.653689] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-10-17T00:00:19.810022] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-10-17T00:00:19.835538] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:19.835568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:19.835625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:19.852615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:19.853223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:19.853302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:19.853336] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:19.891884] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:19.891979] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:19.892016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:19.892045] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:19.895338] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=36.30%)
[2025-10-17T00:00:19.895607] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-10-17T00:00:20.047445] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-10-17T00:00:20.073131] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:20.073161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:20.073219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:20.090360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:20.090961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:20.091044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:20.091077] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:20.128197] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:20.128270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:20.128305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:20.128333] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:20.131257] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=20.11%)
[2025-10-17T00:00:20.131509] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-10-17T00:00:20.278105] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-10-17T00:00:20.303408] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:20.303437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:20.303493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:20.320523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:20.321063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:20.321143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:20.321188] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:20.356073] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:20.356194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:20.356233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:20.356262] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:20.359532] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-10-17T00:00:20.359827] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-10-17T00:00:20.506110] [INFO ] [FORECASTER] Starting predict_future for KW
[2025-10-17T00:00:20.531133] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:20.531161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:20.531217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:20.548206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:20.548777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:20.548857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:20.548890] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:20.584600] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:20.584727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:20.584773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:20.584802] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:20.587933] [DEBUG] [FORECASTER] KW: Forecast T+1@11:T+2@11: UP (p=53.38%)
[2025-10-17T00:00:20.588208] [INFO ] [FORECASTER] Completed predict_future for KW
[2025-10-17T00:00:20.739270] [INFO ] [FORECASTER] Starting predict_future for KWR
[2025-10-17T00:00:20.764434] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:20.764463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:20.764524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:20.782012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:20.782526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:20.782603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:20.782635] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:20.814023] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:20.814103] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:20.814142] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:20.814178] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:20.817582] [DEBUG] [FORECASTER] KWR: Forecast T+1@11:T+2@11: DOWN (p=22.04%)
[2025-10-17T00:00:20.817880] [INFO ] [FORECASTER] Completed predict_future for KWR
[2025-10-17T00:00:20.972882] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-10-17T00:00:20.998257] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:20.998285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:20.998341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:21.015420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:21.015968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:21.016049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:21.016082] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:21.046288] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:21.046359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:21.046393] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:21.046421] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:21.049456] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=44.47%)
[2025-10-17T00:00:21.049741] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-10-17T00:00:21.196347] [INFO ] [FORECASTER] Starting predict_future for L
[2025-10-17T00:00:21.221429] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:21.221457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:21.221512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:21.238426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:21.238973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:21.239051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:21.239085] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:21.270171] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:21.270243] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:21.270278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:21.270308] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:21.273233] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=40.97%)
[2025-10-17T00:00:21.273475] [INFO ] [FORECASTER] Completed predict_future for L
[2025-10-17T00:00:21.420048] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-10-17T00:00:21.445344] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:21.445373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:21.445431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:21.462359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:21.462908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:21.462987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:21.463020] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:21.495167] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:21.495237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:21.495272] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:21.495300] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:21.498394] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=15.05%)
[2025-10-17T00:00:21.498640] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-10-17T00:00:21.645621] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-10-17T00:00:21.670733] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:21.670807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:21.670874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:21.688076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:21.688674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:21.688759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:21.688793] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:21.721842] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:21.721915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:21.721950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:21.721978] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:21.724915] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=33.61%)
[2025-10-17T00:00:21.725158] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-10-17T00:00:21.872810] [INFO ] [FORECASTER] Starting predict_future for LADR
[2025-10-17T00:00:21.897886] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:21.897915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:21.897973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:21.914920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:21.915430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:21.915507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:21.915541] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:21.947936] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:21.948006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:21.948041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:21.948070] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:21.951001] [DEBUG] [FORECASTER] LADR: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-10-17T00:00:21.951244] [INFO ] [FORECASTER] Completed predict_future for LADR
[2025-10-17T00:00:22.097793] [INFO ] [FORECASTER] Starting predict_future for LANV
[2025-10-17T00:00:22.123146] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:22.123174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:22.123231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:22.140572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:22.141125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:22.141202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:22.141235] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:22.181383] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:22.181452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:22.181487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:22.181516] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:22.184492] [DEBUG] [FORECASTER] LANV: Forecast T+1@11:T+2@11: UP (p=87.88%)
[2025-10-17T00:00:22.184783] [INFO ] [FORECASTER] Completed predict_future for LANV
[2025-10-17T00:00:22.333045] [INFO ] [FORECASTER] Starting predict_future for LAW
[2025-10-17T00:00:22.358296] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:22.358323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:22.358379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:22.375205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:22.375759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:22.375838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:22.375872] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:22.411259] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:22.411355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:22.411391] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:22.411419] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:22.415785] [DEBUG] [FORECASTER] LAW: Forecast T+1@11:T+2@11: UP (p=74.69%)
[2025-10-17T00:00:22.416037] [INFO ] [FORECASTER] Completed predict_future for LAW
[2025-10-17T00:00:22.563384] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-10-17T00:00:22.588455] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:22.588483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:22.588539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:22.605290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:22.605845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:22.605921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:22.605953] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:22.638088] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:22.638180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:22.638232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:22.638263] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:22.641169] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: DOWN (p=14.66%)
[2025-10-17T00:00:22.641410] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-10-17T00:00:22.787254] [INFO ] [FORECASTER] Starting predict_future for LB
[2025-10-17T00:00:22.812208] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:22.812235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:22.812290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:22.829147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:22.829693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:22.829775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:22.829809] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:22.860869] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:22.860943] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:22.860978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:22.861006] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:22.863963] [DEBUG] [FORECASTER] LB: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-10-17T00:00:22.864204] [INFO ] [FORECASTER] Completed predict_future for LB
[2025-10-17T00:00:23.010623] [INFO ] [FORECASTER] Starting predict_future for LBRT
[2025-10-17T00:00:23.036470] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:23.036499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:23.036556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:23.053865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:23.054422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:23.054520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:23.054569] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:23.096874] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:23.097037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:23.097081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:23.097114] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:23.100756] [DEBUG] [FORECASTER] LBRT: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2025-10-17T00:00:23.101029] [INFO ] [FORECASTER] Completed predict_future for LBRT
[2025-10-17T00:00:23.254717] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-10-17T00:00:23.281281] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:23.281310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:23.281368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:23.298998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:23.299579] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:23.299683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:23.299737] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:23.332908] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:23.332985] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:23.333021] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:23.333051] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:23.336095] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=82.57%)
[2025-10-17T00:00:23.336347] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-10-17T00:00:23.485874] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-10-17T00:00:23.511322] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:23.511353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:23.511410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:23.528547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:23.529101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:23.529181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:23.529215] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:23.560771] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:23.560863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:23.560900] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:23.560929] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:23.563844] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: UP (p=88.89%)
[2025-10-17T00:00:23.564086] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-10-17T00:00:23.713066] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-10-17T00:00:23.738143] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:23.738202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:23.738268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:23.755398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:23.755950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:23.756027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:23.756061] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:23.791146] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:23.791218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:23.791253] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:23.791281] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:23.794197] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-10-17T00:00:23.794436] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-10-17T00:00:23.940566] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-10-17T00:00:23.965716] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:23.965748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:23.965804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:23.982861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:23.983370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:23.983444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:23.983478] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:24.014719] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:24.014787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:24.014821] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:24.014849] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:24.017773] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=50.16%)
[2025-10-17T00:00:24.018015] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-10-17T00:00:24.164728] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-10-17T00:00:24.189816] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:24.189843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:24.189900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:24.206914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:24.207423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:24.207498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:24.207531] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:24.240172] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:24.240240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:24.240275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:24.240304] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:24.243204] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-10-17T00:00:24.243443] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-10-17T00:00:24.448997] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-10-17T00:00:24.474339] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:24.474380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:24.474439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:24.491560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:24.492113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:24.492193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:24.492225] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:24.523775] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:24.523850] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:24.523885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:24.523915] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:24.526878] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=52.84%)
[2025-10-17T00:00:24.527123] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-10-17T00:00:24.673720] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-10-17T00:00:24.698757] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:24.698795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:24.698853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:24.716076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:24.716594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:24.716697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:24.716746] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:24.749640] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:24.749735] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:24.749771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:24.749801] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:24.752755] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=21.97%)
[2025-10-17T00:00:24.753002] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-10-17T00:00:24.901726] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-10-17T00:00:24.926746] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:24.926778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:24.926835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:24.944051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:24.944563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:24.944639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:24.944714] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:24.977848] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:24.977917] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:24.977952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:24.977981] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:24.980910] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=32.80%)
[2025-10-17T00:00:24.981149] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-10-17T00:00:25.128729] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-10-17T00:00:25.154335] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:25.154364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:25.154421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:25.172788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:25.173346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:25.173425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:25.173459] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:25.209373] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:25.209451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:25.209503] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:25.209533] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:25.212566] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-10-17T00:00:25.212843] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-10-17T00:00:25.360990] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-10-17T00:00:25.386102] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:25.386131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:25.386188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:25.403192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:25.403737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:25.403814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:25.403847] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:25.442624] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:25.442724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:25.442765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:25.442794] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:25.445793] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-10-17T00:00:25.446037] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-10-17T00:00:25.594459] [INFO ] [FORECASTER] Starting predict_future for LFT
[2025-10-17T00:00:25.619970] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:25.619998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:25.620055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:25.636858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:25.637367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:25.637442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:25.637476] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:25.670961] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:25.671035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:25.671071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:25.671100] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:25.674068] [DEBUG] [FORECASTER] LFT: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-10-17T00:00:25.674308] [INFO ] [FORECASTER] Completed predict_future for LFT
[2025-10-17T00:00:25.824523] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-10-17T00:00:25.849610] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:25.849677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:25.849770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:25.866966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:25.867474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:25.867552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:25.867587] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:25.899626] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:25.899715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:25.899757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:25.899786] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:25.902746] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-10-17T00:00:25.902991] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-10-17T00:00:26.053424] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-10-17T00:00:26.078504] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:26.078532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:26.078602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:26.097196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:26.097754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:26.097833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:26.097866] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:26.132122] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:26.132195] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:26.132229] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:26.132257] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:26.135474] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=21.48%)
[2025-10-17T00:00:26.135797] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-10-17T00:00:26.284466] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-10-17T00:00:26.309500] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:26.309528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:26.309585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:26.326570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:26.327161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:26.327240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:26.327272] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:26.357518] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:26.357587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:26.357622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:26.357681] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:26.360681] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=11.16%)
[2025-10-17T00:00:26.360929] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-10-17T00:00:26.507313] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-10-17T00:00:26.532385] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:26.532414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:26.532470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:26.549406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:26.549958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:26.550035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:26.550069] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:26.583762] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:26.583832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:26.583865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:26.583893] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:26.586820] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=13.44%)
[2025-10-17T00:00:26.587069] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-10-17T00:00:26.734215] [INFO ] [FORECASTER] Starting predict_future for LION
[2025-10-17T00:00:26.759270] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:26.759298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:26.759354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:26.775959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:26.776466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:26.776544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:26.776577] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:26.812071] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:26.812140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:26.812175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:26.812219] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:26.815146] [DEBUG] [FORECASTER] LION: Forecast T+1@11:T+2@11: UP (p=68.09%)
[2025-10-17T00:00:26.815389] [INFO ] [FORECASTER] Completed predict_future for LION
[2025-10-17T00:00:26.961335] [INFO ] [FORECASTER] Starting predict_future for LITB
[2025-10-17T00:00:26.990425] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:26.990456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:26.990525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:27.010788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:27.011777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:27.011942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:27.011978] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:27.046222] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:27.046352] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:27.046389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:27.046418] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:27.049618] [DEBUG] [FORECASTER] LITB: Forecast T+1@11:T+2@11: DOWN (p=17.04%)
[2025-10-17T00:00:27.049901] [INFO ] [FORECASTER] Completed predict_future for LITB
[2025-10-17T00:00:27.195674] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-10-17T00:00:27.220715] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:27.220748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:27.220806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:27.237904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:27.238447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:27.238524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:27.238559] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:27.272448] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:27.272529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:27.272564] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:27.272593] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:27.275620] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=45.72%)
[2025-10-17T00:00:27.275896] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-10-17T00:00:27.425277] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-10-17T00:00:27.450384] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:27.450412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:27.450469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:27.467796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:27.468391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:27.468470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:27.468503] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:27.502935] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:27.503007] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:27.503041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:27.503071] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:27.506089] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-10-17T00:00:27.506330] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-10-17T00:00:27.652390] [INFO ] [FORECASTER] Starting predict_future for LMT
[2025-10-17T00:00:27.677555] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:27.677585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:27.677663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:27.694579] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:27.695122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:27.695201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:27.695234] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:27.730005] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:27.730078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:27.730112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:27.730140] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:27.733065] [DEBUG] [FORECASTER] LMT: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-10-17T00:00:27.733306] [INFO ] [FORECASTER] Completed predict_future for LMT
[2025-10-17T00:00:27.880033] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-10-17T00:00:27.905682] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:27.905732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:27.905793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:27.923382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:27.923946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:27.924026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:27.924061] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:27.958139] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:27.958248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:27.958286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:27.958315] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:27.961299] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=66.72%)
[2025-10-17T00:00:27.961542] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-10-17T00:00:28.107325] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-10-17T00:00:28.132508] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:28.132537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:28.132593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:28.149402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:28.149951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:28.150029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:28.150061] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:28.182765] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:28.182833] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:28.182867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:28.182896] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:28.185844] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2025-10-17T00:00:28.186085] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-10-17T00:00:28.331751] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-10-17T00:00:28.356793] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:28.356821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:28.356878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:28.374141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:28.374679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:28.374789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:28.374827] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:28.409172] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:28.409242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:28.409277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:28.409305] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:28.412272] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: DOWN (p=47.38%)
[2025-10-17T00:00:28.412514] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-10-17T00:00:28.558218] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-10-17T00:00:28.583338] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:28.583366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:28.583424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:28.600396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:28.600957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:28.601058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:28.601093] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:28.633470] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:28.633541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:28.633574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:28.633603] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:28.636577] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2025-10-17T00:00:28.636851] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-10-17T00:00:28.784767] [INFO ] [FORECASTER] Starting predict_future for LOAR
[2025-10-17T00:00:28.810230] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:28.810260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:28.810317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:28.827301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:28.828045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:28.828130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:28.828197] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:28.867181] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:28.867293] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:28.867329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:28.867358] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:28.870546] [DEBUG] [FORECASTER] LOAR: Forecast T+1@11:T+2@11: DOWN (p=30.41%)
[2025-10-17T00:00:28.870832] [INFO ] [FORECASTER] Completed predict_future for LOAR
[2025-10-17T00:00:29.020550] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-10-17T00:00:29.045573] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:29.045600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:29.045677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:29.062762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:29.063272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:29.063349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:29.063382] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:29.097809] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:29.097879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:29.097914] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:29.097943] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:29.102752] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-10-17T00:00:29.102994] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-10-17T00:00:29.247610] [INFO ] [FORECASTER] Starting predict_future for LOCL
[2025-10-17T00:00:29.272541] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:29.272569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:29.272630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:29.289802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:29.290308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:29.290396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:29.290430] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:29.322280] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:29.322353] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:29.322388] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:29.322417] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:29.325413] [DEBUG] [FORECASTER] LOCL: Forecast T+1@11:T+2@11: DOWN (p=30.95%)
[2025-10-17T00:00:29.325678] [INFO ] [FORECASTER] Completed predict_future for LOCL
[2025-10-17T00:00:29.472263] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-10-17T00:00:29.497293] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:29.497321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:29.497377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:29.514589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:29.515138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:29.515213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:29.515246] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:29.545769] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:29.545843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:29.545913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:29.545964] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:29.548932] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=93.92%)
[2025-10-17T00:00:29.549177] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-10-17T00:00:29.695567] [INFO ] [FORECASTER] Starting predict_future for LOW
[2025-10-17T00:00:29.720604] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:29.720632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:29.720868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:29.737873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:29.738424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:29.738502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:29.738534] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:29.776511] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:29.776583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:29.776618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:29.776672] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:29.779630] [DEBUG] [FORECASTER] LOW: Forecast T+1@11:T+2@11: DOWN (p=13.99%)
[2025-10-17T00:00:29.779907] [INFO ] [FORECASTER] Completed predict_future for LOW
[2025-10-17T00:00:29.926556] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-10-17T00:00:29.951847] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:29.951876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:29.951932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:29.968833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:29.969366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:29.969442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:29.969475] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:30.004783] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:30.004851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:30.004886] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:30.004914] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:30.007825] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: DOWN (p=17.85%)
[2025-10-17T00:00:30.008080] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-10-17T00:00:30.155091] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-10-17T00:00:30.180309] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:30.180338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:30.180394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:30.197086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:30.197590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:30.197690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:30.197742] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:30.230000] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:30.230069] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:30.230104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:30.230132] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:30.233031] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: DOWN (p=37.80%)
[2025-10-17T00:00:30.233272] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-10-17T00:00:30.379679] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-10-17T00:00:30.404783] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:30.404812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:30.404869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:30.421910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:30.422419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:30.422496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:30.422528] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:30.455088] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:30.455164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:30.455199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:30.455228] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:30.458236] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=15.97%)
[2025-10-17T00:00:30.458485] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-10-17T00:00:30.604835] [INFO ] [FORECASTER] Starting predict_future for LRN
[2025-10-17T00:00:30.632814] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:30.632842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:30.632898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:30.649906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:30.650413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:30.650491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:30.650524] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:30.674928] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:30.674999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:30.675034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:30.675063] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:30.678002] [DEBUG] [FORECASTER] LRN: Forecast T+1@11:T+2@11: UP (p=58.66%)
[2025-10-17T00:00:30.678284] [INFO ] [FORECASTER] Completed predict_future for LRN
[2025-10-17T00:00:30.823929] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-10-17T00:00:30.848985] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:30.849014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:30.849072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:30.866034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:30.866546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:30.866623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:30.866702] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:30.891258] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:30.891328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:30.891363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:30.891392] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:30.894348] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=73.58%)
[2025-10-17T00:00:30.894590] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-10-17T00:00:31.040851] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-10-17T00:00:31.065866] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:31.065895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:31.065952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:31.083009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:31.083518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:31.083594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:31.083627] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:31.109073] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:31.109145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:31.109180] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:31.109209] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:31.112136] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=53.73%)
[2025-10-17T00:00:31.112376] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-10-17T00:00:31.258696] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-10-17T00:00:31.283703] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:31.283740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:31.283848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:31.301087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:31.301609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:31.301712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:31.301757] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:31.326400] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:31.326470] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:31.326506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:31.326534] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:31.329491] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=20.16%)
[2025-10-17T00:00:31.329779] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-10-17T00:00:31.476048] [INFO ] [FORECASTER] Starting predict_future for LTM
[2025-10-17T00:00:31.501055] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:31.501082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:31.501138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:31.517941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:31.518517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:31.518596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:31.518629] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:31.542990] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:31.543063] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:31.543097] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:31.543125] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:31.546038] [DEBUG] [FORECASTER] LTM: Forecast T+1@11:T+2@11: UP (p=61.59%)
[2025-10-17T00:00:31.546283] [INFO ] [FORECASTER] Completed predict_future for LTM
[2025-10-17T00:00:31.692471] [INFO ] [FORECASTER] Starting predict_future for LU
[2025-10-17T00:00:31.717526] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:31.717553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:31.717610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:31.734325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:31.734910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:31.734990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:31.735023] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:31.759902] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:31.759976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:31.760010] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:31.760039] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:31.762942] [DEBUG] [FORECASTER] LU: Forecast T+1@11:T+2@11: DOWN (p=35.51%)
[2025-10-17T00:00:31.763183] [INFO ] [FORECASTER] Completed predict_future for LU
[2025-10-17T00:00:31.909520] [INFO ] [FORECASTER] Starting predict_future for LUCK
[2025-10-17T00:00:31.934675] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:31.934723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:31.934782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:31.951660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:31.952230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:31.952307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:31.952340] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:31.978977] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:31.979055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:31.979121] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:31.979151] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:31.985035] [DEBUG] [FORECASTER] LUCK: Forecast T+1@11:T+2@11: UP (p=73.09%)
[2025-10-17T00:00:31.985285] [INFO ] [FORECASTER] Completed predict_future for LUCK
[2025-10-17T00:00:32.132154] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-10-17T00:00:32.157244] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:32.157272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:32.157329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:32.174379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:32.174931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:32.175009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:32.175042] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:32.204543] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:32.204615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:32.204677] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:32.204725] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:32.207683] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2025-10-17T00:00:32.207930] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-10-17T00:00:32.359742] [INFO ] [FORECASTER] Starting predict_future for LUV
[2025-10-17T00:00:32.385217] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:32.385246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:32.385303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:32.402372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:32.402930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:32.403008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:32.403040] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:32.432211] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:32.432282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:32.432317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:32.432346] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:32.435251] [DEBUG] [FORECASTER] LUV: Forecast T+1@11:T+2@11: UP (p=62.35%)
[2025-10-17T00:00:32.435494] [INFO ] [FORECASTER] Completed predict_future for LUV
[2025-10-17T00:00:32.581754] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-10-17T00:00:32.606970] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:32.606998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:32.607055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:32.624132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:32.624675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:32.624758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:32.624793] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:32.654081] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:32.654164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:32.654200] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:32.654228] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:32.657259] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-10-17T00:00:32.657506] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-10-17T00:00:32.804244] [INFO ] [FORECASTER] Starting predict_future for LVWR
[2025-10-17T00:00:32.829360] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:32.829388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:32.829444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:32.846772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:32.847296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:32.847374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:32.847408] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:32.876332] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:32.876413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:32.876449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:32.876479] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:32.879539] [DEBUG] [FORECASTER] LVWR: Forecast T+1@11:T+2@11: DOWN (p=34.14%)
[2025-10-17T00:00:32.879826] [INFO ] [FORECASTER] Completed predict_future for LVWR
[2025-10-17T00:00:33.027291] [INFO ] [FORECASTER] Starting predict_future for LW
[2025-10-17T00:00:33.053390] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:33.053419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:33.053476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:33.070394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:33.070972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:33.071058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:33.071091] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:33.107240] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:33.107332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:33.107368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:33.107439] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:33.110564] [DEBUG] [FORECASTER] LW: Forecast T+1@11:T+2@11: DOWN (p=10.63%)
[2025-10-17T00:00:33.110843] [INFO ] [FORECASTER] Completed predict_future for LW
[2025-10-17T00:00:33.257389] [INFO ] [FORECASTER] Starting predict_future for LXFR
[2025-10-17T00:00:33.282465] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:33.282493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:33.282550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:33.299601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:33.300141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:33.300217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:33.300251] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:33.331891] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:33.331968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:33.332004] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:33.332033] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:33.335023] [DEBUG] [FORECASTER] LXFR: Forecast T+1@11:T+2@11: DOWN (p=34.59%)
[2025-10-17T00:00:33.335268] [INFO ] [FORECASTER] Completed predict_future for LXFR
[2025-10-17T00:00:33.481667] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-10-17T00:00:33.506764] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:33.506793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:33.506849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:33.523922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:33.524429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:33.524507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:33.524540] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:33.556208] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:33.556283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:33.556319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:33.556347] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:33.559350] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=42.47%)
[2025-10-17T00:00:33.559593] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-10-17T00:00:33.707415] [INFO ] [FORECASTER] Starting predict_future for LXU
[2025-10-17T00:00:33.733077] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:33.733106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:33.733163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:33.750118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:33.750633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:33.750741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:33.750776] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:33.782387] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:33.782457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:33.782495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:33.782550] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:33.785586] [DEBUG] [FORECASTER] LXU: Forecast T+1@11:T+2@11: DOWN (p=47.58%)
[2025-10-17T00:00:33.785859] [INFO ] [FORECASTER] Completed predict_future for LXU
[2025-10-17T00:00:33.937417] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-10-17T00:00:33.962771] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:33.962799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:33.962857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:33.980224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:33.980776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:33.980860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:33.980893] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:34.011599] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:34.011722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:34.011768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:34.011802] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:34.014845] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: UP (p=79.83%)
[2025-10-17T00:00:34.015092] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-10-17T00:00:34.161968] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-10-17T00:00:34.187091] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:34.187165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:34.187232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:34.204356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:34.204918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:34.204998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:34.205031] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:34.236840] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:34.236917] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:34.236953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:34.236982] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:34.240020] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=62.53%)
[2025-10-17T00:00:34.240266] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-10-17T00:00:34.385569] [INFO ] [FORECASTER] Starting predict_future for LYV
[2025-10-17T00:00:34.411069] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:34.411098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:34.411158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:34.428129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:34.428722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:34.428808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:34.428842] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:34.461177] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:34.461254] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:34.461290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:34.461320] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:34.464358] [DEBUG] [FORECASTER] LYV: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-10-17T00:00:34.464606] [INFO ] [FORECASTER] Completed predict_future for LYV
[2025-10-17T00:00:34.610943] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-10-17T00:00:34.636329] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:34.636359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:34.636416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:34.653432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:34.654131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:34.654211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:34.654245] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:34.679787] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:34.679872] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:34.679907] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:34.679937] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:34.682909] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=60.49%)
[2025-10-17T00:00:34.683157] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-10-17T00:00:34.830395] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-10-17T00:00:34.855451] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:34.855491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:34.855550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:34.872714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:34.873237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:34.873314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:34.873347] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:34.898897] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:34.899013] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:34.899051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:34.899082] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:34.905203] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: UP (p=83.72%)
[2025-10-17T00:00:34.905461] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-10-17T00:00:35.051986] [INFO ] [FORECASTER] Starting predict_future for M
[2025-10-17T00:00:35.077366] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:35.077396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:35.077455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:35.094903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:35.095429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:35.095510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:35.095543] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:35.126311] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:35.126471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:35.126512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:35.126543] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:35.130180] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=51.25%)
[2025-10-17T00:00:35.130449] [INFO ] [FORECASTER] Completed predict_future for M
[2025-10-17T00:00:35.278907] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-10-17T00:00:35.304946] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:35.304977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:35.305036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:35.322571] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:35.323137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:35.323218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:35.323255] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:35.349116] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:35.349196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:35.349234] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:35.349265] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:35.352296] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: DOWN (p=23.78%)
[2025-10-17T00:00:35.352549] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-10-17T00:00:35.501127] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-10-17T00:00:35.526185] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:35.526213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:35.526269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:35.543738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:35.544259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:35.544336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:35.544369] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:35.576511] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:35.576611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:35.576710] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:35.576758] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:35.579988] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-10-17T00:00:35.580246] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-10-17T00:00:35.730047] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-10-17T00:00:35.755848] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:35.755879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:35.755938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:35.773814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:35.774342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:35.774423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:35.774458] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:35.806174] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:35.806298] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:35.806337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:35.806370] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:35.809785] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-10-17T00:00:35.810044] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-10-17T00:00:35.959129] [INFO ] [FORECASTER] Starting predict_future for MAGN
[2025-10-17T00:00:35.985400] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:35.985430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:35.985489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:36.002982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:36.003506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:36.003585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:36.003621] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:36.033839] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:36.033914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:36.033950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:36.033980] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:36.037125] [DEBUG] [FORECASTER] MAGN: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2025-10-17T00:00:36.037376] [INFO ] [FORECASTER] Completed predict_future for MAGN
[2025-10-17T00:00:36.194459] [INFO ] [FORECASTER] Starting predict_future for MAIN
[2025-10-17T00:00:36.220234] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:36.220262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:36.220320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:36.237766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:36.238329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:36.238410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:36.238445] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:36.270368] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:36.270447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:36.270483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:36.270514] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:36.273734] [DEBUG] [FORECASTER] MAIN: Forecast T+1@11:T+2@11: DOWN (p=21.33%)
[2025-10-17T00:00:36.273995] [INFO ] [FORECASTER] Completed predict_future for MAIN
[2025-10-17T00:00:36.424638] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-10-17T00:00:36.449857] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:36.449886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:36.449955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:36.467617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:36.468191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:36.468275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:36.468308] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:36.500537] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:36.500612] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:36.500675] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:36.500725] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:36.503729] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=75.73%)
[2025-10-17T00:00:36.503979] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-10-17T00:00:36.653068] [INFO ] [FORECASTER] Starting predict_future for MANU
[2025-10-17T00:00:36.678676] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:36.678725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:36.678788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:36.696133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:36.696681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:36.696770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:36.696806] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:36.727402] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:36.727475] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:36.727511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:36.727541] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:36.730595] [DEBUG] [FORECASTER] MANU: Forecast T+1@11:T+2@11: DOWN (p=49.63%)
[2025-10-17T00:00:36.730869] [INFO ] [FORECASTER] Completed predict_future for MANU
[2025-10-17T00:00:36.878664] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-10-17T00:00:36.903623] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:36.903683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:36.903760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:36.920697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:36.921249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:36.921327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:36.921360] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:36.954597] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:36.954695] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:36.954742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:36.954771] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:36.957726] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2025-10-17T00:00:36.957971] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-10-17T00:00:37.108737] [INFO ] [FORECASTER] Starting predict_future for MATV
[2025-10-17T00:00:37.133919] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:37.133957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:37.134015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:37.151238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:37.151800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:37.151882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:37.151915] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:37.183588] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:37.183692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:37.183741] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:37.183787] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:37.186953] [DEBUG] [FORECASTER] MATV: Forecast T+1@11:T+2@11: DOWN (p=4.09%)
[2025-10-17T00:00:37.187200] [INFO ] [FORECASTER] Completed predict_future for MATV
[2025-10-17T00:00:37.336880] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-10-17T00:00:37.362849] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:37.362881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:37.362942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:37.380445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:37.381041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:37.381121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:37.381154] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:37.411745] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:37.411823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:37.411859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:37.411892] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:37.414857] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-10-17T00:00:37.415103] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-10-17T00:00:37.564435] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-10-17T00:00:37.589916] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:37.589951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:37.590018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:37.607267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:37.607821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:37.607901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:37.607935] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:37.641320] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:37.641397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:37.641432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:37.641460] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:37.644482] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=45.61%)
[2025-10-17T00:00:37.644769] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-10-17T00:00:37.793061] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-10-17T00:00:37.818398] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:37.818425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:37.818482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:37.835858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:37.836397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:37.836473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:37.836506] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:37.867680] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:37.867756] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:37.867792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:37.867820] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:37.870880] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=29.21%)
[2025-10-17T00:00:37.871126] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-10-17T00:00:38.018054] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-10-17T00:00:38.044231] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:38.044260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:38.044319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:38.061879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:38.062420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:38.062499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:38.062535] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:38.100739] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:38.100818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:38.100855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:38.100885] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:38.103900] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: UP (p=88.00%)
[2025-10-17T00:00:38.104149] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-10-17T00:00:38.252519] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-10-17T00:00:38.278397] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:38.278426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:38.278483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:38.295675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:38.296200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:38.296280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:38.296313] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:38.327576] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:38.327676] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:38.327727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:38.327759] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:38.330795] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=12.83%)
[2025-10-17T00:00:38.331047] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-10-17T00:00:38.481464] [INFO ] [FORECASTER] Starting predict_future for MCB
[2025-10-17T00:00:38.506740] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:38.506769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:38.506824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:38.523823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:38.524344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:38.524424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:38.524457] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:38.558075] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:38.558169] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:38.558224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:38.558256] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:38.561221] [DEBUG] [FORECASTER] MCB: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2025-10-17T00:00:38.561468] [INFO ] [FORECASTER] Completed predict_future for MCB
[2025-10-17T00:00:38.708636] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-10-17T00:00:38.734181] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:38.734211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:38.734272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:38.751637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:38.752184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:38.752261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:38.752294] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:38.785742] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:38.785822] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:38.785858] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:38.785887] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:38.788944] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=31.54%)
[2025-10-17T00:00:38.789196] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-10-17T00:00:38.937181] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-10-17T00:00:38.962428] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:38.962456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:38.962513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:38.979633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:38.980186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:38.980264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:38.980297] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:39.013414] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:39.013529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:39.013566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:39.013596] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:39.016820] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=57.07%)
[2025-10-17T00:00:39.017075] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-10-17T00:00:39.165832] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-10-17T00:00:39.191029] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:39.191057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:39.191113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:39.208348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:39.208918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:39.209021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:39.209055] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:39.241193] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:39.241276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:39.241312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:39.241342] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:39.244473] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-10-17T00:00:39.244767] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-10-17T00:00:39.393039] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-10-17T00:00:39.418122] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:39.418174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:39.418257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:39.436413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:39.437039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:39.437120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:39.437156] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:39.469345] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:39.469426] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:39.469461] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:39.469490] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:39.472550] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2025-10-17T00:00:39.472833] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-10-17T00:00:39.620694] [INFO ] [FORECASTER] Starting predict_future for MCR
[2025-10-17T00:00:39.645744] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:39.645774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:39.645831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:39.662887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:39.663431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:39.663529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:39.663563] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:39.698631] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:39.698796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:39.698859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:39.698913] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:39.702142] [DEBUG] [FORECASTER] MCR: Forecast T+1@11:T+2@11: UP (p=56.27%)
[2025-10-17T00:00:39.702396] [INFO ] [FORECASTER] Completed predict_future for MCR
[2025-10-17T00:00:39.857222] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-10-17T00:00:39.883757] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:39.883787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:39.883845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:39.901823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:39.902407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:39.902489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:39.902524] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:39.937947] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:39.938059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:39.938098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:39.938131] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:39.941489] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=15.27%)
[2025-10-17T00:00:39.941793] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-10-17T00:00:40.098431] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-10-17T00:00:40.123870] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:40.123899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:40.123960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:40.141123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:40.141679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:40.141761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:40.141796] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:40.175119] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:40.175204] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:40.175240] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:40.175269] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:40.178304] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: UP (p=91.58%)
[2025-10-17T00:00:40.178551] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-10-17T00:00:40.326351] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-10-17T00:00:40.361956] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:40.361995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:40.362079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:40.382052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:40.382861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:40.382947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:40.382983] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:40.424998] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:40.425147] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:40.425189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:40.425220] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:40.428729] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-10-17T00:00:40.429028] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-10-17T00:00:40.585436] [INFO ] [FORECASTER] Starting predict_future for MDST
[2025-10-17T00:00:40.611603] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:40.611632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:40.611732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:40.631529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:40.632302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:40.632406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:40.632451] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:40.665333] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:40.665455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:40.665525] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:40.665582] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:40.668957] [DEBUG] [FORECASTER] MDST: Forecast T+1@11:T+2@11: DOWN (p=26.00%)
[2025-10-17T00:00:40.669234] [INFO ] [FORECASTER] Completed predict_future for MDST
[2025-10-17T00:00:40.821137] [INFO ] [FORECASTER] Starting predict_future for MDT
[2025-10-17T00:00:40.849607] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:40.849638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:40.849759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:40.868852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:40.869564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:40.869727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:40.869793] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:40.911634] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:40.911815] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:40.911890] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:40.911947] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:40.916058] [DEBUG] [FORECASTER] MDT: Forecast T+1@11:T+2@11: UP (p=88.24%)
[2025-10-17T00:00:40.916353] [INFO ] [FORECASTER] Completed predict_future for MDT
[2025-10-17T00:00:41.078689] [INFO ] [FORECASTER] Starting predict_future for MDU
[2025-10-17T00:00:41.104389] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:41.104418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:41.104476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:41.122114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:41.122702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:41.122784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:41.122820] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:41.160386] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:41.160549] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:41.160594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:41.160626] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:41.165257] [DEBUG] [FORECASTER] MDU: Forecast T+1@11:T+2@11: UP (p=95.82%)
[2025-10-17T00:00:41.165762] [INFO ] [FORECASTER] Completed predict_future for MDU
[2025-10-17T00:00:41.360395] [INFO ] [FORECASTER] Starting predict_future for MDV
[2025-10-17T00:00:41.386638] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:41.386714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:41.386777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:41.404409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:41.405099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:41.405182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:41.405234] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:41.434997] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:41.435109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:41.435147] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:41.435176] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:41.438417] [DEBUG] [FORECASTER] MDV: Forecast T+1@11:T+2@11: UP (p=91.24%)
[2025-10-17T00:00:41.438710] [INFO ] [FORECASTER] Completed predict_future for MDV
[2025-10-17T00:00:41.600743] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-10-17T00:00:41.626439] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:41.626468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:41.626525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:41.643556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:41.644137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:41.644217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:41.644251] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:41.678400] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:41.678520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:41.678557] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:41.678586] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:41.684298] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: UP (p=76.39%)
[2025-10-17T00:00:41.684564] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-10-17T00:00:41.838486] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-10-17T00:00:41.863988] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:41.864018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:41.864075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:41.881383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:41.881972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:41.882056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:41.882089] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:41.916179] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:41.916302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:41.916341] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:41.916371] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:41.919721] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: UP (p=62.08%)
[2025-10-17T00:00:41.920003] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-10-17T00:00:42.072788] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-10-17T00:00:42.098543] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:42.098571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:42.098628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:42.115942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:42.116492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:42.116571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:42.116604] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:42.151751] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:42.151891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:42.151930] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:42.151960] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:42.155421] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=11.50%)
[2025-10-17T00:00:42.155761] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-10-17T00:00:42.309636] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-10-17T00:00:42.335235] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:42.335265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:42.335322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:42.352393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:42.352986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:42.353064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:42.353097] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:42.389313] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:42.389420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:42.389457] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:42.389487] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:42.392633] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-10-17T00:00:42.392923] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-10-17T00:00:42.541149] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-10-17T00:00:42.566571] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:42.566601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:42.566679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:42.583584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:42.584183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:42.584265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:42.584298] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:42.618116] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:42.618269] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:42.618315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:42.618346] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:42.621667] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=81.24%)
[2025-10-17T00:00:42.621938] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-10-17T00:00:42.770369] [INFO ] [FORECASTER] Starting predict_future for MET
[2025-10-17T00:00:42.797277] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:42.797307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:42.797368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:42.814762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:42.815559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:42.815672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:42.815727] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:42.856596] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:42.856794] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:42.856843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:42.856874] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:42.860473] [DEBUG] [FORECASTER] MET: Forecast T+1@11:T+2@11: UP (p=86.32%)
[2025-10-17T00:00:42.860799] [INFO ] [FORECASTER] Completed predict_future for MET
[2025-10-17T00:00:43.013100] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-10-17T00:00:43.038924] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:43.038955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:43.039012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:43.056121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:43.056637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:43.056785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:43.056822] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:43.094595] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:43.094707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:43.094753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:43.094784] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:43.097829] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: UP (p=92.50%)
[2025-10-17T00:00:43.098075] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-10-17T00:00:43.254566] [INFO ] [FORECASTER] Starting predict_future for MFAN
[2025-10-17T00:00:43.280382] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:43.280411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:43.280469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:43.297498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:43.298047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:43.298127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:43.298189] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:43.331009] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:43.331101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:43.331136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:43.331165] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:43.334225] [DEBUG] [FORECASTER] MFAN: Forecast T+1@11:T+2@11: DOWN (p=15.43%)
[2025-10-17T00:00:43.334475] [INFO ] [FORECASTER] Completed predict_future for MFAN
[2025-10-17T00:00:43.483572] [INFO ] [FORECASTER] Starting predict_future for MFAO
[2025-10-17T00:00:43.509440] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:43.509468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:43.509525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:43.526384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:43.526938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:43.527016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:43.527049] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:43.559853] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:43.559933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:43.559975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:43.560010] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:43.563031] [DEBUG] [FORECASTER] MFAO: Forecast T+1@11:T+2@11: DOWN (p=49.31%)
[2025-10-17T00:00:43.563275] [INFO ] [FORECASTER] Completed predict_future for MFAO
[2025-10-17T00:00:43.711687] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-10-17T00:00:43.737109] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:43.737138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:43.737194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:43.754302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:43.754853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:43.754931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:43.754964] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:43.789096] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:43.789182] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:43.789218] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:43.789247] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:43.792262] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=39.43%)
[2025-10-17T00:00:43.792508] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-10-17T00:00:43.941278] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-10-17T00:00:43.966459] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:43.966487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:43.966594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:43.983829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:43.984347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:43.984424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:43.984458] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:44.017353] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:44.017474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:44.017513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:44.017543] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:44.020858] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=82.52%)
[2025-10-17T00:00:44.021118] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-10-17T00:00:44.175106] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-10-17T00:00:44.202790] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:44.202853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:44.202933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:44.221213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:44.221870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:44.221957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:44.221993] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:44.259050] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:44.259203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:44.259243] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:44.259274] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:44.262675] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: UP (p=71.95%)
[2025-10-17T00:00:44.262952] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-10-17T00:00:44.441006] [INFO ] [FORECASTER] Starting predict_future for MFSG
[2025-10-17T00:00:44.473130] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:44.473161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:44.473220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:44.497948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:44.498739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:44.498859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:44.498924] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:44.536606] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:44.536748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:44.536797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:44.536846] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:44.540326] [DEBUG] [FORECASTER] MFSG: Forecast T+1@11:T+2@11: UP (p=71.32%)
[2025-10-17T00:00:44.540679] [INFO ] [FORECASTER] Completed predict_future for MFSG
[2025-10-17T00:00:44.730275] [INFO ] [FORECASTER] Starting predict_future for MFSI
[2025-10-17T00:00:44.761822] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:44.761852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:44.761909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:44.782737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:44.783397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:44.783481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:44.783515] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:44.824292] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:44.824445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:44.824585] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:44.825207] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:44.829844] [DEBUG] [FORECASTER] MFSI: Forecast T+1@11:T+2@11: DOWN (p=20.44%)
[2025-10-17T00:00:44.830109] [INFO ] [FORECASTER] Completed predict_future for MFSI
[2025-10-17T00:00:45.025194] [INFO ] [FORECASTER] Starting predict_future for MFSV
[2025-10-17T00:00:45.056322] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:45.056352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:45.056424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:45.078303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:45.079116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:45.079204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:45.079240] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:45.118022] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:45.118169] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:45.118237] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:45.118279] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:45.123075] [DEBUG] [FORECASTER] MFSV: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-10-17T00:00:45.123371] [INFO ] [FORECASTER] Completed predict_future for MFSV
[2025-10-17T00:00:45.313391] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-10-17T00:00:45.346040] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:45.346075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:45.346134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:45.368771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:45.369365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:45.369462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:45.369505] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:45.408774] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:45.408875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:45.408913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:45.408942] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:45.412567] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=42.34%)
[2025-10-17T00:00:45.412963] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-10-17T00:00:45.612914] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-10-17T00:00:45.643836] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:45.643867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:45.643926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:45.667359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:45.668053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:45.668140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:45.668214] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:45.709018] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:45.709170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:45.709212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:45.709243] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:45.713672] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=48.48%)
[2025-10-17T00:00:45.713952] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-10-17T00:00:45.876659] [INFO ] [FORECASTER] Starting predict_future for MGF
[2025-10-17T00:00:45.902640] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:45.902733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:45.902798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:45.920416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:45.921063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:45.921147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:45.921183] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:45.955381] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:45.955508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:45.955547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:45.955576] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:45.958867] [DEBUG] [FORECASTER] MGF: Forecast T+1@11:T+2@11: UP (p=83.03%)
[2025-10-17T00:00:45.959131] [INFO ] [FORECASTER] Completed predict_future for MGF
[2025-10-17T00:00:46.112069] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-10-17T00:00:46.138432] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:46.138464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:46.138523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:46.156141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:46.156922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:46.157011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:46.157048] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:46.194102] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:46.194269] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:46.194311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:46.194340] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:46.197854] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=12.04%)
[2025-10-17T00:00:46.198141] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-10-17T00:00:46.350452] [INFO ] [FORECASTER] Starting predict_future for MGR
[2025-10-17T00:00:46.376150] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:46.376180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:46.376240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:46.393910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:46.394558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:46.394664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:46.394719] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:46.436305] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:46.436473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:46.436517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:46.436547] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:46.440276] [DEBUG] [FORECASTER] MGR: Forecast T+1@11:T+2@11: DOWN (p=34.83%)
[2025-10-17T00:00:46.440543] [INFO ] [FORECASTER] Completed predict_future for MGR
[2025-10-17T00:00:46.589493] [INFO ] [FORECASTER] Starting predict_future for MGRB
[2025-10-17T00:00:46.614933] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:46.614963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:46.615020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:46.632062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:46.632605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:46.632706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:46.632752] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:46.671788] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:46.671872] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:46.671927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:46.671956] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:46.674994] [DEBUG] [FORECASTER] MGRB: Forecast T+1@11:T+2@11: DOWN (p=7.13%)
[2025-10-17T00:00:46.675249] [INFO ] [FORECASTER] Completed predict_future for MGRB
[2025-10-17T00:00:46.825993] [INFO ] [FORECASTER] Starting predict_future for MGRD
[2025-10-17T00:00:46.851230] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:46.851260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:46.851317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:46.868097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:46.868704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:46.868790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:46.868826] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:46.909464] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:46.909570] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:46.909607] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:46.909637] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:46.912970] [DEBUG] [FORECASTER] MGRD: Forecast T+1@11:T+2@11: DOWN (p=15.56%)
[2025-10-17T00:00:46.913232] [INFO ] [FORECASTER] Completed predict_future for MGRD
[2025-10-17T00:00:47.061469] [INFO ] [FORECASTER] Starting predict_future for MGRE
[2025-10-17T00:00:47.086488] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:47.086517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:47.086574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:47.103482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:47.104035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:47.104118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:47.104151] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:47.143707] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:47.143814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:47.143851] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:47.143880] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:47.147000] [DEBUG] [FORECASTER] MGRE: Forecast T+1@11:T+2@11: UP (p=94.29%)
[2025-10-17T00:00:47.147257] [INFO ] [FORECASTER] Completed predict_future for MGRE
[2025-10-17T00:00:47.294453] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-10-17T00:00:47.319866] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:47.319945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:47.320012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:47.336939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:47.337461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:47.337537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:47.337570] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:47.372031] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:47.372120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:47.372156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:47.372184] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:47.375243] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=80.60%)
[2025-10-17T00:00:47.375489] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-10-17T00:00:47.527161] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-10-17T00:00:47.552982] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:47.553009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:47.553079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:47.570838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:47.571370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:47.571450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:47.571483] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:47.605471] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:47.605544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:47.605580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:47.605609] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:47.608846] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=30.81%)
[2025-10-17T00:00:47.609112] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-10-17T00:00:47.761108] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-10-17T00:00:47.786585] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:47.786612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:47.786688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:47.804895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:47.805429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:47.805507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:47.805541] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:47.842371] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:47.842503] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:47.842542] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:47.842573] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:47.845973] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=29.91%)
[2025-10-17T00:00:47.846235] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-10-17T00:00:47.994941] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-10-17T00:00:48.024094] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:48.024149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:48.024210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:48.041449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:48.042171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:48.042256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:48.042290] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:48.077303] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:48.077914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:48.077959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:48.077991] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:48.081844] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=26.80%)
[2025-10-17T00:00:48.082135] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-10-17T00:00:48.242682] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-10-17T00:00:48.268930] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:48.268960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:48.269019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:48.286998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:48.287854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:48.287941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:48.287975] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:48.323185] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:48.323354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:48.323397] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:48.323449] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:48.327047] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2025-10-17T00:00:48.327377] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-10-17T00:00:48.479345] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-10-17T00:00:48.506757] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:48.506791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:48.506849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:48.525765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:48.526626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:48.526750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:48.526791] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:48.563976] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:48.564146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:48.564188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:48.564218] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:48.567953] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-10-17T00:00:48.568331] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-10-17T00:00:48.721245] [INFO ] [FORECASTER] Starting predict_future for MIN
[2025-10-17T00:00:48.748134] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:48.748198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:48.748270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:48.766846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:48.767421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:48.767502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:48.767535] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:48.803499] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:48.803605] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:48.803664] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:48.803721] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:48.807013] [DEBUG] [FORECASTER] MIN: Forecast T+1@11:T+2@11: UP (p=90.97%)
[2025-10-17T00:00:48.807279] [INFO ] [FORECASTER] Completed predict_future for MIN
[2025-10-17T00:00:48.968722] [INFO ] [FORECASTER] Starting predict_future for MIR
[2025-10-17T00:00:48.995492] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:48.995560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:48.995662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:49.013740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:49.014527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:49.014613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:49.014685] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:49.053012] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:49.053194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:49.053273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:49.053329] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:49.058187] [DEBUG] [FORECASTER] MIR: Forecast T+1@11:T+2@11: DOWN (p=19.55%)
[2025-10-17T00:00:49.058532] [INFO ] [FORECASTER] Completed predict_future for MIR
[2025-10-17T00:00:49.228513] [INFO ] [FORECASTER] Starting predict_future for MITP
[2025-10-17T00:00:49.254250] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:49.254280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:49.254341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:49.271528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:49.272384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:49.272473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:49.272509] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:49.307807] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:49.307959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:49.308001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:49.308032] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:49.311494] [DEBUG] [FORECASTER] MITP: Forecast T+1@11:T+2@11: UP (p=60.11%)
[2025-10-17T00:00:49.311818] [INFO ] [FORECASTER] Completed predict_future for MITP
[2025-10-17T00:00:49.461808] [INFO ] [FORECASTER] Starting predict_future for MITT
[2025-10-17T00:00:49.487253] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:49.487281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:49.487338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:49.504521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:49.505273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:49.505383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:49.505418] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:49.545935] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:49.546029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:49.546064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:49.546094] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:49.549721] [DEBUG] [FORECASTER] MITT: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-10-17T00:00:49.550063] [INFO ] [FORECASTER] Completed predict_future for MITT
[2025-10-17T00:00:49.711040] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-10-17T00:00:49.736927] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:49.736957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:49.737018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:49.754074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:49.754640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:49.754743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:49.754777] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:49.789952] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:49.790038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:49.790073] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:49.790102] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:49.793168] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=72.55%)
[2025-10-17T00:00:49.793416] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-10-17T00:00:49.941706] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-10-17T00:00:49.966927] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:49.966955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:49.967012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:49.984187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:49.984739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:49.984817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:49.984850] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:50.019089] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:50.019202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:50.019241] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:50.019270] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:50.022477] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=78.71%)
[2025-10-17T00:00:50.022774] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-10-17T00:00:50.171573] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-10-17T00:00:50.197127] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:50.197159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:50.197217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:50.214243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:50.214942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:50.215027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:50.215061] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:50.250871] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:50.251034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:50.251075] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:50.251105] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:50.254512] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=63.91%)
[2025-10-17T00:00:50.254823] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-10-17T00:00:50.404309] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-10-17T00:00:50.429959] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:50.429998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:50.430057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:50.447313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:50.447912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:50.447992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:50.448026] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:50.484705] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:50.484827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:50.484866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:50.484895] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:50.488083] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=99.75%)
[2025-10-17T00:00:50.488366] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-10-17T00:00:50.636897] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-10-17T00:00:50.663178] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:50.663208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:50.663265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:50.680604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:50.681443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:50.681529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:50.681563] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:50.717956] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:50.718115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:50.718176] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:50.718230] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:50.721620] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=20.14%)
[2025-10-17T00:00:50.721911] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-10-17T00:00:50.871328] [INFO ] [FORECASTER] Starting predict_future for MLNK
[2025-10-17T00:00:50.896752] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:50.896779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:50.896836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:50.914032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:50.914557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:50.914669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:50.914723] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:50.949804] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:50.949910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:50.949946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:50.949976] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:50.953189] [DEBUG] [FORECASTER] MLNK: Forecast T+1@11:T+2@11: UP (p=70.33%)
[2025-10-17T00:00:50.953439] [INFO ] [FORECASTER] Completed predict_future for MLNK
[2025-10-17T00:00:51.102889] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-10-17T00:00:51.129005] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:51.129034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:51.129094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:51.147007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:51.147572] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:51.147671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:51.147727] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:51.183711] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:51.183874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:51.183918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:51.183948] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:51.187557] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: UP (p=80.24%)
[2025-10-17T00:00:51.187861] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-10-17T00:00:51.350217] [INFO ] [FORECASTER] Starting predict_future for MLR
[2025-10-17T00:00:51.376757] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:51.376815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:51.376877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:51.394125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:51.394992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:51.395079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:51.395113] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:51.430092] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:51.430246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:51.430287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:51.430317] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:51.433736] [DEBUG] [FORECASTER] MLR: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-10-17T00:00:51.434002] [INFO ] [FORECASTER] Completed predict_future for MLR
[2025-10-17T00:00:51.585047] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-10-17T00:00:51.610401] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:51.610429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:51.610486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:51.627159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:51.627734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:51.627820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:51.627853] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:51.663966] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:51.664062] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:51.664098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:51.664127] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:51.667242] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=81.42%)
[2025-10-17T00:00:51.667514] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-10-17T00:00:51.816565] [INFO ] [FORECASTER] Starting predict_future for MMI
[2025-10-17T00:00:51.843708] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:51.843743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:51.843800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:51.861172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:51.861744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:51.861824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:51.861857] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:51.894726] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:51.894802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:51.894838] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:51.894866] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:51.897909] [DEBUG] [FORECASTER] MMI: Forecast T+1@11:T+2@11: UP (p=79.87%)
[2025-10-17T00:00:51.898190] [INFO ] [FORECASTER] Completed predict_future for MMI
[2025-10-17T00:00:52.046439] [INFO ] [FORECASTER] Starting predict_future for MMM
[2025-10-17T00:00:52.071599] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:52.071626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:52.071717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:52.088731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:52.089245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:52.089323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:52.089355] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:52.124869] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:52.124955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:52.124991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:52.125019] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:52.128028] [DEBUG] [FORECASTER] MMM: Forecast T+1@11:T+2@11: UP (p=88.68%)
[2025-10-17T00:00:52.128318] [INFO ] [FORECASTER] Completed predict_future for MMM
[2025-10-17T00:00:52.277501] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-10-17T00:00:52.303288] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:52.303323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:52.303385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:52.320901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:52.321482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:52.321560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:52.321593] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:52.356278] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:52.356373] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:52.356408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:52.356436] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:52.359554] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=14.20%)
[2025-10-17T00:00:52.359833] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-10-17T00:00:52.508026] [INFO ] [FORECASTER] Starting predict_future for MMT
[2025-10-17T00:00:52.533273] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:52.533302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:52.533359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:52.550438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:52.551006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:52.551086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:52.551135] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:52.585287] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:52.585379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:52.585414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:52.585444] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:52.588585] [DEBUG] [FORECASTER] MMT: Forecast T+1@11:T+2@11: UP (p=87.32%)
[2025-10-17T00:00:52.588863] [INFO ] [FORECASTER] Completed predict_future for MMT
[2025-10-17T00:00:52.737273] [INFO ] [FORECASTER] Starting predict_future for MMU
[2025-10-17T00:00:52.762379] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:52.762406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:52.762462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:52.779367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:52.779917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:52.779995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:52.780029] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:52.815947] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:52.816024] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:52.816060] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:52.816088] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:52.819055] [DEBUG] [FORECASTER] MMU: Forecast T+1@11:T+2@11: UP (p=68.90%)
[2025-10-17T00:00:52.819332] [INFO ] [FORECASTER] Completed predict_future for MMU
[2025-10-17T00:00:52.981399] [INFO ] [FORECASTER] Starting predict_future for MNR
[2025-10-17T00:00:53.007427] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:53.007455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:53.007511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:53.024458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:53.025053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:53.025156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:53.025210] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:53.060826] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:53.060917] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:53.060953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:53.060982] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:53.064094] [DEBUG] [FORECASTER] MNR: Forecast T+1@11:T+2@11: UP (p=84.70%)
[2025-10-17T00:00:53.064364] [INFO ] [FORECASTER] Completed predict_future for MNR
[2025-10-17T00:00:53.213127] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-10-17T00:00:53.239150] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:53.239183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:53.239257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:53.256345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:53.257138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:53.257227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:53.257260] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:53.292623] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:53.292736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:53.292778] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:53.292809] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:53.295900] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-10-17T00:00:53.296154] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-10-17T00:00:53.442929] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-10-17T00:00:53.468502] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:53.468531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:53.468587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:53.485985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:53.486551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:53.486634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:53.486704] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:53.523043] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:53.523134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:53.523170] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:53.523199] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:53.526271] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=31.29%)
[2025-10-17T00:00:53.526529] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-10-17T00:00:53.673593] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-10-17T00:00:53.699199] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:53.699228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:53.699284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:53.716138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:53.716706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:53.716791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:53.716824] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:53.752527] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:53.752724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:53.752781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:53.752813] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:53.756368] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=40.30%)
[2025-10-17T00:00:53.756670] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-10-17T00:00:53.909764] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-10-17T00:00:53.935048] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:53.935077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:53.935134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:53.951869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:53.952390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:53.952472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:53.952506] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:53.987128] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:53.987250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:53.987298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:53.987329] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:53.990850] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-10-17T00:00:53.991107] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-10-17T00:00:54.137417] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-10-17T00:00:54.162532] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:54.162560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:54.162616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:54.179316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:54.179873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:54.179989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:54.180028] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:54.216303] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:54.216411] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:54.216449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:54.216479] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:54.219632] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2025-10-17T00:00:54.219914] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-10-17T00:00:54.387353] [INFO ] [FORECASTER] Starting predict_future for MOV
[2025-10-17T00:00:54.415252] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:54.415282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:54.415339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:54.432943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:54.433700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:54.433789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:54.433823] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:54.473822] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:54.473989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:54.474048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:54.474103] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:54.477896] [DEBUG] [FORECASTER] MOV: Forecast T+1@11:T+2@11: DOWN (p=15.98%)
[2025-10-17T00:00:54.478235] [INFO ] [FORECASTER] Completed predict_future for MOV
[2025-10-17T00:00:54.635095] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-10-17T00:00:54.662257] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:54.662288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:54.662365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:54.679659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:54.680373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:54.680460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:54.680494] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:54.714919] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:54.715082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:54.715123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:54.715153] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:54.718704] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-10-17T00:00:54.718993] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-10-17T00:00:54.871339] [INFO ] [FORECASTER] Starting predict_future for MPV
[2025-10-17T00:00:54.898000] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:54.898030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:54.898089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:54.916013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:54.916815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:54.916906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:54.916941] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:54.953206] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:54.953390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:54.953458] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:54.953521] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:54.960036] [DEBUG] [FORECASTER] MPV: Forecast T+1@11:T+2@11: UP (p=85.84%)
[2025-10-17T00:00:54.960490] [INFO ] [FORECASTER] Completed predict_future for MPV
[2025-10-17T00:00:55.106763] [INFO ] [FORECASTER] Starting predict_future for MPW
[2025-10-17T00:00:55.132160] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:55.132189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:55.132248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:55.149181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:55.149826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:55.149907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:55.149940] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:55.182865] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:55.183034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:55.183075] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:55.183105] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:55.186546] [DEBUG] [FORECASTER] MPW: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-10-17T00:00:55.186849] [INFO ] [FORECASTER] Completed predict_future for MPW
[2025-10-17T00:00:55.334906] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-10-17T00:00:55.360304] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:55.360334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:55.360391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:55.377431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:55.378221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:55.378307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:55.378342] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:55.410943] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:55.411106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:55.411149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:55.411179] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:55.414626] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=14.55%)
[2025-10-17T00:00:55.414935] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-10-17T00:00:55.616820] [INFO ] [FORECASTER] Starting predict_future for MQT
[2025-10-17T00:00:55.642401] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:55.642431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:55.642487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:55.659623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:55.660183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:55.660262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:55.660301] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:55.691894] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:55.692032] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:55.692073] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:55.692104] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:55.695392] [DEBUG] [FORECASTER] MQT: Forecast T+1@11:T+2@11: DOWN (p=31.26%)
[2025-10-17T00:00:55.695676] [INFO ] [FORECASTER] Completed predict_future for MQT
[2025-10-17T00:00:55.843827] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-10-17T00:00:55.869002] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:55.869031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:55.869088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:55.886045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:55.886560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:55.886636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:55.886709] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:55.919425] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:55.919515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:55.919570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:55.919600] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:55.922703] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=43.96%)
[2025-10-17T00:00:55.922957] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-10-17T00:00:56.071591] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-10-17T00:00:56.105272] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:56.105328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:56.105392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:56.123449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:56.124117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:56.124226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:56.124282] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:56.161339] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:56.161502] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:56.161546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:56.161577] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:56.165220] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=30.09%)
[2025-10-17T00:00:56.165540] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-10-17T00:00:56.328273] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-10-17T00:00:56.353750] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:56.353780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:56.353838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:56.370615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:56.371301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:56.371386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:56.371420] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:56.407639] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:56.407828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:56.407870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:56.407900] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:56.411325] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=30.32%)
[2025-10-17T00:00:56.411584] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-10-17T00:00:56.559326] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-10-17T00:00:56.584509] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:56.584539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:56.584595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:56.602773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:56.603708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:56.603800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:56.603836] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:56.638538] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:56.638639] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:56.638717] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:56.638751] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:56.641922] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=79.43%)
[2025-10-17T00:00:56.642188] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-10-17T00:00:56.797639] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-10-17T00:00:56.833911] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:56.833965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:56.834053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:56.853404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:56.854292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:56.854381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:56.854417] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:56.897716] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:56.897939] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:56.898002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:56.898049] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:56.903261] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=88.62%)
[2025-10-17T00:00:56.903630] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-10-17T00:00:57.071380] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-10-17T00:00:57.096940] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:57.096968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:57.097025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:57.113874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:57.114390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:57.114473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:57.114506] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:57.147139] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:57.147250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:57.147287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:57.147317] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:57.150538] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=60.14%)
[2025-10-17T00:00:57.150828] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-10-17T00:00:57.299261] [INFO ] [FORECASTER] Starting predict_future for MVT
[2025-10-17T00:00:57.325769] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:57.325799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:57.325911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:57.343107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:57.343766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:57.343850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:57.343886] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:57.379498] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:57.379604] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:57.379665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:57.379721] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:57.383002] [DEBUG] [FORECASTER] MVT: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-10-17T00:00:57.383265] [INFO ] [FORECASTER] Completed predict_future for MVT
[2025-10-17T00:00:57.531937] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-10-17T00:00:57.557429] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:57.557460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:57.557516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:57.574700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:57.575296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:57.575379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:57.575413] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:57.613823] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:57.613951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:57.613991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:57.614041] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:57.617381] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=74.36%)
[2025-10-17T00:00:57.617673] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-10-17T00:00:57.769934] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-10-17T00:00:57.796064] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:57.796094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:57.796153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:57.814107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:57.814728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:57.814810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:57.814846] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:57.847128] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:57.847290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:57.847334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:57.847365] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:57.850879] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: DOWN (p=16.88%)
[2025-10-17T00:00:57.851150] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-10-17T00:00:57.998920] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-10-17T00:00:58.025302] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:58.025331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:58.025389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:58.042416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:58.043178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:58.043264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:58.043300] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:58.076903] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:58.077056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:58.077131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:58.077164] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:58.083581] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=78.59%)
[2025-10-17T00:00:58.083900] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-10-17T00:00:58.241418] [INFO ] [FORECASTER] Starting predict_future for NAT
[2025-10-17T00:00:58.268743] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:58.268779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:58.268840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:58.286374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:58.287246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:58.287340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:58.287375] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:58.325014] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:58.325184] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:58.325226] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:58.325255] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:58.328745] [DEBUG] [FORECASTER] NAT: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-10-17T00:00:58.329017] [INFO ] [FORECASTER] Completed predict_future for NAT
[2025-10-17T00:00:58.480878] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-10-17T00:00:58.508027] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:58.508057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:58.508115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:58.526553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:58.527112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:58.527191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:58.527224] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:58.561918] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:58.562040] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:58.562079] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:58.562109] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:58.565352] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2025-10-17T00:00:58.565622] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-10-17T00:00:58.717874] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-10-17T00:00:58.743798] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:58.743828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:58.743886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:58.761473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:58.762080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:58.762161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:58.762196] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:58.800828] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:58.800920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:58.800958] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:58.800988] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:58.804221] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=40.05%)
[2025-10-17T00:00:58.804480] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-10-17T00:00:58.953450] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-10-17T00:00:58.979869] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:58.979899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:58.979957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:58.997447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:58.998018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:58.998099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:58.998135] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:59.035077] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:59.035189] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:59.035228] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:59.035259] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:59.038619] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=13.85%)
[2025-10-17T00:00:59.038917] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-10-17T00:00:59.195336] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-10-17T00:00:59.222310] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:59.222339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:59.222401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:59.240480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:59.241095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:59.241177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:59.241213] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:59.278708] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:59.278837] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:59.278876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:59.278923] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:59.282155] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=5.57%)
[2025-10-17T00:00:59.282411] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-10-17T00:00:59.438077] [INFO ] [FORECASTER] Starting predict_future for NCV
[2025-10-17T00:00:59.464619] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:59.464812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:59.464892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:59.482580] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:59.483175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:59.483256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:59.483291] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:59.517125] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:59.517202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:59.517238] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:59.517266] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:59.520368] [DEBUG] [FORECASTER] NCV: Forecast T+1@11:T+2@11: UP (p=94.59%)
[2025-10-17T00:00:59.520621] [INFO ] [FORECASTER] Completed predict_future for NCV
[2025-10-17T00:00:59.672225] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-10-17T00:00:59.698365] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:59.698397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:59.698459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:59.715918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:59.716447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:59.716524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:59.716559] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:59.749576] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:59.749694] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:59.749746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:59.749780] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:59.752917] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=99.57%)
[2025-10-17T00:00:59.753171] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-10-17T00:00:59.905244] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-10-17T00:00:59.931224] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:00:59.931254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:00:59.931313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:00:59.949264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:00:59.949859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:00:59.949942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:00:59.949976] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:00:59.983289] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:00:59.983378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:00:59.983414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:00:59.983444] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:00:59.986511] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-10-17T00:00:59.986802] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-10-17T00:01:00.140994] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-10-17T00:01:00.168418] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:00.168447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:00.168506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:00.187573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:00.188287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:00.188372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:00.188407] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:00.223864] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:00.223962] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:00.223999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:00.224029] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:00.227250] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-10-17T00:01:00.227515] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-10-17T00:01:00.377226] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-10-17T00:01:00.403268] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:00.403344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:00.403417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:00.421398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:00.421981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:00.422060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:00.422096] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:00.458705] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:00.458805] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:00.458843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:00.458872] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:00.461988] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=39.50%)
[2025-10-17T00:01:00.462234] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-10-17T00:01:00.614514] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-10-17T00:01:00.640672] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:00.640724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:00.640786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:00.658710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:00.659248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:00.659327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:00.659361] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:00.730108] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:00.730224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:00.730265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:00.730297] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:00.733851] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-10-17T00:01:00.734118] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-10-17T00:01:00.885450] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-10-17T00:01:00.911448] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:00.911477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:00.911535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:00.932697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:00.933557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:00.933674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:00.933730] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:00.975218] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:00.975310] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:00.975345] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:00.975373] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:00.978555] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=74.51%)
[2025-10-17T00:01:00.978838] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-10-17T00:01:01.128628] [INFO ] [FORECASTER] Starting predict_future for NINE
[2025-10-17T00:01:01.154190] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:01.154219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:01.154309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:01.171390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:01.172251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:01.172342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:01.172376] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:01.215075] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:01.215291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:01.215335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:01.215366] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:01.221839] [DEBUG] [FORECASTER] NINE: Forecast T+1@11:T+2@11: DOWN (p=45.17%)
[2025-10-17T00:01:01.222135] [INFO ] [FORECASTER] Completed predict_future for NINE
[2025-10-17T00:01:01.372451] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-10-17T00:01:01.405625] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:01.405700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:01.405782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:01.424806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:01.425979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:01.426090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:01.426128] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:01.473580] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:01.473849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:01.473904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:01.473940] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:01.478130] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=18.51%)
[2025-10-17T00:01:01.478505] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-10-17T00:01:01.631485] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-10-17T00:01:01.656761] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:01.656789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:01.656846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:01.673742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:01.674302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:01.674382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:01.674417] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:01.718877] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:01.719052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:01.719096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:01.719128] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:01.722883] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=70.15%)
[2025-10-17T00:01:01.723156] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-10-17T00:01:01.878837] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-10-17T00:01:01.903900] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:01.903929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:01.903986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:01.920822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:01.921339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:01.921433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:01.921466] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:01.961135] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:01.961309] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:01.961350] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:01.961380] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:01.964865] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2025-10-17T00:01:01.965129] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-10-17T00:01:02.117234] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-10-17T00:01:02.145879] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:02.145909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:02.145967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:02.163796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:02.164636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:02.164754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:02.164792] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:02.207848] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:02.208033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:02.208076] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:02.208109] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:02.211872] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=17.77%)
[2025-10-17T00:01:02.212146] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-10-17T00:01:02.388300] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-10-17T00:01:02.416004] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:02.416034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:02.416091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:02.433798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:02.434356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:02.434438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:02.434474] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:02.471782] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:02.471905] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:02.471945] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:02.471976] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:02.475380] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: DOWN (p=48.34%)
[2025-10-17T00:01:02.475730] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-10-17T00:01:02.643466] [INFO ] [FORECASTER] Starting predict_future for NMR
[2025-10-17T00:01:02.668912] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:02.668940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:02.668997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:02.685703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:02.686241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:02.686319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:02.686353] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:02.718799] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:02.718921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:02.718960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:02.718990] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:02.722322] [DEBUG] [FORECASTER] NMR: Forecast T+1@11:T+2@11: UP (p=90.41%)
[2025-10-17T00:01:02.722600] [INFO ] [FORECASTER] Completed predict_future for NMR
[2025-10-17T00:01:02.886267] [INFO ] [FORECASTER] Starting predict_future for NMS
[2025-10-17T00:01:02.916512] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:02.916542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:02.916600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:02.938127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:02.939023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:02.939110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:02.939144] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:02.984100] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:02.984270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:02.984338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:02.984393] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:02.988219] [DEBUG] [FORECASTER] NMS: Forecast T+1@11:T+2@11: DOWN (p=10.56%)
[2025-10-17T00:01:02.988587] [INFO ] [FORECASTER] Completed predict_future for NMS
[2025-10-17T00:01:03.165834] [INFO ] [FORECASTER] Starting predict_future for NMT
[2025-10-17T00:01:03.194816] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:03.194858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:03.194918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:03.214505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:03.215185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:03.215268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:03.215303] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:03.256950] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:03.257113] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:03.257161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:03.257198] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:03.262212] [DEBUG] [FORECASTER] NMT: Forecast T+1@11:T+2@11: DOWN (p=30.12%)
[2025-10-17T00:01:03.262547] [INFO ] [FORECASTER] Completed predict_future for NMT
[2025-10-17T00:01:03.422308] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-10-17T00:01:03.448123] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:03.448191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:03.448271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:03.465428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:03.466057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:03.466141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:03.466176] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:03.504921] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:03.505090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:03.505132] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:03.505162] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:03.508667] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=50.47%)
[2025-10-17T00:01:03.508940] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-10-17T00:01:03.674071] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-10-17T00:01:03.700129] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:03.700169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:03.700229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:03.717461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:03.718036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:03.718116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:03.718189] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:03.759122] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:03.759285] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:03.759328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:03.759358] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:03.762895] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-10-17T00:01:03.763174] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-10-17T00:01:03.913158] [INFO ] [FORECASTER] Starting predict_future for NOK
[2025-10-17T00:01:03.938384] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:03.938412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:03.938468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:03.955573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:03.956139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:03.956219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:03.956252] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:03.997019] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:03.997114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:03.997150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:03.997179] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:04.000384] [DEBUG] [FORECASTER] NOK: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-10-17T00:01:04.000673] [INFO ] [FORECASTER] Completed predict_future for NOK
[2025-10-17T00:01:04.148884] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-10-17T00:01:04.174326] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:04.174354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:04.174410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:04.191586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:04.192191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:04.192271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:04.192304] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:04.239906] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:04.240063] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:04.240142] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:04.240196] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:04.243988] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=73.17%)
[2025-10-17T00:01:04.244250] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-10-17T00:01:04.397264] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-10-17T00:01:04.424405] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:04.424435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:04.424508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:04.443192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:04.443873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:04.444026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:04.444078] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:04.492624] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:04.492801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:04.492844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:04.492875] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:04.496222] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: DOWN (p=8.36%)
[2025-10-17T00:01:04.496482] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-10-17T00:01:04.648761] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-10-17T00:01:04.676373] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:04.676404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:04.676464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:04.694160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:04.694916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:04.695021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:04.695060] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:04.741763] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:04.742007] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:04.742068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:04.742107] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:04.746159] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=67.63%)
[2025-10-17T00:01:04.746484] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-10-17T00:01:04.920112] [INFO ] [FORECASTER] Starting predict_future for NPV
[2025-10-17T00:01:04.959914] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:04.959965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:04.960062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:04.989679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:04.991318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:04.991460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:04.991512] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:05.050017] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:05.050328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:05.050403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:05.050458] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:05.056504] [DEBUG] [FORECASTER] NPV: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-10-17T00:01:05.057066] [INFO ] [FORECASTER] Completed predict_future for NPV
[2025-10-17T00:01:05.296446] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-10-17T00:01:05.334466] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:05.334495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:05.334552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:05.355005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:05.356133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:05.356269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:05.356340] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:05.400605] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:05.400821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:05.400876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:05.400910] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:05.405348] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=68.79%)
[2025-10-17T00:01:05.405833] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-10-17T00:01:05.624905] [INFO ] [FORECASTER] Starting predict_future for NRDY
[2025-10-17T00:01:05.665988] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:05.666028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:05.666111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:05.691495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:05.692670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:05.692792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:05.692845] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:05.744080] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:05.744287] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:05.744340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:05.744377] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:05.749531] [DEBUG] [FORECASTER] NRDY: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-10-17T00:01:05.749917] [INFO ] [FORECASTER] Completed predict_future for NRDY
[2025-10-17T00:01:05.954181] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-10-17T00:01:05.984481] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:05.984511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:05.984570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:06.008540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:06.009499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:06.009624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:06.009722] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:06.051424] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:06.051578] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:06.051620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:06.051684] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:06.055776] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=24.48%)
[2025-10-17T00:01:06.056153] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-10-17T00:01:06.238617] [INFO ] [FORECASTER] Starting predict_future for NRGV
[2025-10-17T00:01:06.264195] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:06.264224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:06.264280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:06.281237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:06.281802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:06.281881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:06.281914] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:06.317564] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:06.317636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:06.317712] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:06.317746] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:06.320752] [DEBUG] [FORECASTER] NRGV: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-10-17T00:01:06.321000] [INFO ] [FORECASTER] Completed predict_future for NRGV
[2025-10-17T00:01:06.467535] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-10-17T00:01:06.492792] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:06.492820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:06.492876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:06.509750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:06.510265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:06.510344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:06.510377] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:06.544072] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:06.544162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:06.544199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:06.544229] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:06.547326] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=10.83%)
[2025-10-17T00:01:06.547581] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-10-17T00:01:06.693952] [INFO ] [FORECASTER] Starting predict_future for NRT
[2025-10-17T00:01:06.719047] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:06.719075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:06.719132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:06.735964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:06.736497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:06.736576] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:06.736614] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:06.770559] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:06.770695] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:06.770745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:06.770775] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:06.773808] [DEBUG] [FORECASTER] NRT: Forecast T+1@11:T+2@11: DOWN (p=9.89%)
[2025-10-17T00:01:06.774057] [INFO ] [FORECASTER] Completed predict_future for NRT
[2025-10-17T00:01:06.921690] [INFO ] [FORECASTER] Starting predict_future for NUV
[2025-10-17T00:01:06.948383] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:06.948453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:06.948552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:06.966695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:06.967256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:06.967337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:06.967372] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:07.005420] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:07.005558] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:07.005599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:07.005633] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:07.009262] [DEBUG] [FORECASTER] NUV: Forecast T+1@11:T+2@11: DOWN (p=36.33%)
[2025-10-17T00:01:07.009529] [INFO ] [FORECASTER] Completed predict_future for NUV
[2025-10-17T00:01:07.180990] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-10-17T00:01:07.206159] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:07.206188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:07.206245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:07.223186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:07.223757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:07.223838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:07.223872] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:07.257619] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:07.257736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:07.257779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:07.257809] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:07.260933] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: DOWN (p=45.35%)
[2025-10-17T00:01:07.261188] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-10-17T00:01:07.408465] [INFO ] [FORECASTER] Starting predict_future for NUW
[2025-10-17T00:01:07.433469] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:07.433498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:07.433554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:07.450383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:07.450955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:07.451041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:07.451073] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:07.482792] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:07.482870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:07.482922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:07.482952] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:07.485953] [DEBUG] [FORECASTER] NUW: Forecast T+1@11:T+2@11: UP (p=88.70%)
[2025-10-17T00:01:07.486199] [INFO ] [FORECASTER] Completed predict_future for NUW
[2025-10-17T00:01:07.633834] [INFO ] [FORECASTER] Starting predict_future for NVR
[2025-10-17T00:01:07.659167] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:07.659195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:07.659252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:07.676381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:07.677077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:07.677161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:07.677194] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:07.711735] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:07.711887] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:07.711930] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:07.711961] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:07.715323] [DEBUG] [FORECASTER] NVR: Forecast T+1@11:T+2@11: UP (p=93.58%)
[2025-10-17T00:01:07.715584] [INFO ] [FORECASTER] Completed predict_future for NVR
[2025-10-17T00:01:07.862676] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-10-17T00:01:07.887799] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:07.887830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:07.887887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:07.905254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:07.905952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:07.906073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:07.906112] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:07.939486] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:07.939607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:07.939672] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:07.939724] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:07.942908] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=25.88%)
[2025-10-17T00:01:07.943165] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-10-17T00:01:08.091101] [INFO ] [FORECASTER] Starting predict_future for NXDT
[2025-10-17T00:01:08.116694] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:08.116743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:08.116804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:08.133824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:08.134380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:08.134460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:08.134493] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:08.167518] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:08.167671] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:08.167729] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:08.167762] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:08.171160] [DEBUG] [FORECASTER] NXDT: Forecast T+1@11:T+2@11: UP (p=61.15%)
[2025-10-17T00:01:08.171425] [INFO ] [FORECASTER] Completed predict_future for NXDT
[2025-10-17T00:01:08.320330] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-10-17T00:01:08.345917] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:08.345948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:08.346021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:08.362860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:08.363433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:08.363515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:08.363548] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:08.403987] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:08.404153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:08.404195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:08.404226] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:08.407827] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-10-17T00:01:08.408095] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-10-17T00:01:08.568780] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-10-17T00:01:08.594184] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:08.594212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:08.594268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:08.611192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:08.611761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:08.611844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:08.611877] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:08.648942] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:08.649103] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:08.649145] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:08.649175] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:08.654945] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=48.09%)
[2025-10-17T00:01:08.655212] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-10-17T00:01:08.812063] [INFO ] [FORECASTER] Starting predict_future for NXN
[2025-10-17T00:01:08.842153] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:08.842231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:08.842326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:08.863500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:08.864238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:08.864325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:08.864360] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:08.904500] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:08.904638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:08.904723] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:08.904760] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:08.908872] [DEBUG] [FORECASTER] NXN: Forecast T+1@11:T+2@11: UP (p=50.38%)
[2025-10-17T00:01:08.909163] [INFO ] [FORECASTER] Completed predict_future for NXN
[2025-10-17T00:01:09.084248] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-10-17T00:01:09.114308] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:09.114341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:09.114399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:09.135827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:09.136603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:09.136718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:09.136768] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:09.177627] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:09.177781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:09.177827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:09.177878] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:09.181527] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=68.76%)
[2025-10-17T00:01:09.181909] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-10-17T00:01:09.358365] [INFO ] [FORECASTER] Starting predict_future for OCFT
[2025-10-17T00:01:09.390819] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:09.390894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:09.391014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:09.412226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:09.412994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:09.413080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:09.413116] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:09.453567] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:09.453727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:09.453792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:09.453827] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:09.457547] [DEBUG] [FORECASTER] OCFT: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2025-10-17T00:01:09.457879] [INFO ] [FORECASTER] Completed predict_future for OCFT
[2025-10-17T00:01:09.620534] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-10-17T00:01:09.645798] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:09.645826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:09.645882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:09.662851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:09.663409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:09.663490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:09.663523] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:09.699556] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:09.699729] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:09.699776] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:09.699806] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:09.702951] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=91.84%)
[2025-10-17T00:01:09.703206] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-10-17T00:01:09.849604] [INFO ] [FORECASTER] Starting predict_future for ODV
[2025-10-17T00:01:09.874903] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:09.874933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:09.874989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:09.891957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:09.892533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:09.892613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:09.892673] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:09.928943] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:09.929056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:09.929094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:09.929123] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:09.932275] [DEBUG] [FORECASTER] ODV: Forecast T+1@11:T+2@11: UP (p=95.09%)
[2025-10-17T00:01:09.932534] [INFO ] [FORECASTER] Completed predict_future for ODV
[2025-10-17T00:01:10.088717] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-10-17T00:01:10.119386] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:10.119463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:10.119552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:10.140609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:10.141304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:10.141389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:10.141424] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:10.186189] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:10.186354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:10.186416] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:10.186469] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:10.190399] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=17.85%)
[2025-10-17T00:01:10.190764] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-10-17T00:01:10.345670] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-10-17T00:01:10.371352] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:10.371380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:10.371436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:10.388407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:10.388997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:10.389077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:10.389110] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:10.424240] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:10.424331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:10.424367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:10.424395] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:10.427493] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-10-17T00:01:10.427815] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-10-17T00:01:10.589423] [INFO ] [FORECASTER] Starting predict_future for ONIT
[2025-10-17T00:01:10.614910] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:10.614940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:10.614997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:10.631854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:10.632405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:10.632484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:10.632517] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:10.667016] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:10.667106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:10.667142] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:10.667171] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:10.670257] [DEBUG] [FORECASTER] ONIT: Forecast T+1@11:T+2@11: UP (p=61.05%)
[2025-10-17T00:01:10.670504] [INFO ] [FORECASTER] Completed predict_future for ONIT
[2025-10-17T00:01:10.818062] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-10-17T00:01:10.843264] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:10.843292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:10.843353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:10.860171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:10.860719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:10.860801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:10.860834] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:10.895903] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:10.896001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:10.896038] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:10.896086] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:10.899210] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: UP (p=61.75%)
[2025-10-17T00:01:10.899459] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-10-17T00:01:11.049558] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-10-17T00:01:11.075059] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:11.075088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:11.075192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:11.092225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:11.092850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:11.092931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:11.092964] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:11.126545] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:11.126635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:11.126710] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:11.126745] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:11.129850] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-10-17T00:01:11.130102] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-10-17T00:01:11.277392] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-10-17T00:01:11.302521] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:11.302549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:11.302605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:11.319354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:11.319908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:11.319988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:11.320020] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:11.357215] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:11.357292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:11.357328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:11.357356] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:11.360381] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-10-17T00:01:11.360628] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-10-17T00:01:11.509602] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-10-17T00:01:11.535274] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:11.535304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:11.535360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:11.552389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:11.553294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:11.553407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:11.553442] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:11.588065] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:11.588208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:11.588265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:11.588297] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:11.592887] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-10-17T00:01:11.593249] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-10-17T00:01:11.753967] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-10-17T00:01:11.779768] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:11.779797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:11.779854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:11.797214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:11.797799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:11.797881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:11.797915] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:11.838020] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:11.838183] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:11.838620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:11.838697] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:11.843721] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=69.28%)
[2025-10-17T00:01:11.844017] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-10-17T00:01:11.992637] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-10-17T00:01:12.018638] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:12.018719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:12.018798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:12.036473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:12.037080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:12.037162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:12.037197] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:12.071401] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:12.071486] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:12.071522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:12.071550] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:12.074615] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-10-17T00:01:12.074898] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-10-17T00:01:12.225411] [INFO ] [FORECASTER] Starting predict_future for OWLT
[2025-10-17T00:01:12.252023] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:12.252064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:12.252126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:12.269786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:12.270324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:12.270407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:12.270441] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:12.303423] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:12.303500] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:12.303537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:12.303568] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:12.306770] [DEBUG] [FORECASTER] OWLT: Forecast T+1@11:T+2@11: DOWN (p=3.07%)
[2025-10-17T00:01:12.307024] [INFO ] [FORECASTER] Completed predict_future for OWLT
[2025-10-17T00:01:12.455978] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-10-17T00:01:12.481859] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:12.481888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:12.481945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:12.499571] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:12.500171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:12.500254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:12.500288] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:12.533632] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:12.533733] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:12.533773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:12.533803] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:12.536833] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=31.38%)
[2025-10-17T00:01:12.537079] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-10-17T00:01:12.691942] [INFO ] [FORECASTER] Starting predict_future for PAI
[2025-10-17T00:01:12.717434] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:12.717462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:12.717518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:12.735203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:12.735786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:12.735867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:12.735902] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:12.765571] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:12.765668] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:12.765723] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:12.765756] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:12.768893] [DEBUG] [FORECASTER] PAI: Forecast T+1@11:T+2@11: UP (p=95.05%)
[2025-10-17T00:01:12.769146] [INFO ] [FORECASTER] Completed predict_future for PAI
[2025-10-17T00:01:12.922920] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-10-17T00:01:12.949168] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:12.949198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:12.949257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:12.966619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:12.967309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:12.967393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:12.967428] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:13.002799] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:13.002934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:13.002973] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:13.003003] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:13.006405] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: DOWN (p=42.07%)
[2025-10-17T00:01:13.006708] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-10-17T00:01:13.159436] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-10-17T00:01:13.185052] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:13.185083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:13.185141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:13.202670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:13.203380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:13.203466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:13.203502] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:13.235466] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:13.235570] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:13.235607] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:13.235637] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:13.238950] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=83.75%)
[2025-10-17T00:01:13.239212] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-10-17T00:01:13.393669] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-10-17T00:01:13.420344] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:13.420378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:13.420438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:13.437808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:13.438487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:13.438588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:13.438625] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:13.463843] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:13.463943] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:13.463982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:13.464013] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:13.467189] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2025-10-17T00:01:13.467451] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-10-17T00:01:13.617446] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-10-17T00:01:13.643806] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:13.643835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:13.643891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:13.661108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:13.661944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:13.662032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:13.662066] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:13.689730] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:13.689897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:13.689940] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:13.689972] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:13.693526] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: UP (p=73.41%)
[2025-10-17T00:01:13.693851] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-10-17T00:01:13.848707] [INFO ] [FORECASTER] Starting predict_future for PDT
[2025-10-17T00:01:13.874858] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:13.874889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:13.874947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:13.892419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:13.893048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:13.893136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:13.893171] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:13.920906] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:13.921001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:13.921037] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:13.921067] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:13.924124] [DEBUG] [FORECASTER] PDT: Forecast T+1@11:T+2@11: DOWN (p=23.32%)
[2025-10-17T00:01:13.924413] [INFO ] [FORECASTER] Completed predict_future for PDT
[2025-10-17T00:01:14.074956] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-10-17T00:01:14.101351] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:14.101395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:14.101498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:14.121106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:14.121824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:14.121909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:14.121945] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:14.159900] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:14.160120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:14.160187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:14.160223] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:14.164230] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-10-17T00:01:14.164600] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-10-17T00:01:14.319160] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-10-17T00:01:14.348300] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:14.348354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:14.348455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:14.376296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:14.377075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:14.377161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:14.377196] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:14.417342] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:14.417477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:14.417515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:14.417545] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:14.420894] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=59.86%)
[2025-10-17T00:01:14.421151] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-10-17T00:01:14.571204] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-10-17T00:01:14.597057] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:14.597088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:14.597148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:14.614730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:14.615291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:14.615373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:14.615408] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:14.648832] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:14.648919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:14.648955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:14.648985] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:14.652127] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=54.93%)
[2025-10-17T00:01:14.652385] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-10-17T00:01:14.800270] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-10-17T00:01:14.826240] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:14.826270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:14.826331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:14.844024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:14.844564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:14.844666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:14.844723] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:14.881410] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:14.881503] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:14.881541] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:14.881571] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:14.884850] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-10-17T00:01:14.885109] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-10-17T00:01:15.032973] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-10-17T00:01:15.058850] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:15.058880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:15.058937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:15.076471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:15.077051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:15.077132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:15.077180] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:15.110606] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:15.110721] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:15.110767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:15.110797] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:15.113914] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=93.18%)
[2025-10-17T00:01:15.114170] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-10-17T00:01:15.261709] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-10-17T00:01:15.287117] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:15.287145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:15.287200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:15.304819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:15.305344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:15.305422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:15.305455] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:15.339071] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:15.339175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:15.339213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:15.339242] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:15.342401] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-10-17T00:01:15.342677] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-10-17T00:01:15.490283] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-10-17T00:01:15.515858] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:15.515885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:15.515941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:15.532968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:15.533500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:15.533579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:15.533612] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:15.564809] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:15.564944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:15.564984] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:15.565014] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:15.568296] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=86.34%)
[2025-10-17T00:01:15.568573] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-10-17T00:01:15.719377] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-10-17T00:01:15.744752] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:15.744781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:15.744838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:15.761892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:15.762415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:15.762493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:15.762527] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:15.794890] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:15.794971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:15.795007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:15.795036] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:15.798168] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: DOWN (p=30.42%)
[2025-10-17T00:01:15.798433] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-10-17T00:01:15.953665] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-10-17T00:01:15.978772] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:15.978800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:15.978855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:15.995979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:15.996493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:15.996570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:15.996603] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:16.028895] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:16.028988] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:16.029025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:16.029055] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:16.032126] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=66.27%)
[2025-10-17T00:01:16.032376] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-10-17T00:01:16.179365] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-10-17T00:01:16.204441] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:16.204469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:16.204526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:16.221915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:16.222432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:16.222511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:16.222543] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:16.254548] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:16.254636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:16.254712] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:16.254748] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:16.257890] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=14.78%)
[2025-10-17T00:01:16.258144] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-10-17T00:01:16.405527] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-10-17T00:01:16.431002] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:16.431032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:16.431093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:16.448014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:16.448676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:16.448760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:16.448794] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:16.479716] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:16.479807] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:16.479843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:16.479871] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:16.482987] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=50.55%)
[2025-10-17T00:01:16.483237] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-10-17T00:01:16.630999] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-10-17T00:01:16.656515] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:16.656543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:16.656599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:16.673851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:16.674468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:16.674547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:16.674581] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:16.705897] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:16.705995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:16.706032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:16.706062] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:16.709084] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=54.20%)
[2025-10-17T00:01:16.709328] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-10-17T00:01:16.862551] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-10-17T00:01:16.890016] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:16.890045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:16.890103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:16.907323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:16.907884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:16.907962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:16.907996] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:16.940799] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:16.940876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:16.940912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:16.940942] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:16.943923] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=94.05%)
[2025-10-17T00:01:16.944168] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-10-17T00:01:17.091239] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-10-17T00:01:17.116346] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:17.116374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:17.116430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:17.133591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:17.134142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:17.134221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:17.134255] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:17.170709] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:17.170794] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:17.170830] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:17.170861] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:17.173844] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=66.37%)
[2025-10-17T00:01:17.174090] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-10-17T00:01:17.320730] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-10-17T00:01:17.345770] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:17.345798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:17.345858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:17.363043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:17.363586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:17.363684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:17.363738] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:17.401815] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:17.401894] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:17.401929] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:17.401957] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:17.404943] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=16.91%)
[2025-10-17T00:01:17.405187] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-10-17T00:01:17.551378] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-10-17T00:01:17.576716] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:17.576748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:17.576805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:17.593824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:17.594404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:17.594483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:17.594517] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:17.628688] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:17.628767] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:17.628804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:17.628833] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:17.631829] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-10-17T00:01:17.632075] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-10-17T00:01:17.778860] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-10-17T00:01:17.804049] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:17.804079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:17.804136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:17.821109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:17.821626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:17.821755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:17.821794] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:17.861860] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:17.861939] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:17.861975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:17.862002] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:17.865005] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=5.44%)
[2025-10-17T00:01:17.865250] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-10-17T00:01:18.012050] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-10-17T00:01:18.037175] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:18.037203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:18.037258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:18.054070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:18.054583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:18.054681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:18.054734] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:18.093567] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:18.093676] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:18.093729] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:18.093760] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:18.096787] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-10-17T00:01:18.097036] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-10-17T00:01:18.244482] [INFO ] [FORECASTER] Starting predict_future for PNNT
[2025-10-17T00:01:18.269626] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:18.269689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:18.269761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:18.286663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:18.287194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:18.287272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:18.287305] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:18.329225] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:18.329302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:18.329353] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:18.329383] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:18.332418] [DEBUG] [FORECASTER] PNNT: Forecast T+1@11:T+2@11: DOWN (p=18.05%)
[2025-10-17T00:01:18.332687] [INFO ] [FORECASTER] Completed predict_future for PNNT
[2025-10-17T00:01:18.481921] [INFO ] [FORECASTER] Starting predict_future for PPT
[2025-10-17T00:01:18.508663] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:18.508721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:18.508787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:18.526210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:18.526953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:18.527044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:18.527080] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:18.565204] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:18.565322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:18.565360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:18.565390] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:18.570911] [DEBUG] [FORECASTER] PPT: Forecast T+1@11:T+2@11: DOWN (p=44.16%)
[2025-10-17T00:01:18.571189] [INFO ] [FORECASTER] Completed predict_future for PPT
[2025-10-17T00:01:18.720779] [INFO ] [FORECASTER] Starting predict_future for PRCS
[2025-10-17T00:01:18.746608] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:18.746638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:18.746760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:18.764217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:18.764809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:18.764896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:18.764931] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:18.803377] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:18.803484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:18.803523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:18.803552] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:18.806834] [DEBUG] [FORECASTER] PRCS: Forecast T+1@11:T+2@11: DOWN (p=27.91%)
[2025-10-17T00:01:18.807097] [INFO ] [FORECASTER] Completed predict_future for PRCS
[2025-10-17T00:01:18.957132] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-10-17T00:01:18.983118] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:18.983148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:18.983206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:19.000626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:19.001194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:19.001275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:19.001309] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:19.040075] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:19.040155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:19.040191] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:19.040220] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:19.043344] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2025-10-17T00:01:19.043592] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-10-17T00:01:19.193571] [INFO ] [FORECASTER] Starting predict_future for PRT
[2025-10-17T00:01:19.218712] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:19.218746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:19.218815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:19.236466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:19.237055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:19.237137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:19.237172] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:19.274519] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:19.274607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:19.274667] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:19.274723] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:19.277838] [DEBUG] [FORECASTER] PRT: Forecast T+1@11:T+2@11: DOWN (p=6.70%)
[2025-10-17T00:01:19.278138] [INFO ] [FORECASTER] Completed predict_future for PRT
[2025-10-17T00:01:19.430134] [INFO ] [FORECASTER] Starting predict_future for PSBD
[2025-10-17T00:01:19.455363] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:19.455390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:19.455446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:19.472194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:19.472810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:19.472889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:19.472922] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:19.511740] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:19.511838] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:19.511882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:19.511912] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:19.514921] [DEBUG] [FORECASTER] PSBD: Forecast T+1@11:T+2@11: DOWN (p=41.17%)
[2025-10-17T00:01:19.515168] [INFO ] [FORECASTER] Completed predict_future for PSBD
[2025-10-17T00:01:19.679721] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-10-17T00:01:19.706317] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:19.706346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:19.706403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:19.723429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:19.724029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:19.724117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:19.724153] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:19.758955] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:19.759061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:19.759101] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:19.759133] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:19.762833] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=10.21%)
[2025-10-17T00:01:19.763118] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-10-17T00:01:19.913835] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-10-17T00:01:19.939618] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:19.939674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:19.939753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:19.956616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:19.957180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:19.957258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:19.957292] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:19.992687] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:19.992793] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:19.992833] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:19.992884] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:19.996503] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: UP (p=59.78%)
[2025-10-17T00:01:19.996831] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-10-17T00:01:20.146691] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-10-17T00:01:20.172360] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:20.172390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:20.172448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:20.189399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:20.190038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:20.190118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:20.190151] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:20.227902] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:20.228000] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:20.228036] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:20.228064] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:20.231288] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-10-17T00:01:20.231550] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-10-17T00:01:20.379572] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-10-17T00:01:20.404763] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:20.404790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:20.404846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:20.422305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:20.423210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:20.423302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:20.423338] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:20.464361] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:20.464533] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:20.464576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:20.464606] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:20.468055] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=70.61%)
[2025-10-17T00:01:20.468361] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-10-17T00:01:20.617746] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-10-17T00:01:20.642831] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:20.642859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:20.642915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:20.659862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:20.660380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:20.660457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:20.660491] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:20.702346] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:20.702419] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:20.702454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:20.702483] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:20.705482] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=16.31%)
[2025-10-17T00:01:20.705772] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-10-17T00:01:20.852767] [INFO ] [FORECASTER] Starting predict_future for QVCD
[2025-10-17T00:01:20.877743] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:20.877773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:20.877879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:20.895078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:20.895602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:20.895703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:20.895750] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:20.935055] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:20.935128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:20.935162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:20.935190] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:20.938190] [DEBUG] [FORECASTER] QVCD: Forecast T+1@11:T+2@11: DOWN (p=18.63%)
[2025-10-17T00:01:20.938438] [INFO ] [FORECASTER] Completed predict_future for QVCD
[2025-10-17T00:01:21.085315] [INFO ] [FORECASTER] Starting predict_future for RBOT
[2025-10-17T00:01:21.110456] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:21.110484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:21.110540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:21.127449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:21.128059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:21.128136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:21.128197] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:21.169574] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:21.169670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:21.169724] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:21.169756] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:21.172751] [DEBUG] [FORECASTER] RBOT: Forecast T+1@11:T+2@11: DOWN (p=46.16%)
[2025-10-17T00:01:21.172997] [INFO ] [FORECASTER] Completed predict_future for RBOT
[2025-10-17T00:01:21.322249] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-10-17T00:01:21.347272] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:21.347299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:21.347356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:21.364384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:21.364946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:21.365025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:21.365058] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:21.407473] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:21.407548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:21.407583] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:21.407611] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:21.410703] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-10-17T00:01:21.410954] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-10-17T00:01:21.560586] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-10-17T00:01:21.585591] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:21.585618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:21.585699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:21.602810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:21.603323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:21.603399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:21.603432] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:21.642396] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:21.642465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:21.642531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:21.642574] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:21.647853] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-10-17T00:01:21.648099] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-10-17T00:01:21.795612] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-10-17T00:01:21.821214] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:21.821244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:21.821302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:21.839470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:21.840029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:21.840107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:21.840139] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:21.884234] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:21.884315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:21.884351] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:21.884379] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:21.887470] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=65.60%)
[2025-10-17T00:01:21.887772] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-10-17T00:01:22.035542] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-10-17T00:01:22.060553] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:22.060581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:22.060639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:22.077799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:22.078341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:22.078420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:22.078453] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:22.118303] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:22.118377] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:22.118411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:22.118439] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:22.121433] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: DOWN (p=8.49%)
[2025-10-17T00:01:22.121705] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-10-17T00:01:22.270454] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-10-17T00:01:22.296365] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:22.296396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:22.296453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:22.313517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:22.314367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:22.314456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:22.314490] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:22.356422] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:22.356583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:22.356624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:22.356689] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:22.360156] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=68.58%)
[2025-10-17T00:01:22.360415] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-10-17T00:01:22.508623] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-10-17T00:01:22.537427] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:22.537458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:22.537538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:22.556732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:22.557482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:22.557590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:22.557677] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:22.609852] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:22.610014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:22.610057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:22.610087] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:22.614275] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: UP (p=86.50%)
[2025-10-17T00:01:22.614573] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-10-17T00:01:22.794550] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-10-17T00:01:22.824841] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:22.824870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:22.824951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:22.844580] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:22.845216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:22.845318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:22.845374] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:22.892224] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:22.892427] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:22.892509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:22.892561] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:22.896189] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=90.25%)
[2025-10-17T00:01:22.896463] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-10-17T00:01:23.044768] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-10-17T00:01:23.070064] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:23.070093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:23.070150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:23.086964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:23.087522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:23.087606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:23.087663] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:23.130584] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:23.130733] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:23.130781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:23.130811] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:23.134077] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=63.87%)
[2025-10-17T00:01:23.134340] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-10-17T00:01:23.280616] [INFO ] [FORECASTER] Starting predict_future for RGT
[2025-10-17T00:01:23.306197] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:23.306225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:23.306281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:23.323064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:23.323602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:23.323706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:23.323753] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:23.364005] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:23.364118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:23.364156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:23.364186] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:23.367509] [DEBUG] [FORECASTER] RGT: Forecast T+1@11:T+2@11: UP (p=54.34%)
[2025-10-17T00:01:23.367814] [INFO ] [FORECASTER] Completed predict_future for RGT
[2025-10-17T00:01:23.515019] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-10-17T00:01:23.540378] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:23.540407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:23.540464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:23.557287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:23.557854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:23.557937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:23.557970] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:23.600873] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:23.601019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:23.601059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:23.601090] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:23.604453] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=78.82%)
[2025-10-17T00:01:23.604766] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-10-17T00:01:23.752901] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-10-17T00:01:23.778879] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:23.778909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:23.778969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:23.796042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:23.796569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:23.796670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:23.796724] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:23.839288] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:23.839391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:23.839429] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:23.839458] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:23.842669] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=82.72%)
[2025-10-17T00:01:23.842936] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-10-17T00:01:23.990505] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-10-17T00:01:24.015964] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:24.016041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:24.016110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:24.033730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:24.034265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:24.034343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:24.034376] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:24.069000] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:24.069078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:24.069113] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:24.069141] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:24.072140] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=56.08%)
[2025-10-17T00:01:24.072385] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-10-17T00:01:24.224994] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-10-17T00:01:24.250449] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:24.250478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:24.250534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:24.267395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:24.268010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:24.268109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:24.268143] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:24.305217] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:24.305386] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:24.305428] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:24.305458] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:24.309216] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2025-10-17T00:01:24.309509] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-10-17T00:01:24.474311] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-10-17T00:01:24.500356] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:24.500386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:24.500443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:24.517487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:24.518359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:24.518447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:24.518481] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:24.553725] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:24.553915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:24.553960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:24.553990] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:24.557608] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=61.68%)
[2025-10-17T00:01:24.557946] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-10-17T00:01:24.707419] [INFO ] [FORECASTER] Starting predict_future for RMT
[2025-10-17T00:01:24.732755] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:24.732784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:24.732839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:24.749965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:24.750493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:24.750572] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:24.750605] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:24.786620] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:24.786801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:24.786845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:24.786875] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:24.792840] [DEBUG] [FORECASTER] RMT: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-10-17T00:01:24.793098] [INFO ] [FORECASTER] Completed predict_future for RMT
[2025-10-17T00:01:24.957042] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-10-17T00:01:24.982993] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:24.983024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:24.983081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:25.000357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:25.000976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:25.001059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:25.001094] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:25.037136] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:25.037252] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:25.037290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:25.037320] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:25.040631] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=97.24%)
[2025-10-17T00:01:25.041045] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-10-17T00:01:25.190172] [INFO ] [FORECASTER] Starting predict_future for RPT
[2025-10-17T00:01:25.215460] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:25.215488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:25.215545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:25.232576] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:25.233125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:25.233202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:25.233237] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:25.267379] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:25.267460] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:25.267495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:25.267524] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:25.270613] [DEBUG] [FORECASTER] RPT: Forecast T+1@11:T+2@11: UP (p=70.68%)
[2025-10-17T00:01:25.270887] [INFO ] [FORECASTER] Completed predict_future for RPT
[2025-10-17T00:01:25.436662] [INFO ] [FORECASTER] Starting predict_future for RSF
[2025-10-17T00:01:25.462126] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:25.462155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:25.462211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:25.479210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:25.479800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:25.479881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:25.479915] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:25.517284] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:25.517447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:25.517488] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:25.517519] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:25.521020] [DEBUG] [FORECASTER] RSF: Forecast T+1@11:T+2@11: DOWN (p=37.87%)
[2025-10-17T00:01:25.521303] [INFO ] [FORECASTER] Completed predict_future for RSF
[2025-10-17T00:01:25.671587] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-10-17T00:01:25.697015] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:25.697043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:25.697099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:25.714120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:25.714632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:25.714735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:25.714773] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:25.749918] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:25.750004] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:25.750041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:25.750070] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:25.753143] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=21.41%)
[2025-10-17T00:01:25.753406] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-10-17T00:01:25.902713] [INFO ] [FORECASTER] Starting predict_future for RWT
[2025-10-17T00:01:25.928856] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:25.928887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:25.928945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:25.946531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:25.947103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:25.947181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:25.947231] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:25.994720] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:25.994809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:25.994845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:25.994874] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:25.997941] [DEBUG] [FORECASTER] RWT: Forecast T+1@11:T+2@11: UP (p=64.44%)
[2025-10-17T00:01:25.998214] [INFO ] [FORECASTER] Completed predict_future for RWT
[2025-10-17T00:01:26.147375] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-10-17T00:01:26.172932] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:26.172960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:26.173022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:26.190241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:26.190814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:26.190896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:26.190936] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:26.231165] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:26.231247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:26.231283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:26.231312] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:26.234404] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=89.48%)
[2025-10-17T00:01:26.234678] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-10-17T00:01:26.385270] [INFO ] [FORECASTER] Starting predict_future for S
[2025-10-17T00:01:26.410881] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:26.410909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:26.410965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:26.427628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:26.428337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:26.428421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:26.428454] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:26.469036] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:26.469121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:26.469157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:26.469185] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:26.472189] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=42.09%)
[2025-10-17T00:01:26.472436] [INFO ] [FORECASTER] Completed predict_future for S
[2025-10-17T00:01:26.620579] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-10-17T00:01:26.645745] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:26.645774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:26.645830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:26.662840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:26.663419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:26.663501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:26.663534] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:26.700658] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:26.700749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:26.700787] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:26.700816] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:26.703840] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=73.20%)
[2025-10-17T00:01:26.704092] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-10-17T00:01:26.852203] [INFO ] [FORECASTER] Starting predict_future for SABA
[2025-10-17T00:01:26.877732] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:26.877764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:26.877821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:26.895055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:26.895584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:26.895686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:26.895741] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:26.931379] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:26.931469] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:26.931509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:26.931539] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:26.935422] [DEBUG] [FORECASTER] SABA: Forecast T+1@11:T+2@11: UP (p=86.83%)
[2025-10-17T00:01:26.935749] [INFO ] [FORECASTER] Completed predict_future for SABA
[2025-10-17T00:01:27.106224] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-10-17T00:01:27.132175] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:27.132215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:27.132276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:27.152738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:27.153467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:27.153555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:27.153590] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:27.190480] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:27.190598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:27.190636] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:27.190713] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:27.193984] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-10-17T00:01:27.194247] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-10-17T00:01:27.341937] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-10-17T00:01:27.368703] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:27.368744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:27.368802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:27.385922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:27.386466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:27.386547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:27.386581] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:27.422236] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:27.422336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:27.422372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:27.422400] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:27.425535] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=6.65%)
[2025-10-17T00:01:27.425825] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-10-17T00:01:27.576200] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-10-17T00:01:27.602786] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:27.602814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:27.602871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:27.620188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:27.620985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:27.621069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:27.621104] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:27.656277] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:27.656476] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:27.656518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:27.656548] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:27.659963] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-10-17T00:01:27.660265] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-10-17T00:01:27.873906] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-10-17T00:01:27.902503] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:27.902534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:27.902593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:27.923749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:27.924377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:27.924460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:27.924495] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:27.968123] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:27.968284] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:27.968332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:27.968365] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:27.972150] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-10-17T00:01:27.972441] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-10-17T00:01:28.133463] [INFO ] [FORECASTER] Starting predict_future for SAND
[2025-10-17T00:01:28.160342] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:28.160407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:28.160492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:28.180357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:28.181317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:28.181404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:28.181439] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:28.216737] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:28.216853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:28.216891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:28.216921] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:28.220296] [DEBUG] [FORECASTER] SAND: Forecast T+1@11:T+2@11: DOWN (p=26.20%)
[2025-10-17T00:01:28.220593] [INFO ] [FORECASTER] Completed predict_future for SAND
[2025-10-17T00:01:28.392546] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-10-17T00:01:28.422283] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:28.422314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:28.422373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:28.439592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:28.440254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:28.440337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:28.440371] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:28.472666] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:28.472806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:28.472848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:28.472882] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:28.476617] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=50.33%)
[2025-10-17T00:01:28.476944] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-10-17T00:01:28.635037] [INFO ] [FORECASTER] Starting predict_future for SAR
[2025-10-17T00:01:28.665452] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:28.665499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:28.665560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:28.689567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:28.690595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:28.690730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:28.690801] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:28.719362] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:28.719505] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:28.719547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:28.719577] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:28.722936] [DEBUG] [FORECASTER] SAR: Forecast T+1@11:T+2@11: UP (p=85.07%)
[2025-10-17T00:01:28.723199] [INFO ] [FORECASTER] Completed predict_future for SAR
[2025-10-17T00:01:28.885713] [INFO ] [FORECASTER] Starting predict_future for SARO
[2025-10-17T00:01:28.911212] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:28.911242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:28.911298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:28.928335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:28.928923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:28.929002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:28.929035] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:28.963206] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:28.963316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:28.963354] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:28.963383] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:28.966547] [DEBUG] [FORECASTER] SARO: Forecast T+1@11:T+2@11: DOWN (p=15.27%)
[2025-10-17T00:01:28.966836] [INFO ] [FORECASTER] Completed predict_future for SARO
[2025-10-17T00:01:29.115792] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-10-17T00:01:29.141798] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:29.141849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:29.141918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:29.159459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:29.160046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:29.160129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:29.160162] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:29.193420] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:29.193522] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:29.193559] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:29.193590] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:29.196726] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-10-17T00:01:29.196978] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-10-17T00:01:29.351333] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-10-17T00:01:29.376811] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:29.376840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:29.376897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:29.394149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:29.394877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:29.394963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:29.394997] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:29.429773] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:29.429930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:29.429989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:29.430021] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:29.433400] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-10-17T00:01:29.433690] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-10-17T00:01:29.591480] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-10-17T00:01:29.616699] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:29.616738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:29.616796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:29.634402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:29.634970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:29.635049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:29.635083] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:29.669992] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:29.670087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:29.670124] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:29.670153] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:29.673336] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=13.41%)
[2025-10-17T00:01:29.673593] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-10-17T00:01:29.823942] [INFO ] [FORECASTER] Starting predict_future for SBR
[2025-10-17T00:01:29.849517] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:29.849547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:29.849604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:29.866782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:29.867408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:29.867487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:29.867520] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:29.903226] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:29.903349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:29.903386] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:29.903415] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:29.906604] [DEBUG] [FORECASTER] SBR: Forecast T+1@11:T+2@11: UP (p=58.19%)
[2025-10-17T00:01:29.906891] [INFO ] [FORECASTER] Completed predict_future for SBR
[2025-10-17T00:01:30.056005] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-10-17T00:01:30.081508] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:30.081538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:30.081595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:30.098871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:30.099450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:30.099529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:30.099563] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:30.135852] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:30.135941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:30.135976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:30.136005] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:30.139021] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=46.35%)
[2025-10-17T00:01:30.139266] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-10-17T00:01:30.289380] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-10-17T00:01:30.314324] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:30.314354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:30.314422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:30.331527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:30.332074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:30.332152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:30.332185] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:30.368382] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:30.368471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:30.368509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:30.368538] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:30.371614] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=82.42%)
[2025-10-17T00:01:30.371893] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-10-17T00:01:30.519571] [INFO ] [FORECASTER] Starting predict_future for SBSW
[2025-10-17T00:01:30.544747] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:30.544779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:30.544836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:30.561846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:30.562364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:30.562442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:30.562475] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:30.606010] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:30.606096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:30.606132] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:30.606160] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:30.609215] [DEBUG] [FORECASTER] SBSW: Forecast T+1@11:T+2@11: UP (p=69.33%)
[2025-10-17T00:01:30.609458] [INFO ] [FORECASTER] Completed predict_future for SBSW
[2025-10-17T00:01:30.757785] [INFO ] [FORECASTER] Starting predict_future for SCCO
[2025-10-17T00:01:30.782856] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:30.782884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:30.782940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:30.799659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:30.800210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:30.800291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:30.800324] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:30.843375] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:30.843478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:30.843515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:30.843544] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:30.846743] [DEBUG] [FORECASTER] SCCO: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-10-17T00:01:30.847007] [INFO ] [FORECASTER] Completed predict_future for SCCO
[2025-10-17T00:01:30.997278] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-10-17T00:01:31.022363] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:31.022391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:31.022448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:31.039263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:31.039831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:31.039949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:31.039988] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:31.084267] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:31.084383] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:31.084421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:31.084468] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:31.087748] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=90.50%)
[2025-10-17T00:01:31.088009] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-10-17T00:01:31.235378] [INFO ] [FORECASTER] Starting predict_future for SCHW
[2025-10-17T00:01:31.260897] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:31.260925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:31.260983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:31.277972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:31.278559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:31.278639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:31.278715] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:31.319195] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:31.319306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:31.319343] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:31.319373] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:31.322684] [DEBUG] [FORECASTER] SCHW: Forecast T+1@11:T+2@11: DOWN (p=20.79%)
[2025-10-17T00:01:31.322951] [INFO ] [FORECASTER] Completed predict_future for SCHW
[2025-10-17T00:01:31.470712] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-10-17T00:01:31.495826] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:31.495854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:31.495910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:31.512883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:31.513407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:31.513485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:31.513518] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:31.556449] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:31.556541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:31.556576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:31.556604] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:31.559773] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=21.54%)
[2025-10-17T00:01:31.560026] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-10-17T00:01:31.711930] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-10-17T00:01:31.744021] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:31.744057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:31.744124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:31.763980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:31.765131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:31.765245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:31.765282] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:31.813475] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:31.813775] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:31.813859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:31.813925] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:31.822511] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-10-17T00:01:31.822930] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-10-17T00:01:31.988820] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-10-17T00:01:32.014218] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:32.014247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:32.014303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:32.031103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:32.031626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:32.031731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:32.031770] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:32.067300] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:32.067384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:32.067419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:32.067448] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:32.070478] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-10-17T00:01:32.070772] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-10-17T00:01:32.226532] [INFO ] [FORECASTER] Starting predict_future for SCS
[2025-10-17T00:01:32.253782] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:32.253820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:32.253880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:32.271284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:32.272343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:32.272455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:32.272492] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:32.318076] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:32.318358] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:32.318421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:32.318455] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:32.322626] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-10-17T00:01:32.322992] [INFO ] [FORECASTER] Completed predict_future for SCS
[2025-10-17T00:01:32.487456] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-10-17T00:01:32.518106] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:32.518143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:32.518259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:32.537488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:32.538680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:32.538784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:32.538822] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:32.585073] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:32.585314] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:32.585365] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:32.585400] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:32.589950] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=95.64%)
[2025-10-17T00:01:32.590460] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-10-17T00:01:32.755575] [INFO ] [FORECASTER] Starting predict_future for SDHC
[2025-10-17T00:01:32.783363] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:32.783398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:32.783468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:32.802771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:32.803780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:32.803881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:32.803916] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:32.849064] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:32.849302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:32.849350] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:32.849411] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:32.853591] [DEBUG] [FORECASTER] SDHC: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-10-17T00:01:32.854054] [INFO ] [FORECASTER] Completed predict_future for SDHC
[2025-10-17T00:01:33.024331] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-10-17T00:01:33.057547] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:33.057577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:33.057634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:33.074571] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:33.075463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:33.075558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:33.075594] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:33.109879] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:33.110002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:33.110042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:33.110072] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:33.113559] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=55.85%)
[2025-10-17T00:01:33.113870] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-10-17T00:01:33.260936] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-10-17T00:01:33.286091] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:33.286119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:33.286176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:33.302979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:33.303562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:33.303668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:33.303723] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:33.338558] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:33.338752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:33.338806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:33.338859] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:33.343230] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-10-17T00:01:33.343556] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-10-17T00:01:33.522858] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-10-17T00:01:33.553688] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:33.553746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:33.553829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:33.573950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:33.574891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:33.574986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:33.575021] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:33.624572] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:33.624762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:33.624812] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:33.624843] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:33.628682] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: DOWN (p=9.99%)
[2025-10-17T00:01:33.628979] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-10-17T00:01:33.821095] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-10-17T00:01:33.852576] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:33.852612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:33.852694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:33.873622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:33.874581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:33.874695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:33.874749] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:33.914235] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:33.914494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:33.914555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:33.914594] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:33.919462] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=23.60%)
[2025-10-17T00:01:33.919847] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-10-17T00:01:34.072216] [INFO ] [FORECASTER] Starting predict_future for SEG
[2025-10-17T00:01:34.098221] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:34.098258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:34.098319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:34.115901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:34.116768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:34.116860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:34.116896] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:34.151460] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:34.151629] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:34.151709] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:34.151751] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:34.155259] [DEBUG] [FORECASTER] SEG: Forecast T+1@11:T+2@11: DOWN (p=40.11%)
[2025-10-17T00:01:34.155551] [INFO ] [FORECASTER] Completed predict_future for SEG
[2025-10-17T00:01:34.309325] [INFO ] [FORECASTER] Starting predict_future for SEI
[2025-10-17T00:01:34.336149] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:34.336178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:34.336285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:34.354148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:34.354978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:34.355063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:34.355099] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:34.390846] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:34.391025] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:34.391070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:34.391100] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:34.394573] [DEBUG] [FORECASTER] SEI: Forecast T+1@11:T+2@11: DOWN (p=44.23%)
[2025-10-17T00:01:34.394891] [INFO ] [FORECASTER] Completed predict_future for SEI
[2025-10-17T00:01:34.548424] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-10-17T00:01:34.574020] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:34.574049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:34.574106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:34.591050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:34.591784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:34.591871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:34.591905] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:34.625250] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:34.625388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:34.625431] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:34.625460] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:34.628837] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: UP (p=73.10%)
[2025-10-17T00:01:34.629121] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-10-17T00:01:34.776989] [INFO ] [FORECASTER] Starting predict_future for SEMR
[2025-10-17T00:01:34.803366] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:34.803398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:34.803456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:34.821071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:34.821752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:34.821838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:34.821871] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:34.858246] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:34.858422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:34.858464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:34.858493] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:34.862010] [DEBUG] [FORECASTER] SEMR: Forecast T+1@11:T+2@11: UP (p=85.32%)
[2025-10-17T00:01:34.862285] [INFO ] [FORECASTER] Completed predict_future for SEMR
[2025-10-17T00:01:35.017431] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-10-17T00:01:35.044172] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:35.044202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:35.044264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:35.061832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:35.062473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:35.062577] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:35.062623] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:35.101216] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:35.101389] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:35.101471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:35.101503] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:35.106892] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=16.69%)
[2025-10-17T00:01:35.107277] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-10-17T00:01:35.264404] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-10-17T00:01:35.293010] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:35.293059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:35.293138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:35.311404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:35.312086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:35.312173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:35.312213] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:35.347933] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:35.348090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:35.348130] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:35.348195] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:35.351733] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=5.42%)
[2025-10-17T00:01:35.352001] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-10-17T00:01:35.504364] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-10-17T00:01:35.531127] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:35.531157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:35.531221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:35.548483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:35.549199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:35.549309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:35.549344] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:35.584569] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:35.584743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:35.584795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:35.584827] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:35.588146] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=17.03%)
[2025-10-17T00:01:35.588424] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-10-17T00:01:35.738258] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-10-17T00:01:35.763918] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:35.763948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:35.764007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:35.780996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:35.781584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:35.781686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:35.781740] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:35.816878] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:35.816980] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:35.817018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:35.817046] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:35.820214] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=23.80%)
[2025-10-17T00:01:35.820470] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-10-17T00:01:35.968470] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-10-17T00:01:35.993968] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:35.993997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:35.994054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:36.011250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:36.011891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:36.011972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:36.012005] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:36.052084] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:36.052283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:36.052369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:36.052427] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:36.056071] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=32.48%)
[2025-10-17T00:01:36.056370] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-10-17T00:01:36.211730] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-10-17T00:01:36.238921] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:36.238951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:36.239009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:36.256877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:36.257535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:36.257621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:36.257688] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:36.294961] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:36.295098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:36.295138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:36.295169] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:36.298692] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=39.88%)
[2025-10-17T00:01:36.298973] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-10-17T00:01:36.449267] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-10-17T00:01:36.474560] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:36.474588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:36.474665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:36.492042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:36.492845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:36.492929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:36.492964] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:36.529149] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:36.529349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:36.529426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:36.529493] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:36.533042] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=59.25%)
[2025-10-17T00:01:36.533319] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-10-17T00:01:36.687690] [INFO ] [FORECASTER] Starting predict_future for SGU
[2025-10-17T00:01:36.714179] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:36.714208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:36.714264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:36.731376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:36.731998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:36.732080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:36.732114] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:36.766466] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:36.766550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:36.766586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:36.766614] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:36.769737] [DEBUG] [FORECASTER] SGU: Forecast T+1@11:T+2@11: DOWN (p=46.16%)
[2025-10-17T00:01:36.769988] [INFO ] [FORECASTER] Completed predict_future for SGU
[2025-10-17T00:01:36.923287] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-10-17T00:01:36.949407] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:36.949435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:36.949492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:36.966240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:36.966827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:36.966906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:36.966940] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:37.002395] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:37.002482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:37.002518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:37.002547] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:37.005692] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-10-17T00:01:37.005980] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-10-17T00:01:37.153666] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-10-17T00:01:37.178864] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:37.178891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:37.178948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:37.195685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:37.196210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:37.196291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:37.196324] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:37.233323] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:37.233435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:37.233472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:37.233501] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:37.236749] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: DOWN (p=28.24%)
[2025-10-17T00:01:37.237008] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-10-17T00:01:37.383316] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-10-17T00:01:37.408546] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:37.408621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:37.408749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:37.425594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:37.426192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:37.426273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:37.426306] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:37.461440] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:37.461535] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:37.461572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:37.461600] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:37.464684] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=26.77%)
[2025-10-17T00:01:37.464939] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-10-17T00:01:37.616823] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-10-17T00:01:37.642386] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:37.642414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:37.642471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:37.659237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:37.659897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:37.659985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:37.660019] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:37.695129] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:37.695209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:37.695245] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:37.695273] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:37.698298] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2025-10-17T00:01:37.698545] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-10-17T00:01:37.848534] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-10-17T00:01:37.874085] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:37.874114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:37.874170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:37.891242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:37.891820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:37.891903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:37.891936] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:37.925300] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:37.925420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:37.925459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:37.925489] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:37.928777] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=62.24%)
[2025-10-17T00:01:37.929040] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-10-17T00:01:38.078352] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-10-17T00:01:38.105067] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:38.105098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:38.105157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:38.123002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:38.123606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:38.123715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:38.123762] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:38.152604] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:38.152896] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:38.152940] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:38.152971] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:38.159004] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=96.05%)
[2025-10-17T00:01:38.159301] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-10-17T00:01:38.315201] [INFO ] [FORECASTER] Starting predict_future for SHW
[2025-10-17T00:01:38.341263] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:38.341296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:38.341353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:38.358508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:38.359099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:38.359178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:38.359212] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:38.390819] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:38.390954] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:38.390991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:38.391021] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:38.394248] [DEBUG] [FORECASTER] SHW: Forecast T+1@11:T+2@11: DOWN (p=29.45%)
[2025-10-17T00:01:38.394514] [INFO ] [FORECASTER] Completed predict_future for SHW
[2025-10-17T00:01:38.544050] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-10-17T00:01:38.570575] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:38.570606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:38.570686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:38.588452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:38.589091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:38.589178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:38.589212] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:38.619487] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:38.619628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:38.619703] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:38.619743] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:38.623015] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=8.92%)
[2025-10-17T00:01:38.623280] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-10-17T00:01:38.783167] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-10-17T00:01:38.809605] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:38.809634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:38.809735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:38.827126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:38.827743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:38.827846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:38.827902] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:38.863473] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:38.863600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:38.863662] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:38.863720] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:38.867104] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-10-17T00:01:38.867375] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-10-17T00:01:39.018937] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-10-17T00:01:39.045475] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:39.045508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:39.045567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:39.062889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:39.063721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:39.063815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:39.063849] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:39.096105] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:39.096267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:39.096309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:39.096339] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:39.099801] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-10-17T00:01:39.100094] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-10-17T00:01:39.249481] [INFO ] [FORECASTER] Starting predict_future for SILA
[2025-10-17T00:01:39.275074] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:39.275103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:39.275160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:39.292048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:39.292659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:39.292751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:39.292785] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:39.326127] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:39.326303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:39.326346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:39.326376] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:39.329849] [DEBUG] [FORECASTER] SILA: Forecast T+1@11:T+2@11: UP (p=57.64%)
[2025-10-17T00:01:39.330112] [INFO ] [FORECASTER] Completed predict_future for SILA
[2025-10-17T00:01:39.478865] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-10-17T00:01:39.504930] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:39.504959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:39.505015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:39.521929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:39.522550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:39.522635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:39.522710] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:39.558772] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:39.558911] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:39.558951] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:39.558980] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:39.562230] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=70.19%)
[2025-10-17T00:01:39.562488] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-10-17T00:01:39.717419] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-10-17T00:01:39.743121] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:39.743167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:39.743240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:39.760851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:39.761886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:39.761995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:39.762049] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:39.798044] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:39.798244] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:39.798297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:39.798327] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:39.802211] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=95.23%)
[2025-10-17T00:01:39.802735] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-10-17T00:01:39.952889] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-10-17T00:01:39.979183] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:39.979212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:39.979269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:39.997012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:39.997926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:39.998011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:39.998046] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:40.033812] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:40.033955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:40.033995] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:40.034026] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:40.037356] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=6.48%)
[2025-10-17T00:01:40.037636] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-10-17T00:01:40.186373] [INFO ] [FORECASTER] Starting predict_future for SJT
[2025-10-17T00:01:40.211767] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:40.211798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:40.211855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:40.228623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:40.229298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:40.229380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:40.229414] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:40.259036] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:40.259170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:40.259209] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:40.259239] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:40.262513] [DEBUG] [FORECASTER] SJT: Forecast T+1@11:T+2@11: UP (p=80.63%)
[2025-10-17T00:01:40.262822] [INFO ] [FORECASTER] Completed predict_future for SJT
[2025-10-17T00:01:40.415167] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-10-17T00:01:40.441416] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:40.441471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:40.441534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:40.458885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:40.459566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:40.459682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:40.459738] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:40.494924] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:40.495045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:40.495101] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:40.495131] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:40.498392] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=92.22%)
[2025-10-17T00:01:40.498678] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-10-17T00:01:40.647830] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-10-17T00:01:40.673622] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:40.673685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:40.673760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:40.690631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:40.691245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:40.691330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:40.691367] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:40.732932] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:40.733119] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:40.733176] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:40.733210] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:40.737497] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=4.19%)
[2025-10-17T00:01:40.737859] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-10-17T00:01:40.889365] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-10-17T00:01:40.914921] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:40.914950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:40.915006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:40.931899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:40.932438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:40.932520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:40.932554] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:40.968287] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:40.968436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:40.968475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:40.968504] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:40.971837] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=8.79%)
[2025-10-17T00:01:40.972100] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-10-17T00:01:41.119760] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-10-17T00:01:41.145041] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:41.145070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:41.145129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:41.165419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:41.166133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:41.166215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:41.166248] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:41.200977] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:41.201051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:41.201087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:41.201115] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:41.204062] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: DOWN (p=25.27%)
[2025-10-17T00:01:41.204306] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-10-17T00:01:41.351937] [INFO ] [FORECASTER] Starting predict_future for SKT
[2025-10-17T00:01:41.377345] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:41.377375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:41.377445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:41.394374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:41.394933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:41.395012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:41.395046] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:41.430787] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:41.430874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:41.430910] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:41.430945] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:41.433993] [DEBUG] [FORECASTER] SKT: Forecast T+1@11:T+2@11: DOWN (p=5.22%)
[2025-10-17T00:01:41.434241] [INFO ] [FORECASTER] Completed predict_future for SKT
[2025-10-17T00:01:41.582825] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-10-17T00:01:41.608317] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:41.608346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:41.608402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:41.625125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:41.625678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:41.625767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:41.625800] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:41.662508] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:41.662675] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:41.662733] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:41.662766] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:41.666047] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=6.95%)
[2025-10-17T00:01:41.666311] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-10-17T00:01:41.814572] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-10-17T00:01:41.841330] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:41.841359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:41.841417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:41.858236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:41.859173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:41.859263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:41.859297] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:41.895886] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:41.896042] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:41.896084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:41.896113] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:41.899753] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-10-17T00:01:41.900017] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-10-17T00:01:42.055865] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-10-17T00:01:42.083036] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:42.083065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:42.083122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:42.101419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:42.102259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:42.102345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:42.102383] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:42.138609] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:42.138781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:42.138828] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:42.138877] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:42.142206] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=84.62%)
[2025-10-17T00:01:42.142468] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-10-17T00:01:42.290921] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-10-17T00:01:42.316329] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:42.316356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:42.316414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:42.333371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:42.333935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:42.334013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:42.334047] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:42.372894] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:42.372981] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:42.373017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:42.373045] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:42.376085] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=53.96%)
[2025-10-17T00:01:42.376335] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-10-17T00:01:42.525548] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-10-17T00:01:42.550945] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:42.550973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:42.551031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:42.568093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:42.568638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:42.568749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:42.568784] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:42.605693] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:42.605842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:42.605882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:42.605911] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:42.609292] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=41.88%)
[2025-10-17T00:01:42.609575] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-10-17T00:01:42.763207] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-10-17T00:01:42.788891] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:42.788920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:42.789008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:42.806300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:42.806894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:42.806985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:42.807038] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:42.840549] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:42.840672] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:42.840727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:42.840759] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:42.843882] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2025-10-17T00:01:42.844133] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-10-17T00:01:42.990422] [INFO ] [FORECASTER] Starting predict_future for SLQT
[2025-10-17T00:01:43.015741] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:43.015771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:43.015828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:43.032579] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:43.033127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:43.033207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:43.033240] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:43.068614] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:43.068715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:43.068758] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:43.068788] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:43.071745] [DEBUG] [FORECASTER] SLQT: Forecast T+1@11:T+2@11: DOWN (p=32.98%)
[2025-10-17T00:01:43.071990] [INFO ] [FORECASTER] Completed predict_future for SLQT
[2025-10-17T00:01:43.223311] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-10-17T00:01:43.249665] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:43.249721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:43.249784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:43.266572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:43.267324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:43.267409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:43.267444] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:43.314140] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:43.314321] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:43.314365] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:43.314397] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:43.317977] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=88.31%)
[2025-10-17T00:01:43.318304] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-10-17T00:01:43.474078] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-10-17T00:01:43.500182] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:43.500212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:43.500271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:43.517183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:43.517763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:43.517843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:43.517876] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:43.561179] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:43.561355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:43.561399] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:43.561428] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:43.564996] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=78.54%)
[2025-10-17T00:01:43.565280] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-10-17T00:01:43.717220] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-10-17T00:01:43.742511] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:43.742539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:43.742595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:43.759882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:43.760415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:43.760495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:43.760529] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:43.801007] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:43.801097] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:43.801135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:43.801182] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:43.804270] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-10-17T00:01:43.804522] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-10-17T00:01:43.954485] [INFO ] [FORECASTER] Starting predict_future for SMC
[2025-10-17T00:01:43.980168] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:43.980196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:43.980253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:43.997957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:43.998565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:43.998668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:43.998723] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:44.044954] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:44.045056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:44.045093] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:44.045121] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:44.048282] [DEBUG] [FORECASTER] SMC: Forecast T+1@11:T+2@11: UP (p=91.21%)
[2025-10-17T00:01:44.048543] [INFO ] [FORECASTER] Completed predict_future for SMC
[2025-10-17T00:01:44.197382] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-10-17T00:01:44.222760] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:44.222788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:44.222846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:44.243847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:44.244544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:44.244696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:44.244750] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:44.288879] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:44.288964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:44.288999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:44.289028] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:44.292086] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: UP (p=72.76%)
[2025-10-17T00:01:44.292330] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-10-17T00:01:44.458098] [INFO ] [FORECASTER] Starting predict_future for SMG
[2025-10-17T00:01:44.483872] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:44.483901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:44.483957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:44.500966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:44.501481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:44.501560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:44.501593] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:44.544454] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:44.544538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:44.544574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:44.544602] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:44.547680] [DEBUG] [FORECASTER] SMG: Forecast T+1@11:T+2@11: DOWN (p=27.53%)
[2025-10-17T00:01:44.547934] [INFO ] [FORECASTER] Completed predict_future for SMG
[2025-10-17T00:01:44.696381] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-10-17T00:01:44.721624] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:44.721685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:44.721758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:44.738521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:44.739076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:44.739155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:44.739189] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:44.779738] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:44.779816] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:44.779851] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:44.779879] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:44.782872] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2025-10-17T00:01:44.783116] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-10-17T00:01:44.929961] [INFO ] [FORECASTER] Starting predict_future for SMP
[2025-10-17T00:01:44.955041] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:44.955068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:44.955124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:44.972202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:44.972756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:44.972836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:44.972870] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:45.018518] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:45.018732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:45.018786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:45.018818] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:45.025639] [DEBUG] [FORECASTER] SMP: Forecast T+1@11:T+2@11: DOWN (p=16.79%)
[2025-10-17T00:01:45.026007] [INFO ] [FORECASTER] Completed predict_future for SMP
[2025-10-17T00:01:45.174291] [INFO ] [FORECASTER] Starting predict_future for SMR
[2025-10-17T00:01:45.199469] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:45.199499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:45.199555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:45.216568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:45.217161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:45.217241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:45.217274] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:45.258104] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:45.258268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:45.258315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:45.258344] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:45.261704] [DEBUG] [FORECASTER] SMR: Forecast T+1@11:T+2@11: DOWN (p=13.99%)
[2025-10-17T00:01:45.261966] [INFO ] [FORECASTER] Completed predict_future for SMR
[2025-10-17T00:01:45.409824] [INFO ] [FORECASTER] Starting predict_future for SMRT
[2025-10-17T00:01:45.435347] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:45.435377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:45.435435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:45.452304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:45.452857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:45.452936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:45.452969] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:45.494254] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:45.494355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:45.494392] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:45.494420] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:45.497580] [DEBUG] [FORECASTER] SMRT: Forecast T+1@11:T+2@11: UP (p=53.32%)
[2025-10-17T00:01:45.497858] [INFO ] [FORECASTER] Completed predict_future for SMRT
[2025-10-17T00:01:45.644291] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-10-17T00:01:45.669376] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:45.669404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:45.669460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:45.686195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:45.686748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:45.686829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:45.686862] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:45.728555] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:45.728666] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:45.728722] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:45.728754] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:45.731774] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=14.94%)
[2025-10-17T00:01:45.732022] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-10-17T00:01:45.883424] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-10-17T00:01:45.908670] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:45.908721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:45.908781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:45.925801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:45.926324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:45.926401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:45.926434] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:45.956831] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:45.956907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:45.956943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:45.956971] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:45.959929] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=92.45%)
[2025-10-17T00:01:45.960169] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-10-17T00:01:46.106576] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-10-17T00:01:46.131732] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:46.131762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:46.131819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:46.148888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:46.149398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:46.149476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:46.149509] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:46.181806] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:46.181890] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:46.181931] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:46.181959] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:46.184937] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=64.90%)
[2025-10-17T00:01:46.185181] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-10-17T00:01:46.332223] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-10-17T00:01:46.357386] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:46.357435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:46.357500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:46.374482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:46.375038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:46.375124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:46.375157] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:46.409081] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:46.409159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:46.409194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:46.409222] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:46.412219] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: DOWN (p=22.68%)
[2025-10-17T00:01:46.412464] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-10-17T00:01:46.563479] [INFO ] [FORECASTER] Starting predict_future for SNDA
[2025-10-17T00:01:46.589166] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:46.589195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:46.589252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:46.606360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:46.606947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:46.607028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:46.607061] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:46.639369] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:46.639457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:46.639492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:46.639521] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:46.642571] [DEBUG] [FORECASTER] SNDA: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2025-10-17T00:01:46.642851] [INFO ] [FORECASTER] Completed predict_future for SNDA
[2025-10-17T00:01:46.790365] [INFO ] [FORECASTER] Starting predict_future for SNDR
[2025-10-17T00:01:46.815622] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:46.815680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:46.815756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:46.832832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:46.833346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:46.833425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:46.833459] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:46.868677] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:46.868754] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:46.868790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:46.868818] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:46.871757] [DEBUG] [FORECASTER] SNDR: Forecast T+1@11:T+2@11: DOWN (p=7.44%)
[2025-10-17T00:01:46.871999] [INFO ] [FORECASTER] Completed predict_future for SNDR
[2025-10-17T00:01:47.019928] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-10-17T00:01:47.045032] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:47.045060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:47.045117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:47.062371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:47.062930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:47.063008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:47.063042] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:47.098130] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:47.098230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:47.098271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:47.098300] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:47.101274] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=20.42%)
[2025-10-17T00:01:47.101534] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-10-17T00:01:47.248968] [INFO ] [FORECASTER] Starting predict_future for SNV
[2025-10-17T00:01:47.274278] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:47.274306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:47.274409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:47.291660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:47.292216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:47.292295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:47.292328] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:47.331902] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:47.332026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:47.332085] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:47.332139] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:47.335837] [DEBUG] [FORECASTER] SNV: Forecast T+1@11:T+2@11: UP (p=92.63%)
[2025-10-17T00:01:47.336148] [INFO ] [FORECASTER] Completed predict_future for SNV
[2025-10-17T00:01:47.484902] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-10-17T00:01:47.510276] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:47.510304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:47.510361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:47.527500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:47.528077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:47.528169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:47.528222] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:47.564812] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:47.564905] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:47.564941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:47.564970] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:47.567986] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-10-17T00:01:47.568277] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-10-17T00:01:47.715965] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-10-17T00:01:47.741165] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:47.741193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:47.741249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:47.758086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:47.758635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:47.758741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:47.758777] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:47.801172] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:47.801263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:47.801298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:47.801327] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:47.804432] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=33.44%)
[2025-10-17T00:01:47.804710] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-10-17T00:01:47.952429] [INFO ] [FORECASTER] Starting predict_future for SOBO
[2025-10-17T00:01:47.977685] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:47.977734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:47.977795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:47.994899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:47.995413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:47.995490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:47.995531] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:48.036897] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:48.036997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:48.037441] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:48.037480] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:48.041762] [DEBUG] [FORECASTER] SOBO: Forecast T+1@11:T+2@11: DOWN (p=23.96%)
[2025-10-17T00:01:48.042023] [INFO ] [FORECASTER] Completed predict_future for SOBO
[2025-10-17T00:01:48.195256] [INFO ] [FORECASTER] Starting predict_future for SOC
[2025-10-17T00:01:48.220538] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:48.220567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:48.220625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:48.237632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:48.238239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:48.238319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:48.238351] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:48.270719] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:48.270796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:48.270831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:48.270860] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:48.273874] [DEBUG] [FORECASTER] SOC: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-10-17T00:01:48.274119] [INFO ] [FORECASTER] Completed predict_future for SOC
[2025-10-17T00:01:48.421825] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-10-17T00:01:48.447028] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:48.447055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:48.447112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:48.463983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:48.464494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:48.464571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:48.464604] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:48.495147] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:48.495218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:48.495252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:48.495280] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:48.498389] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-10-17T00:01:48.498661] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-10-17T00:01:48.647121] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-10-17T00:01:48.672348] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:48.672376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:48.672432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:48.689308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:48.689891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:48.689969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:48.690002] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:48.722219] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:48.722358] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:48.722397] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:48.722427] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:48.725763] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-10-17T00:01:48.726022] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-10-17T00:01:48.879017] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-10-17T00:01:48.904818] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:48.904847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:48.904904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:48.922405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:48.922978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:48.923055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:48.923090] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:48.955758] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:48.955855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:48.955912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:48.955945] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:48.959006] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2025-10-17T00:01:48.959252] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-10-17T00:01:49.107928] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-10-17T00:01:49.133164] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:49.133192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:49.133248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:49.150390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:49.150959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:49.151038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:49.151072] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:49.182122] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:49.182197] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:49.182233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:49.182262] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:49.185326] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-10-17T00:01:49.185579] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-10-17T00:01:49.333606] [INFO ] [FORECASTER] Starting predict_future for SOLV
[2025-10-17T00:01:49.358827] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:49.358854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:49.358910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:49.375772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:49.376284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:49.376362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:49.376395] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:49.408925] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:49.409035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:49.409071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:49.409100] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:49.412152] [DEBUG] [FORECASTER] SOLV: Forecast T+1@11:T+2@11: DOWN (p=18.30%)
[2025-10-17T00:01:49.412399] [INFO ] [FORECASTER] Completed predict_future for SOLV
[2025-10-17T00:01:49.560753] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-10-17T00:01:49.586261] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:49.586290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:49.586346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:49.603609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:49.604255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:49.604337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:49.604370] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:49.639391] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:49.639536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:49.639577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:49.639608] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:49.643168] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=71.64%)
[2025-10-17T00:01:49.643468] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-10-17T00:01:49.798348] [INFO ] [FORECASTER] Starting predict_future for SONY
[2025-10-17T00:01:49.824443] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:49.824472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:49.824529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:49.842834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:49.843707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:49.843809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:49.843853] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:49.879057] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:49.879147] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:49.879182] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:49.879211] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:49.882258] [DEBUG] [FORECASTER] SONY: Forecast T+1@11:T+2@11: DOWN (p=47.82%)
[2025-10-17T00:01:49.882505] [INFO ] [FORECASTER] Completed predict_future for SONY
[2025-10-17T00:01:50.033258] [INFO ] [FORECASTER] Starting predict_future for SOR
[2025-10-17T00:01:50.060294] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:50.060325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:50.060385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:50.077562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:50.078117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:50.078221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:50.078265] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:50.111007] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:50.111089] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:50.111125] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:50.111155] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:50.114155] [DEBUG] [FORECASTER] SOR: Forecast T+1@11:T+2@11: DOWN (p=8.01%)
[2025-10-17T00:01:50.114405] [INFO ] [FORECASTER] Completed predict_future for SOR
[2025-10-17T00:01:50.264879] [INFO ] [FORECASTER] Starting predict_future for SOS
[2025-10-17T00:01:50.290327] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:50.290366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:50.290429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:50.307475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:50.308027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:50.308105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:50.308139] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:50.342126] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:50.342201] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:50.342236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:50.342265] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:50.345207] [DEBUG] [FORECASTER] SOS: Forecast T+1@11:T+2@11: UP (p=71.28%)
[2025-10-17T00:01:50.345449] [INFO ] [FORECASTER] Completed predict_future for SOS
[2025-10-17T00:01:50.496300] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-10-17T00:01:50.521412] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:50.521439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:50.521495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:50.538251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:50.538803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:50.538884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:50.538917] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:50.573257] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:50.573341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:50.573377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:50.573407] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:50.576501] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=73.46%)
[2025-10-17T00:01:50.576864] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-10-17T00:01:50.725938] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-10-17T00:01:50.750949] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:50.750977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:50.751037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:50.767954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:50.768550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:50.768630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:50.768700] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:50.803894] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:50.803982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:50.804018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:50.804047] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:50.807048] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: UP (p=59.81%)
[2025-10-17T00:01:50.807296] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-10-17T00:01:50.961432] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-10-17T00:01:50.986512] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:50.986540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:50.986599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:51.003723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:51.004244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:51.004320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:51.004353] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:51.036768] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:51.036848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:51.036883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:51.036912] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:51.039973] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-10-17T00:01:51.040223] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-10-17T00:01:51.190238] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-10-17T00:01:51.215933] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:51.215963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:51.216022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:51.234750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:51.235420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:51.235502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:51.235538] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:51.270707] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:51.270797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:51.270887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:51.270934] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:51.274051] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=36.42%)
[2025-10-17T00:01:51.274309] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-10-17T00:01:51.423712] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-10-17T00:01:51.449410] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:51.449440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:51.449499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:51.467094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:51.467618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:51.467723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:51.467765] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:51.504157] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:51.504248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:51.504283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:51.504313] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:51.507405] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=76.68%)
[2025-10-17T00:01:51.507676] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-10-17T00:01:51.657604] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-10-17T00:01:51.683520] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:51.683549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:51.683607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:51.700943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:51.701600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:51.701712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:51.701760] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:51.735859] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:51.735953] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:51.735992] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:51.736023] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:51.739207] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=32.55%)
[2025-10-17T00:01:51.739457] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-10-17T00:01:51.890276] [INFO ] [FORECASTER] Starting predict_future for SPHR
[2025-10-17T00:01:51.915980] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:51.916010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:51.916070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:51.933411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:51.933989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:51.934068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:51.934101] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:51.968807] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:51.968890] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:51.968926] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:51.968955] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:51.972088] [DEBUG] [FORECASTER] SPHR: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-10-17T00:01:51.972351] [INFO ] [FORECASTER] Completed predict_future for SPHR
[2025-10-17T00:01:52.121016] [INFO ] [FORECASTER] Starting predict_future for SPIR
[2025-10-17T00:01:52.146119] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:52.146161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:52.146221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:52.163241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:52.163794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:52.163872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:52.163906] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:52.200932] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:52.201028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:52.201064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:52.201093] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:52.204144] [DEBUG] [FORECASTER] SPIR: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-10-17T00:01:52.204392] [INFO ] [FORECASTER] Completed predict_future for SPIR
[2025-10-17T00:01:52.351540] [INFO ] [FORECASTER] Starting predict_future for SPMC
[2025-10-17T00:01:52.376414] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:52.376442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:52.376497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:52.393383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:52.393942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:52.394022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:52.394055] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:52.429139] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:52.429223] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:52.429259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:52.429289] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:52.432365] [DEBUG] [FORECASTER] SPMC: Forecast T+1@11:T+2@11: DOWN (p=39.69%)
[2025-10-17T00:01:52.432617] [INFO ] [FORECASTER] Completed predict_future for SPMC
[2025-10-17T00:01:52.581415] [INFO ] [FORECASTER] Starting predict_future for SPNT
[2025-10-17T00:01:52.607291] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:52.607319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:52.607376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:52.625185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:52.625752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:52.625832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:52.625867] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:52.660984] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:52.661100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:52.661139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:52.661169] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:52.664433] [DEBUG] [FORECASTER] SPNT: Forecast T+1@11:T+2@11: DOWN (p=6.64%)
[2025-10-17T00:01:52.664718] [INFO ] [FORECASTER] Completed predict_future for SPNT
[2025-10-17T00:01:52.814222] [INFO ] [FORECASTER] Starting predict_future for SPOT
[2025-10-17T00:01:52.839412] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:52.839441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:52.839497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:52.856569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:52.857171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:52.857249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:52.857282] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:52.892679] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:52.892759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:52.892809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:52.892838] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:52.895804] [DEBUG] [FORECASTER] SPOT: Forecast T+1@11:T+2@11: UP (p=94.93%)
[2025-10-17T00:01:52.896049] [INFO ] [FORECASTER] Completed predict_future for SPOT
[2025-10-17T00:01:53.044336] [INFO ] [FORECASTER] Starting predict_future for SPR
[2025-10-17T00:01:53.069567] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:53.069594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:53.069671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:53.086864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:53.087403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:53.087478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:53.087512] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:53.123763] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:53.123836] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:53.123871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:53.123900] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:53.126820] [DEBUG] [FORECASTER] SPR: Forecast T+1@11:T+2@11: DOWN (p=20.20%)
[2025-10-17T00:01:53.127062] [INFO ] [FORECASTER] Completed predict_future for SPR
[2025-10-17T00:01:53.277586] [INFO ] [FORECASTER] Starting predict_future for SPRU
[2025-10-17T00:01:53.303291] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:53.303322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:53.303380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:53.320433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:53.320983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:53.321062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:53.321095] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:53.358109] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:53.358210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:53.358255] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:53.358285] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:53.361259] [DEBUG] [FORECASTER] SPRU: Forecast T+1@11:T+2@11: DOWN (p=46.49%)
[2025-10-17T00:01:53.361507] [INFO ] [FORECASTER] Completed predict_future for SPRU
[2025-10-17T00:01:53.509205] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-10-17T00:01:53.534370] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:53.534398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:53.534455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:53.551695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:53.552217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:53.552295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:53.552328] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:53.589254] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:53.589354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:53.589402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:53.589441] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:53.594855] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: UP (p=63.15%)
[2025-10-17T00:01:53.595128] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-10-17T00:01:53.743835] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-10-17T00:01:53.770059] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:53.770090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:53.770166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:53.787390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:53.788016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:53.788097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:53.788131] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:53.826065] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:53.826156] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:53.826192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:53.826220] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:53.829587] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=63.03%)
[2025-10-17T00:01:53.829864] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-10-17T00:01:53.979196] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-10-17T00:01:54.004938] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:54.004968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:54.005029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:54.022400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:54.022955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:54.023066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:54.023105] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:54.065697] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:54.065796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:54.065834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:54.065862] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:54.068982] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-10-17T00:01:54.069232] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-10-17T00:01:54.217504] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-10-17T00:01:54.243456] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:54.243485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:54.243541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:54.261104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:54.261623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:54.261726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:54.261766] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:54.295180] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:54.295272] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:54.295307] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:54.295336] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:54.298528] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2025-10-17T00:01:54.299004] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-10-17T00:01:54.446671] [INFO ] [FORECASTER] Starting predict_future for SR
[2025-10-17T00:01:54.471824] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:54.471853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:54.471910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:54.489011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:54.489545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:54.489623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:54.489690] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:54.525239] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:54.525345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:54.525389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:54.525438] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:54.528759] [DEBUG] [FORECASTER] SR: Forecast T+1@11:T+2@11: UP (p=92.70%)
[2025-10-17T00:01:54.529042] [INFO ] [FORECASTER] Completed predict_future for SR
[2025-10-17T00:01:54.678070] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-10-17T00:01:54.703429] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:54.703460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:54.703517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:54.721193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:54.721761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:54.721842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:54.721875] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:54.754556] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:54.754757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:54.754812] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:54.754844] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:54.760935] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=91.93%)
[2025-10-17T00:01:54.761218] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-10-17T00:01:54.912808] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-10-17T00:01:54.938713] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:54.938749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:54.938808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:54.956113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:54.956719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:54.956803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:54.956837] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:54.989200] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:54.989366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:54.989408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:54.989440] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:54.993018] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=16.38%)
[2025-10-17T00:01:54.993287] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-10-17T00:01:55.144277] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-10-17T00:01:55.169752] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:55.169781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:55.169839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:55.187438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:55.188210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:55.188290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:55.188324] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:55.223121] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:55.223211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:55.223248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:55.223277] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:55.226410] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: UP (p=70.31%)
[2025-10-17T00:01:55.226695] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-10-17T00:01:55.376437] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-10-17T00:01:55.402008] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:55.402038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:55.402101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:55.419671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:55.420233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:55.420315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:55.420349] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:55.454992] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:55.455091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:55.455128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:55.455157] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:55.458337] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=62.04%)
[2025-10-17T00:01:55.458596] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-10-17T00:01:55.607998] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-10-17T00:01:55.634015] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:55.634048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:55.634108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:55.651219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:55.651863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:55.651944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:55.651979] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:55.683464] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:55.683560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:55.683596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:55.683625] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:55.686741] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=93.22%)
[2025-10-17T00:01:55.686994] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-10-17T00:01:55.834592] [INFO ] [FORECASTER] Starting predict_future for SRV
[2025-10-17T00:01:55.859874] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:55.859903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:55.859959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:55.876920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:55.877452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:55.877529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:55.877564] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:55.908117] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:55.908249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:55.908294] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:55.908325] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:55.911466] [DEBUG] [FORECASTER] SRV: Forecast T+1@11:T+2@11: UP (p=98.43%)
[2025-10-17T00:01:55.911768] [INFO ] [FORECASTER] Completed predict_future for SRV
[2025-10-17T00:01:56.059067] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-10-17T00:01:56.085161] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:56.085193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:56.085253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:56.102837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:56.103370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:56.103450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:56.103485] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:56.144371] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:56.144469] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:56.144507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:56.144539] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:56.147743] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: UP (p=85.53%)
[2025-10-17T00:01:56.147997] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-10-17T00:01:56.297538] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-10-17T00:01:56.323466] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:56.323496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:56.323553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:56.341036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:56.341555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:56.341632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:56.341702] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:56.374994] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:56.375085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:56.375121] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:56.375150] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:56.378404] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=0.12%)
[2025-10-17T00:01:56.378681] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-10-17T00:01:56.528907] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-10-17T00:01:56.554147] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:56.554176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:56.554232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:56.571377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:56.571940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:56.572017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:56.572051] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:56.604903] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:56.605022] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:56.605059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:56.605088] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:56.608271] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=80.07%)
[2025-10-17T00:01:56.608526] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-10-17T00:01:56.758530] [INFO ] [FORECASTER] Starting predict_future for SST
[2025-10-17T00:01:56.788597] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:56.788627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:56.788719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:56.805609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:56.806402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:56.806492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:56.806525] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:56.847298] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:56.847507] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:56.847570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:56.847614] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:56.851429] [DEBUG] [FORECASTER] SST: Forecast T+1@11:T+2@11: UP (p=80.47%)
[2025-10-17T00:01:56.851758] [INFO ] [FORECASTER] Completed predict_future for SST
[2025-10-17T00:01:57.015197] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-10-17T00:01:57.049187] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:57.049256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:57.049415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:57.074148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:57.075107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:57.075217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:57.075254] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:57.112886] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:57.113054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:57.113099] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:57.113128] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:57.117529] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=28.27%)
[2025-10-17T00:01:57.118014] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-10-17T00:01:57.298028] [INFO ] [FORECASTER] Starting predict_future for ST
[2025-10-17T00:01:57.332101] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:57.332131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:57.332188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:57.354196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:57.355188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:57.355284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:57.355318] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:57.400780] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:57.400954] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:57.400997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:57.401028] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:57.405008] [DEBUG] [FORECASTER] ST: Forecast T+1@11:T+2@11: UP (p=88.53%)
[2025-10-17T00:01:57.405321] [INFO ] [FORECASTER] Completed predict_future for ST
[2025-10-17T00:01:57.590566] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-10-17T00:01:57.628123] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:57.628543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:57.628673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:57.656390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:57.657442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:57.657562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:57.657601] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:57.695005] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:57.695189] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:57.695247] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:57.695282] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:57.701210] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-10-17T00:01:57.701737] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-10-17T00:01:57.914547] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-10-17T00:01:57.951898] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:57.951951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:57.952047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:57.980328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:57.981524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:57.981671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:57.981742] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:58.029825] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:58.030020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:58.030605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:58.030688] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:58.035754] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=87.99%)
[2025-10-17T00:01:58.036182] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-10-17T00:01:58.223562] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-10-17T00:01:58.252748] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:58.252780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:58.252839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:58.270616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:58.271406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:58.271494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:58.271528] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:58.307769] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:58.307948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:58.307991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:58.308022] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:58.315434] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-10-17T00:01:58.315939] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-10-17T00:01:58.482379] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-10-17T00:01:58.508881] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:58.508910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:58.508984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:58.530573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:58.531768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:58.532083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:58.532152] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:58.570710] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:58.570867] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:58.570908] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:58.570939] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:58.574611] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: UP (p=96.54%)
[2025-10-17T00:01:58.574918] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-10-17T00:01:58.730380] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-10-17T00:01:58.756388] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:58.756419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:58.756477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:58.773567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:58.774203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:58.774286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:58.774320] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:58.810520] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:58.810675] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:58.810732] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:58.810765] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:58.814086] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=92.15%)
[2025-10-17T00:01:58.814357] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-10-17T00:01:58.961834] [INFO ] [FORECASTER] Starting predict_future for STEW
[2025-10-17T00:01:58.987243] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:58.987271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:58.987328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:59.004142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:59.004849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:59.004932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:59.004983] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:59.040896] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:59.041039] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:59.041085] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:59.041114] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:59.044462] [DEBUG] [FORECASTER] STEW: Forecast T+1@11:T+2@11: DOWN (p=35.03%)
[2025-10-17T00:01:59.044770] [INFO ] [FORECASTER] Completed predict_future for STEW
[2025-10-17T00:01:59.192255] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-10-17T00:01:59.218538] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:59.218568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:59.218626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:59.235670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:59.236508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:59.236602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:59.236637] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:59.270435] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:59.270576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:59.270614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:59.270668] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:59.273892] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=50.75%)
[2025-10-17T00:01:59.274150] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-10-17T00:01:59.421012] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-10-17T00:01:59.446088] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:59.446116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:59.446172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:59.463082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:59.463600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:59.463709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:59.463756] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:59.499019] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:59.499126] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:59.499163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:59.499193] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:59.502232] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=94.44%)
[2025-10-17T00:01:59.502478] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-10-17T00:01:59.711713] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-10-17T00:01:59.740356] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:59.740426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:59.740506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:01:59.759251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:01:59.760154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:01:59.760242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:01:59.760278] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:01:59.799284] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:01:59.799443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:01:59.799484] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:01:59.799516] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:01:59.803417] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=70.48%)
[2025-10-17T00:01:59.803807] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-10-17T00:01:59.969208] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-10-17T00:01:59.995664] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:01:59.995719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:01:59.995782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:00.015077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:00.016143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:00.016241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:00.016276] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:00.054232] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:00.054377] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:00.054418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:00.054451] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:00.058025] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-10-17T00:02:00.058336] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-10-17T00:02:00.224117] [INFO ] [FORECASTER] Starting predict_future for STNG
[2025-10-17T00:02:00.253000] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:00.253030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:00.253088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:00.271616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:00.272450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:00.272536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:00.272571] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:00.310615] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:00.310803] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:00.310851] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:00.310882] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:00.314258] [DEBUG] [FORECASTER] STNG: Forecast T+1@11:T+2@11: DOWN (p=15.46%)
[2025-10-17T00:02:00.314530] [INFO ] [FORECASTER] Completed predict_future for STNG
[2025-10-17T00:02:00.462439] [INFO ] [FORECASTER] Starting predict_future for STRV
[2025-10-17T00:02:00.489875] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:00.489957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:00.490026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:00.507472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:00.508145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:00.508248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:00.508285] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:00.542856] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:00.543005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:00.543046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:00.543076] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:00.546393] [DEBUG] [FORECASTER] STRV: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-10-17T00:02:00.546685] [INFO ] [FORECASTER] Completed predict_future for STRV
[2025-10-17T00:02:00.696356] [INFO ] [FORECASTER] Starting predict_future for STT
[2025-10-17T00:02:00.721573] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:00.721602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:00.721681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:00.738766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:00.739588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:00.739705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:00.739757] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:00.775288] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:00.775447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:00.775487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:00.775517] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:00.778929] [DEBUG] [FORECASTER] STT: Forecast T+1@11:T+2@11: UP (p=77.80%)
[2025-10-17T00:02:00.779190] [INFO ] [FORECASTER] Completed predict_future for STT
[2025-10-17T00:02:00.928817] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-10-17T00:02:00.956038] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:00.956070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:00.956128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:00.974048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:00.974857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:00.974944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:00.974980] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:01.012264] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:01.012440] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:01.012496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:01.012530] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:01.016347] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=65.75%)
[2025-10-17T00:02:01.016755] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-10-17T00:02:01.168009] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-10-17T00:02:01.193424] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:01.193453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:01.193509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:01.210629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:01.211442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:01.211528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:01.211564] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:01.250467] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:01.251116] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:01.251169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:01.251201] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:01.255412] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=42.63%)
[2025-10-17T00:02:01.255887] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-10-17T00:02:01.409741] [INFO ] [FORECASTER] Starting predict_future for STXD
[2025-10-17T00:02:01.435820] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:01.435849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:01.435907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:01.453058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:01.453571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:01.453668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:01.453722] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:01.492174] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:01.492254] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:01.492289] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:01.492317] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:01.495435] [DEBUG] [FORECASTER] STXD: Forecast T+1@11:T+2@11: UP (p=55.66%)
[2025-10-17T00:02:01.495708] [INFO ] [FORECASTER] Completed predict_future for STXD
[2025-10-17T00:02:01.653318] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-10-17T00:02:01.680489] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:01.680518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:01.680575] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:01.699042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:01.699602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:01.699720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:01.699766] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:01.739584] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:01.739697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:01.739747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:01.739779] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:01.743054] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=66.11%)
[2025-10-17T00:02:01.743356] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-10-17T00:02:01.901634] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-10-17T00:02:01.926945] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:01.926974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:01.927031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:01.944100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:01.944616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:01.944718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:01.944761] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:01.979481] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:01.979578] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:01.979616] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:01.979676] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:01.982980] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=44.36%)
[2025-10-17T00:02:01.983242] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-10-17T00:02:02.136901] [INFO ] [FORECASTER] Starting predict_future for STXK
[2025-10-17T00:02:02.163563] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:02.163595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:02.163676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:02.182468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:02.183044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:02.183132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:02.183166] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:02.217833] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:02.217922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:02.217959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:02.217989] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:02.221948] [DEBUG] [FORECASTER] STXK: Forecast T+1@11:T+2@11: DOWN (p=34.41%)
[2025-10-17T00:02:02.222213] [INFO ] [FORECASTER] Completed predict_future for STXK
[2025-10-17T00:02:02.376432] [INFO ] [FORECASTER] Starting predict_future for STXT
[2025-10-17T00:02:02.403570] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:02.403599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:02.403678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:02.422280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:02.422874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:02.422973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:02.423028] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:02.456847] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:02.456954] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:02.456994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:02.457024] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:02.460348] [DEBUG] [FORECASTER] STXT: Forecast T+1@11:T+2@11: UP (p=77.77%)
[2025-10-17T00:02:02.460607] [INFO ] [FORECASTER] Completed predict_future for STXT
[2025-10-17T00:02:02.616236] [INFO ] [FORECASTER] Starting predict_future for STXV
[2025-10-17T00:02:02.643283] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:02.643325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:02.643422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:02.661914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:02.662476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:02.662556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:02.662591] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:02.699379] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:02.699474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:02.699511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:02.699540] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:02.702878] [DEBUG] [FORECASTER] STXV: Forecast T+1@11:T+2@11: DOWN (p=23.17%)
[2025-10-17T00:02:02.703136] [INFO ] [FORECASTER] Completed predict_future for STXV
[2025-10-17T00:02:02.861339] [INFO ] [FORECASTER] Starting predict_future for STZ
[2025-10-17T00:02:02.888393] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:02.888423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:02.888480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:02.907117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:02.907775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:02.907857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:02.907892] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:02.944185] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:02.944310] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:02.944348] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:02.944378] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:02.947718] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2025-10-17T00:02:02.947993] [INFO ] [FORECASTER] Completed predict_future for STZ
[2025-10-17T00:02:03.096763] [INFO ] [FORECASTER] Starting predict_future for SU
[2025-10-17T00:02:03.122840] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:03.122871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:03.122933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:03.139893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:03.140716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:03.140805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:03.140840] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:03.177755] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:03.177922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:03.177966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:03.177998] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:03.181499] [DEBUG] [FORECASTER] SU: Forecast T+1@11:T+2@11: UP (p=87.78%)
[2025-10-17T00:02:03.181815] [INFO ] [FORECASTER] Completed predict_future for SU
[2025-10-17T00:02:03.330701] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-10-17T00:02:03.355953] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:03.356015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:03.356074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:03.373071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:03.373586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:03.373686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:03.373739] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:03.411166] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:03.411271] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:03.411308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:03.411339] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:03.414508] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=21.01%)
[2025-10-17T00:02:03.414804] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-10-17T00:02:03.562577] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-10-17T00:02:03.587775] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:03.587806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:03.587863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:03.605087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:03.605610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:03.605713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:03.605757] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:03.642535] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:03.642616] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:03.642680] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:03.642728] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:03.645717] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=33.31%)
[2025-10-17T00:02:03.645964] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-10-17T00:02:03.792951] [INFO ] [FORECASTER] Starting predict_future for SUPV
[2025-10-17T00:02:03.818135] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:03.818192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:03.818264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:03.835151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:03.835689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:03.835769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:03.835803] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:03.871242] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:03.871323] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:03.871359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:03.871387] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:03.874394] [DEBUG] [FORECASTER] SUPV: Forecast T+1@11:T+2@11: DOWN (p=16.73%)
[2025-10-17T00:02:03.874638] [INFO ] [FORECASTER] Completed predict_future for SUPV
[2025-10-17T00:02:04.020896] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-10-17T00:02:04.046772] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:04.046800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:04.046856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:04.065026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:04.065635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:04.065745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:04.065783] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:04.101017] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:04.101133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:04.101194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:04.101226] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:04.104444] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-10-17T00:02:04.104740] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-10-17T00:02:04.251831] [INFO ] [FORECASTER] Starting predict_future for SVV
[2025-10-17T00:02:04.277163] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:04.277194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:04.277251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:04.294181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:04.294897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:04.295016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:04.295056] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:04.331707] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:04.331878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:04.331923] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:04.331954] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:04.335352] [DEBUG] [FORECASTER] SVV: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2025-10-17T00:02:04.335620] [INFO ] [FORECASTER] Completed predict_future for SVV
[2025-10-17T00:02:04.485089] [INFO ] [FORECASTER] Starting predict_future for SW
[2025-10-17T00:02:04.510855] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:04.510883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:04.510939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:04.527973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:04.528824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:04.528911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:04.528945] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:04.565010] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:04.565164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:04.565205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:04.565235] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:04.568634] [DEBUG] [FORECASTER] SW: Forecast T+1@11:T+2@11: UP (p=61.90%)
[2025-10-17T00:02:04.569068] [INFO ] [FORECASTER] Completed predict_future for SW
[2025-10-17T00:02:04.715742] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-10-17T00:02:04.741110] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:04.741140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:04.741196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:04.757973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:04.758604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:04.758721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:04.758766] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:04.795938] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:04.796087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:04.796127] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:04.796156] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:04.799536] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: UP (p=91.28%)
[2025-10-17T00:02:04.799845] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-10-17T00:02:04.947378] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-10-17T00:02:04.975952] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:04.975981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:04.976058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:04.995620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:04.997120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:04.997208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:04.997244] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:05.038835] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:05.038982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:05.039023] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:05.039054] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:05.043837] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=84.20%)
[2025-10-17T00:02:05.044183] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-10-17T00:02:05.195258] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-10-17T00:02:05.222324] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:05.222353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:05.222411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:05.240752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:05.241510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:05.241596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:05.241631] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:05.276162] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:05.276295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:05.276335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:05.276364] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:05.279729] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-10-17T00:02:05.279996] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-10-17T00:02:05.436268] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-10-17T00:02:05.462202] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:05.462233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:05.462292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:05.479948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:05.480605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:05.480713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:05.480759] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:05.518870] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:05.519026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:05.519068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:05.519098] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:05.522547] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=32.28%)
[2025-10-17T00:02:05.522874] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-10-17T00:02:05.678065] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-10-17T00:02:05.704340] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:05.704369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:05.704428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:05.722186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:05.722977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:05.723064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:05.723098] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:05.762404] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:05.762600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:05.762688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:05.762775] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:05.766470] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=39.11%)
[2025-10-17T00:02:05.766851] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-10-17T00:02:05.924757] [INFO ] [FORECASTER] Starting predict_future for SXT
[2025-10-17T00:02:05.950581] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:05.950610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:05.950687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:05.968366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:05.969193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:05.969284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:05.969321] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:06.007161] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:06.007333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:06.007375] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:06.007405] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:06.011118] [DEBUG] [FORECASTER] SXT: Forecast T+1@11:T+2@11: UP (p=88.88%)
[2025-10-17T00:02:06.011405] [INFO ] [FORECASTER] Completed predict_future for SXT
[2025-10-17T00:02:06.170970] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-10-17T00:02:06.196278] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:06.196306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:06.196363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:06.213633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:06.214212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:06.214292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:06.214326] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:06.253001] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:06.253103] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:06.253139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:06.253167] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:06.256295] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=80.85%)
[2025-10-17T00:02:06.256550] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-10-17T00:02:06.405504] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-10-17T00:02:06.431331] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:06.431361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:06.431418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:06.448491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:06.449125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:06.449205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:06.449239] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:06.486160] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:06.486305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:06.486346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:06.486376] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:06.489808] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=50.39%)
[2025-10-17T00:02:06.490075] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-10-17T00:02:06.640837] [INFO ] [FORECASTER] Starting predict_future for T
[2025-10-17T00:02:06.667094] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:06.667125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:06.667184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:06.685135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:06.685791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:06.685872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:06.685907] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:06.723986] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:06.724157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:06.724200] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:06.724230] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:06.727844] [DEBUG] [FORECASTER] T: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-10-17T00:02:06.728135] [INFO ] [FORECASTER] Completed predict_future for T
[2025-10-17T00:02:06.893024] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-10-17T00:02:06.919263] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:06.919293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:06.919349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:06.936449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:06.937280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:06.937371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:06.937405] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:06.976634] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:06.976826] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:06.976871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:06.976903] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:06.980623] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=50.74%)
[2025-10-17T00:02:06.980951] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-10-17T00:02:07.140278] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-10-17T00:02:07.166914] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:07.166944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:07.167001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:07.184621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:07.185424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:07.185511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:07.185546] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:07.227000] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:07.227190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:07.227250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:07.227284] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:07.230853] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=31.78%)
[2025-10-17T00:02:07.231150] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-10-17T00:02:07.386898] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-10-17T00:02:07.413593] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:07.413624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:07.413719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:07.431865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:07.432814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:07.432905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:07.432940] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:07.474384] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:07.474545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:07.474587] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:07.474618] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:07.478096] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=29.85%)
[2025-10-17T00:02:07.478403] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-10-17T00:02:07.636724] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-10-17T00:02:07.663887] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:07.663918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:07.663978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:07.681967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:07.682826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:07.682913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:07.682949] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:07.722686] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:07.722860] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:07.722911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:07.722945] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:07.726497] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-10-17T00:02:07.726873] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-10-17T00:02:07.882056] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-10-17T00:02:07.908637] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:07.908718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:07.908781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:07.926517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:07.927153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:07.927236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:07.927271] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:07.964941] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:07.965054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:07.965094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:07.965129] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:07.968417] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-10-17T00:02:07.968703] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-10-17T00:02:08.124767] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-10-17T00:02:08.151023] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:08.151053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:08.151111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:08.169002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:08.169583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:08.169686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:08.169742] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:08.204585] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:08.204737] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:08.204786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:08.204856] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:08.218923] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2025-10-17T00:02:08.219369] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-10-17T00:02:08.370971] [INFO ] [FORECASTER] Starting predict_future for TBBB
[2025-10-17T00:02:08.396361] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:08.396390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:08.396447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:08.413871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:08.414577] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:08.414722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:08.414772] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:08.449851] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:08.450044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:08.450109] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:08.450161] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:08.453981] [DEBUG] [FORECASTER] TBBB: Forecast T+1@11:T+2@11: DOWN (p=11.18%)
[2025-10-17T00:02:08.454294] [INFO ] [FORECASTER] Completed predict_future for TBBB
[2025-10-17T00:02:08.611967] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-10-17T00:02:08.637400] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:08.637430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:08.637487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:08.654799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:08.655356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:08.655435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:08.655468] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:08.693143] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:08.693251] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:08.693288] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:08.693318] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:08.696490] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=47.62%)
[2025-10-17T00:02:08.696789] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-10-17T00:02:08.844294] [INFO ] [FORECASTER] Starting predict_future for TBN
[2025-10-17T00:02:08.869591] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:08.869621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:08.869706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:08.886956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:08.887484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:08.887560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:08.887593] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:08.927893] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:08.928040] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:08.928087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:08.928124] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:08.932989] [DEBUG] [FORECASTER] TBN: Forecast T+1@11:T+2@11: UP (p=65.82%)
[2025-10-17T00:02:08.933350] [INFO ] [FORECASTER] Completed predict_future for TBN
[2025-10-17T00:02:09.086522] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-10-17T00:02:09.111843] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:09.111872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:09.111928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:09.129046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:09.129618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:09.129723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:09.129764] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:09.162112] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:09.162232] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:09.162272] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:09.162301] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:09.165575] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=92.46%)
[2025-10-17T00:02:09.165891] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-10-17T00:02:09.316203] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-10-17T00:02:09.343165] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:09.343198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:09.343261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:09.360407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:09.361114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:09.361198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:09.361232] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:09.396168] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:09.396332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:09.396374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:09.396405] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:09.399876] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=83.59%)
[2025-10-17T00:02:09.400140] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-10-17T00:02:09.551633] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-10-17T00:02:09.578983] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:09.579017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:09.579077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:09.596078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:09.596763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:09.596847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:09.596882] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:09.633727] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:09.633895] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:09.633938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:09.633969] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:09.637506] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=79.53%)
[2025-10-17T00:02:09.637821] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-10-17T00:02:09.795295] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-10-17T00:02:09.822994] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:09.823026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:09.823085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:09.840861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:09.841394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:09.841475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:09.841511] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:09.877360] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:09.877436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:09.877473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:09.877503] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:09.880623] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=84.88%)
[2025-10-17T00:02:09.880901] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-10-17T00:02:10.031355] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-10-17T00:02:10.057447] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:10.057476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:10.057535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:10.074856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:10.075387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:10.075468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:10.075518] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:10.111138] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:10.111211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:10.111248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:10.111277] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:10.114272] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-10-17T00:02:10.114521] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-10-17T00:02:10.266435] [INFO ] [FORECASTER] Starting predict_future for TDOC
[2025-10-17T00:02:10.291941] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:10.291970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:10.292027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:10.309422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:10.309980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:10.310062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:10.310095] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:10.346059] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:10.346145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:10.346180] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:10.346209] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:10.349263] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: UP (p=85.66%)
[2025-10-17T00:02:10.349511] [INFO ] [FORECASTER] Completed predict_future for TDOC
[2025-10-17T00:02:10.502975] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-10-17T00:02:10.531365] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:10.531398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:10.531516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:10.552596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:10.553249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:10.553338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:10.553374] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:10.595199] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:10.595334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:10.595375] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:10.595406] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:10.599121] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2025-10-17T00:02:10.599426] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-10-17T00:02:10.775496] [INFO ] [FORECASTER] Starting predict_future for TDW
[2025-10-17T00:02:10.806164] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:10.806232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:10.806334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:10.826910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:10.827575] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:10.827707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:10.827760] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:10.869931] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:10.870086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:10.870128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:10.870159] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:10.874159] [DEBUG] [FORECASTER] TDW: Forecast T+1@11:T+2@11: UP (p=85.56%)
[2025-10-17T00:02:10.874459] [INFO ] [FORECASTER] Completed predict_future for TDW
[2025-10-17T00:02:11.040955] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-10-17T00:02:11.066363] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:11.066396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:11.066462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:11.084171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:11.084776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:11.084860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:11.084895] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:11.122245] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:11.122354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:11.122391] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:11.122420] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:11.125569] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: UP (p=68.40%)
[2025-10-17T00:02:11.125849] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-10-17T00:02:11.275483] [INFO ] [FORECASTER] Starting predict_future for TEAF
[2025-10-17T00:02:11.302243] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:11.302275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:11.302335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:11.319420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:11.320032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:11.320111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:11.320144] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:11.352985] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:11.353151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:11.353231] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:11.353262] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:11.359082] [DEBUG] [FORECASTER] TEAF: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2025-10-17T00:02:11.359353] [INFO ] [FORECASTER] Completed predict_future for TEAF
[2025-10-17T00:02:11.508870] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-10-17T00:02:11.534807] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:11.534835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:11.534890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:11.551854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:11.552374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:11.552454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:11.552487] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:11.587669] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:11.587785] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:11.587826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:11.587859] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:11.591922] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=69.64%)
[2025-10-17T00:02:11.592208] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-10-17T00:02:11.745030] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-10-17T00:02:11.770889] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:11.770918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:11.770975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:11.788116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:11.788714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:11.788798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:11.788831] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:11.819734] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:11.819818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:11.819856] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:11.819889] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:11.823434] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-10-17T00:02:11.823762] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-10-17T00:02:11.974635] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-10-17T00:02:11.999893] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:11.999922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:11.999979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:12.017164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:12.017701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:12.017781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:12.017815] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:12.046942] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:12.047027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:12.047069] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:12.047103] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:12.050686] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=90.49%)
[2025-10-17T00:02:12.050965] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-10-17T00:02:12.200875] [INFO ] [FORECASTER] Starting predict_future for TEL
[2025-10-17T00:02:12.226209] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:12.226238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:12.226295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:12.243373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:12.243923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:12.244002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:12.244036] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:12.273603] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:12.273721] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:12.273770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:12.273805] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:12.277369] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: DOWN (p=34.68%)
[2025-10-17T00:02:12.277669] [INFO ] [FORECASTER] Completed predict_future for TEL
[2025-10-17T00:02:12.428632] [INFO ] [FORECASTER] Starting predict_future for TEN
[2025-10-17T00:02:12.454086] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:12.454116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:12.454173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:12.471828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:12.472836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:12.472937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:12.472972] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:12.503923] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:12.504090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:12.504133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:12.504165] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:12.507639] [DEBUG] [FORECASTER] TEN: Forecast T+1@11:T+2@11: UP (p=54.01%)
[2025-10-17T00:02:12.507968] [INFO ] [FORECASTER] Completed predict_future for TEN
[2025-10-17T00:02:12.656878] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-10-17T00:02:12.683064] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:12.683095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:12.683154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:12.700672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:12.701312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:12.701397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:12.701433] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:12.732143] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:12.732277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:12.732314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:12.732344] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:12.735543] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=66.59%)
[2025-10-17T00:02:12.735834] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-10-17T00:02:12.883761] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-10-17T00:02:12.910038] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:12.910068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:12.910125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:12.927256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:12.928117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:12.928229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:12.928272] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:12.956307] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:12.956445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:12.956482] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:12.956512] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:12.959770] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2025-10-17T00:02:12.960030] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-10-17T00:02:13.105910] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-10-17T00:02:13.131099] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:13.131128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:13.131186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:13.148174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:13.148733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:13.148813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:13.148847] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:13.178365] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:13.178448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:13.178484] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:13.178514] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:13.181557] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=47.45%)
[2025-10-17T00:02:13.181837] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-10-17T00:02:13.351129] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-10-17T00:02:13.381201] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:13.381231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:13.381288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:13.403700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:13.404632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:13.404762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:13.404808] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:13.444475] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:13.444593] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:13.444689] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:13.444750] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:13.449087] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=52.62%)
[2025-10-17T00:02:13.449371] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-10-17T00:02:13.626403] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-10-17T00:02:13.658048] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:13.658233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:13.658352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:13.678838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:13.679815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:13.679914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:13.679951] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:13.717151] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:13.717322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:13.717404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:13.717463] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:13.722237] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=16.62%)
[2025-10-17T00:02:13.722563] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-10-17T00:02:13.900072] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-10-17T00:02:13.929157] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:13.929193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:13.929254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:13.949705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:13.950256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:13.950338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:13.950372] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:13.989994] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:13.990130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:13.990171] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:13.990201] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:13.994060] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=54.39%)
[2025-10-17T00:02:13.994338] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-10-17T00:02:14.168818] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-10-17T00:02:14.198006] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:14.198037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:14.198098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:14.218907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:14.219599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:14.219727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:14.219773] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:14.259829] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:14.259949] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:14.259988] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:14.260018] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:14.263688] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-10-17T00:02:14.263962] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-10-17T00:02:14.433564] [INFO ] [FORECASTER] Starting predict_future for TFX
[2025-10-17T00:02:14.458895] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:14.458939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:14.458997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:14.475980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:14.476557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:14.476635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:14.476711] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:14.512219] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:14.512390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:14.512431] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:14.512461] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:14.518944] [DEBUG] [FORECASTER] TFX: Forecast T+1@11:T+2@11: UP (p=81.91%)
[2025-10-17T00:02:14.519221] [INFO ] [FORECASTER] Completed predict_future for TFX
[2025-10-17T00:02:14.667827] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-10-17T00:02:14.693282] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:14.693311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:14.693368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:14.710292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:14.710887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:14.710966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:14.710999] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:14.744579] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:14.744710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:14.744759] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:14.744791] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:14.747907] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=23.79%)
[2025-10-17T00:02:14.748196] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-10-17T00:02:14.898485] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-10-17T00:02:14.924616] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:14.924674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:14.924759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:14.941833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:14.942448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:14.942527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:14.942561] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:14.981737] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:14.981910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:14.981963] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:14.982008] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:14.985555] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=9.34%)
[2025-10-17T00:02:14.985861] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-10-17T00:02:15.146615] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-10-17T00:02:15.171961] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:15.171992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:15.172049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:15.189466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:15.190096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:15.190177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:15.190212] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:15.224965] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:15.225125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:15.225207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:15.225241] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:15.228797] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-10-17T00:02:15.229067] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-10-17T00:02:15.383207] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-10-17T00:02:15.408824] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:15.408853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:15.408909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:15.426615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:15.427207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:15.427289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:15.427323] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:15.459489] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:15.459560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:15.459596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:15.459624] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:15.462603] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=12.04%)
[2025-10-17T00:02:15.462877] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-10-17T00:02:15.612293] [INFO ] [FORECASTER] Starting predict_future for TGT
[2025-10-17T00:02:15.637376] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:15.637405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:15.637462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:15.654498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:15.655061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:15.655139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:15.655173] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:15.687749] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:15.687843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:15.687884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:15.687916] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:15.691189] [DEBUG] [FORECASTER] TGT: Forecast T+1@11:T+2@11: DOWN (p=9.72%)
[2025-10-17T00:02:15.691440] [INFO ] [FORECASTER] Completed predict_future for TGT
[2025-10-17T00:02:15.840927] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-10-17T00:02:15.865985] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:15.866014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:15.866070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:15.883226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:15.883783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:15.883861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:15.883895] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:15.919202] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:15.919309] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:15.919347] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:15.919377] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:15.922659] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-10-17T00:02:15.922924] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-10-17T00:02:16.071923] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-10-17T00:02:16.097867] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:16.097897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:16.097955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:16.114990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:16.115779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:16.115862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:16.115897] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:16.149484] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:16.149570] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:16.149606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:16.149636] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:16.152728] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=92.77%)
[2025-10-17T00:02:16.152981] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-10-17T00:02:16.300166] [INFO ] [FORECASTER] Starting predict_future for THIR
[2025-10-17T00:02:16.325486] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:16.325514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:16.325570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:16.342414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:16.342959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:16.343038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:16.343070] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:16.374499] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:16.374572] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:16.374608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:16.374636] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:16.377628] [DEBUG] [FORECASTER] THIR: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-10-17T00:02:16.377903] [INFO ] [FORECASTER] Completed predict_future for THIR
[2025-10-17T00:02:16.525595] [INFO ] [FORECASTER] Starting predict_future for THLV
[2025-10-17T00:02:16.550890] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:16.550919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:16.550976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:16.567709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:16.568320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:16.568398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:16.568431] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:16.603330] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:16.603414] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:16.603449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:16.603478] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:16.606537] [DEBUG] [FORECASTER] THLV: Forecast T+1@11:T+2@11: UP (p=72.34%)
[2025-10-17T00:02:16.606827] [INFO ] [FORECASTER] Completed predict_future for THLV
[2025-10-17T00:02:16.759134] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-10-17T00:02:16.784588] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:16.784627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:16.784724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:16.801889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:16.802409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:16.802488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:16.802521] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:16.837129] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:16.837227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:16.837263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:16.837308] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:16.840480] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=19.40%)
[2025-10-17T00:02:16.840902] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-10-17T00:02:16.989077] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-10-17T00:02:17.014252] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:17.014281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:17.014338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:17.031956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:17.032471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:17.032549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:17.032582] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:17.057524] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:17.057602] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:17.057637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:17.057712] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:17.060727] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=35.78%)
[2025-10-17T00:02:17.060973] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-10-17T00:02:17.211066] [INFO ] [FORECASTER] Starting predict_future for THR
[2025-10-17T00:02:17.236406] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:17.236435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:17.236493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:17.253581] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:17.254142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:17.254223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:17.254258] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:17.279727] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:17.279811] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:17.279848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:17.279878] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:17.282998] [DEBUG] [FORECASTER] THR: Forecast T+1@11:T+2@11: DOWN (p=14.07%)
[2025-10-17T00:02:17.283254] [INFO ] [FORECASTER] Completed predict_future for THR
[2025-10-17T00:02:17.430088] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-10-17T00:02:17.455284] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:17.455312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:17.455370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:17.472391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:17.473001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:17.473083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:17.473116] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:17.499163] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:17.499256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:17.499293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:17.499322] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:17.502732] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: UP (p=81.43%)
[2025-10-17T00:02:17.502983] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-10-17T00:02:17.649692] [INFO ] [FORECASTER] Starting predict_future for THW
[2025-10-17T00:02:17.674913] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:17.674942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:17.674998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:17.692044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:17.692574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:17.692670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:17.692724] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:17.717918] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:17.718019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:17.718057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:17.718087] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:17.721320] [DEBUG] [FORECASTER] THW: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-10-17T00:02:17.721581] [INFO ] [FORECASTER] Completed predict_future for THW
[2025-10-17T00:02:17.870432] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-10-17T00:02:17.896954] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:17.896985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:17.897043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:17.914585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:17.915431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:17.915521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:17.915558] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:17.941815] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:17.941965] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:17.942005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:17.942035] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:17.945305] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-10-17T00:02:17.945567] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-10-17T00:02:18.092107] [INFO ] [FORECASTER] Starting predict_future for TISI
[2025-10-17T00:02:18.117534] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:18.117563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:18.117620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:18.137703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:18.138360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:18.138444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:18.138477] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:18.164009] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:18.164177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:18.164224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:18.164286] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:18.167785] [DEBUG] [FORECASTER] TISI: Forecast T+1@11:T+2@11: DOWN (p=2.40%)
[2025-10-17T00:02:18.168072] [INFO ] [FORECASTER] Completed predict_future for TISI
[2025-10-17T00:02:18.320609] [INFO ] [FORECASTER] Starting predict_future for TIXT
[2025-10-17T00:02:18.347086] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:18.347116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:18.347173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:18.364495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:18.365282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:18.365370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:18.365405] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:18.391420] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:18.391562] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:18.391604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:18.391636] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:18.395151] [DEBUG] [FORECASTER] TIXT: Forecast T+1@11:T+2@11: UP (p=87.32%)
[2025-10-17T00:02:18.395421] [INFO ] [FORECASTER] Completed predict_future for TIXT
[2025-10-17T00:02:18.544661] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-10-17T00:02:18.569971] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:18.569999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:18.570055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:18.587522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:18.588203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:18.588293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:18.588329] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:18.614585] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:18.614713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:18.614779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:18.614848] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:18.618142] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: UP (p=61.14%)
[2025-10-17T00:02:18.618444] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-10-17T00:02:18.767938] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-10-17T00:02:18.794007] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:18.794036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:18.794096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:18.811348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:18.811964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:18.812045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:18.812078] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:18.837172] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:18.837301] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:18.837340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:18.837370] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:18.840804] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-10-17T00:02:18.841072] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-10-17T00:02:18.991061] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-10-17T00:02:19.018486] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:19.018516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:19.018574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:19.036266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:19.036952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:19.037032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:19.037066] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:19.212856] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:19.213019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:19.213063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:19.213094] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:19.217284] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2025-10-17T00:02:19.217627] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-10-17T00:02:19.367995] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-10-17T00:02:19.393316] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:19.393344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:19.393400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:19.410968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:19.411528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:19.411627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:19.411699] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:19.446140] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:19.446268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:19.446305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:19.446335] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:19.449608] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=21.18%)
[2025-10-17T00:02:19.449904] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-10-17T00:02:19.597932] [INFO ] [FORECASTER] Starting predict_future for TKR
[2025-10-17T00:02:19.623514] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:19.623545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:19.623603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:19.644590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:19.646163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:19.646261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:19.646325] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:19.680479] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:19.680587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:19.680626] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:19.680694] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:19.683924] [DEBUG] [FORECASTER] TKR: Forecast T+1@11:T+2@11: UP (p=62.61%)
[2025-10-17T00:02:19.684209] [INFO ] [FORECASTER] Completed predict_future for TKR
[2025-10-17T00:02:19.837403] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-10-17T00:02:19.863318] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:19.863350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:19.863409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:19.881344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:19.882068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:19.882152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:19.882187] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:19.917711] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:19.917838] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:19.917877] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:19.917906] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:19.921189] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=3.74%)
[2025-10-17T00:02:19.921454] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-10-17T00:02:20.070037] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-10-17T00:02:20.095935] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:20.095965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:20.096023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:20.115442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:20.116193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:20.116277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:20.116312] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:20.153093] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:20.153239] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:20.153288] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:20.153327] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:20.156833] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: UP (p=78.85%)
[2025-10-17T00:02:20.157157] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-10-17T00:02:20.334563] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-10-17T00:02:20.364135] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:20.364186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:20.364273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:20.384954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:20.385569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:20.385683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:20.385740] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:20.423231] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:20.423375] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:20.423416] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:20.423446] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:20.427095] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=94.48%)
[2025-10-17T00:02:20.427392] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-10-17T00:02:20.589056] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-10-17T00:02:20.615252] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:20.615281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:20.615337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:20.633737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:20.634592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:20.634737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:20.634777] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:20.668851] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:20.668924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:20.668959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:20.668987] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:20.672041] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-10-17T00:02:20.672287] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-10-17T00:02:20.819781] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-10-17T00:02:20.844877] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:20.844905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:20.844962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:20.862168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:20.862750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:20.862830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:20.862862] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:20.897706] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:20.897776] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:20.897811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:20.897839] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:20.900814] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=83.24%)
[2025-10-17T00:02:20.901054] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-10-17T00:02:21.048338] [INFO ] [FORECASTER] Starting predict_future for TMO
[2025-10-17T00:02:21.073248] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:21.073276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:21.073332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:21.090050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:21.090556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:21.090632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:21.090733] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:21.125886] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:21.125956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:21.125991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:21.126019] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:21.129065] [DEBUG] [FORECASTER] TMO: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-10-17T00:02:21.129327] [INFO ] [FORECASTER] Completed predict_future for TMO
[2025-10-17T00:02:21.281167] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-10-17T00:02:21.306700] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:21.306746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:21.306804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:21.323787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:21.324295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:21.324373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:21.324405] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:21.356514] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:21.356589] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:21.356625] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:21.356688] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:21.361608] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=11.88%)
[2025-10-17T00:02:21.361882] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-10-17T00:02:21.507942] [INFO ] [FORECASTER] Starting predict_future for TNET
[2025-10-17T00:02:21.532956] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:21.532983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:21.533038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:21.549986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:21.550519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:21.550596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:21.550628] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:21.586616] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:21.586815] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:21.586866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:21.586897] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:21.590558] [DEBUG] [FORECASTER] TNET: Forecast T+1@11:T+2@11: UP (p=91.36%)
[2025-10-17T00:02:21.590870] [INFO ] [FORECASTER] Completed predict_future for TNET
[2025-10-17T00:02:21.739988] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-10-17T00:02:21.766034] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:21.766065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:21.766124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:21.783745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:21.784405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:21.784492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:21.784525] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:21.822380] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:21.822552] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:21.822595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:21.822625] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:21.826198] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: UP (p=58.85%)
[2025-10-17T00:02:21.826505] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-10-17T00:02:21.979284] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-10-17T00:02:22.006412] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:22.006441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:22.006497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:22.023587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:22.024238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:22.024323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:22.024356] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:22.068236] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:22.068418] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:22.068461] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:22.068491] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:22.071992] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=53.56%)
[2025-10-17T00:02:22.072266] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-10-17T00:02:22.231617] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-10-17T00:02:22.257630] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:22.257700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:22.257772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:22.275541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:22.276186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:22.276271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:22.276306] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:22.322131] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:22.322305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:22.322356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:22.322393] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:22.325946] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-10-17T00:02:22.326231] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-10-17T00:02:22.481839] [INFO ] [FORECASTER] Starting predict_future for TOST
[2025-10-17T00:02:22.508084] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:22.508114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:22.508203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:22.526003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:22.526550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:22.526628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:22.526700] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:22.569388] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:22.569532] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:22.569571] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:22.569601] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:22.573176] [DEBUG] [FORECASTER] TOST: Forecast T+1@11:T+2@11: UP (p=72.12%)
[2025-10-17T00:02:22.573478] [INFO ] [FORECASTER] Completed predict_future for TOST
[2025-10-17T00:02:22.737376] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-10-17T00:02:22.763275] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:22.763306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:22.763365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:22.781603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:22.782208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:22.782289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:22.782323] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:22.819814] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:22.819956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:22.819996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:22.820027] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:22.823550] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: UP (p=91.18%)
[2025-10-17T00:02:22.823868] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-10-17T00:02:22.980362] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-10-17T00:02:23.006942] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:23.006974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:23.007032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:23.025052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:23.025898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:23.025992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:23.026026] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:23.061462] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:23.061622] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:23.061703] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:23.061747] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:23.065331] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=37.53%)
[2025-10-17T00:02:23.065628] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-10-17T00:02:23.221285] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-10-17T00:02:23.247104] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:23.247135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:23.247192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:23.264820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:23.265598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:23.265763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:23.265839] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:23.301359] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:23.301520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:23.301570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:23.301600] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:23.305023] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=19.14%)
[2025-10-17T00:02:23.305290] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-10-17T00:02:23.460167] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-10-17T00:02:23.486121] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:23.486151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:23.486208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:23.504388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:23.504955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:23.505037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:23.505070] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:23.540660] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:23.540760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:23.540798] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:23.540828] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:23.543957] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=66.21%)
[2025-10-17T00:02:23.544219] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-10-17T00:02:23.699897] [INFO ] [FORECASTER] Starting predict_future for TPR
[2025-10-17T00:02:23.725824] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:23.725853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:23.725957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:23.744242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:23.744852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:23.744931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:23.744965] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:23.782894] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:23.782987] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:23.783024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:23.783054] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:23.786332] [DEBUG] [FORECASTER] TPR: Forecast T+1@11:T+2@11: DOWN (p=25.81%)
[2025-10-17T00:02:23.786589] [INFO ] [FORECASTER] Completed predict_future for TPR
[2025-10-17T00:02:23.942877] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-10-17T00:02:23.968202] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:23.968247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:23.968308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:23.986418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:23.986993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:23.987072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:23.987106] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:24.024080] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:24.024172] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:24.024208] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:24.024237] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:24.027579] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=48.82%)
[2025-10-17T00:02:24.027875] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-10-17T00:02:24.180808] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-10-17T00:02:24.211160] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:24.211215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:24.211277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:24.229327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:24.229949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:24.230032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:24.230065] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:24.264913] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:24.265003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:24.265040] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:24.265069] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:24.268455] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=13.75%)
[2025-10-17T00:02:24.268765] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-10-17T00:02:24.427872] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-10-17T00:02:24.454747] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:24.454778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:24.454835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:24.473777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:24.474624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:24.474740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:24.474781] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:24.509663] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:24.509834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:24.509931] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:24.509965] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:24.515206] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-10-17T00:02:24.515509] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-10-17T00:02:24.673663] [INFO ] [FORECASTER] Starting predict_future for TR
[2025-10-17T00:02:24.699547] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:24.699576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:24.699633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:24.717593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:24.718187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:24.718274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:24.718310] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:24.754157] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:24.754236] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:24.754271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:24.754299] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:24.757464] [DEBUG] [FORECASTER] TR: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-10-17T00:02:24.757761] [INFO ] [FORECASTER] Completed predict_future for TR
[2025-10-17T00:02:24.911859] [INFO ] [FORECASTER] Starting predict_future for TRAK
[2025-10-17T00:02:24.937746] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:24.937777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:24.937835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:24.955815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:24.956413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:24.956706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:24.956761] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:24.996122] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:24.996247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:24.996285] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:24.996314] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:24.999688] [DEBUG] [FORECASTER] TRAK: Forecast T+1@11:T+2@11: UP (p=74.55%)
[2025-10-17T00:02:24.999961] [INFO ] [FORECASTER] Completed predict_future for TRAK
[2025-10-17T00:02:25.151634] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-10-17T00:02:25.178187] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:25.178239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:25.178299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:25.195669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:25.196471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:25.196561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:25.196595] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:25.236028] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:25.236192] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:25.236235] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:25.236265] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:25.239736] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=38.75%)
[2025-10-17T00:02:25.240013] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-10-17T00:02:25.389497] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-10-17T00:02:25.415322] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:25.415366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:25.415426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:25.432866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:25.433407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:25.433491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:25.433524] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:25.470487] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:25.470605] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:25.470664] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:25.470719] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:25.473879] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=26.93%)
[2025-10-17T00:02:25.474136] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-10-17T00:02:25.625924] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-10-17T00:02:25.651101] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:25.651129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:25.651185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:25.668005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:25.668569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:25.668673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:25.668728] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:25.706136] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:25.706275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:25.706320] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:25.706350] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:25.714479] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: DOWN (p=31.80%)
[2025-10-17T00:02:25.714886] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-10-17T00:02:25.882203] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-10-17T00:02:25.908914] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:25.908943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:25.909001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:25.926811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:25.927554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:25.927661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:25.927718] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:25.964149] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:25.964273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:25.964313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:25.964342] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:25.967661] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=40.78%)
[2025-10-17T00:02:25.967936] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-10-17T00:02:26.125013] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-10-17T00:02:26.150613] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:26.150667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:26.150749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:26.168261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:26.168824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:26.168904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:26.168938] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:26.203863] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:26.204024] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:26.204088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:26.204120] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:26.207596] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=7.30%)
[2025-10-17T00:02:26.207917] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-10-17T00:02:26.364262] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-10-17T00:02:26.390458] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:26.390487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:26.390544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:26.407506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:26.408289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:26.408380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:26.408413] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:26.447909] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:26.448078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:26.448120] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:26.448182] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:26.451779] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=56.36%)
[2025-10-17T00:02:26.452063] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-10-17T00:02:26.614177] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-10-17T00:02:26.640019] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:26.640049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:26.640106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:26.657954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:26.658891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:26.658982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:26.659018] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:26.705888] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:26.706052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:26.706094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:26.706124] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:26.709567] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-10-17T00:02:26.709860] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-10-17T00:02:26.857034] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-10-17T00:02:26.882305] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:26.882380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:26.882447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:26.899599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:26.900151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:26.900231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:26.900264] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:26.924299] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:26.924370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:26.924405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:26.924434] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:26.927371] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=35.18%)
[2025-10-17T00:02:26.927610] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-10-17T00:02:27.075230] [INFO ] [FORECASTER] Starting predict_future for TRU
[2025-10-17T00:02:27.101098] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:27.101129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:27.101203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:27.118121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:27.119664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:27.119805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:27.119843] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:27.160404] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:27.160598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:27.160701] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:27.160777] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:27.165020] [DEBUG] [FORECASTER] TRU: Forecast T+1@11:T+2@11: DOWN (p=21.75%)
[2025-10-17T00:02:27.165341] [INFO ] [FORECASTER] Completed predict_future for TRU
[2025-10-17T00:02:27.353054] [INFO ] [FORECASTER] Starting predict_future for TRV
[2025-10-17T00:02:27.382614] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:27.382707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:27.382811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:27.410050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:27.410938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:27.411030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:27.411066] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:27.448292] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:27.448472] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:27.448537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:27.448576] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:27.452464] [DEBUG] [FORECASTER] TRV: Forecast T+1@11:T+2@11: UP (p=61.19%)
[2025-10-17T00:02:27.452820] [INFO ] [FORECASTER] Completed predict_future for TRV
[2025-10-17T00:02:27.635725] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-10-17T00:02:27.667124] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:27.667154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:27.667213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:27.686984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:27.687865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:27.687959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:27.687995] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:27.732228] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:27.732853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:27.732925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:27.732961] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:27.736833] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=65.31%)
[2025-10-17T00:02:27.737141] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-10-17T00:02:27.896662] [INFO ] [FORECASTER] Starting predict_future for TSE
[2025-10-17T00:02:27.925274] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:27.925306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:27.925365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:27.943800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:27.944452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:27.944536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:27.944570] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:27.988984] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:27.989176] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:27.989231] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:27.989287] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:27.993308] [DEBUG] [FORECASTER] TSE: Forecast T+1@11:T+2@11: DOWN (p=25.14%)
[2025-10-17T00:02:27.993636] [INFO ] [FORECASTER] Completed predict_future for TSE
[2025-10-17T00:02:28.184161] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-10-17T00:02:28.211424] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:28.211454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:28.211512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:28.228442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:28.229019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:28.229102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:28.229137] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:28.272054] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:28.272233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:28.272278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:28.272310] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:28.276086] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=20.58%)
[2025-10-17T00:02:28.276407] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-10-17T00:02:28.428312] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-10-17T00:02:28.455377] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:28.455407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:28.455469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:28.473584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:28.474150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:28.474233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:28.474267] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:28.517429] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:28.517519] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:28.517586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:28.517627] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:28.520898] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-10-17T00:02:28.521149] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-10-17T00:02:28.673866] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-10-17T00:02:28.700292] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:28.700321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:28.700381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:28.717853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:28.718438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:28.718521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:28.718555] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:28.770346] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:28.770491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:28.770550] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:28.770620] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:28.774455] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=87.16%)
[2025-10-17T00:02:28.774823] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-10-17T00:02:28.929625] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-10-17T00:02:28.955572] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:28.955601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:28.955676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:28.973187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:28.973850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:28.973933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:28.973968] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:29.018468] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:29.018598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:29.018688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:29.018737] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:29.022156] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: UP (p=68.07%)
[2025-10-17T00:02:29.022425] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-10-17T00:02:29.172932] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-10-17T00:02:29.198290] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:29.198318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:29.198373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:29.215191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:29.215784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:29.215865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:29.215899] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:29.256520] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:29.256706] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:29.256762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:29.256794] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:29.260213] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=16.78%)
[2025-10-17T00:02:29.260480] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-10-17T00:02:29.409266] [INFO ] [FORECASTER] Starting predict_future for TT
[2025-10-17T00:02:29.434759] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:29.434789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:29.434845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:29.451874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:29.452434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:29.452513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:29.452546] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:29.496140] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:29.496293] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:29.496331] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:29.496361] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:29.499794] [DEBUG] [FORECASTER] TT: Forecast T+1@11:T+2@11: DOWN (p=33.56%)
[2025-10-17T00:02:29.500055] [INFO ] [FORECASTER] Completed predict_future for TT
[2025-10-17T00:02:29.647520] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-10-17T00:02:29.672904] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:29.672932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:29.672988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:29.689963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:29.690481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:29.690558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:29.690592] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:29.736598] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:29.736880] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:29.736928] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:29.736958] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:29.740250] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=62.32%)
[2025-10-17T00:02:29.740507] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-10-17T00:02:29.888885] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-10-17T00:02:29.914220] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:29.914250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:29.914307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:29.931478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:29.932044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:29.932123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:29.932156] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:29.972449] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:29.972558] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:29.972594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:29.972623] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:29.975816] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: UP (p=92.75%)
[2025-10-17T00:02:29.976069] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-10-17T00:02:30.124168] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-10-17T00:02:30.149482] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:30.149521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:30.149582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:30.166909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:30.167428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:30.167507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:30.167540] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:30.202574] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:30.202675] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:30.202728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:30.202760] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:30.205723] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=81.99%)
[2025-10-17T00:02:30.205978] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-10-17T00:02:30.359323] [INFO ] [FORECASTER] Starting predict_future for TU
[2025-10-17T00:02:30.385429] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:30.385458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:30.385533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:30.402375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:30.403002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:30.403100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:30.403153] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:30.437357] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:30.437525] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:30.437567] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:30.437598] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:30.441083] [DEBUG] [FORECASTER] TU: Forecast T+1@11:T+2@11: UP (p=60.18%)
[2025-10-17T00:02:30.441361] [INFO ] [FORECASTER] Completed predict_future for TU
[2025-10-17T00:02:30.592771] [INFO ] [FORECASTER] Starting predict_future for TUYA
[2025-10-17T00:02:30.619355] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:30.619386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:30.619445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:30.637298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:30.638073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:30.638209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:30.638262] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:30.675243] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:30.675365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:30.675403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:30.675433] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:30.678772] [DEBUG] [FORECASTER] TUYA: Forecast T+1@11:T+2@11: UP (p=77.06%)
[2025-10-17T00:02:30.679032] [INFO ] [FORECASTER] Completed predict_future for TUYA
[2025-10-17T00:02:30.828379] [INFO ] [FORECASTER] Starting predict_future for TV
[2025-10-17T00:02:30.853955] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:30.853984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:30.854041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:30.871072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:30.871869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:30.871954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:30.871988] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:30.912276] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:30.912448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:30.912490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:30.912519] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:30.916027] [DEBUG] [FORECASTER] TV: Forecast T+1@11:T+2@11: DOWN (p=3.00%)
[2025-10-17T00:02:30.916352] [INFO ] [FORECASTER] Completed predict_future for TV
[2025-10-17T00:02:31.065328] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-10-17T00:02:31.090758] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:31.090787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:31.090844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:31.107970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:31.108534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:31.108613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:31.108671] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:31.147795] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:31.147904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:31.147942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:31.147971] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:31.151182] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=39.81%)
[2025-10-17T00:02:31.151435] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-10-17T00:02:31.298245] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-10-17T00:02:31.323612] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:31.323664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:31.323748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:31.340856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:31.341569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:31.341677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:31.341732] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:31.380296] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:31.380462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:31.380504] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:31.380534] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:31.384052] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: UP (p=60.86%)
[2025-10-17T00:02:31.384362] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-10-17T00:02:31.533720] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-10-17T00:02:31.562285] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:31.562317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:31.562377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:31.580259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:31.581144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:31.581232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:31.581267] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:31.623507] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:31.623707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:31.623767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:31.623799] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:31.627280] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: UP (p=75.68%)
[2025-10-17T00:02:31.627561] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-10-17T00:02:31.839473] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-10-17T00:02:31.866195] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:31.866225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:31.866283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:31.883391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:31.884085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:31.884170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:31.884204] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:31.927098] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:31.927253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:31.927295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:31.927326] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:31.930786] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-10-17T00:02:31.931054] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-10-17T00:02:32.107244] [INFO ] [FORECASTER] Starting predict_future for TWN
[2025-10-17T00:02:32.132870] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:32.132900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:32.132957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:32.150004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:32.150583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:32.150694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:32.150748] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:32.194277] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:32.194446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:32.194488] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:32.194517] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:32.197969] [DEBUG] [FORECASTER] TWN: Forecast T+1@11:T+2@11: UP (p=86.03%)
[2025-10-17T00:02:32.198278] [INFO ] [FORECASTER] Completed predict_future for TWN
[2025-10-17T00:02:32.352233] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-10-17T00:02:32.382957] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:32.382991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:32.383053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:32.401735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:32.402770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:32.402885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:32.402947] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:32.449803] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:32.450059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:32.450106] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:32.450138] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:32.454296] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2025-10-17T00:02:32.454681] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-10-17T00:02:32.613145] [INFO ] [FORECASTER] Starting predict_future for TXNM
[2025-10-17T00:02:32.644567] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:32.644600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:32.644689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:32.662629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:32.663330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:32.663419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:32.663455] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:32.701393] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:32.701611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:32.701718] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:32.701765] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:32.705733] [DEBUG] [FORECASTER] TXNM: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-10-17T00:02:32.706039] [INFO ] [FORECASTER] Completed predict_future for TXNM
[2025-10-17T00:02:32.880791] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-10-17T00:02:32.911601] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:32.911634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:32.911739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:32.929436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:32.930559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:32.930696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:32.930751] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:32.977874] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:32.978123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:32.978208] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:32.978256] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:32.982709] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=15.98%)
[2025-10-17T00:02:32.983263] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-10-17T00:02:33.152711] [INFO ] [FORECASTER] Starting predict_future for TXT
[2025-10-17T00:02:33.181349] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:33.181382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:33.181492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:33.200343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:33.201413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:33.201559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:33.201596] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:33.249307] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:33.249522] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:33.249567] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:33.249599] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:33.253616] [DEBUG] [FORECASTER] TXT: Forecast T+1@11:T+2@11: UP (p=93.26%)
[2025-10-17T00:02:33.254002] [INFO ] [FORECASTER] Completed predict_future for TXT
[2025-10-17T00:02:33.405752] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-10-17T00:02:33.431179] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:33.431209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:33.431267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:33.448087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:33.448718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:33.448802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:33.448835] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:33.489625] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:33.489884] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:33.489937] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:33.489969] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:33.494204] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=38.77%)
[2025-10-17T00:02:33.494538] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-10-17T00:02:33.657482] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-10-17T00:02:33.685543] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:33.685584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:33.685667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:33.703690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:33.704449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:33.704541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:33.704579] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:33.748630] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:33.748832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:33.748879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:33.748913] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:33.752619] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=17.24%)
[2025-10-17T00:02:33.752936] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-10-17T00:02:33.912908] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-10-17T00:02:33.939475] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:33.939509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:33.939569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:33.957622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:33.958312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:33.958404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:33.958439] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:34.001739] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:34.001887] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:34.001931] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:34.001964] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:34.005559] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=39.17%)
[2025-10-17T00:02:34.005892] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-10-17T00:02:34.156836] [INFO ] [FORECASTER] Starting predict_future for U
[2025-10-17T00:02:34.182928] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:34.182961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:34.183021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:34.200452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:34.201034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:34.201158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:34.201199] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:34.244212] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:34.244354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:34.244396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:34.244426] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:34.247942] [DEBUG] [FORECASTER] U: Forecast T+1@11:T+2@11: UP (p=95.96%)
[2025-10-17T00:02:34.248239] [INFO ] [FORECASTER] Completed predict_future for U
[2025-10-17T00:02:34.402066] [INFO ] [FORECASTER] Starting predict_future for UA
[2025-10-17T00:02:34.430827] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:34.430915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:34.431032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:34.449049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:34.449861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:34.449957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:34.449994] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:34.499444] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:34.499715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:34.499783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:34.499823] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:34.504047] [DEBUG] [FORECASTER] UA: Forecast T+1@11:T+2@11: UP (p=51.66%)
[2025-10-17T00:02:34.504367] [INFO ] [FORECASTER] Completed predict_future for UA
[2025-10-17T00:02:34.663110] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-10-17T00:02:34.688943] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:34.688980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:34.689053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:34.706398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:34.707010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:34.707109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:34.707180] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:34.747630] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:34.747765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:34.747804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:34.747834] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:34.751091] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=10.33%)
[2025-10-17T00:02:34.751350] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-10-17T00:02:34.902691] [INFO ] [FORECASTER] Starting predict_future for UAN
[2025-10-17T00:02:34.929109] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:34.929139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:34.929198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:34.947488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:34.948084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:34.948190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:34.948249] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:34.987555] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:34.987743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:34.987794] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:34.987825] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:34.991329] [DEBUG] [FORECASTER] UAN: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2025-10-17T00:02:34.992207] [INFO ] [FORECASTER] Completed predict_future for UAN
[2025-10-17T00:02:35.142987] [INFO ] [FORECASTER] Starting predict_future for UBER
[2025-10-17T00:02:35.168378] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:35.168434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:35.168494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:35.186333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:35.186982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:35.187064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:35.187100] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:35.222880] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:35.222978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:35.223016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:35.223046] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:35.226272] [DEBUG] [FORECASTER] UBER: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-10-17T00:02:35.226527] [INFO ] [FORECASTER] Completed predict_future for UBER
[2025-10-17T00:02:35.376908] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-10-17T00:02:35.402210] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:35.402238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:35.402296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:35.419739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:35.420303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:35.420388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:35.420423] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:35.457824] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:35.457943] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:35.457981] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:35.458012] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:35.461485] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2025-10-17T00:02:35.461789] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-10-17T00:02:35.610688] [INFO ] [FORECASTER] Starting predict_future for UDR
[2025-10-17T00:02:35.635904] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:35.635933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:35.635991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:35.653198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:35.653779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:35.653858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:35.653892] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:35.690383] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:35.690506] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:35.690543] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:35.690572] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:35.693714] [DEBUG] [FORECASTER] UDR: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-10-17T00:02:35.693967] [INFO ] [FORECASTER] Completed predict_future for UDR
[2025-10-17T00:02:35.842757] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-10-17T00:02:35.868006] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:35.868036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:35.868094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:35.885116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:35.885638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:35.885751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:35.885787] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:35.921546] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:35.921722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:35.921794] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:35.921827] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:35.925350] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-10-17T00:02:35.925622] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-10-17T00:02:36.077406] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-10-17T00:02:36.103615] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:36.103676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:36.103759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:36.121620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:36.122254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:36.122346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:36.122382] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:36.160938] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:36.161079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:36.161136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:36.161170] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:36.164917] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2025-10-17T00:02:36.165228] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-10-17T00:02:36.318914] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-10-17T00:02:36.347470] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:36.347499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:36.347589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:36.364570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:36.365546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:36.365675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:36.365730] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:36.410155] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:36.410326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:36.410370] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:36.410400] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:36.414026] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: UP (p=73.65%)
[2025-10-17T00:02:36.414337] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-10-17T00:02:36.565854] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-10-17T00:02:36.592030] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:36.592060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:36.592119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:36.609492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:36.610421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:36.610511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:36.610546] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:36.651509] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:36.651694] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:36.651752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:36.651808] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:36.655209] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=51.68%)
[2025-10-17T00:02:36.655478] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-10-17T00:02:36.804971] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-10-17T00:02:36.832864] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:36.832895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:36.832969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:36.852028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:36.852798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:36.852887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:36.852923] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:36.886943] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:36.887080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:36.887122] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:36.887152] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:36.894792] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-10-17T00:02:36.895142] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-10-17T00:02:37.069108] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-10-17T00:02:37.095069] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:37.095099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:37.095156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:37.112578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:37.113295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:37.113378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:37.113412] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:37.148901] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:37.149080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:37.149124] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:37.149158] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:37.153557] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=92.90%)
[2025-10-17T00:02:37.154057] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-10-17T00:02:37.314604] [INFO ] [FORECASTER] Starting predict_future for UHT
[2025-10-17T00:02:37.342100] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:37.342131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:37.342189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:37.359047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:37.359615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:37.359720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:37.359763] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:37.394453] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:37.394565] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:37.394603] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:37.394632] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:37.397867] [DEBUG] [FORECASTER] UHT: Forecast T+1@11:T+2@11: DOWN (p=23.37%)
[2025-10-17T00:02:37.398131] [INFO ] [FORECASTER] Completed predict_future for UHT
[2025-10-17T00:02:37.545482] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-10-17T00:02:37.570912] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:37.570941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:37.571003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:37.587776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:37.588355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:37.588435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:37.588468] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:37.629123] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:37.629272] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:37.629353] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:37.629424] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:37.633113] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: DOWN (p=29.47%)
[2025-10-17T00:02:37.633413] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-10-17T00:02:37.781836] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-10-17T00:02:37.807370] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:37.807400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:37.807457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:37.824205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:37.824792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:37.824874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:37.824907] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:37.861447] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:37.861566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:37.861604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:37.861634] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:37.864878] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=30.41%)
[2025-10-17T00:02:37.865142] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-10-17T00:02:38.011695] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-10-17T00:02:38.036863] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:38.036891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:38.036948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:38.053632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:38.054193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:38.054275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:38.054308] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:38.097331] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:38.097433] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:38.097472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:38.098007] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:38.101216] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=75.30%)
[2025-10-17T00:02:38.101470] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-10-17T00:02:38.247559] [INFO ] [FORECASTER] Starting predict_future for ULS
[2025-10-17T00:02:38.272896] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:38.272923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:38.272980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:38.289700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:38.290260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:38.290343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:38.290375] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:38.324372] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:38.324463] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:38.324499] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:38.324528] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:38.327634] [DEBUG] [FORECASTER] ULS: Forecast T+1@11:T+2@11: UP (p=71.74%)
[2025-10-17T00:02:38.327921] [INFO ] [FORECASTER] Completed predict_future for ULS
[2025-10-17T00:02:38.473739] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-10-17T00:02:38.499910] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:38.499938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:38.499995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:38.516693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:38.517234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:38.517317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:38.517350] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:38.552769] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:38.552857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:38.552892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:38.552920] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:38.555976] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=31.38%)
[2025-10-17T00:02:38.556229] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-10-17T00:02:38.703152] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-10-17T00:02:38.728390] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:38.728417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:38.728474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:38.745124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:38.745691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:38.745778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:38.745811] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:38.783989] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:38.784077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:38.784114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:38.784143] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:38.787225] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: UP (p=58.73%)
[2025-10-17T00:02:38.787478] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-10-17T00:02:38.949356] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-10-17T00:02:38.974382] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:38.974410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:38.974466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:38.991238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:38.991813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:38.991896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:38.991929] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:39.030327] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:39.030435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:39.030472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:39.030501] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:39.033692] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=73.07%)
[2025-10-17T00:02:39.033950] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-10-17T00:02:39.180632] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-10-17T00:02:39.206183] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:39.206212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:39.206268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:39.223064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:39.223601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:39.223717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:39.223766] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:39.274008] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:39.274201] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:39.274269] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:39.274342] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:39.278187] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-10-17T00:02:39.278478] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-10-17T00:02:39.426813] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-10-17T00:02:39.452212] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:39.452239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:39.452296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:39.469156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:39.469779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:39.469864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:39.469897] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:39.514137] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:39.514276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:39.514316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:39.514345] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:39.517702] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=63.78%)
[2025-10-17T00:02:39.517965] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-10-17T00:02:39.665386] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-10-17T00:02:39.690902] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:39.690932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:39.690988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:39.707734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:39.708371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:39.708457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:39.708491] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:39.752505] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:39.752628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:39.752702] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:39.752743] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:39.755960] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=55.56%)
[2025-10-17T00:02:39.756228] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-10-17T00:02:39.904801] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-10-17T00:02:39.930547] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:39.930576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:39.930632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:39.947383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:39.948067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:39.948169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:39.948222] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:39.998749] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:39.998931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:39.998992] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:39.999046] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:40.002968] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=42.34%)
[2025-10-17T00:02:40.003286] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-10-17T00:02:40.153035] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-10-17T00:02:40.178714] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:40.178748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:40.178806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:40.195449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:40.196078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:40.196162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:40.196195] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:40.239548] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:40.239697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:40.239749] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:40.239782] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:40.243237] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=40.64%)
[2025-10-17T00:02:40.243496] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-10-17T00:02:40.390426] [INFO ] [FORECASTER] Starting predict_future for UP
[2025-10-17T00:02:40.415864] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:40.415892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:40.415997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:40.432979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:40.433529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:40.433609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:40.433666] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:40.481183] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:40.481294] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:40.481332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:40.481361] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:40.484573] [DEBUG] [FORECASTER] UP: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2025-10-17T00:02:40.484868] [INFO ] [FORECASTER] Completed predict_future for UP
[2025-10-17T00:02:40.634016] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-10-17T00:02:40.659758] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:40.659787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:40.659844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:40.676751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:40.677510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:40.677597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:40.677630] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:40.723030] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:40.723212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:40.723256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:40.723287] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:40.726935] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-10-17T00:02:40.727210] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-10-17T00:02:40.874415] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-10-17T00:02:40.903820] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:40.903848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:40.903904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:40.920812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:40.921329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:40.921409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:40.921442] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:40.959263] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:40.959342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:40.959378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:40.959407] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:40.962438] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2025-10-17T00:02:40.962744] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-10-17T00:02:41.109818] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-10-17T00:02:41.134995] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:41.135023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:41.135079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:41.151868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:41.152381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:41.152457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:41.152490] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:41.192245] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:41.192322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:41.192765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:41.192805] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:41.196270] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=68.65%)
[2025-10-17T00:02:41.196523] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-10-17T00:02:41.343661] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-10-17T00:02:41.368697] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:41.368736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:41.368799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:41.385711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:41.386231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:41.386309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:41.386342] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:41.426315] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:41.426401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:41.426437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:41.426465] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:41.429567] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-10-17T00:02:41.429854] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-10-17T00:02:41.576246] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-10-17T00:02:41.601744] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:41.601775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:41.601833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:41.618612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:41.619198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:41.619279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:41.619312] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:41.658468] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:41.658542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:41.658577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:41.658605] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:41.661585] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=39.42%)
[2025-10-17T00:02:41.661859] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-10-17T00:02:41.809341] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-10-17T00:02:41.835263] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:41.835291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:41.835347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:41.852128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:41.852635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:41.852738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:41.852790] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:41.887246] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:41.887321] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:41.887356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:41.887384] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:41.890528] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=30.01%)
[2025-10-17T00:02:41.890816] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-10-17T00:02:42.037918] [INFO ] [FORECASTER] Starting predict_future for USNA
[2025-10-17T00:02:42.063099] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:42.063127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:42.063183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:42.079994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:42.080501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:42.080578] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:42.080611] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:42.112893] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:42.112963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:42.112997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:42.113026] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:42.115983] [DEBUG] [FORECASTER] USNA: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-10-17T00:02:42.116226] [INFO ] [FORECASTER] Completed predict_future for USNA
[2025-10-17T00:02:42.261946] [INFO ] [FORECASTER] Starting predict_future for USPH
[2025-10-17T00:02:42.286880] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:42.286909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:42.286966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:42.303853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:42.304374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:42.304452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:42.304485] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:42.340886] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:42.341067] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:42.341113] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:42.341185] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:42.346120] [DEBUG] [FORECASTER] USPH: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-10-17T00:02:42.346519] [INFO ] [FORECASTER] Completed predict_future for USPH
[2025-10-17T00:02:42.518588] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-10-17T00:02:42.544840] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:42.544878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:42.544948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:42.562525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:42.563181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:42.563266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:42.563302] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:42.600428] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:42.600506] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:42.600541] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:42.600570] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:42.603696] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2025-10-17T00:02:42.603954] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-10-17T00:02:42.755358] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-10-17T00:02:42.781063] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:42.781093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:42.781166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:42.800016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:42.800874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:42.800961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:42.800997] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:42.836827] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:42.836920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:42.836958] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:42.836989] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:42.840161] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: DOWN (p=34.21%)
[2025-10-17T00:02:42.840412] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-10-17T00:02:42.989565] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-10-17T00:02:43.015751] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:43.015784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:43.015843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:43.033359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:43.034040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:43.034126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:43.034161] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:43.068914] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:43.069074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:43.069115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:43.069145] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:43.072534] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=34.90%)
[2025-10-17T00:02:43.072839] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-10-17T00:02:43.233724] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-10-17T00:02:43.260055] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:43.260086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:43.260143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:43.277588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:43.278277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:43.278362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:43.278396] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:43.314759] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:43.314874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:43.314911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:43.314941] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:43.318274] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=15.50%)
[2025-10-17T00:02:43.318549] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-10-17T00:02:43.472598] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-10-17T00:02:43.500165] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:43.500206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:43.500265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:43.517900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:43.518753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:43.518844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:43.518880] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:43.555521] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:43.555729] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:43.555785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:43.555818] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:43.559453] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-10-17T00:02:43.559816] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-10-17T00:02:43.717237] [INFO ] [FORECASTER] Starting predict_future for UVV
[2025-10-17T00:02:43.745493] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:43.745522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:43.745580] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:43.763311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:43.763966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:43.764054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:43.764088] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:43.800266] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:43.800440] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:43.800482] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:43.800513] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:43.804026] [DEBUG] [FORECASTER] UVV: Forecast T+1@11:T+2@11: DOWN (p=20.17%)
[2025-10-17T00:02:43.804319] [INFO ] [FORECASTER] Completed predict_future for UVV
[2025-10-17T00:02:43.962573] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-10-17T00:02:43.988135] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:43.988201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:43.988291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:44.005074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:44.005633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:44.005752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:44.005788] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:44.040576] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:44.040755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:44.040806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:44.040838] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:44.044174] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=76.33%)
[2025-10-17T00:02:44.044444] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-10-17T00:02:44.192544] [INFO ] [FORECASTER] Starting predict_future for UZD
[2025-10-17T00:02:44.218304] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:44.218355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:44.218416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:44.235220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:44.235845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:44.235928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:44.235961] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:44.270616] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:44.270771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:44.270817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:44.270847] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:44.274103] [DEBUG] [FORECASTER] UZD: Forecast T+1@11:T+2@11: DOWN (p=26.11%)
[2025-10-17T00:02:44.274371] [INFO ] [FORECASTER] Completed predict_future for UZD
[2025-10-17T00:02:44.446332] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-10-17T00:02:44.471955] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:44.471983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:44.472039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:44.489091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:44.489788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:44.489871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:44.489904] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:44.521838] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:44.521985] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:44.522025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:44.522054] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:44.525343] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=13.39%)
[2025-10-17T00:02:44.525610] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-10-17T00:02:44.675250] [INFO ] [FORECASTER] Starting predict_future for V
[2025-10-17T00:02:44.700301] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:44.700328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:44.700384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:44.717340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:44.717904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:44.717982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:44.718015] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:44.751075] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:44.751150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:44.751184] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:44.751213] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:44.754176] [DEBUG] [FORECASTER] V: Forecast T+1@11:T+2@11: UP (p=92.08%)
[2025-10-17T00:02:44.754419] [INFO ] [FORECASTER] Completed predict_future for V
[2025-10-17T00:02:44.899967] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-10-17T00:02:44.925205] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:44.925234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:44.925291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:44.942206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:44.942760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:44.942839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:44.942875] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:44.975214] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:44.975292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:44.975329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:44.975358] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:44.978379] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: DOWN (p=8.94%)
[2025-10-17T00:02:44.978622] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-10-17T00:02:45.126128] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-10-17T00:02:45.151428] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:45.151456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:45.151511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:45.168481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:45.169189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:45.169275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:45.169309] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:45.194255] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:45.194401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:45.194441] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:45.194471] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:45.197662] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-10-17T00:02:45.197925] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-10-17T00:02:45.345759] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-10-17T00:02:45.370872] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:45.370900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:45.370957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:45.387953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:45.388506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:45.388583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:45.388616] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:45.418160] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:45.418313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:45.418376] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:45.418430] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:45.422047] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: DOWN (p=15.16%)
[2025-10-17T00:02:45.422349] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-10-17T00:02:45.570131] [INFO ] [FORECASTER] Starting predict_future for VATE
[2025-10-17T00:02:45.595764] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:45.595802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:45.595885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:45.613577] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:45.614151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:45.614235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:45.614269] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:45.638248] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:45.638321] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:45.638357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:45.638385] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:45.641354] [DEBUG] [FORECASTER] VATE: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2025-10-17T00:02:45.641599] [INFO ] [FORECASTER] Completed predict_future for VATE
[2025-10-17T00:02:45.788538] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-10-17T00:02:45.813845] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:45.813878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:45.813936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:45.830956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:45.831533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:45.831614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:45.831677] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:45.856967] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:45.857095] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:45.857135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:45.857165] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:45.860457] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-10-17T00:02:45.860763] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-10-17T00:02:46.009119] [INFO ] [FORECASTER] Starting predict_future for VCV
[2025-10-17T00:02:46.034305] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:46.034361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:46.034421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:46.051283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:46.051860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:46.051939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:46.051973] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:46.077413] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:46.077543] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:46.077601] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:46.077634] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:46.080854] [DEBUG] [FORECASTER] VCV: Forecast T+1@11:T+2@11: UP (p=58.36%)
[2025-10-17T00:02:46.081111] [INFO ] [FORECASTER] Completed predict_future for VCV
[2025-10-17T00:02:46.230354] [INFO ] [FORECASTER] Starting predict_future for VEEV
[2025-10-17T00:02:46.255662] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:46.255717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:46.255778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:46.272586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:46.273195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:46.273275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:46.273308] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:46.300911] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:46.301042] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:46.301082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:46.301113] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:46.304409] [DEBUG] [FORECASTER] VEEV: Forecast T+1@11:T+2@11: DOWN (p=26.70%)
[2025-10-17T00:02:46.304706] [INFO ] [FORECASTER] Completed predict_future for VEEV
[2025-10-17T00:02:46.456589] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-10-17T00:02:46.482620] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:46.482682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:46.482759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:46.500331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:46.500922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:46.501004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:46.501037] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:46.538774] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:46.539041] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:46.539116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:46.539170] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:46.543004] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=56.65%)
[2025-10-17T00:02:46.543283] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-10-17T00:02:46.694127] [INFO ] [FORECASTER] Starting predict_future for VET
[2025-10-17T00:02:46.720190] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:46.720220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:46.720277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:46.737889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:46.738474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:46.738558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:46.738592] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:46.772222] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:46.772329] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:46.772385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:46.772418] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:46.775707] [DEBUG] [FORECASTER] VET: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-10-17T00:02:46.775968] [INFO ] [FORECASTER] Completed predict_future for VET
[2025-10-17T00:02:46.926490] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-10-17T00:02:46.951804] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:46.951833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:46.951890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:46.969591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:46.970187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:46.970266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:46.970300] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:47.003340] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:47.003419] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:47.003454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:47.003484] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:47.006507] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=3.74%)
[2025-10-17T00:02:47.006802] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-10-17T00:02:47.155142] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-10-17T00:02:47.180767] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:47.180796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:47.180851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:47.197980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:47.198551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:47.198712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:47.198758] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:47.230677] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:47.230767] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:47.230804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:47.230834] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:47.233942] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=51.55%)
[2025-10-17T00:02:47.234196] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-10-17T00:02:47.382324] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-10-17T00:02:47.407404] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:47.407433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:47.407490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:47.424881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:47.425410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:47.425487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:47.425521] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:47.459525] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:47.459632] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:47.459706] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:47.459745] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:47.462896] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=18.42%)
[2025-10-17T00:02:47.463152] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-10-17T00:02:47.612776] [INFO ] [FORECASTER] Starting predict_future for VHI
[2025-10-17T00:02:47.638614] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:47.638668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:47.638764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:47.656550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:47.657194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:47.657275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:47.657310] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:47.690432] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:47.690520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:47.690556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:47.690586] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:47.693667] [DEBUG] [FORECASTER] VHI: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-10-17T00:02:47.693928] [INFO ] [FORECASTER] Completed predict_future for VHI
[2025-10-17T00:02:47.843006] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-10-17T00:02:47.869115] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:47.869145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:47.869203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:47.886671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:47.887232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:47.887312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:47.887347] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:47.922408] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:47.922511] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:47.922547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:47.922577] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:47.926542] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=75.31%)
[2025-10-17T00:02:47.926833] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-10-17T00:02:48.076332] [INFO ] [FORECASTER] Starting predict_future for VIK
[2025-10-17T00:02:48.101740] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:48.101770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:48.101827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:48.119398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:48.119971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:48.120051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:48.120084] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:48.155930] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:48.156054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:48.156092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:48.156121] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:48.159376] [DEBUG] [FORECASTER] VIK: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-10-17T00:02:48.159638] [INFO ] [FORECASTER] Completed predict_future for VIK
[2025-10-17T00:02:48.309039] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-10-17T00:02:48.334627] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:48.334698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:48.334770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:48.355160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:48.356040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:48.356129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:48.356165] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:48.392446] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:48.392612] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:48.392684] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:48.392754] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:48.396130] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=16.26%)
[2025-10-17T00:02:48.396393] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-10-17T00:02:48.557609] [INFO ] [FORECASTER] Starting predict_future for VIRT
[2025-10-17T00:02:48.583680] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:48.583730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:48.583791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:48.601180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:48.602033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:48.602118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:48.602153] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:48.637054] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:48.637238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:48.637288] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:48.637319] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:48.640849] [DEBUG] [FORECASTER] VIRT: Forecast T+1@11:T+2@11: UP (p=77.74%)
[2025-10-17T00:02:48.641119] [INFO ] [FORECASTER] Completed predict_future for VIRT
[2025-10-17T00:02:48.796096] [INFO ] [FORECASTER] Starting predict_future for VIST
[2025-10-17T00:02:48.831580] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:48.831611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:48.831689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:48.849780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:48.850610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:48.850726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:48.850772] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:48.887541] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:48.887734] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:48.887788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:48.887819] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:48.891393] [DEBUG] [FORECASTER] VIST: Forecast T+1@11:T+2@11: DOWN (p=41.21%)
[2025-10-17T00:02:48.891707] [INFO ] [FORECASTER] Completed predict_future for VIST
[2025-10-17T00:02:49.047859] [INFO ] [FORECASTER] Starting predict_future for VIV
[2025-10-17T00:02:49.073973] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:49.074003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:49.074061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:49.092132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:49.092931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:49.093023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:49.093059] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:49.129858] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:49.130042] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:49.130087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:49.130117] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:49.133697] [DEBUG] [FORECASTER] VIV: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2025-10-17T00:02:49.133992] [INFO ] [FORECASTER] Completed predict_future for VIV
[2025-10-17T00:02:49.284613] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-10-17T00:02:49.311238] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:49.311266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:49.311323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:49.328980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:49.329622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:49.329735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:49.329776] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:49.365756] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:49.365912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:49.365955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:49.365987] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:49.369457] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=44.96%)
[2025-10-17T00:02:49.369778] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-10-17T00:02:49.537695] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-10-17T00:02:49.572909] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:49.572939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:49.573001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:49.590155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:49.590877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:49.590965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:49.590999] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:49.631879] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:49.632042] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:49.632086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:49.632116] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:49.635926] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=89.60%)
[2025-10-17T00:02:49.636221] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-10-17T00:02:49.795007] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-10-17T00:02:49.821534] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:49.821564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:49.821623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:49.839354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:49.840238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:49.840328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:49.840363] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:49.876914] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:49.877075] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:49.877118] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:49.877148] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:49.880945] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=93.20%)
[2025-10-17T00:02:49.881261] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-10-17T00:02:50.035204] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-10-17T00:02:50.062269] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:50.062298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:50.062355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:50.079457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:50.080038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:50.080120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:50.080153] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:50.114583] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:50.114699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:50.114748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:50.114798] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:50.118013] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2025-10-17T00:02:50.118323] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-10-17T00:02:50.267455] [INFO ] [FORECASTER] Starting predict_future for VLT
[2025-10-17T00:02:50.293278] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:50.293308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:50.293414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:50.311041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:50.311585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:50.311689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:50.311744] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:50.347922] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:50.348023] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:50.348061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:50.348091] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:50.351285] [DEBUG] [FORECASTER] VLT: Forecast T+1@11:T+2@11: UP (p=92.90%)
[2025-10-17T00:02:50.351580] [INFO ] [FORECASTER] Completed predict_future for VLT
[2025-10-17T00:02:50.503003] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-10-17T00:02:50.532274] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:50.532305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:50.532366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:50.550165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:50.551127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:50.551217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:50.551255] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:50.596454] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:50.596600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:50.596662] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:50.596720] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:50.600201] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=63.20%)
[2025-10-17T00:02:50.600471] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-10-17T00:02:50.750258] [INFO ] [FORECASTER] Starting predict_future for VMC
[2025-10-17T00:02:50.776080] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:50.776111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:50.776170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:50.793868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:50.794418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:50.794499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:50.794534] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:50.835962] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:50.836113] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:50.836153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:50.836184] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:50.839721] [DEBUG] [FORECASTER] VMC: Forecast T+1@11:T+2@11: UP (p=83.67%)
[2025-10-17T00:02:50.839994] [INFO ] [FORECASTER] Completed predict_future for VMC
[2025-10-17T00:02:50.990688] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-10-17T00:02:51.016794] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:51.016825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:51.016884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:51.034389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:51.035011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:51.035093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:51.035127] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:51.076208] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:51.076317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:51.076760] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:51.076801] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:51.080175] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=38.85%)
[2025-10-17T00:02:51.080446] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-10-17T00:02:51.232201] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-10-17T00:02:51.257888] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:51.257918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:51.257975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:51.275181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:51.275758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:51.275841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:51.275875] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:51.318802] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:51.318911] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:51.318949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:51.318978] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:51.322172] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=65.08%)
[2025-10-17T00:02:51.322431] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-10-17T00:02:51.474528] [INFO ] [FORECASTER] Starting predict_future for VNCE
[2025-10-17T00:02:51.505422] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:51.505453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:51.505513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:51.523571] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:51.524155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:51.524236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:51.524271] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:51.566160] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:51.566330] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:51.566374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:51.566405] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:51.570042] [DEBUG] [FORECASTER] VNCE: Forecast T+1@11:T+2@11: UP (p=81.87%)
[2025-10-17T00:02:51.570314] [INFO ] [FORECASTER] Completed predict_future for VNCE
[2025-10-17T00:02:51.721436] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-10-17T00:02:51.748861] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:51.748893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:51.748954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:51.766344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:51.767078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:51.767166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:51.767202] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:51.812803] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:51.812985] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:51.813030] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:51.813061] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:51.816635] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-10-17T00:02:51.816995] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-10-17T00:02:51.967879] [INFO ] [FORECASTER] Starting predict_future for VNT
[2025-10-17T00:02:51.994222] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:51.994251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:51.994310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:52.011482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:52.012089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:52.012171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:52.012206] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:52.049831] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:52.049966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:52.050007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:52.050040] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:52.053334] [DEBUG] [FORECASTER] VNT: Forecast T+1@11:T+2@11: UP (p=55.87%)
[2025-10-17T00:02:52.053635] [INFO ] [FORECASTER] Completed predict_future for VNT
[2025-10-17T00:02:52.203565] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-10-17T00:02:52.229424] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:52.229455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:52.229513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:52.246919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:52.247505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:52.247588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:52.247624] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:52.281156] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:52.281274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:52.281313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:52.281344] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:52.284577] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2025-10-17T00:02:52.284873] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-10-17T00:02:52.434229] [INFO ] [FORECASTER] Starting predict_future for VOYA
[2025-10-17T00:02:52.460197] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:52.460226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:52.460285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:52.477879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:52.478720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:52.478811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:52.478847] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:52.520847] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:52.520929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:52.520968] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:52.520999] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:52.524062] [DEBUG] [FORECASTER] VOYA: Forecast T+1@11:T+2@11: DOWN (p=30.37%)
[2025-10-17T00:02:52.524313] [INFO ] [FORECASTER] Completed predict_future for VOYA
[2025-10-17T00:02:52.679112] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-10-17T00:02:52.704869] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:52.704898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:52.704955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:52.722040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:52.722596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:52.722720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:52.722769] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:52.760388] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:52.760499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:52.760538] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:52.760567] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:52.763820] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=62.44%)
[2025-10-17T00:02:52.764105] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-10-17T00:02:52.920460] [INFO ] [FORECASTER] Starting predict_future for VPV
[2025-10-17T00:02:52.945564] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:52.945591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:52.945668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:52.962706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:52.963281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:52.963360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:52.963393] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:52.999288] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:52.999363] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:52.999399] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:52.999430] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:53.002481] [DEBUG] [FORECASTER] VPV: Forecast T+1@11:T+2@11: DOWN (p=11.76%)
[2025-10-17T00:02:53.002771] [INFO ] [FORECASTER] Completed predict_future for VPV
[2025-10-17T00:02:53.150181] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-10-17T00:02:53.175522] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:53.175549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:53.175606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:53.192547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:53.193100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:53.193180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:53.193212] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:53.227863] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:53.227932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:53.227967] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:53.227996] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:53.230963] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=84.46%)
[2025-10-17T00:02:53.231205] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-10-17T00:02:53.378696] [INFO ] [FORECASTER] Starting predict_future for VRT
[2025-10-17T00:02:53.404269] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:53.404346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:53.404414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:53.421576] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:53.422142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:53.422223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:53.422258] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:53.460041] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:53.460112] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:53.460149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:53.460178] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:53.463152] [DEBUG] [FORECASTER] VRT: Forecast T+1@11:T+2@11: UP (p=93.66%)
[2025-10-17T00:02:53.463399] [INFO ] [FORECASTER] Completed predict_future for VRT
[2025-10-17T00:02:53.611634] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-10-17T00:02:53.636971] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:53.637000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:53.637057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:53.654055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:53.654583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:53.654683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:53.654737] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:53.691251] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:53.691353] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:53.691390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:53.691419] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:53.694545] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=83.56%)
[2025-10-17T00:02:53.694828] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-10-17T00:02:53.843844] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-10-17T00:02:53.869894] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:53.869924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:53.869982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:53.887306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:53.887893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:53.887972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:53.888006] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:53.924904] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:53.925000] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:53.925037] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:53.925070] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:53.928141] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=64.41%)
[2025-10-17T00:02:53.928424] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-10-17T00:02:54.076965] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-10-17T00:02:54.102812] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:54.102843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:54.102901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:54.120095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:54.120631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:54.120749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:54.120789] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:54.160668] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:54.160805] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:54.160846] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:54.160878] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:54.166261] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=14.64%)
[2025-10-17T00:02:54.166725] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-10-17T00:02:54.317033] [INFO ] [FORECASTER] Starting predict_future for VST
[2025-10-17T00:02:54.342529] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:54.342557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:54.342613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:54.359675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:54.360202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:54.360279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:54.360312] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:54.395592] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:54.395715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:54.395763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:54.395793] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:54.398917] [DEBUG] [FORECASTER] VST: Forecast T+1@11:T+2@11: DOWN (p=27.38%)
[2025-10-17T00:02:54.399170] [INFO ] [FORECASTER] Completed predict_future for VST
[2025-10-17T00:02:54.546793] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-10-17T00:02:54.572824] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:54.572854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:54.572911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:54.590200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:54.590780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:54.590862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:54.590897] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:54.629440] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:54.629561] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:54.629606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:54.629637] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:54.632904] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=15.29%)
[2025-10-17T00:02:54.633165] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-10-17T00:02:54.781371] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-10-17T00:02:54.806882] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:54.806911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:54.806969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:54.824363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:54.824965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:54.825071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:54.825107] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:54.860540] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:54.860634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:54.860710] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:54.860748] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:54.863867] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=87.51%)
[2025-10-17T00:02:54.864120] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-10-17T00:02:55.012876] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-10-17T00:02:55.038837] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:55.038867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:55.038925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:55.056098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:55.056635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:55.056748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:55.056784] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:55.092435] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:55.092543] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:55.092580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:55.092608] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:55.095764] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: UP (p=94.32%)
[2025-10-17T00:02:55.096014] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-10-17T00:02:55.256245] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-10-17T00:02:55.281402] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:55.281431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:55.281487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:55.298629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:55.299171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:55.299249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:55.299282] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:55.339685] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:55.339770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:55.339806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:55.339835] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:55.342847] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=92.23%)
[2025-10-17T00:02:55.343092] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-10-17T00:02:55.489427] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-10-17T00:02:55.514598] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:55.514625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:55.514715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:55.531759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:55.532272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:55.532350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:55.532383] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:55.568028] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:55.568109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:55.568145] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:55.568238] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:55.571264] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=88.92%)
[2025-10-17T00:02:55.571517] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-10-17T00:02:55.718501] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-10-17T00:02:55.744095] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:55.744123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:55.744179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:55.761241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:55.761848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:55.761927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:55.761960] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:55.796397] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:55.796471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:55.796506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:55.796534] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:55.799551] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=26.76%)
[2025-10-17T00:02:55.799828] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-10-17T00:02:55.947208] [INFO ] [FORECASTER] Starting predict_future for VTR
[2025-10-17T00:02:55.972441] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:55.972470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:55.972526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:55.989521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:55.990067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:55.990151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:55.990184] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:56.024217] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:56.024307] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:56.024343] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:56.024371] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:56.027286] [DEBUG] [FORECASTER] VTR: Forecast T+1@11:T+2@11: UP (p=60.98%)
[2025-10-17T00:02:56.027531] [INFO ] [FORECASTER] Completed predict_future for VTR
[2025-10-17T00:02:56.175255] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-10-17T00:02:56.200328] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:56.200357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:56.200413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:56.217539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:56.218085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:56.218194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:56.218251] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:56.252797] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:56.252866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:56.252901] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:56.252930] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:56.255851] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: DOWN (p=14.75%)
[2025-10-17T00:02:56.256092] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-10-17T00:02:56.404936] [INFO ] [FORECASTER] Starting predict_future for VVR
[2025-10-17T00:02:56.430310] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:56.430339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:56.430396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:56.447542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:56.448091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:56.448202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:56.448259] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:56.485834] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:56.485911] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:56.485946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:56.485974] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:56.489041] [DEBUG] [FORECASTER] VVR: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-10-17T00:02:56.489304] [INFO ] [FORECASTER] Completed predict_future for VVR
[2025-10-17T00:02:56.637929] [INFO ] [FORECASTER] Starting predict_future for VVV
[2025-10-17T00:02:56.662913] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:56.662941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:56.662998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:56.680060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:56.680574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:56.680669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:56.680723] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:56.720526] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:56.720598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:56.720632] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:56.720701] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:56.723634] [DEBUG] [FORECASTER] VVV: Forecast T+1@11:T+2@11: DOWN (p=22.94%)
[2025-10-17T00:02:56.723905] [INFO ] [FORECASTER] Completed predict_future for VVV
[2025-10-17T00:02:56.870200] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-10-17T00:02:56.895419] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:56.895461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:56.895519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:56.912324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:56.912877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:56.912954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:56.912987] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:56.952105] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:56.952185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:56.952220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:56.952249] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:56.955225] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=8.56%)
[2025-10-17T00:02:56.955469] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-10-17T00:02:57.101912] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-10-17T00:02:57.127001] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:57.127029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:57.127086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:57.143959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:57.144466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:57.144573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:57.144612] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:57.180208] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:57.180284] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:57.180319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:57.180348] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:57.183273] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2025-10-17T00:02:57.183515] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-10-17T00:02:57.330892] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-10-17T00:02:57.355956] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:57.355983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:57.356039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:57.372972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:57.373534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:57.373613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:57.373677] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:57.408993] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:57.409073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:57.409108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:57.409136] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:57.412118] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-10-17T00:02:57.412364] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-10-17T00:02:57.559422] [INFO ] [FORECASTER] Starting predict_future for W
[2025-10-17T00:02:57.584411] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:57.584439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:57.584495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:57.601613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:57.602168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:57.602245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:57.602278] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:57.641563] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:57.641716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:57.641784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:57.641817] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:57.645046] [DEBUG] [FORECASTER] W: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-10-17T00:02:57.645303] [INFO ] [FORECASTER] Completed predict_future for W
[2025-10-17T00:02:57.795337] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-10-17T00:02:57.821018] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:57.821046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:57.821104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:57.838408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:57.838982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:57.839064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:57.839103] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:57.873840] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:57.873926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:57.873962] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:57.873992] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:57.877057] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=14.22%)
[2025-10-17T00:02:57.877715] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-10-17T00:02:58.027017] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-10-17T00:02:58.052935] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:58.052965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:58.053022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:58.070326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:58.070963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:58.071045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:58.071080] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:58.106783] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:58.106866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:58.106901] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:58.106931] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:58.110297] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=33.22%)
[2025-10-17T00:02:58.110556] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-10-17T00:02:58.262046] [INFO ] [FORECASTER] Starting predict_future for WAT
[2025-10-17T00:02:58.288263] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:58.288293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:58.288353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:58.305795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:58.306422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:58.306503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:58.306537] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:58.343821] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:58.343994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:58.344037] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:58.344070] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:58.347691] [DEBUG] [FORECASTER] WAT: Forecast T+1@11:T+2@11: DOWN (p=6.63%)
[2025-10-17T00:02:58.347991] [INFO ] [FORECASTER] Completed predict_future for WAT
[2025-10-17T00:02:58.501679] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-10-17T00:02:58.527414] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:58.527444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:58.527517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:58.544624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:58.545367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:58.545453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:58.545488] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:58.582548] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:58.582741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:58.582795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:58.582829] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:58.586277] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=79.37%)
[2025-10-17T00:02:58.586542] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-10-17T00:02:58.735532] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-10-17T00:02:58.761331] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:58.761363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:58.761422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:58.778708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:58.779397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:58.779479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:58.779513] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:58.815348] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:58.815428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:58.815464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:58.815493] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:58.818565] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=36.21%)
[2025-10-17T00:02:58.818849] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-10-17T00:02:58.967416] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-10-17T00:02:58.992782] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:58.992812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:58.992871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:59.010076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:59.010591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:59.010691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:59.010742] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:59.055232] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:59.055330] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:59.055373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:59.055410] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:59.058430] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=5.64%)
[2025-10-17T00:02:59.058703] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-10-17T00:02:59.206823] [INFO ] [FORECASTER] Starting predict_future for WCN
[2025-10-17T00:02:59.232185] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:59.232214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:59.232270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:59.249393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:59.249951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:59.250029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:59.250062] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:59.286148] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:59.286232] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:59.286270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:59.286317] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:59.289354] [DEBUG] [FORECASTER] WCN: Forecast T+1@11:T+2@11: UP (p=95.47%)
[2025-10-17T00:02:59.289600] [INFO ] [FORECASTER] Completed predict_future for WCN
[2025-10-17T00:02:59.437748] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-10-17T00:02:59.463067] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:59.463095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:59.463151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:59.480308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:59.480999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:59.481078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:59.481112] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:59.518123] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:59.518240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:59.518284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:59.518314] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:59.521435] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=78.30%)
[2025-10-17T00:02:59.521715] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-10-17T00:02:59.670365] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-10-17T00:02:59.695760] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:59.695791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:59.695847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:59.713048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:59.713593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:59.713694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:59.713745] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:59.749919] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:59.749998] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:59.750033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:59.750062] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:59.753058] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=56.67%)
[2025-10-17T00:02:59.753306] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-10-17T00:02:59.901443] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-10-17T00:02:59.927320] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:02:59.927350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:02:59.927408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:02:59.944742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:02:59.945584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:02:59.945697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:02:59.945751] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:02:59.979208] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:02:59.979391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:02:59.979434] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:02:59.979465] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:02:59.982987] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2025-10-17T00:02:59.983274] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-10-17T00:03:00.135231] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-10-17T00:03:00.161355] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:00.161384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:00.161441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:00.179053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:00.179947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:00.180048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:00.180083] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:00.216417] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:00.216592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:00.216636] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:00.216712] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:00.220345] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: DOWN (p=43.99%)
[2025-10-17T00:03:00.220627] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-10-17T00:03:00.370586] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-10-17T00:03:00.396123] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:00.396152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:00.396209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:00.413033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:00.413664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:00.413755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:00.413789] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:00.446308] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:00.446462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:00.446502] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:00.446531] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:00.449888] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=90.57%)
[2025-10-17T00:03:00.450158] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-10-17T00:03:00.596949] [INFO ] [FORECASTER] Starting predict_future for WEAV
[2025-10-17T00:03:00.622386] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:00.622415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:00.622472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:00.639312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:00.639893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:00.639972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:00.640005] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:00.675426] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:00.675541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:00.675579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:00.675610] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:00.678847] [DEBUG] [FORECASTER] WEAV: Forecast T+1@11:T+2@11: UP (p=82.13%)
[2025-10-17T00:03:00.679112] [INFO ] [FORECASTER] Completed predict_future for WEAV
[2025-10-17T00:03:00.828134] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-10-17T00:03:00.853444] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:00.853472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:00.853528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:00.870397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:00.870964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:00.871046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:00.871080] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:00.907064] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:00.907157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:00.907194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:00.907635] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:00.911470] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=59.25%)
[2025-10-17T00:03:00.911775] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-10-17T00:03:01.059690] [INFO ] [FORECASTER] Starting predict_future for WELL
[2025-10-17T00:03:01.085158] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:01.085190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:01.085247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:01.102072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:01.102605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:01.102708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:01.102754] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:01.137444] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:01.137586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:01.137625] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:01.137690] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:01.141075] [DEBUG] [FORECASTER] WELL: Forecast T+1@11:T+2@11: UP (p=52.73%)
[2025-10-17T00:03:01.141342] [INFO ] [FORECASTER] Completed predict_future for WELL
[2025-10-17T00:03:01.287281] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-10-17T00:03:01.312680] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:01.312731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:01.312791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:01.329807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:01.330361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:01.330442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:01.330478] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:01.365996] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:01.366092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:01.366129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:01.366158] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:01.369254] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-10-17T00:03:01.369511] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-10-17T00:03:01.516892] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-10-17T00:03:01.542433] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:01.542461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:01.542519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:01.559345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:01.559974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:01.560059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:01.560092] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:01.594900] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:01.595040] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:01.595079] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:01.595110] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:01.598471] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=28.05%)
[2025-10-17T00:03:01.598782] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-10-17T00:03:01.751832] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-10-17T00:03:01.777431] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:01.777459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:01.777515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:01.794296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:01.794931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:01.795011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:01.795045] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:01.831291] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:01.831417] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:01.831455] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:01.831484] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:01.834717] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=30.84%)
[2025-10-17T00:03:01.834979] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-10-17T00:03:01.981769] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-10-17T00:03:02.007299] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:02.007329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:02.007386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:02.024200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:02.024759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:02.024839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:02.024873] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:02.057766] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:02.057885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:02.057923] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:02.057953] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:02.061232] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-10-17T00:03:02.061498] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-10-17T00:03:02.207690] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-10-17T00:03:02.233597] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:02.233627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:02.233724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:02.250721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:02.251258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:02.251337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:02.251370] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:02.283631] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:02.283740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:02.283778] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:02.283808] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:02.286839] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=75.24%)
[2025-10-17T00:03:02.287088] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-10-17T00:03:02.434163] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-10-17T00:03:02.459526] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:02.459555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:02.459613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:02.476339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:02.476887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:02.476965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:02.476998] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:02.512128] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:02.512208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:02.512244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:02.512273] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:02.515243] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=39.81%)
[2025-10-17T00:03:02.515517] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-10-17T00:03:02.664455] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-10-17T00:03:02.690118] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:02.690148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:02.690206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:02.707194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:02.707855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:02.707937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:02.707971] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:02.743276] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:02.743427] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:02.743465] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:02.743494] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:02.746880] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=62.14%)
[2025-10-17T00:03:02.747150] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-10-17T00:03:02.895911] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-10-17T00:03:02.921612] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:02.921672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:02.921753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:02.938942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:02.939617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:02.939726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:02.939768] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:02.979003] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:02.979173] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:02.979217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:02.979247] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:02.983274] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-10-17T00:03:02.983555] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-10-17T00:03:03.145139] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-10-17T00:03:03.170585] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:03.170614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:03.170741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:03.187533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:03.188090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:03.188189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:03.188242] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:03.222450] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:03.222535] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:03.222579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:03.222609] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:03.225844] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=97.04%)
[2025-10-17T00:03:03.226095] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-10-17T00:03:03.422624] [INFO ] [FORECASTER] Starting predict_future for WHR
[2025-10-17T00:03:03.448023] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:03.448051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:03.448109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:03.465217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:03.465806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:03.465885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:03.465934] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:03.501975] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:03.502071] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:03.502108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:03.502138] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:03.505247] [DEBUG] [FORECASTER] WHR: Forecast T+1@11:T+2@11: DOWN (p=16.38%)
[2025-10-17T00:03:03.505502] [INFO ] [FORECASTER] Completed predict_future for WHR
[2025-10-17T00:03:03.653616] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-10-17T00:03:03.679486] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:03.679517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:03.679576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:03.696569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:03.697212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:03.697296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:03.697332] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:03.732794] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:03.732902] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:03.732939] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:03.732969] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:03.736087] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=59.10%)
[2025-10-17T00:03:03.736344] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-10-17T00:03:03.884253] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-10-17T00:03:03.911882] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:03.911912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:03.911972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:03.930373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:03.930964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:03.931051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:03.931085] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:03.968119] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:03.968282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:03.968373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:03.968407] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:03.973953] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-10-17T00:03:03.974227] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-10-17T00:03:04.127069] [INFO ] [FORECASTER] Starting predict_future for WIT
[2025-10-17T00:03:04.160700] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:04.160748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:04.160814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:04.180700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:04.181559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:04.181672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:04.181727] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:04.217528] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:04.217723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:04.217779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:04.217811] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:04.221290] [DEBUG] [FORECASTER] WIT: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2025-10-17T00:03:04.221558] [INFO ] [FORECASTER] Completed predict_future for WIT
[2025-10-17T00:03:04.369853] [INFO ] [FORECASTER] Starting predict_future for WIW
[2025-10-17T00:03:04.395174] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:04.395209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:04.395268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:04.412436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:04.413123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:04.413220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:04.413265] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:04.449749] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:04.449860] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:04.449899] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:04.449930] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:04.453017] [DEBUG] [FORECASTER] WIW: Forecast T+1@11:T+2@11: DOWN (p=27.23%)
[2025-10-17T00:03:04.453276] [INFO ] [FORECASTER] Completed predict_future for WIW
[2025-10-17T00:03:04.601035] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-10-17T00:03:04.626853] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:04.626885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:04.626945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:04.645545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:04.646142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:04.646229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:04.646265] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:04.682851] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:04.682976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:04.683016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:04.683047] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:04.686427] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=31.37%)
[2025-10-17T00:03:04.686732] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-10-17T00:03:04.840775] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-10-17T00:03:04.866286] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:04.866316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:04.866381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:04.884377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:04.885014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:04.885105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:04.885141] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:04.921399] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:04.921515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:04.921564] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:04.921597] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:04.924800] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=87.70%)
[2025-10-17T00:03:04.925061] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-10-17T00:03:05.073872] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-10-17T00:03:05.100049] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:05.100080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:05.100138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:05.118471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:05.119134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:05.119222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:05.119258] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:05.153838] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:05.153926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:05.153961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:05.153990] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:05.156988] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=28.04%)
[2025-10-17T00:03:05.157241] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-10-17T00:03:05.307932] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-10-17T00:03:05.333494] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:05.333522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:05.333578] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:05.350837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:05.351457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:05.351540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:05.351574] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:05.386623] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:05.386810] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:05.386856] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:05.386886] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:05.390358] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=88.01%)
[2025-10-17T00:03:05.390629] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-10-17T00:03:05.549806] [INFO ] [FORECASTER] Starting predict_future for WLY
[2025-10-17T00:03:05.576560] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:05.576591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:05.576673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:05.593881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:05.594803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:05.594892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:05.594927] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:05.636208] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:05.636392] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:05.636628] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:05.636701] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:05.640768] [DEBUG] [FORECASTER] WLY: Forecast T+1@11:T+2@11: UP (p=71.49%)
[2025-10-17T00:03:05.641069] [INFO ] [FORECASTER] Completed predict_future for WLY
[2025-10-17T00:03:05.864410] [INFO ] [FORECASTER] Starting predict_future for WM
[2025-10-17T00:03:05.894316] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:05.894347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:05.894405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:05.911919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:05.912812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:05.912902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:05.912938] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:05.958703] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:05.958899] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:05.958966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:05.959015] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:05.964110] [DEBUG] [FORECASTER] WM: Forecast T+1@11:T+2@11: UP (p=72.85%)
[2025-10-17T00:03:05.964492] [INFO ] [FORECASTER] Completed predict_future for WM
[2025-10-17T00:03:06.174133] [INFO ] [FORECASTER] Starting predict_future for WMB
[2025-10-17T00:03:06.214821] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:06.214854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:06.214925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:06.234005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:06.234962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:06.235061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:06.235096] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:06.266305] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:06.266508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:06.266556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:06.266589] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:06.270698] [DEBUG] [FORECASTER] WMB: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2025-10-17T00:03:06.271031] [INFO ] [FORECASTER] Completed predict_future for WMB
[2025-10-17T00:03:06.492925] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-10-17T00:03:06.520907] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:06.520991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:06.521061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:06.541962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:06.542875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:06.542967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:06.543002] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:06.596365] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:06.596559] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:06.596616] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:06.596693] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:06.602193] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=89.73%)
[2025-10-17T00:03:06.602673] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-10-17T00:03:06.791810] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-10-17T00:03:06.819285] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:06.819316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:06.819374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:06.838106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:06.838930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:06.839027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:06.839067] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:06.876941] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:06.877067] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:06.877107] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:06.877138] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:06.881068] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=37.50%)
[2025-10-17T00:03:06.881373] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-10-17T00:03:07.054993] [INFO ] [FORECASTER] Starting predict_future for WMT
[2025-10-17T00:03:07.081041] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:07.081069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:07.081128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:07.098398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:07.099008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:07.099089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:07.099123] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:07.133211] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:07.133352] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:07.133420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:07.133456] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:07.137376] [DEBUG] [FORECASTER] WMT: Forecast T+1@11:T+2@11: UP (p=67.80%)
[2025-10-17T00:03:07.137703] [INFO ] [FORECASTER] Completed predict_future for WMT
[2025-10-17T00:03:07.286930] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-10-17T00:03:07.312953] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:07.312982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:07.313038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:07.330185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:07.330776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:07.330857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:07.330891] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:07.367870] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:07.368006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:07.368047] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:07.368078] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:07.373588] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=82.17%)
[2025-10-17T00:03:07.373888] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-10-17T00:03:07.550200] [INFO ] [FORECASTER] Starting predict_future for WNS
[2025-10-17T00:03:07.578806] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:07.578835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:07.578893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:07.597930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:07.598548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:07.598632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:07.598705] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:07.631914] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:07.632023] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:07.632062] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:07.632092] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:07.635601] [DEBUG] [FORECASTER] WNS: Forecast T+1@11:T+2@11: DOWN (p=27.01%)
[2025-10-17T00:03:07.635957] [INFO ] [FORECASTER] Completed predict_future for WNS
[2025-10-17T00:03:07.811369] [INFO ] [FORECASTER] Starting predict_future for WOLF
[2025-10-17T00:03:07.841450] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:07.841508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:07.841598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:07.864109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:07.864810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:07.864896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:07.864930] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:07.897246] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:07.897391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:07.897458] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:07.897497] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:07.901214] [DEBUG] [FORECASTER] WOLF: Forecast T+1@11:T+2@11: UP (p=56.51%)
[2025-10-17T00:03:07.901529] [INFO ] [FORECASTER] Completed predict_future for WOLF
[2025-10-17T00:03:08.073635] [INFO ] [FORECASTER] Starting predict_future for WOR
[2025-10-17T00:03:08.102584] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:08.102631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:08.102732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:08.122780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:08.123562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:08.123671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:08.123726] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:08.163555] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:08.163693] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:08.163746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:08.163780] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:08.167826] [DEBUG] [FORECASTER] WOR: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-10-17T00:03:08.168128] [INFO ] [FORECASTER] Completed predict_future for WOR
[2025-10-17T00:03:08.348437] [INFO ] [FORECASTER] Starting predict_future for WOW
[2025-10-17T00:03:08.376353] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:08.376384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:08.376448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:08.393849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:08.394762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:08.394859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:08.394894] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:08.431728] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:08.432021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:08.432080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:08.432113] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:08.436333] [DEBUG] [FORECASTER] WOW: Forecast T+1@11:T+2@11: DOWN (p=35.10%)
[2025-10-17T00:03:08.436613] [INFO ] [FORECASTER] Completed predict_future for WOW
[2025-10-17T00:03:08.587104] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-10-17T00:03:08.616056] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:08.616086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:08.616143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:08.637759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:08.638454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:08.638543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:08.638578] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:08.678456] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:08.678597] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:08.678664] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:08.678724] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:08.682970] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=85.94%)
[2025-10-17T00:03:08.683268] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-10-17T00:03:08.863325] [INFO ] [FORECASTER] Starting predict_future for WPM
[2025-10-17T00:03:08.892846] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:08.892877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:08.892936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:08.914567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:08.915227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:08.915344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:08.915401] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:08.955406] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:08.955533] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:08.955593] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:08.955670] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:08.959258] [DEBUG] [FORECASTER] WPM: Forecast T+1@11:T+2@11: UP (p=99.78%)
[2025-10-17T00:03:08.959524] [INFO ] [FORECASTER] Completed predict_future for WPM
[2025-10-17T00:03:09.108412] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-10-17T00:03:09.142381] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:09.142409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:09.142472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:09.167116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:09.167726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:09.167815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:09.167849] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:09.213072] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:09.213175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:09.213211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:09.213240] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:09.217912] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: UP (p=52.50%)
[2025-10-17T00:03:09.218199] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-10-17T00:03:09.370148] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-10-17T00:03:09.395546] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:09.395573] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:09.395629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:09.412566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:09.413120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:09.413198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:09.413231] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:09.449043] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:09.449120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:09.449157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:09.449186] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:09.452197] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=8.60%)
[2025-10-17T00:03:09.452448] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-10-17T00:03:09.602810] [INFO ] [FORECASTER] Starting predict_future for WS
[2025-10-17T00:03:09.628187] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:09.628240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:09.628300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:09.645753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:09.646279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:09.646357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:09.646391] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:09.682788] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:09.682876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:09.682912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:09.682942] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:09.686075] [DEBUG] [FORECASTER] WS: Forecast T+1@11:T+2@11: UP (p=50.23%)
[2025-10-17T00:03:09.686326] [INFO ] [FORECASTER] Completed predict_future for WS
[2025-10-17T00:03:09.835796] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-10-17T00:03:09.861446] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:09.861483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:09.861541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:09.878827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:09.879339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:09.879426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:09.879466] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:09.915455] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:09.915599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:09.915638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:09.915713] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:09.919050] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=5.42%)
[2025-10-17T00:03:09.919308] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-10-17T00:03:10.069571] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-10-17T00:03:10.100065] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:10.100095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:10.100155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:10.122041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:10.122817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:10.122910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:10.122946] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:10.162145] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:10.162262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:10.162302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:10.162333] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:10.166217] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=64.59%)
[2025-10-17T00:03:10.166580] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-10-17T00:03:10.348961] [INFO ] [FORECASTER] Starting predict_future for WSR
[2025-10-17T00:03:10.380250] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:10.380280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:10.380337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:10.401099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:10.401810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:10.401899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:10.401935] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:10.439428] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:10.439549] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:10.439589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:10.439619] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:10.443269] [DEBUG] [FORECASTER] WSR: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-10-17T00:03:10.443632] [INFO ] [FORECASTER] Completed predict_future for WSR
[2025-10-17T00:03:10.623398] [INFO ] [FORECASTER] Starting predict_future for WST
[2025-10-17T00:03:10.653370] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:10.653400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:10.653463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:10.674391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:10.675136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:10.675225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:10.675259] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:10.713972] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:10.714078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:10.714117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:10.714166] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:10.718247] [DEBUG] [FORECASTER] WST: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-10-17T00:03:10.718522] [INFO ] [FORECASTER] Completed predict_future for WST
[2025-10-17T00:03:10.891630] [INFO ] [FORECASTER] Starting predict_future for WT
[2025-10-17T00:03:10.920585] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:10.920615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:10.920849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:10.942239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:10.942883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:10.942968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:10.943003] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:10.979058] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:10.979194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:10.979249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:10.979283] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:10.982945] [DEBUG] [FORECASTER] WT: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-10-17T00:03:10.983209] [INFO ] [FORECASTER] Completed predict_future for WT
[2025-10-17T00:03:11.157161] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-10-17T00:03:11.183604] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:11.183634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:11.183736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:11.201708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:11.202265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:11.202350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:11.202385] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:11.239446] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:11.239667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:11.239746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:11.239811] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:11.244053] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=34.13%)
[2025-10-17T00:03:11.244593] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-10-17T00:03:11.411379] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-10-17T00:03:11.436737] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:11.436766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:11.436823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:11.453620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:11.454167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:11.454246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:11.454279] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:11.488327] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:11.488403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:11.488439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:11.488469] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:11.491546] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-10-17T00:03:11.491827] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-10-17T00:03:11.639123] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-10-17T00:03:11.664315] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:11.664343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:11.664400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:11.681554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:11.682113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:11.682194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:11.682227] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:11.717228] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:11.717295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:11.717330] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:11.717357] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:11.720363] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=36.99%)
[2025-10-17T00:03:11.720603] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-10-17T00:03:11.867359] [INFO ] [FORECASTER] Starting predict_future for WTTR
[2025-10-17T00:03:11.892596] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:11.892624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:11.892904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:11.909851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:11.910354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:11.910433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:11.910466] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:11.947816] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:11.947886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:11.947921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:11.947950] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:11.950922] [DEBUG] [FORECASTER] WTTR: Forecast T+1@11:T+2@11: DOWN (p=26.53%)
[2025-10-17T00:03:11.951166] [INFO ] [FORECASTER] Completed predict_future for WTTR
[2025-10-17T00:03:12.096938] [INFO ] [FORECASTER] Starting predict_future for WU
[2025-10-17T00:03:12.125118] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:12.125147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:12.125203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:12.142417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:12.142973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:12.143051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:12.143085] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:12.179174] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:12.179242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:12.179276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:12.179304] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:12.182217] [DEBUG] [FORECASTER] WU: Forecast T+1@11:T+2@11: DOWN (p=22.88%)
[2025-10-17T00:03:12.182458] [INFO ] [FORECASTER] Completed predict_future for WU
[2025-10-17T00:03:12.328260] [INFO ] [FORECASTER] Starting predict_future for WWW
[2025-10-17T00:03:12.353682] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:12.353728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:12.353787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:12.370613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:12.371173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:12.371253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:12.371286] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:12.407624] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:12.407735] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:12.407777] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:12.407807] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:12.410944] [DEBUG] [FORECASTER] WWW: Forecast T+1@11:T+2@11: DOWN (p=29.19%)
[2025-10-17T00:03:12.411193] [INFO ] [FORECASTER] Completed predict_future for WWW
[2025-10-17T00:03:12.560731] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-10-17T00:03:12.586390] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:12.586418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:12.586476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:12.603377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:12.603938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:12.604019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:12.604051] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:12.645677] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:12.645771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:12.645809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:12.645837] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:12.649008] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=36.96%)
[2025-10-17T00:03:12.649259] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-10-17T00:03:12.798840] [INFO ] [FORECASTER] Starting predict_future for XFLT
[2025-10-17T00:03:12.829045] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:12.829079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:12.829139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:12.848042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:12.849226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:12.849341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:12.849379] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:12.893615] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:12.893898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:12.893954] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:12.893988] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:12.898264] [DEBUG] [FORECASTER] XFLT: Forecast T+1@11:T+2@11: DOWN (p=15.20%)
[2025-10-17T00:03:12.898583] [INFO ] [FORECASTER] Completed predict_future for XFLT
[2025-10-17T00:03:13.061498] [INFO ] [FORECASTER] Starting predict_future for XHR
[2025-10-17T00:03:13.090485] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:13.090521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:13.090585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:13.108898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:13.110079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:13.110201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:13.110242] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:13.158579] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:13.158846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:13.158900] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:13.158932] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:13.162968] [DEBUG] [FORECASTER] XHR: Forecast T+1@11:T+2@11: UP (p=81.07%)
[2025-10-17T00:03:13.163264] [INFO ] [FORECASTER] Completed predict_future for XHR
[2025-10-17T00:03:13.330422] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-10-17T00:03:13.359624] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:13.359692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:13.359768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:13.380518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:13.381414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:13.381541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:13.381577] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:13.427113] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:13.427333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:13.427393] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:13.427428] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:13.431492] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2025-10-17T00:03:13.431831] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-10-17T00:03:13.609462] [INFO ] [FORECASTER] Starting predict_future for XPER
[2025-10-17T00:03:13.647317] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:13.647368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:13.647449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:13.667006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:13.667955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:13.668059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:13.668095] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:13.714958] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:13.715194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:13.715241] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:13.715272] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:13.719250] [DEBUG] [FORECASTER] XPER: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-10-17T00:03:13.719552] [INFO ] [FORECASTER] Completed predict_future for XPER
[2025-10-17T00:03:13.907839] [INFO ] [FORECASTER] Starting predict_future for XPEV
[2025-10-17T00:03:13.937475] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:13.937510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:13.937572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:13.955369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:13.956479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:13.956716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:13.956768] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:14.002155] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:14.002377] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:14.002422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:14.002452] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:14.006234] [DEBUG] [FORECASTER] XPEV: Forecast T+1@11:T+2@11: UP (p=80.72%)
[2025-10-17T00:03:14.006537] [INFO ] [FORECASTER] Completed predict_future for XPEV
[2025-10-17T00:03:14.168286] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-10-17T00:03:14.199849] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:14.199882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:14.199942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:14.218681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:14.219424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:14.219518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:14.219552] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:14.260231] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:14.260402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:14.260443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:14.260494] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:14.264778] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=46.26%)
[2025-10-17T00:03:14.265108] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-10-17T00:03:14.437983] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-10-17T00:03:14.467597] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:14.467693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:14.467778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:14.486446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:14.487502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:14.487607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:14.487665] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:14.533258] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:14.533485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:14.533530] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:14.533561] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:14.537447] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=40.89%)
[2025-10-17T00:03:14.537818] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-10-17T00:03:14.701734] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-10-17T00:03:14.729768] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:14.729832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:14.729903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:14.749063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:14.749851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:14.749950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:14.749983] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:14.792743] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:14.792955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:14.792998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:14.793031] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:14.798839] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=37.63%)
[2025-10-17T00:03:14.799250] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-10-17T00:03:14.955621] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-10-17T00:03:14.987416] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:14.987448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:14.987507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:15.005349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:15.005987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:15.006078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:15.006112] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:15.049607] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:15.049777] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:15.049825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:15.049855] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:15.053523] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=49.91%)
[2025-10-17T00:03:15.053891] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-10-17T00:03:15.208007] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-10-17T00:03:15.234727] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:15.234762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:15.234821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:15.252275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:15.252876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:15.252968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:15.253023] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:15.298623] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:15.298784] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:15.298828] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:15.298858] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:15.302468] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: DOWN (p=34.46%)
[2025-10-17T00:03:15.302790] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-10-17T00:03:15.461171] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-10-17T00:03:15.488786] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:15.488818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:15.488875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:15.506711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:15.507555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:15.507668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:15.507723] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:15.553590] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:15.553821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:15.553870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:15.553902] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:15.557707] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-10-17T00:03:15.558002] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-10-17T00:03:15.717535] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-10-17T00:03:15.744319] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:15.744347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:15.744405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:15.761484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:15.762131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:15.762215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:15.762249] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:15.804734] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:15.804823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:15.804895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:15.804954] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:15.808164] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=83.44%)
[2025-10-17T00:03:15.808421] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-10-17T00:03:15.960080] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-10-17T00:03:15.985703] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:15.985744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:15.985801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:16.003077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:16.003667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:16.003752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:16.003787] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:16.047473] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:16.047636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:16.047716] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:16.047752] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:16.051275] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=70.63%)
[2025-10-17T00:03:16.051546] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-10-17T00:03:16.198687] [INFO ] [FORECASTER] Starting predict_future for YEXT
[2025-10-17T00:03:16.224106] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:16.224133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:16.224189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:16.241303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:16.242106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:16.242190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:16.242223] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:16.285279] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:16.285359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:16.285395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:16.285423] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:16.288496] [DEBUG] [FORECASTER] YEXT: Forecast T+1@11:T+2@11: UP (p=89.78%)
[2025-10-17T00:03:16.288822] [INFO ] [FORECASTER] Completed predict_future for YEXT
[2025-10-17T00:03:16.443548] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-10-17T00:03:16.469578] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:16.469606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:16.469682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:16.486851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:16.487400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:16.487481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:16.487514] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:16.529479] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:16.529679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:16.529739] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:16.529772] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:16.533305] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=11.99%)
[2025-10-17T00:03:16.533582] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-10-17T00:03:16.682515] [INFO ] [FORECASTER] Starting predict_future for YOU
[2025-10-17T00:03:16.708565] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:16.708592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:16.708676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:16.726540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:16.727229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:16.727309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:16.727346] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:16.769023] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:16.769147] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:16.769185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:16.769213] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:16.772308] [DEBUG] [FORECASTER] YOU: Forecast T+1@11:T+2@11: DOWN (p=27.62%)
[2025-10-17T00:03:16.772556] [INFO ] [FORECASTER] Completed predict_future for YOU
[2025-10-17T00:03:16.924271] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-10-17T00:03:16.952123] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:16.952154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:16.952212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:16.980677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:16.982095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:16.982256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:16.982326] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:17.033367] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:17.033546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:17.033590] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:17.033620] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:17.039383] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=37.18%)
[2025-10-17T00:03:17.039889] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-10-17T00:03:17.192206] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-10-17T00:03:17.217508] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:17.217535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:17.217660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:17.234445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:17.235002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:17.235088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:17.235121] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:17.276573] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:17.276670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:17.276726] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:17.276757] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:17.279872] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=85.15%)
[2025-10-17T00:03:17.280114] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-10-17T00:03:17.427821] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-10-17T00:03:17.465151] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:17.465181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:17.465238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:17.482252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:17.482982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:17.483066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:17.483099] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:17.527549] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:17.527736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:17.527790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:17.527822] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:17.531317] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=58.78%)
[2025-10-17T00:03:17.531584] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-10-17T00:03:17.689744] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-10-17T00:03:17.715514] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:17.715543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:17.715611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:17.734129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:17.734835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:17.734932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:17.734985] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:17.775947] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:17.776022] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:17.776058] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:17.776086] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:17.779335] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: UP (p=51.68%)
[2025-10-17T00:03:17.779586] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-10-17T00:03:17.928540] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-10-17T00:03:17.954172] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:17.954199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:17.954254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:17.971344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:17.971905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:17.971986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:17.972018] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:18.019849] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:18.020026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:18.020495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:18.020535] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:18.025222] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-10-17T00:03:18.025499] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-10-17T00:03:18.173671] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-10-17T00:03:18.198988] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:18.199015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:18.199072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:18.216232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:18.216801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:18.216882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:18.216915] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:18.260261] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:18.260337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:18.260372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:18.260401] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:18.263431] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2025-10-17T00:03:18.263746] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-10-17T00:03:18.429832] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-10-17T00:03:18.457131] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:18.457187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:18.457250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:18.475746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:18.476543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:18.476667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:18.476723] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:18.526739] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:18.526872] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:18.526919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:18.526952] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:18.530694] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=17.89%)
[2025-10-17T00:03:18.530973] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-10-17T00:03:18.705963] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-10-17T00:03:18.734138] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:18.734167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:18.734224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:18.751869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:18.752505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:18.752592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:18.752625] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:18.797902] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:18.798069] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:18.798112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:18.798143] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:18.801615] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=99.51%)
[2025-10-17T00:03:18.801913] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-10-17T00:03:18.949415] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-10-17T00:03:18.975163] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:18.975194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:18.975250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:18.995894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:18.996578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:18.996682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:18.996736] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:19.040743] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:19.040875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:19.040914] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:19.040944] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:19.044217] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-10-17T00:03:19.044476] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-10-17T00:03:19.196162] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-10-17T00:03:19.222786] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:19.222818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:19.222876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:19.240100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:19.240808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:19.240891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:19.240925] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:19.282573] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:19.282677] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:19.282730] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:19.282761] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:19.285773] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=50.12%)
[2025-10-17T00:03:19.286018] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-10-17T00:03:19.436404] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-10-17T00:03:19.462138] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:19.462167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:19.462223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:19.479300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:19.479910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:19.479990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:19.480024] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:19.515632] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:19.515782] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:19.515860] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:19.515926] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:19.518952] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=41.11%)
[2025-10-17T00:03:19.519196] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-10-17T00:03:19.676125] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-10-17T00:03:19.707351] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:19.707400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:19.707460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:19.729259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:19.730185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:19.730270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:19.730304] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:19.778011] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:19.778209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:19.778268] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:19.778301] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:19.781876] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=11.52%)
[2025-10-17T00:03:19.782144] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-10-17T00:03:19.943214] [INFO ] [FORECASTER] Starting predict_future for ZK
[2025-10-17T00:03:19.968588] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:19.968617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:19.968698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:19.985399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:19.985954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:19.986036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:19.986069] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:20.023799] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:20.023919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:20.023957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:20.023987] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:20.027456] [DEBUG] [FORECASTER] ZK: Forecast T+1@11:T+2@11: UP (p=69.85%)
[2025-10-17T00:03:20.027766] [INFO ] [FORECASTER] Completed predict_future for ZK
[2025-10-17T00:03:20.177922] [INFO ] [FORECASTER] Starting predict_future for ZKH
[2025-10-17T00:03:20.204247] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:20.204278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:20.204335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:20.223626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:20.224612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:20.224728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:20.224774] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:20.274378] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:20.274538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:20.274608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:20.274681] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:20.279101] [DEBUG] [FORECASTER] ZKH: Forecast T+1@11:T+2@11: UP (p=88.97%)
[2025-10-17T00:03:20.279405] [INFO ] [FORECASTER] Completed predict_future for ZKH
[2025-10-17T00:03:20.446395] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-10-17T00:03:20.472038] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:20.472075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:20.472163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:20.489208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:20.489807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:20.489898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:20.489951] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:20.533625] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:20.533721] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:20.533776] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:20.533807] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:20.536782] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=10.84%)
[2025-10-17T00:03:20.537024] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-10-17T00:03:20.684690] [INFO ] [FORECASTER] Starting predict_future for ZTR
[2025-10-17T00:03:20.710003] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:20.710030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:20.710086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:20.727236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:20.727895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:20.727978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:20.728011] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:20.770924] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:20.771070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:20.771110] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:20.771139] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:20.774501] [DEBUG] [FORECASTER] ZTR: Forecast T+1@11:T+2@11: UP (p=96.72%)
[2025-10-17T00:03:20.774839] [INFO ] [FORECASTER] Completed predict_future for ZTR
[2025-10-17T00:03:20.925395] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-10-17T00:03:20.955219] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:20.955251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:20.955309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:20.974186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:20.974966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:20.975056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:20.975093] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:21.021375] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:21.021576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:21.021627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:21.021698] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:21.025775] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-10-17T00:03:21.026117] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-10-17T00:03:21.182934] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-10-17T00:03:21.211056] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:21.211085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:21.211144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:21.229931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:21.230885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:21.230971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:21.231007] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:21.274147] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:21.274316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:21.274360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:21.274391] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:21.278018] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=55.91%)
[2025-10-17T00:03:21.278336] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-10-17T00:03:21.442708] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-10-17T00:03:21.469295] [DEBUG] [FORECASTER] Starting train method
[2025-10-17T00:03:21.469327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-10-17T00:03:21.469384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-10-17T00:03:21.486535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-10-17T00:03:21.487339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-10-17T00:03:21.487429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-10-17T00:03:21.487463] [DEBUG] [FORECASTER] Starting model.fit
[2025-10-17T00:03:21.537391] [DEBUG] [FORECASTER] Completed model.fit
[2025-10-17T00:03:21.537575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-10-17T00:03:21.537619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-10-17T00:03:21.537728] [INFO ] [FORECASTER] Training complete
[2025-10-17T00:03:21.541321] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=45.94%)
[2025-10-17T00:03:21.541613] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-10-17T17:09:02.450542] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-10-17T17:09:02.632110] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-10-17T17:09:02.806120] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-10-17T17:09:02.989019] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-10-17T17:09:02.989673] [WARN ] [STATE     ] State set to: WAITING
[2025-10-17T17:09:02.989765] [INFO ] [STATE     ] Checking TDM service status...
[2025-10-17T17:09:02.998155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:03.002489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:03.006323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:03.010362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:03.010457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:06.016717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:06.021521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:06.025536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:06.036087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:06.036338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:09.041618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:09.045120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:09.048507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:09.051894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:09.051975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:12.056947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:12.060812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:12.064768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:12.068726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:12.068844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:15.073899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:15.077913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:15.081611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:15.085505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:15.085611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:18.090876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:18.094867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:18.098495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:18.102741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:18.102876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:21.108812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:21.113744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:21.118459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:21.123169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:21.123290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:24.131170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:24.137167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:24.142068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:24.146238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:24.146339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:27.154783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:27.161122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:27.166697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:27.171394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:27.171502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:30.178298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:30.184341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:30.188572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:30.192099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:30.192183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:33.197289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:33.201460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:33.205327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:33.209149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:33.209255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:36.215572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:36.219333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:36.223043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:36.226534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:36.226620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:39.231661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:39.235259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:39.238752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:39.242258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:39.242346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:42.248424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:42.252349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:42.256162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:42.259975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:42.260078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:45.265162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:45.269064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:45.272878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:45.276470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:45.276580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:48.281905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:48.285685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:48.289493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:48.293385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:48.293487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:51.298942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:51.302921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:51.306431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:51.310082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:51.310184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:54.315977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:54.320594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:54.324886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:54.328885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:54.329002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:09:57.334319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:09:57.343072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:09:57.347724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:09:57.351465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:09:57.351561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:00.357723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:00.361547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:00.365104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:00.368636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:00.368739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:03.374677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:03.380707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:03.385424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:03.389309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:03.389400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:06.395863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:06.400528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:06.404184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:06.407881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:06.407965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:09.413384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:09.417996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:09.421884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:09.425810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:09.425909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:12.433378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:12.437374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:12.441017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:12.444534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:12.444626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:15.449273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:15.452789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:15.456124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:15.459493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:15.459575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:18.465845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:18.470003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:18.473942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:18.477632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:18.477735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:21.483082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:21.487293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:21.490949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:21.494460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:21.494541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:24.501163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:24.506483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:24.511146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:24.515872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:24.516051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:27.521690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:27.525336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:27.529106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:27.532689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:27.532799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:30.538144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:30.542091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:30.546003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:30.549802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:30.549888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:33.556431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:33.561723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:33.566417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:33.571037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:33.571137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:36.576674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:36.580832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:36.584342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:36.587924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:36.588010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:39.593008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:39.597035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:39.600896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:39.604774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:39.604884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:42.609778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:42.613635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:42.617143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:42.620638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:42.620768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:45.625778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:45.629455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:45.633362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:45.637338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:45.637423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:48.643222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:48.647274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:48.651403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:48.656354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:48.656488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:51.661512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:51.665206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:51.668979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:51.672455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:51.672558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:54.678320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:54.682704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:54.686453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:54.690054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:54.690136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:10:57.696455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:10:57.701456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:10:57.706323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:10:57.711506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:10:57.711674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:00.717137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:00.721959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:00.726584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:00.731388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:00.731506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:03.736615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:03.740391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:03.743998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:03.747609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:03.747716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:06.753618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:06.757789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:06.761860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:06.766181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:06.766275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:09.772145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:09.775961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:09.779437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:09.782901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:09.782985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:12.787789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:12.791456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:12.794975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:12.798397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:12.798483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:15.803751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:15.807759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:15.811679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:15.815491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:15.815591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:18.820990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:18.824872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:18.828545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:18.832118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:18.832207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:21.837349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:21.841311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:21.845120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:21.848950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:21.849060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:24.854577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:24.858896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:24.862881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:24.866980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:24.867109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:27.872233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:27.876210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:27.879919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:27.883479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:27.883580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:30.888906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:30.892908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:30.896859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:30.900916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:30.901027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:33.906568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:33.911182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:33.915270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:33.919229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:33.919353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:36.924304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:36.928346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:36.932108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:36.935728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:36.935839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:39.941826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:39.945822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:39.949672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:39.953314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:39.953410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:42.958107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:42.961773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:42.965260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:42.968733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:42.968816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:45.975177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:45.979810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:45.984179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:45.988367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:45.988496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:48.993973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:48.998239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:49.002460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:49.006991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:49.007132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:52.011877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:52.015459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:52.018998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:52.022403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:52.022498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:55.027835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:55.031520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:55.035671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:55.039314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:55.039423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:11:58.045502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:11:58.049659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:11:58.053571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:11:58.058520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:11:58.058732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:01.068236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:01.078539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:01.086005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:01.092410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:01.092549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:04.098153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:04.102078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:04.105528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:04.109060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:04.109144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:07.114422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:07.118610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:07.122590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:07.126464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:07.126587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:10.131539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:10.165265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:10.201341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:10.206007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:10.206094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:13.210463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:13.214285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:13.218008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:13.221610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:13.221712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:16.226536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:16.230879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:16.235682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:16.239435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:16.239525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:19.243818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:19.247995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:19.252125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:19.255802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:19.255900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:22.261552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:22.265622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:22.269742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:22.273800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:22.273900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:25.278420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:25.282842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:25.287019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:25.290927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:25.291039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:28.296423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:28.304270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:28.309098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:28.313381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:28.313499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:31.317840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:31.321684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:31.325439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:31.328978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:31.329061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:34.334970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:34.339352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:34.343251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:34.346858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:34.346957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:37.352043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:37.355943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:37.359925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:37.363773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:37.363890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:40.369488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:40.373881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:40.378063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:40.381597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:40.381715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:43.388951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:43.393761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:43.399954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:43.405841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:43.405928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:46.411316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:46.414920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:46.419885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:46.424867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:46.424984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:49.429406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:49.433976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:49.438424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:49.442361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:49.442477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:52.447135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:52.450698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:52.455100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:52.460401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:52.460534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:55.466017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:55.470778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:55.475075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:55.479338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:55.479436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:12:58.485269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:12:58.490351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:12:58.494611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:12:58.498849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:12:58.498974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:01.505367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:01.510419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:01.514706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:01.519413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:01.519549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:04.524577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:04.558977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:04.593333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:04.597465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:04.597607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:07.602913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:07.608282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:07.614189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:07.619936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:07.620089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:10.625512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:10.630884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:10.636381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:10.640091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:10.640185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:13.645593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:13.649571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:13.653494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:13.657800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:13.657937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:16.664477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:16.670385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:16.675915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:16.680892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:16.681014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:19.686707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:19.691092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:19.695114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:19.698876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:19.698962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:22.703896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:22.707976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:22.711742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:22.715254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:22.715340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:25.720313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:25.724718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:25.729290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:25.733521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:25.733621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:28.738489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:28.742317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:28.746149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:28.750025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:28.750139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:31.756373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:31.761800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:31.765760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:31.769621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:31.769805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:34.775586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:34.779998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:34.783958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:34.788131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:34.788252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:37.794315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:37.798671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:37.803000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:37.806921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:37.807007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:40.813899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:40.820083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:40.825102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:40.833987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:40.834154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:43.840911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:43.846875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:43.852189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:43.858027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:43.858118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:46.863433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:46.867371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:46.871020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:46.875067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:46.875187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:49.880220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:49.884278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:49.893227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:49.898001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:49.898150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:52.904019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:52.909023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:52.914312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:52.919119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:52.919236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:55.924908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:55.929528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:55.934756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:55.938534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:55.938635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:13:58.944052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:13:58.947883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:13:58.951860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:13:58.955551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:13:58.955670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:01.966881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:01.972003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:01.975928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:01.979625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:01.979744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:04.984541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:04.988679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:04.993554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:04.997522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:04.997625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:08.004950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:08.009742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:08.013969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:08.018034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:08.018131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:11.181760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:11.216916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:11.253875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:11.258466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:11.258554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:14.262978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:14.266946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:14.271813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:14.275129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:14.275209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:17.280441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:17.285041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:17.289067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:17.293232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:17.293372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:20.298129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:20.302033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:20.306072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:20.309467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:20.309551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:23.315155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:23.320390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:23.325790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:23.330988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:23.331113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:26.337628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:26.343054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:26.348079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:26.352250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:26.352335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:29.358184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:29.362594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:29.367348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:29.371489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:29.371569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:32.376891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:32.381499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:32.385621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:32.389548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:32.389639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:35.393804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:35.397409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:35.402073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:35.406405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:35.406522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:38.411579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:38.416284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:38.420402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:38.424392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:38.424495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:41.431062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:41.436018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:41.440810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:41.445138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:41.445256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:44.450515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:44.454168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:44.457847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:44.461378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:44.461467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:47.468186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:47.473360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:47.478933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:47.484023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:47.484162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:50.489247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:50.493762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:50.498519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:50.502254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:50.502354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:53.511446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:53.516707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:53.521472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:53.525774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:53.525948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:56.530585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:56.534897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:56.539078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:56.543092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:56.543215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:14:59.549685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:14:59.555855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:14:59.560101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:14:59.563720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:14:59.563821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:02.570104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:02.576429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:02.582577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:02.588632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:02.588821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:05.593894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:05.597822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:05.601875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:05.606629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:05.606780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:08.612253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:08.615961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:08.619623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:08.623232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:08.623315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:11.628750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:11.633860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:11.639129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:11.644029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:11.644150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:14.649228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:14.653441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:14.657247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:14.660763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:14.660845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:17.668173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:17.674336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:17.680035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:17.685500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:17.685712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:20.690561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:20.694416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:20.698575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:20.702628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:20.702770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:23.707773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:23.712158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:23.716351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:23.720056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:23.720163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:26.724929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:26.728737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:26.732280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:26.735880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:26.735965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:29.740399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:29.744184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:29.747822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:29.751544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:29.751672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:32.756530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:32.760710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:32.765405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:32.770788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:32.770916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:35.775973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:35.779925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:35.784767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:35.789048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:35.789174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:38.794258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:38.799879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:38.804943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:38.809520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:38.809626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:41.815858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:41.820665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:41.824789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:41.829048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:41.829131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:44.835022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:44.840197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:44.844392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:44.848554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:44.848692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:47.854075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:47.859190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:47.864108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:47.869748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:47.869892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:50.875409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:50.880596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:50.885802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:50.889639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:50.889777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:53.896061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:53.901497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:53.906067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:53.911225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:53.911431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:56.917160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:56.922612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:56.928211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:56.932948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:56.933078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:15:59.938533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:15:59.942407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:15:59.945996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:15:59.949909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:15:59.950047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:02.955281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:02.960405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:02.964789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:02.968746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:02.968854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:05.973569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:05.978230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:05.982337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:05.986428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:05.986536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:08.994511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:09.001204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:09.007394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:09.012445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:09.012566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:12.076421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:12.111262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:12.146331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:12.150873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:12.150979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:15.155383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:15.160038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:15.164752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:15.169208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:15.169323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:18.174713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:18.179080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:18.182995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:18.186887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:18.186986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:21.192406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:21.197639] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:21.201855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:21.205815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:21.205916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:24.210881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:24.215525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:24.219468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:24.224034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:24.224147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:27.231838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:27.236761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:27.241591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:27.245678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:27.245762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:30.252170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:30.257989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:30.263807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:30.268167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:30.268263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:33.274744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:33.280848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:33.285982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:33.290420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:33.290587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:36.297709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:36.303349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:36.308907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:36.313362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:36.313468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:39.318353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:39.322826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:39.327592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:39.331245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:39.331325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:42.337007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:42.341331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:42.347125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:42.351212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:42.351312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:45.357270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:45.362214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:45.366623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:45.370381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:45.370466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:48.376669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:48.381384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:48.386395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:48.391769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:48.391935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:51.398305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:51.402804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:51.407194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:51.411383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:51.411473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:54.417634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:54.421382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:54.426697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:54.431667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:54.431781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:16:57.436687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:16:57.440601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:16:57.444478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:16:57.447990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:16:57.448079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:00.453823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:00.458290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:00.462815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:00.467122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:00.467246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:03.472818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:03.477566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:03.481861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:03.486536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:03.486687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:06.491531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:06.495702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:06.500321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:06.504666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:06.504778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:09.511158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:09.516352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:09.522543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:09.528202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:09.528475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:12.533886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:12.540247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:12.545448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:12.550290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:12.550433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:15.556128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:15.562369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:15.568060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:15.574024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:15.574433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:18.580321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:18.585021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:18.589084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:18.592888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:18.592984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:21.598875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:21.604192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:21.608495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:21.613149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:21.613244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:24.618858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:24.622768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:24.626554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:24.630410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:24.630532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:27.638108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:27.643067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:27.648066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:27.653448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:27.653604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:30.660575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:30.665558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:30.670355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:30.674436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:30.674548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:33.680383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:33.684295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:33.689414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:33.694120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:33.694229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:36.699702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:36.704308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:36.708237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:36.712435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:36.712543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:39.718978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:39.723146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:39.728007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:39.733043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:39.733144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:42.739199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:42.743838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:42.748403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:42.752322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:42.752429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:45.757353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:45.761564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:45.765424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:45.768917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:45.768998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:48.776786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:48.783316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:48.789459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:48.794638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:48.794839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:51.802392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:51.807631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:51.813104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:51.816879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:51.816958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:54.823480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:54.828509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:54.833193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:54.838327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:54.838493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:17:57.844565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:17:57.848794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:17:57.852816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:17:57.856981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:17:57.857140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:00.862580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:00.866881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:00.871131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:00.875259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:00.875361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:03.882285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:03.888747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:03.894766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:03.901088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:03.901241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:06.906430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:06.910789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:06.915154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:06.919603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:06.919726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:09.924758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:09.928599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:09.933516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:09.938236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:09.938351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:12.944117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:12.949293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:12.954182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:12.959232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:12.959355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:15.964375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:15.968984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:15.973135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:15.978155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:15.978270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:18.983356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:18.987140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:18.990938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:18.994727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:18.994809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:22.001861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:22.006776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:22.011414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:22.016515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:22.016684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:25.021357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:25.025541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:25.029589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:25.034088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:25.034211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:28.039391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:28.043382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:28.048011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:28.052458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:28.052564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:31.057320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:31.061385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:31.065638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:31.070090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:31.070205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:34.074932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:34.079063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:34.083301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:34.086963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:34.087052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:37.093970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:37.098504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:37.102723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:37.107825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:37.107955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:40.113480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:40.118022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:40.122439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:40.126370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:40.126449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:43.132746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:43.138411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:43.143239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:43.147436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:43.147573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:46.151713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:46.155393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:46.159742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:46.163846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:46.163946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:49.168595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:49.172482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:49.176029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:49.179916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:49.180007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:52.185464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:52.189755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:52.195508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:52.200414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:52.200536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:55.204981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:55.209807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:55.214433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:55.218496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:55.218582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:18:58.222742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:18:58.227152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:18:58.231978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:18:58.237261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:18:58.237572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:01.243348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:01.247461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:01.251121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:01.254453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:01.254534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:04.259563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:04.263109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:04.266634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:04.272376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:04.272460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:07.277410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:07.281291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:07.284816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:07.288517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:07.288621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:10.295223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:10.300166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:10.304371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:10.308438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:10.308536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:13.314866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:13.319290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:13.324616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:13.329151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:13.329262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:16.335934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:16.340951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:16.345381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:16.349032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:16.349183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:19.354982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:19.358500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:19.362011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:19.365897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:19.365987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:22.371672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:22.375307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:22.379589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:22.383316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:22.383440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:25.388698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:25.392987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:25.397002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:25.404329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:25.404435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:28.410370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:28.415427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:28.419165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:28.423231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:28.423328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:31.428690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:31.432843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:31.436756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:31.445334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:31.445482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:34.454498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:34.462459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:34.469036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:34.475792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:34.475954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:37.481127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:37.486238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:37.491002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:37.496284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:37.496462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:40.503348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:40.509187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:40.514368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:40.518674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:40.518821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:43.523896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:43.528403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:43.532764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:43.536360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:43.536447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:46.541585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:46.546480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:46.552103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:46.556998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:46.557118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:49.562477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:49.567076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:49.571639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:49.575535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:49.575664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:52.580544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:52.584821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:52.589129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:52.593612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:52.593776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:55.598806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:55.603755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:55.607703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:55.611512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:55.611598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:19:58.618411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:19:58.623298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:19:58.628069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:19:58.631549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:19:58.631686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:01.637587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:01.644685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:01.651626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:01.656574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:01.656760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:04.705556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:04.711110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:04.716037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:04.720251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:04.720343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:07.725788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:07.730636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:07.734376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:07.738437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:07.738545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:10.743728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:10.748317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:10.753009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:10.756495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:10.756576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:13.763184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:13.768904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:13.774897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:13.780262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:13.780381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:16.786009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:16.790458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:16.794927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:16.799032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:16.799173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:19.803780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:19.808928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:19.814086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:19.819224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:19.819366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:22.823883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:22.827952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:22.832176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:22.835999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:22.836087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:25.841052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:25.845009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:25.852885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:25.857049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:25.857146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:28.862164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:28.866916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:28.870797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:28.876017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:28.876127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:31.880465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:31.884981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:31.888762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:31.893119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:31.893228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:34.898617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:34.902504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:34.906134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:34.909510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:34.909589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:37.914890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:37.919743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:37.924413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:37.928346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:37.928452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:40.933576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:40.937837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:40.942423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:40.946999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:40.947103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:43.953379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:43.958553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:43.964151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:43.967831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:43.967906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:46.974629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:46.980438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:46.986744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:46.992713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:46.992849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:49.997953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:50.003121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:50.008412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:50.013438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:50.013540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:53.019103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:53.023019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:53.026444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:53.030014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:53.030121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:56.036372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:56.041344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:56.045835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:56.050038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:56.050146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:20:59.056465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:20:59.060704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:20:59.064863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:20:59.068602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:20:59.068706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:02.074183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:02.078578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:02.084300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:02.089331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:02.089462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:05.095193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:05.099249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:05.102829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:05.106269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:05.106354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:08.111925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:08.116317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:08.121018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:08.125228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:08.125333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:11.130324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:11.134584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:11.138619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:11.142887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:11.142999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:14.148145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:14.152488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:14.156602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:14.160126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:14.160209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:17.165956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:17.169955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:17.173632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:17.177313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:17.177412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:20.184836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:20.189207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:20.194002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:20.198290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:20.198374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:23.203231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:23.207125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:23.210953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:23.214779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:23.214873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:26.220321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:26.224812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:26.229731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:26.234915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:26.235052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:29.241070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:29.244803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:29.248454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:29.252400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:29.252494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:32.257559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:32.261798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:32.265550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:32.269904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:32.270028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:35.276028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:35.280496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:35.285265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:35.289457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:35.289571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:38.295123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:38.299948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:38.303928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:38.308182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:38.308343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:41.314596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:41.319366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:41.323388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:41.327143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:41.327242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:44.332000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:44.337324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:44.341774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:44.346091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:44.346209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:47.352391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:47.356769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:47.364336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:47.368928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:47.369056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:50.373183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:50.377039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:50.382480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:50.386060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:50.386140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:53.391092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:53.395286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:53.399037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:53.402804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:53.402902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:56.408111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:56.412227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:56.415897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:56.419713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:56.419816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:21:59.425976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:21:59.430542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:21:59.435299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:21:59.439996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:21:59.440100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:02.446038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:02.451855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:02.456623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:02.460855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:02.460967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:05.467246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:05.471979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:05.475447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:05.479004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:05.479101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:08.485396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:08.490158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:08.494086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:08.501737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:08.502137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:11.508684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:11.513153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:11.517769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:11.522809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:11.522902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:14.527512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:14.532222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:14.537245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:14.541500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:14.541635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:17.548457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:17.553380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:17.558817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:17.564403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:17.564545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:20.569303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:20.573104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:20.576579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:20.580064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:20.580152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:23.584138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:23.587764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:23.591259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:23.594702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:23.594788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:26.599552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:26.604060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:26.609028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:26.613618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:26.613914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:29.619774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:29.625808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:29.631169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:29.635943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:29.636165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:32.642623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:32.647522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:32.653086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:32.657095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:32.657185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:35.661688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:35.666765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:35.672120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:35.677330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:35.677459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:38.683509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:38.687860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:38.692578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:38.697295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:38.697418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:41.703754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:41.709134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:41.714383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:41.718901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:41.719008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:44.725282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:44.729680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:44.735353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:44.740519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:44.740639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:47.745167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:47.750278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:47.754884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:47.759100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:47.759223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:50.763576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:50.767093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:50.770760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:50.774275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:50.774353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:53.781496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:53.786946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:53.792604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:53.798017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:53.798149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:56.802179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:56.805963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:56.809633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:56.813457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:56.813552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:22:59.819247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:22:59.823129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:22:59.826965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:22:59.830734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:22:59.830816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:02.835914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:02.840033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:02.844041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:02.847839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:02.847930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:05.853857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:05.889078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:05.924721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:05.928693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:05.928782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:08.933865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:08.938546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:08.943756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:08.948094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:08.948215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:11.955223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:11.962605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:11.966596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:11.970222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:11.970323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:14.974388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:14.979711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:14.985331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:14.989103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:14.989197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:17.994325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:17.999350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:18.004279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:18.008740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:18.008864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:21.014186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:21.019348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:21.024578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:21.029737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:21.029872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:24.034777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:24.039167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:24.043026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:24.046824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:24.046908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:27.051456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:27.055413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:27.059217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:27.063014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:27.063130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:30.068298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:30.072146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:30.075869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:30.079448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:30.079531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:33.085667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:33.089706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:33.093577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:33.097831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:33.098060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:36.103632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:36.108140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:36.112276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:36.116413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:36.116519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:39.122390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:39.127106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:39.131573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:39.136127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:39.136288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:42.143118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:42.147295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:42.154683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:42.158602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:42.158744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:45.334592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:45.369749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:45.374947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:45.378552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:45.378690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:48.386304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:48.392272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:48.397424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:48.402280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:48.402417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:51.409176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:51.414071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:51.418216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:51.422032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:51.422117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:54.427375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:54.432082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:54.436366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:54.440423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:54.440536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:23:57.445463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:23:57.449584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:23:57.454056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:23:57.458301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:23:57.458453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:00.463972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:00.467927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:00.471807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:00.475412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:00.475506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:03.481376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:03.485451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:03.493220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:03.497940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:03.498052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:06.503955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:06.508732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:06.513362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:06.518122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:06.518261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:09.523511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:09.528051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:09.532306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:09.536752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:09.536893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:12.543900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:12.549418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:12.553315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:12.557406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:12.557571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:15.563864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:15.569951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:15.577020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:15.581891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:15.582196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:18.588927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:18.593203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:18.596924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:18.600498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:18.600593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:21.606437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:21.611484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:21.616383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:21.620140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:21.620320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:24.626349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:24.630160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:24.633778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:24.637259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:24.637342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:27.642427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:27.646103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:27.649846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:27.653468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:27.653558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:30.659871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:30.664992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:30.669413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:30.676037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:30.676273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:33.681920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:33.687312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:33.691912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:33.697073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:33.697200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:36.703628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:36.707533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:36.711447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:36.715244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:36.715336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:39.720959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:39.725812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:39.729879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:39.733623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:39.733738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:42.740278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:42.745310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:42.750183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:42.754958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:42.755125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:45.761023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:45.766245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:45.771156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:45.774771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:45.774956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:48.780227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:48.784546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:48.788186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:48.791879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:48.791964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:51.797059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:51.801383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:51.805307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:51.809093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:51.809185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:54.814563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:54.819200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:54.822957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:54.826876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:54.826968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:24:57.831799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:24:57.835953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:24:57.840782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:24:57.845416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:24:57.845548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:00.850391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:00.854762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:00.859280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:00.863552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:00.863688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:03.868557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:03.873015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:03.876812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:03.880843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:03.880931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:06.885949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:06.889717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:06.893243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:06.896787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:06.896870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:09.902171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:09.906423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:09.910627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:09.914635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:09.914806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:12.920710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:12.925908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:12.930910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:12.935606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:12.935738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:15.943517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:15.957949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:15.963076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:15.969324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:15.969494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:18.974568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:18.979186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:18.984090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:18.989065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:18.989187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:21.996022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:22.001758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:22.007628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:22.016500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:22.016823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:25.021739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:25.026340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:25.030621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:25.034992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:25.035099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:28.039904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:28.043965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:28.047924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:28.051716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:28.051812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:31.056106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:31.059728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:31.063198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:31.066576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:31.066686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:34.071477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:34.075850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:34.080025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:34.084108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:34.084222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:37.089748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:37.093520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:37.097554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:37.101164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:37.101255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:40.107027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:40.111782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:40.116349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:40.121595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:40.121752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:43.126747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:43.130615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:43.134261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:43.137900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:43.137986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:46.145010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:46.150191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:46.155033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:46.159367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:46.159462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:49.165055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:49.171190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:49.175452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:49.179313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:49.179429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:52.184101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:52.188247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:52.192283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:52.195967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:52.196082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:55.200917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:55.205514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:55.209217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:55.213188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:55.213284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:25:58.219830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:25:58.224013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:25:58.227669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:25:58.231504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:25:58.231614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:01.236874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:01.242109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:01.246283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:01.251018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:01.251156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:04.257770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:04.261993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:04.266286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:04.270081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:04.270166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:07.278250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:07.283207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:07.287736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:07.291931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:07.292033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:10.299068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:10.304555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:10.309478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:10.313717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:10.313817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:13.318973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:13.325072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:13.329793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:13.333703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:13.333815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:16.338878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:16.343524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:16.348264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:16.352127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:16.352227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:19.356873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:19.360701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:19.364126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:19.367586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:19.367689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:22.372985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:22.376723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:22.380260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:22.383772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:22.383889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:25.390615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:25.395087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:25.399094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:25.402974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:25.403089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:28.407297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:28.410947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:28.414699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:28.419382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:28.419474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:31.425874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:31.431245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:31.435519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:31.439820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:31.440106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:34.445333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:34.449802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:34.453987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:34.458494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:34.458602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:37.462803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:37.466361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:37.470006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:37.473827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:37.473938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:40.479331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:40.484446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:40.490549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:40.495453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:40.495621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:43.501071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:43.506907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:43.511905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:43.515968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:43.516073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:46.521729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:46.529269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:46.540908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:46.545078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:46.545198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:49.554145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:49.558406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:49.562857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:49.566401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:49.566484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:52.571713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:52.575827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:52.580867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:52.585837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:52.585964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:55.591727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:55.596313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:55.605067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:55.609675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:55.609867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:26:58.615568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:26:58.619588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:26:58.623403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:26:58.626902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:26:58.627002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:01.634204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:01.644194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:01.649284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:01.653349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:01.653453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:04.659561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:04.665210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:04.670043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:04.674542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:04.674638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:07.681610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:07.688201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:07.695155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:07.700636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:07.700890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:10.705926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:10.709993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:10.714146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:10.717874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:10.717967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:13.723980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:13.728617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:13.733998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:13.739969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:13.740156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:16.745276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:16.749871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:16.754734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:16.758792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:16.758891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:19.763390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:19.767897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:19.771797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:19.775795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:19.775891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:22.781301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:22.785250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:22.788951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:22.792513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:22.792592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:25.796936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:25.800782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:25.804490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:25.808595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:25.808749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:28.812953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:28.816854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:28.820701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:28.824616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:28.824786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:31.829664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:31.833879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:31.838114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:31.842358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:31.842495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:34.847641] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:34.852329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:34.856392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:34.860313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:34.860410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:37.865750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:37.870361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:37.874460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:37.878339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:37.878430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:40.884896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:40.889924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:40.895259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:40.900702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:40.900834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:43.905719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:43.910249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:43.914511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:43.918350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:43.918444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:46.922784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:46.926911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:46.930896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:46.934466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:46.934568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:49.939295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:49.943055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:49.946771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:49.950345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:49.950431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:52.954942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:52.958779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:52.962553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:52.966473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:52.966586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:55.970744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:55.975144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:55.979315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:55.983201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:55.983313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:27:58.989348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:27:58.996417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:27:59.002176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:27:59.007582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:27:59.007751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:02.011903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:02.015826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:02.020137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:02.023908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:02.024007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:05.029716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:05.034153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:05.038625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:05.042781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:05.042994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:08.048665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:08.053445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:08.058086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:08.062827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:08.062944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:11.069239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:11.073935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:11.079187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:11.084721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:11.084841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:14.090724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:14.096400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:14.101817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:14.106674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:14.106796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:17.176740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:17.212572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:17.247904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:17.251885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:17.251963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:20.257636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:20.263081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:20.267934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:20.271592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:20.271714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:23.278478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:23.283979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:23.289850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:23.294776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:23.294899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:26.299731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:26.303902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:26.307546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:26.311134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:26.311226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:29.316706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:29.321513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:29.326082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:29.330676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:29.330798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:32.336788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:32.341094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:32.344990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:32.348935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:32.349025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:35.354303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:35.358284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:35.362966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:35.367721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:35.367848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:38.372504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:38.376273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:38.384074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:38.388283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:38.388390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:41.394173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:41.400383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:41.404971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:41.409073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:41.409269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:44.414860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:44.419012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:44.422930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:44.426592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:44.426699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:47.434072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:47.441794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:47.446378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:47.451318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:47.451433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:50.455369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:50.459258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:50.463141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:50.466599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:50.466706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:53.471977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:53.477049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:53.482031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:53.487167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:53.487280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:56.494018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:56.499298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:56.504278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:56.509019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:56.509126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:28:59.514312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:28:59.518168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:28:59.521924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:28:59.525377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:28:59.525476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:02.532060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:02.536714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:02.542090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:02.546801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:02.546959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:05.552038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:05.557011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:05.562672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:05.567737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:05.567861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:08.573541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:08.578246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:08.583150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:08.588266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:08.588382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:11.594464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:11.600502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:11.604929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:11.608976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:11.609071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:14.616218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:14.621172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:14.626384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:14.630195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:14.630275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:17.634741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:17.639899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:17.645314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:17.650094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:17.650207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:20.654666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:20.658092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:20.661524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:20.665160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:20.665254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:23.670212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:23.674780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:23.678994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:23.683327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:23.683445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:26.689537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:26.693355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:26.698164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:26.702370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:26.702464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:29.708608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:29.713383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:29.717556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:29.721606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:29.721720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:32.728502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:32.734834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:32.739058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:32.742960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:32.743050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:35.747909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:35.753281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:35.758066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:35.762237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:35.762338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:38.767812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:38.772193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:38.777208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:38.782813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:38.782918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:41.789374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:41.794537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:41.800269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:41.805545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:41.805699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:44.810496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:44.815882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:44.820877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:44.826174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:44.826348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:47.831327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:47.836272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:47.842216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:47.846520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:47.846618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:50.850987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:50.855064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:50.859857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:50.864044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:50.864153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:53.868865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:53.872921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:53.876704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:53.880463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:53.880552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:56.886639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:56.891714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:56.896174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:56.899866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:56.899944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:29:59.906479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:29:59.911528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:29:59.915737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:29:59.920374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:29:59.920505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:02.926378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:02.930310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:02.934452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:02.942212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:02.942319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:05.984115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:05.988305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:05.992813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:05.997674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:05.997817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:09.002805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:09.007142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:09.011453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:09.015433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:09.015539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:12.020625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:12.025794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:12.029742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:12.033799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:12.033902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:15.039700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:15.044725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:15.049025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:15.053443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:15.053614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:18.123772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:18.158567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:18.194266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:18.198188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:18.198278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:21.202454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:21.206083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:21.209569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:21.213060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:21.213147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:24.218575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:24.223293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:24.229613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:24.234501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:24.234581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:27.239754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:27.244809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:27.249536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:27.253972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:27.254108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:30.259510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:30.263577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:30.267143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:30.271099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:30.271218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:33.282681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:33.287942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:33.291947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:33.295922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:33.296009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:36.306333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:36.310683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:36.314330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:36.317991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:36.318083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:39.323823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:39.328588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:39.334107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:39.339029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:39.339118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:42.343944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:42.348240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:42.352290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:42.356324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:42.356433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:45.363136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:45.372765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:45.378745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:45.382918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:45.383021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:48.388895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:48.394150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:48.399573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:48.403743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:48.403863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:51.408426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:51.412700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:51.417462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:51.422297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:51.422416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:54.426828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:54.431202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:54.435284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:54.439250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:54.439350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:30:57.443973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:30:57.448010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:30:57.451591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:30:57.455409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:30:57.455504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:00.460281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:00.465183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:00.469072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:00.473568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:00.473686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:03.479973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:03.484062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:03.487687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:03.493096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:03.493263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:06.499201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:06.503756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:06.508005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:06.513308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:06.513460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:09.518435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:09.522540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:09.526730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:09.530898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:09.531004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:12.536183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:12.540111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:12.543901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:12.547776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:12.547885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:15.554137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:15.559067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:15.564723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:15.570344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:15.570470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:18.577913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:18.583492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:18.588209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:18.592332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:18.592427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:21.597728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:21.602434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:21.607374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:21.611693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:21.611829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:24.617337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:24.621910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:24.625707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:24.629345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:24.629434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:27.634528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:27.638545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:27.643184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:27.647450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:27.647587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:30.653691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:30.657334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:30.661399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:30.665015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:30.665100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:33.670955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:33.675844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:33.680373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:33.684500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:33.684583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:36.689506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:36.693211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:36.696813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:36.700619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:36.700741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:39.706328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:39.711360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:39.715954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:39.720331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:39.720450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:42.725718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:42.730349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:42.735258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:42.739999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:42.740116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:45.744835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:45.749331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:45.753322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:45.757623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:45.757795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:48.763670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:48.769117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:48.775302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:48.780552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:48.780718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:51.786281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:51.790813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:51.794767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:51.798972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:51.799068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:54.804361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:54.808415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:54.812291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:54.816337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:54.816445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:31:57.823279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:31:57.828263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:31:57.834912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:31:57.841237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:31:57.841388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:00.848508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:00.853567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:00.857915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:00.862324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:00.862415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:03.867771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:03.872160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:03.876357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:03.880440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:03.880554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:06.885933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:06.890024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:06.894880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:06.899536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:06.899627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:09.906098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:09.912164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:09.917321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:09.921877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:09.922022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:12.926518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:12.931564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:12.937130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:12.946919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:12.947085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:15.952536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:15.956835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:15.961702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:15.965882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:15.965991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:18.971259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:18.975928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:18.980439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:18.984235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:18.984321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:21.989800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:21.993472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:21.996869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:22.000248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:22.000333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:25.007149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:25.012084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:25.016263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:25.020307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:25.020396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:28.026236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:28.032164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:28.038989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:28.045044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:28.045192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:31.050158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:31.055361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:31.063763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:31.069693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:31.069797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:34.076232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:34.080905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:34.085504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:34.089141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:34.089225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:37.094859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:37.099490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:37.104365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:37.108694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:37.108809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:40.114734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:40.120312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:40.124324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:40.127871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:40.127966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:43.133049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:43.137747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:43.142238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:43.146530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:43.146627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:46.151899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:46.155766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:46.160124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:46.164875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:46.164962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:49.175146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:49.181119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:49.186837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:49.191852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:49.191980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:52.196563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:52.205139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:52.209890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:52.214628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:52.214781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:55.220383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:55.225086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:55.230192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:55.234448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:55.234565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:32:58.243320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:32:58.253928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:32:58.259734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:32:58.265463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:32:58.265695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:01.271353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:01.276705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:01.282030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:01.287251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:01.287399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:04.294199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:04.298480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:04.303834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:04.309721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:04.309904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:07.316071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:07.352151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:07.387617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:07.392014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:07.392113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:10.398422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:10.405454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:10.411593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:10.416842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:10.416954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:13.421897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:13.425615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:13.429170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:13.433286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:13.433421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:16.439327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:16.444865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:16.449117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:16.453021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:16.453100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:19.460003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:19.465224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:19.470294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:19.474116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:19.474212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:22.479708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:22.483836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:22.487805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:22.491990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:22.492079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:25.498196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:25.502478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:25.508011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:25.512300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:25.512398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:28.519143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:28.523229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:28.526923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:28.530403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:28.530479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:31.535909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:31.540129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:31.543924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:31.547883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:31.548000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:34.554541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:34.560446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:34.566085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:34.570826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:34.570943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:37.575329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:37.580502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:37.584762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:37.588882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:37.590894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:40.596282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:40.600441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:40.604897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:40.609876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:40.610049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:43.615251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:43.619176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:43.622935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:43.627231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:43.627356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:46.633399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:46.638260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:46.643114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:46.647558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:46.647683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:49.654244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:49.660686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:49.667221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:49.673093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:49.673277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:52.678554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:52.682288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:52.685797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:52.689504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:52.689598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:55.695872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:55.703255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:55.708795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:55.715190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:55.715346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:33:58.720028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:33:58.725002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:33:58.729412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:33:58.733448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:33:58.733579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:01.740593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:01.745358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:01.749695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:01.753592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:01.753735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:04.759091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:04.764226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:04.768233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:04.771954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:04.772044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:07.776894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:07.781419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:07.786007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:07.790153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:07.790258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:10.794971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:10.799081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:10.802903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:10.806689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:10.806782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:13.812423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:13.816522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:13.821261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:13.825633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:13.825774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:16.830977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:16.835038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:16.838638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:16.842125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:16.842205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:19.848687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:19.853776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:19.858290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:19.862778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:19.862868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:22.867033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:22.871299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:22.875426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:22.879262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:22.879371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:25.885230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:25.889889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:25.895178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:25.900305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:25.900442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:28.906181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:28.909800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:28.913402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:28.917078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:28.917167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:31.923309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:31.928848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:31.933199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:31.936732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:31.936814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:34.943110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:34.947252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:34.951436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:34.955388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:34.955491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:37.959997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:37.963579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:37.967634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:37.971313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:37.971406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:40.976959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:40.980881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:40.985301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:40.989499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:40.989591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:43.995419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:44.000083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:44.004388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:44.009999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:44.010267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:47.016684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:47.020874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:47.025270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:47.030866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:47.031099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:50.098071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:50.133541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:50.169327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:50.173534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:50.173625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:53.179249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:53.184807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:53.189587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:53.193478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:53.193587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:56.198031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:56.205056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:56.209171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:56.212932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:56.213024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:34:59.219566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:34:59.224237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:34:59.228246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:34:59.231858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:34:59.231959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:02.237278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:02.242121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:02.246543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:02.255223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:02.255370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:05.262796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:05.267996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:05.272543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:05.277217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:05.277560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:08.287900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:08.292212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:08.296908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:08.302844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:08.303064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:11.307833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:11.311621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:11.315262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:11.318920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:11.319033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:14.325286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:14.332019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:14.337076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:14.342048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:14.342159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:17.346440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:17.350844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:17.354590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:17.358320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:17.358413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:20.364408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:20.369810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:20.375163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:20.379467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:20.379607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:23.385812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:23.389610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:23.393395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:23.396906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:23.396996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:26.402095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:26.407050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:26.410975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:26.414704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:26.414787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:29.420531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:29.424462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:29.428116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:29.431557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:29.431676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:32.437817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:32.444092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:32.449028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:32.453736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:32.453833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:35.461437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:35.473878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:35.483357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:35.492882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:35.493147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:38.497069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:38.500862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:38.504225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:38.507715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:38.507805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:41.512698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:41.517416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:41.522031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:41.526393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:41.526481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:44.531431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:44.535075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:44.538683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:44.542120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:44.542231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:47.548747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:47.553911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:47.557708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:47.561610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:47.561737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:50.567032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:50.572366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:50.576961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:50.580883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:50.580980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:53.586712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:53.591992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:53.597445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:53.602382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:53.602517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:56.606531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:56.610893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:56.614964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:56.618724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:56.618815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:35:59.624896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:35:59.629987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:35:59.634924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:35:59.640460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:35:59.640572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:02.645271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:02.649592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:02.653000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:02.657036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:02.657152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:05.662909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:05.667191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:05.671411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:05.675743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:05.675857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:08.682665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:08.688294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:08.693391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:08.698524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:08.698668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:11.705210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:11.711301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:11.715954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:11.721076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:11.721238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:14.726545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:14.730818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:14.734836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:14.742784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:14.742955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:17.747945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:17.752352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:17.757814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:17.762989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:17.763132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:20.767420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:20.771938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:20.777409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:20.782136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:20.782254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:23.786727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:23.791204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:23.795330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:23.799166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:23.799280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:26.803619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:26.807362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:26.811240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:26.815147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:26.815251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:29.819609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:29.823708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:29.827568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:29.831469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:29.831565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:32.836210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:32.841564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:32.846033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:32.849828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:32.849939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:35.855045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:35.859902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:35.863627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:35.868311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:35.868427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:38.873187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:38.876853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:38.880436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:38.884116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:38.884208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:41.890033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:41.893936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:41.898007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:41.901948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:41.902036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:44.907090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:44.911556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:44.916101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:44.920133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:44.920248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:47.925444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:47.930368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:47.934681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:47.938935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:47.939040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:50.944967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:50.949859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:50.954819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:50.958575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:50.958686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:53.963192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:53.967343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:53.971867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:53.975580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:53.975682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:36:56.982829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:36:56.988755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:36:56.995234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:36:57.000670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:36:57.000799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:00.005548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:00.009386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:00.014722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:00.019435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:00.019609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:03.024687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:03.028559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:03.032384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:03.035835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:03.035914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:06.042392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:06.047441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:06.052181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:06.056040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:06.056120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:09.060914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:09.065359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:09.069263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:09.073936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:09.074073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:12.079139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:12.083204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:12.087721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:12.092028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:12.092153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:15.098243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:15.102012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:15.105336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:15.109472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:15.109590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:18.113895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:18.118036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:18.121993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:18.125619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:18.125746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:21.163299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:21.198091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:21.232460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:21.236187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:21.236294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:24.241302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:24.244953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:24.249750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:24.253908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:24.253992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:27.261241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:27.266222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:27.270998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:27.275186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:27.275268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:30.282958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:30.291951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:30.297975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:30.303257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:30.303403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:33.309557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:33.314687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:33.319535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:33.323450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:33.323538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:36.329957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:36.334722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:36.339173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:36.343961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:36.344130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:39.351300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:39.357538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:39.363546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:39.369147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:39.369274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:42.376114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:42.382176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:42.387576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:42.392142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:42.392231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:45.398530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:45.403003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:45.407801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:45.412152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:45.412265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:48.417930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:48.428693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:48.434064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:48.439236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:48.439409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:51.447105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:51.457446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:51.462622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:51.467280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:51.467420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:54.472922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:54.480017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:54.484355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:54.489173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:54.489434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:37:57.494986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:37:57.499684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:37:57.504037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:37:57.509061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:37:57.509219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:00.516750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:00.521762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:00.526794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:00.531553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:00.531673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:03.537566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:03.541404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:03.545300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:03.549201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:03.549287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:06.555376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:06.560260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:06.566140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:06.571195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:06.571288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:09.577324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:09.582711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:09.588262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:09.594213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:09.594372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:12.599544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:12.604076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:12.609109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:12.613871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:12.613992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:15.619351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:15.623518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:15.627873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:15.632084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:15.632211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:18.637577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:18.642471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:18.647624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:18.652269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:18.652385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:21.659549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:21.664376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:21.669508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:21.673450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:21.673555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:24.678980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:24.683318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:24.687449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:24.692623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:24.692762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:27.698928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:27.703807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:27.708202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:27.712965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:27.713061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:30.718430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:30.722754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:30.726794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:30.730949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:30.731080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:33.738373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:33.743809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:33.749517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:33.753888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:33.753993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:36.758882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:36.763484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:36.768149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:36.772683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:36.772798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:39.778821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:39.783395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:39.787309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:39.790983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:39.791077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:42.796569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:42.800807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:42.805014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:42.809098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:42.809228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:45.814542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:45.818866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:45.823608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:45.827501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:45.827599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:48.832971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:48.838159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:48.842665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:48.847832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:48.847951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:51.854371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:51.859025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:51.863435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:51.867249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:51.867339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:54.872143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:54.875828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:54.879825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:54.883260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:54.883343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:38:57.888946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:38:57.893089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:38:57.897278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:38:57.902006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:38:57.902133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:00.907487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:00.914111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:00.918397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:00.922490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:00.922608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:03.930443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:03.937001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:03.942400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:03.947411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:03.947545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:06.952809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:06.957015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:06.961161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:06.964947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:06.965034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:09.972160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:09.977416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:09.982132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:09.986388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:09.986479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:12.991414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:12.995275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:12.998876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:13.002718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:13.002812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:16.008294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:16.012561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:16.016879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:16.021294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:16.021400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:19.027544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:19.032479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:19.037422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:19.042285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:19.042395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:22.111629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:22.146478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:22.181746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:22.186254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:22.186366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:25.191127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:25.195328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:25.199624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:25.204164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:25.204294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:28.212399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:28.217419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:28.221038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:28.224554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:28.224682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:31.230624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:31.235319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:31.240055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:31.244446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:31.244561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:34.250198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:34.254266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:34.258203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:34.262179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:34.262267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:37.266907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:37.270837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:37.275472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:37.280086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:37.280202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:40.286046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:40.294963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:40.300619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:40.306165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:40.306307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:43.312603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:43.317633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:43.323224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:43.328093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:43.328248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:46.333190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:46.336713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:46.340135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:46.343461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:46.343544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:49.349733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:49.353991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:49.358926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:49.363995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:49.364149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:52.370925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:52.375982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:52.382317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:52.387185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:52.387327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:55.393069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:55.397541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:55.401732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:55.405154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:55.405236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:39:58.409793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:39:58.413774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:39:58.417743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:39:58.421552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:39:58.421679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:01.427950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:01.432805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:01.437160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:01.441467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:01.441578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:04.447770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:04.451762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:04.455664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:04.460238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:04.460351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:07.496616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:07.500719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:07.505530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:07.509699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:07.509790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:10.514904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:10.519112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:10.524342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:10.528554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:10.528687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:13.532989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:13.536628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:13.540290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:13.543818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:13.543910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:16.549056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:16.553295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:16.557980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:16.562070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:16.562179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:19.566449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:19.570298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:19.573916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:19.577593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:19.577701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:22.585272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:22.589706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:22.595000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:22.600464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:22.600624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:25.604901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:25.608505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:25.612441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:25.616313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:25.616403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:28.622443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:28.627188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:28.631909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:28.636421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:28.636555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:31.643107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:31.648260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:31.652637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:31.657547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:31.657769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:34.665497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:34.671833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:34.677097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:34.682162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:34.682333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:37.687908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:37.693070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:37.698755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:37.703749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:37.703844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:40.708578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:40.712049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:40.717134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:40.727400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:40.727563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:43.732006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:43.736029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:43.740502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:43.744987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:43.745098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:46.749273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:46.753330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:46.757895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:46.762482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:46.762588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:49.769584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:49.774300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:49.780217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:49.784615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:49.784726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:52.789497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:52.793710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:52.799534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:52.803330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:52.803415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:55.808489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:55.812719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:55.817156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:55.821007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:55.821119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:40:58.825241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:40:58.833996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:40:58.838498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:40:58.842123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:40:58.842228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:01.847057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:01.851634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:01.856398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:01.860797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:01.860910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:04.866558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:04.870933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:04.875388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:04.880157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:04.880269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:07.885006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:07.889611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:07.894763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:07.898843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:07.898974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:10.903991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:10.908464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:10.912885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:10.917016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:10.917125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:13.923050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:13.928492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:13.933441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:13.938516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:13.938669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:16.943046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:16.947212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:16.951774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:16.955753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:16.955852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:19.962059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:19.969095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:19.973083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:19.976564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:19.976672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:22.984288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:22.991291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:22.998127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:23.003768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:23.003914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:26.009434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:26.013588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:26.017811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:26.022114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:26.022218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:29.027969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:29.032680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:29.036932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:29.040955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:29.041058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:32.047191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:32.051939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:32.056897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:32.061325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:32.061459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:35.066928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:35.071497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:35.075717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:35.079661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:35.079763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:38.084982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:38.089390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:38.093873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:38.099223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:38.099339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:41.103726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:41.107872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:41.112209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:41.116351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:41.116455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:44.122856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:44.127996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:44.132247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:44.135683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:44.135766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:47.142885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:47.148198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:47.152817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:47.159008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:47.159111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:50.164721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:50.169668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:50.175222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:50.179955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:50.180137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:53.185465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:53.190286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:53.194739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:53.198860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:53.198953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:56.203774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:56.207637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:56.211436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:56.215442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:56.215560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:41:59.224310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:41:59.230870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:41:59.235855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:41:59.240262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:41:59.240374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:02.246023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:02.250961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:02.255696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:02.260490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:02.260612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:05.265980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:05.271046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:05.277284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:05.282556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:05.282702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:08.287983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:08.292713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:08.296772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:08.301110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:08.301220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:11.306357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:11.310850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:11.315510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:11.320327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:11.320564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:14.326337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:14.330424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:14.334546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:14.338566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:14.338768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:17.343449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:17.347817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:17.352685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:17.357098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:17.357203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:20.362103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:20.366520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:20.371402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:20.375487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:20.375607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:23.383082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:23.388714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:23.394949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:23.399535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:23.399694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:26.405807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:26.411420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:26.415486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:26.421237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:26.421403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:29.427322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:29.431529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:29.435599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:29.439378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:29.439469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:32.445282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:32.450060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:32.453841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:32.458403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:32.458546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:35.464326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:35.468539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:35.473198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:35.477473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:35.477592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:38.481775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:38.485311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:38.489315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:38.493085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:38.493172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:41.498363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:41.502775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:41.506762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:41.510628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:41.510760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:44.516634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:44.521224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:44.525159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:44.528955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:44.529043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:47.534778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:47.538864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:47.542460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:47.546202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:47.546285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:50.551735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:50.555781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:50.560137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:50.564420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:50.564544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:53.570081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:53.574742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:53.579145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:53.583017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:53.583123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:56.587563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:56.592213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:56.596579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:56.600665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:56.600755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:42:59.606384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:42:59.611464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:42:59.615772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:42:59.619961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:42:59.620086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:02.625811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:02.630607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:02.634862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:02.639029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:02.639166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:05.646046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:05.651786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:05.659077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:05.665282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:05.665422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:08.670303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:08.705152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:08.739108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:08.744966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:08.745173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:11.749605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:11.753255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:11.756898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:11.760488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:11.760596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:14.766708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:14.771887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:14.777528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:14.781993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:14.782078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:17.788965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:17.793808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:17.798566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:17.802814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:17.802882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:20.809148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:20.813030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:20.816497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:20.820336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:20.820455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:23.825508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:23.830840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:23.836521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:23.841152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:23.841277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:26.845670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:26.849491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:26.853294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:26.856866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:26.856952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:29.862122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:29.867524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:29.872101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:29.876165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:29.876272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:32.881876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:32.886190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:32.890474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:32.894726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:32.894920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:35.899723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:35.903841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:35.911141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:35.915715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:35.915822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:38.925379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:38.930142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:38.934177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:38.938473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:38.938662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:41.943999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:41.948377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:41.952313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:41.955998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:41.956079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:44.960898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:44.965105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:44.969072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:44.972982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:44.973080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:47.978549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:47.983702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:47.988567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:47.993780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:47.993934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:50.999451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:51.003747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:51.008140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:51.011987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:51.012109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:54.188318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:54.193248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:54.227563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:54.232078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:54.232183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:43:57.237912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:43:57.243077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:43:57.247782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:43:57.252810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:43:57.252923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:00.258002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:00.262088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:00.265735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:00.269582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:00.269791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:03.276575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:03.281933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:03.287430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:03.292083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:03.292207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:06.297060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:06.301713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:06.305326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:06.309096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:06.309186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:09.315856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:09.321960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:09.327886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:09.333866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:09.334025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:12.339539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:12.345762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:12.352138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:12.356560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:12.356667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:15.361105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:15.365394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:15.369261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:15.372966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:15.373050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:18.378668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:18.383893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:18.388621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:18.392602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:18.392722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:21.398749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:21.403111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:21.408030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:21.413162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:21.413331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:24.418370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:24.423327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:24.433916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:24.439237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:24.439426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:27.444018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:27.449236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:27.453681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:27.458275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:27.458392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:30.463342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:30.467231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:30.471316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:30.475158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:30.475259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:33.480970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:33.485338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:33.490510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:33.495010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:33.495109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:36.499856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:36.504009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:36.509042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:36.513391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:36.513497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:39.517978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:39.521883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:39.525720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:39.529499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:39.529588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:42.535637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:42.540619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:42.544426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:42.551057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:42.551167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:45.556005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:45.560574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:45.565325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:45.569680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:45.569811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:48.573868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:48.577570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:48.581199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:48.584751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:48.584837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:51.590309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:51.595814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:51.600321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:51.604994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:51.605108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:54.610326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:54.616168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:54.620421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:54.625360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:54.625498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:44:57.630405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:44:57.634989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:44:57.639579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:44:57.643793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:44:57.643901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:00.649047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:00.653362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:00.657377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:00.661167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:00.661270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:03.666976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:03.672376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:03.677409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:03.682519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:03.682749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:06.688259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:06.692456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:06.696322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:06.699986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:06.700070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:09.705329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:09.710064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:09.714361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:09.718828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:09.718946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:12.724412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:12.728490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:12.732598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:12.736502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:12.736664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:15.742091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:15.746475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:15.750919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:15.755348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:15.755503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:18.761750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:18.766408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:18.771066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:18.775525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:18.775673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:21.780925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:21.785300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:21.789198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:21.793521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:21.793679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:24.798927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:24.806138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:24.813729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:24.817811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:24.817921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:27.824065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:27.828016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:27.832321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:27.836319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:27.836411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:30.840999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:30.845243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:30.849667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:30.853757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:30.853868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:33.859268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:33.863765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:33.868532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:33.872895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:33.873013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:36.877665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:36.881508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:36.885241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:36.889423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:36.889514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:39.895566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:39.900383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:39.904969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:39.909516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:39.909693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:42.914672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:42.919568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:42.923763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:42.927933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:42.928040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:45.934203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:45.939413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:45.944588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:45.948760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:45.948856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:48.954024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:48.957683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:48.961540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:48.965148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:48.965231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:51.970726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:51.975983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:51.981230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:51.985840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:51.985960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:54.991719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:54.997115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:55.002303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:55.006245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:55.006352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:45:58.012175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:45:58.017415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:45:58.022069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:45:58.026312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:45:58.026441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:01.034134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:01.040360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:01.046424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:01.052820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:01.052956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:04.061969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:04.068264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:04.073245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:04.077785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:04.077896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:07.085660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:07.090864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:07.095851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:07.101118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:07.101255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:10.108576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:10.114171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:10.122376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:10.128304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:10.128479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:13.134314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:13.139863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:13.144588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:13.149256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:13.149374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:16.156712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:16.161635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:16.168285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:16.173705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:16.173861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:19.178906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:19.184009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:19.189142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:19.195513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:19.195808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:22.200953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:22.206406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:22.210366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:22.214867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:22.214957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:25.221379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:25.229005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:25.234411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:25.238619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:25.238760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:28.243570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:28.248071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:28.252862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:28.257064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:28.257178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:31.262368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:31.267277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:31.272434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:31.277302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:31.277412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:34.283449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:34.288155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:34.292190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:34.297072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:34.297172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:37.301893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:37.305882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:37.309927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:37.313731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:37.314001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:40.320344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:40.326192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:40.331389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:40.335478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:40.335573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:43.341747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:43.347194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:43.352388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:43.358013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:43.358141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:46.363729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:46.371695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:46.376881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:46.381786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:46.381919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:49.387421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:49.396303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:49.400925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:49.405269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:49.405386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:52.410608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:52.414822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:52.419004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:52.422788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:52.422890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:55.427464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:55.432100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:55.436699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:55.440765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:55.440867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:46:58.445129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:46:58.449711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:46:58.453469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:46:58.457223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:46:58.457316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:01.463610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:01.469328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:01.476379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:01.482223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:01.482578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:04.488714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:04.493549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:04.497534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:04.501149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:04.501232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:07.505630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:07.510296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:07.515199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:07.520037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:07.520168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:10.526298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:10.531006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:10.535629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:10.539731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:10.539846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:13.545094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:13.549285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:13.553381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:13.557710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:13.557813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:16.563937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:16.568495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:16.572790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:16.577153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:16.577261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:19.582307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:19.586825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:19.591015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:19.594798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:19.594911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:22.600620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:22.604830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:22.608628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:22.612508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:22.612625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:25.618696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:25.623612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:25.628286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:25.632945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:25.633081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:28.638818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:28.643691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:28.652049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:28.657152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:28.657282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:31.663171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:31.667327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:31.671339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:31.675296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:31.675389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:34.681190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:34.685121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:34.688983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:34.692916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:34.693007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:37.697970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:37.701868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:37.705799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:37.709625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:37.709748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:40.715102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:40.719240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:40.723951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:40.728399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:40.728499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:43.734173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:43.737989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:43.741898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:43.745474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:43.745575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:46.751025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:46.756086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:46.760112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:46.764238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:46.764355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:49.769858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:49.774063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:49.778317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:49.782355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:49.782458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:52.790133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:52.795526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:52.801389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:52.807164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:52.807310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:55.813726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:55.818738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:55.823374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:55.827295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:55.827381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:47:58.834399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:47:58.839823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:47:58.844362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:47:58.849394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:47:58.849564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:01.855451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:01.860933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:01.866558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:01.871133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:01.871238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:04.875729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:04.879822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:04.883715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:04.887719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:04.887813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:07.894381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:07.899486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:07.903564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:07.907568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:07.907711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:10.913339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:10.917332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:10.921065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:10.924459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:10.924552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:13.930718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:13.934685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:13.938783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:13.942319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:13.942413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:16.947030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:16.950734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:16.954265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:16.957800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:16.957984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:19.964241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:19.969490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:19.974257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:19.980236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:19.980372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:22.985800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:22.990507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:22.995017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:22.998745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:22.998833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:26.006336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:26.103375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:26.138862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:26.143309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:26.143435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:29.150453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:29.155827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:29.160731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:29.165790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:29.165945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:32.171120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:32.175395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:32.179425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:32.183089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:32.183200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:35.188355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:35.193529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:35.197495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:35.201572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:35.201722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:38.207697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:38.213778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:38.218455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:38.222687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:38.222798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:41.227811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:41.232602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:41.238034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:41.241613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:41.241744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:44.246635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:44.251028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:44.254808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:44.258389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:44.258477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:47.263445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:47.267228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:47.271325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:47.275055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:47.275156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:50.279993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:50.283926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:50.287576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:50.291187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:50.291275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:53.296634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:53.300552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:53.304121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:53.307770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:53.307852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:56.313838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:56.319319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:56.324080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:56.329035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:56.329207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:48:59.333798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:48:59.338804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:48:59.342861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:48:59.346186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:48:59.346264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:02.350855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:02.355149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:02.359156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:02.363950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:02.364170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:05.368845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:05.372459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:05.376202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:05.379761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:05.379838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:08.386007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:08.390556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:08.395056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:08.399182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:08.399294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:11.404942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:11.409042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:11.413438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:11.417386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:11.417505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:14.422872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:14.427082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:14.431305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:14.435421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:14.435529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:17.441624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:17.446190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:17.450246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:17.455250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:17.455371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:20.460185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:20.464614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:20.468478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:20.471930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:20.472012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:23.476355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:23.480351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:23.483931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:23.487293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:23.487379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:26.494130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:26.499444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:26.504745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:26.509736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:26.509857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:29.515171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:29.519930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:29.524326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:29.528762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:29.528864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:32.534530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:32.539865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:32.545036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:32.549581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:32.549716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:35.556247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:35.561161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:35.566382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:35.571417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:35.571569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:38.577220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:38.582314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:38.586914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:38.591786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:38.591910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:41.596841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:41.600582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:41.603947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:41.607284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:41.607366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:44.613453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:44.618695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:44.623238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:44.627311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:44.627454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:47.634961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:47.640131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:47.646910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:47.652910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:47.653064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:50.658101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:50.663212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:50.667506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:50.671589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:50.671706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:53.676942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:53.681694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:53.686611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:53.691605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:53.691741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:56.697114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:56.701777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:56.706154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:56.709983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:56.710077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:49:59.714941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:49:59.720695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:49:59.726545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:49:59.732367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:49:59.732543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:02.739028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:02.743492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:02.748035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:02.752689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:02.752814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:05.758677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:05.762592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:05.766356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:05.770311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:05.770424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:08.807122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:08.812136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:08.817588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:08.821846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:08.821961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:11.827833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:11.832021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:11.835683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:11.839328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:11.839415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:14.844202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:14.849298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:14.854254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:14.862437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:14.862549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:17.867714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:17.871969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:17.876263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:17.880517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:17.880615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:20.886121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:20.890137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:20.893543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:20.897248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:20.897381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:23.902741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:23.907734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:23.912612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:23.917896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:23.917997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:26.924240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:26.930538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:26.936251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:26.944300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:26.944477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:29.950394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:29.954856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:29.959200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:29.963807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:29.963928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:32.969070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:32.973359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:32.978170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:32.983793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:32.983955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:35.989223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:35.993934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:35.997681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:36.001790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:36.001889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:39.008099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:39.012353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:39.015925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:39.020099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:39.020203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:42.025076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:42.029391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:42.033600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:42.037592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:42.037724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:45.043254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:45.046822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:45.050227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:45.053748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:45.053841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:48.059347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:48.063138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:48.067120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:48.075942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:48.076125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:51.081284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:51.085263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:51.089338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:51.093608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:51.093733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:54.099495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:54.104513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:54.109621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:54.114786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:54.114920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:50:57.120788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:50:57.124923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:50:57.192705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:50:57.196837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:50:57.196954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:00.202418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:00.207351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:00.211610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:00.215744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:00.215838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:03.221778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:03.226029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:03.231672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:03.236174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:03.236284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:06.241080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:06.245447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:06.249929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:06.254203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:06.254346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:09.260450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:09.264704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:09.268702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:09.272699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:09.272812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:12.277949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:12.283162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:12.288455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:12.292621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:12.292758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:15.297939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:15.302871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:15.307635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:15.312344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:15.312483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:18.319015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:18.323348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:18.327285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:18.330915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:18.331008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:21.337618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:21.343236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:21.347919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:21.353247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:21.353365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:24.358472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:24.362484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:24.365858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:24.369255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:24.369334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:27.373706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:27.378082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:27.383080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:27.388423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:27.388706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:30.392994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:30.396742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:30.400448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:30.404141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:30.404251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:33.409146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:33.413274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:33.417886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:33.422387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:33.422514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:36.428297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:36.432546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:36.436937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:36.440983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:36.441084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:39.446848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:39.451304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:39.455415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:39.459573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:39.459691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:42.464535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:42.468079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:42.471429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:42.474873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:42.474960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:45.480270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:45.484516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:45.488991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:45.492943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:45.493168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:48.501929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:48.506951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:48.511777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:48.515839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:48.515921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:51.522360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:51.527192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:51.531687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:51.536741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:51.536849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:54.542334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:54.547117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:54.551492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:54.556057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:54.556186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:51:57.563712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:51:57.569136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:51:57.573627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:51:57.577243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:51:57.577349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:00.583484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:00.588833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:00.593584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:00.598320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:00.598434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:03.602630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:03.606501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:03.610527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:03.614776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:03.614886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:06.619937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:06.625119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:06.629695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:06.633821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:06.633924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:09.643432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:09.649014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:09.653913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:09.658998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:09.659136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:12.665246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:12.670258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:12.674174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:12.678156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:12.678252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:15.683946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:15.688920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:15.693770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:15.698558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:15.698854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:18.705063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:18.710327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:18.715177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:18.719973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:18.720102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:21.726905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:21.730893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:21.735746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:21.740082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:21.740190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:24.745270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:24.749626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:24.754286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:24.758750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:24.758869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:27.764955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:27.770582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:27.777311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:27.783180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:27.783320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:30.788235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:30.792272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:30.797018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:30.801215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:30.801339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:33.806419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:33.810848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:33.815350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:33.819942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:33.820100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:36.825411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:36.830150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:36.834392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:36.838603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:36.838733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:39.846163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:39.852095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:39.857697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:39.862782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:39.862889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:42.868060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:42.872960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:42.877569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:42.882425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:42.882568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:45.889032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:45.893432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:45.897582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:45.901999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:45.902111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:48.907355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:48.912016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:48.916080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:48.920228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:48.920338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:51.927107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:51.932998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:51.938350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:51.944040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:51.944197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:54.949502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:54.953575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:54.958215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:54.962096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:54.962190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:52:57.970380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:52:57.977068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:52:57.988535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:52:57.993066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:52:57.993207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:00.999951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:01.004316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:01.008636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:01.013008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:01.013098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:04.019895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:04.026266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:04.033094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:04.038004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:04.038132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:07.044862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:07.050455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:07.054933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:07.059169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:07.059291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:10.065725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:10.102222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:10.138382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:10.142864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:10.142979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:13.149429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:13.154933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:13.160674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:13.167035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:13.167289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:16.172381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:16.176207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:16.180017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:16.184225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:16.184340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:19.188442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:19.193635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:19.197891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:19.202601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:19.202755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:22.207943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:22.212318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:22.218168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:22.222794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:22.222891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:25.228289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:25.232451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:25.236515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:25.240357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:25.240468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:28.246449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:28.252156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:28.257844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:28.262781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:28.262916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:31.269086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:31.273954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:31.278671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:31.283381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:31.283534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:34.290664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:34.297268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:34.303203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:34.307904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:34.308069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:37.312565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:37.316278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:37.320579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:37.324483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:37.324609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:40.330390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:40.335145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:40.339382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:40.343255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:40.343370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:43.349954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:43.355181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:43.359472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:43.363295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:43.363401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:46.369000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:46.374551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:46.379702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:46.384863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:46.384995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:49.390040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:49.394093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:49.399371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:49.403542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:49.403667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:52.407906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:52.412294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:52.416323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:52.420399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:52.420505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:55.426521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:55.431149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:55.435556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:55.439695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:55.439774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:53:58.447501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:53:58.453432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:53:58.458548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:53:58.462470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:53:58.462570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:01.468285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:01.472262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:01.476499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:01.481014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:01.481123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:04.487951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:04.493153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:04.497802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:04.502269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:04.502421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:07.508768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:07.514397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:07.520442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:07.526709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:07.526861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:10.538024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:10.544105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:10.550148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:10.555473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:10.555691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:13.562451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:13.568489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:13.574854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:13.580638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:13.580829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:16.587271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:16.591802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:16.596212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:16.602411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:16.602559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:19.610965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:19.618422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:19.625803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:19.632578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:19.632846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:22.639299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:22.644230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:22.648266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:22.652278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:22.652438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:25.659007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:25.665367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:25.672245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:25.678123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:25.678335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:28.688418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:28.697516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:28.705883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:28.711397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:28.711561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:31.722626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:31.728554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:31.732734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:31.736671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:31.736768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:34.742405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:34.747226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:34.752337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:34.756875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:34.757005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:37.762388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:37.767699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:37.772531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:37.776554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:37.776709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:40.784019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:40.790104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:40.795550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:40.802389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:40.802599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:43.809218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:43.814184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:43.819120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:43.823870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:43.823968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:46.830398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:46.836266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:46.841147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:46.846843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:46.847006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:49.852836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:49.858688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:49.863978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:49.869072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:49.869252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:52.875465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:52.885853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:52.891250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:52.895490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:52.895605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:55.901345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:55.906149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:55.911111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:55.915627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:55.915780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:54:58.921811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:54:58.927368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:54:58.932852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:54:58.937411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:54:58.937572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:01.944912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:01.951873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:01.959135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:01.965862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:01.966028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:04.972133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:04.976787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:04.981815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:04.986525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:04.986673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:07.991160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:07.995900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:08.000571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:08.004905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:08.005023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:11.010917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:11.015191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:11.019133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:11.022745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:11.022832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:14.027717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:14.032511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:14.037004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:14.041006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:14.041125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:17.045324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:17.049772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:17.054027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:17.058926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:17.059097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:20.064446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:20.068732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:20.072866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:20.076736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:20.076834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:23.083124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:23.088610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:23.093937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:23.098981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:23.099095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:26.103147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:26.107089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:26.111787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:26.116384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:26.116521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:29.287397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:29.322697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:29.327847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:29.332088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:29.332206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:32.337110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:32.342295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:32.347202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:32.351126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:32.351209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:35.355561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:35.359824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:35.363992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:35.368263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:35.368412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:38.373750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:38.377857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:38.381744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:38.385547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:38.385664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:41.391049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:41.394551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:41.398214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:41.401848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:41.401942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:44.407227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:44.411562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:44.415852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:44.419815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:44.419910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:47.425315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:47.429484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:47.433736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:47.438133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:47.438239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:50.443785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:50.448367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:50.452546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:50.457064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:50.457197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:53.463414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:53.470718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:53.475173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:53.479298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:53.479421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:56.486418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:56.499541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:56.504187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:56.509077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:56.509216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:55:59.515698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:55:59.520930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:55:59.526668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:55:59.530964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:55:59.531056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:02.537269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:02.542054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:02.546902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:02.551224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:02.551371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:05.556930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:05.561204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:05.565602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:05.570380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:05.570483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:08.575492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:08.579743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:08.584744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:08.588941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:08.589045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:11.595770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:11.602042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:11.607867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:11.613129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:11.613252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:14.618014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:14.622054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:14.626031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:14.630012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:14.630104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:17.635494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:17.640191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:17.645544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:17.650778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:17.650907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:20.657252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:20.663156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:20.668314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:20.673046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:20.673145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:23.679473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:23.685108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:23.690278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:23.694940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:23.695109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:26.700985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:26.707812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:26.712405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:26.717462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:26.717600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:29.725192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:29.734137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:29.741680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:29.747051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:29.747190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:32.752611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:32.756982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:32.761095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:32.765470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:32.765548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:35.772915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:35.776872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:35.780843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:35.784554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:35.784628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:38.791231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:38.795743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:38.799801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:38.804233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:38.804354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:41.809191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:41.813162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:41.817290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:41.821861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:41.821976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:44.826726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:44.830597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:44.834348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:44.837964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:44.838063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:47.844032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:47.848323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:47.852349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:47.855989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:47.856080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:50.861887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:50.866108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:50.874471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:50.880434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:50.880570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:53.886927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:53.891613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:53.896322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:53.900508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:53.900636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:56.907191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:56.911204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:56.914750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:56.918176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:56.918261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:56:59.924423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:56:59.929579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:56:59.934616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:56:59.939532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:56:59.939663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:02.945993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:02.950379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:02.955480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:02.960873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:02.961004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:05.966806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:05.973375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:05.978502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:05.984172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:05.984514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:08.990094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:08.994408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:08.999531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:09.004838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:09.004972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:12.011388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:12.016830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:12.020628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:12.024216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:12.024297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:15.029937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:15.035262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:15.040628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:15.045213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:15.045357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:18.050909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:18.055320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:18.060033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:18.063748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:18.063848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:21.069114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:21.073296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:21.077342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:21.082438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:21.082577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:24.087945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:24.092371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:24.097158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:24.101557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:24.101668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:27.106893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:27.111565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:27.115985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:27.121398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:27.121559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:30.189889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:30.195621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:30.201216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:30.225038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:30.225464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:33.230684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:33.234328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:33.237914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:33.241636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:33.241750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:36.247613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:36.252189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:36.256536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:36.261597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:36.261769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:39.267199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:39.271463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:39.275543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:39.279710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:39.279829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:42.285328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:42.289678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:42.293536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:42.297067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:42.297146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:45.302174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:45.306291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:45.310568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:45.315023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:45.315124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:48.321247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:48.325071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:48.329478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:48.334327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:48.334434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:51.340907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:51.345893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:51.350052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:51.354058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:51.354164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:54.359715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:54.363674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:54.367872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:54.371568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:54.371664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:57:57.378191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:57:57.383600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:57:57.388507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:57:57.393185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:57:57.393364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:00.400354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:00.406158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:00.412042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:00.416556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:00.416711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:03.422933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:03.428224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:03.432137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:03.436603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:03.436729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:06.444011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:06.449388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:06.454125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:06.459039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:06.459163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:09.465912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:09.471171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:09.475423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:09.479883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:09.480025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:12.486532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:12.490591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:12.494346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:12.499266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:12.499475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:15.506876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:15.512984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:15.516961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:15.520711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:15.520792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:18.525689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:18.529623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:18.533778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:18.537780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:18.537881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:21.544115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:21.549583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:21.555016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:21.559729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:21.559862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:24.564122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:24.567792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:24.572215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:24.576478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:24.576595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:27.586177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:27.591254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:27.595796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:27.599930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:27.600056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:30.605332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:30.611198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:30.616196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:30.620846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:30.620986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:33.626692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:33.631574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:33.637616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:33.642312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:33.642542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:36.648568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:36.653266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:36.657687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:36.661622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:36.661738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:39.667743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:39.673109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:39.677253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:39.681495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:39.681614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:42.686615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:42.691496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:42.696301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:42.701547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:42.701693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:45.707712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:45.712486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:45.716858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:45.722092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:45.722192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:48.727251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:48.731726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:48.735879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:48.740049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:48.740164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:51.747270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:51.752871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:51.758108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:51.762440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:51.762541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:54.768716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:54.773948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:54.779934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:54.785251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:54.785360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:58:57.790466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:58:57.794979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:58:57.799050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:58:57.803138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:58:57.803241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:00.807241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:00.810896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:00.814581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:00.818057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:00.818141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:03.823308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:03.828093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:03.833398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:03.837407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:03.837506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:06.841881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:06.845518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:06.849130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:06.852687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:06.852773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:09.857474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:09.863165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:09.869091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:09.875811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:09.875947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:12.881112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:12.885999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:12.890252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:12.895702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:12.895838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:15.901237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:15.905759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:15.910131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:15.914924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:15.915041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:18.919966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:18.923890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:18.927793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:18.931527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:18.931622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:21.936633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:21.940581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:21.943990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:21.947588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:21.947702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:24.953979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:24.958559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:24.962959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:24.966994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:24.967089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:27.973279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:27.979150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:27.984513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:27.989052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:27.989167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:30.994288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:30.998398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:31.002493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:31.006039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:31.006114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:34.011839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:34.015865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:34.019941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:34.023855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:34.023955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:37.028852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:37.032336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:37.035764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:37.039534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:37.039619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:40.044684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:40.048468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:40.052284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:40.056069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:40.056159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:43.063042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:43.067862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:43.072927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:43.078734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:43.079123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:46.085414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:46.090023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:46.094721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:46.099567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:46.099763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:49.105719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:49.110798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:49.114940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:49.118871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:49.118960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:52.124123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:52.129059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:52.133278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:52.137342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:52.137684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:55.143133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:55.147015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:55.150855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:55.154993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:55.155103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T17:59:58.161004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T17:59:58.165295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T17:59:58.169395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T17:59:58.174281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T17:59:58.174377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:01.179033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:01.184146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:01.190589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:01.195639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:01.195804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:04.200489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:04.204515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:04.208268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:04.211997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:04.212098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:07.222136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:07.228156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:07.232862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:07.237371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:07.237495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:10.273405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:10.277731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:10.281400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:10.285495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:10.285575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:13.293328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:13.297363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:13.302129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:13.306005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:13.306090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:16.315102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:16.319828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:16.324166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:16.328416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:16.328536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:19.333799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:19.338132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:19.342334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:19.346634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:19.346753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:22.351670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:22.356046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:22.360352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:22.365854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:22.365977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:25.376865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:25.381719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:25.385506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:25.389507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:25.389590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:28.395402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:28.400226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:28.404444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:28.408714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:28.408838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:31.415413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:31.421280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:31.426934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:31.431532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:31.431688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:34.437075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:34.442368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:34.447315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:34.451735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:34.451849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:37.456548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:37.461001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:37.465532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:37.470261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:37.470377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:40.474966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:40.480161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:40.485303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:40.490764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:40.490890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:43.496059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:43.500164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:43.504438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:43.508388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:43.508489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:46.515236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:46.519916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:46.524178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:46.528322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:46.528444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:49.534748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:49.541230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:49.546774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:49.552505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:49.552632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:52.557890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:52.563222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:52.568323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:52.573030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:52.573157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:55.580130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:55.584202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:55.588187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:55.592111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:55.592210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:00:58.597262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:00:58.602287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:00:58.607052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:00:58.612057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:00:58.612178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:01.618535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:01.624400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:01.630452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:01.635839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:01.635971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:04.641265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:04.646938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:04.652717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:04.658291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:04.658428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:07.663386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:07.667799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:07.675751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:07.680084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:07.680213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:10.685450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:10.689392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:10.693638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:10.697531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:10.697667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:13.702914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:13.707133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:13.711195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:13.715242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:13.715346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:16.721966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:16.727451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:16.731867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:16.736061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:16.736165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:19.741321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:19.746710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:19.751536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:19.756457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:19.756583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:22.761980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:22.766320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:22.770484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:22.774441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:22.774579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:25.779531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:25.783874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:25.788960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:25.793885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:25.793985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:28.799969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:28.804823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:28.809094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:28.814691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:28.814836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:31.819844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:31.824551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:31.829727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:31.833734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:31.833845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:34.839438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:34.843856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:34.848317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:34.852752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:34.852865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:37.858979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:37.864591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:37.869059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:37.872835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:37.872929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:40.878391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:40.882721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:40.886516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:40.890163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:40.890242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:43.895516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:43.899791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:43.903381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:43.907192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:43.907291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:46.913598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:46.919813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:46.924949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:46.931117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:46.931232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:49.936492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:49.941379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:49.945821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:49.950337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:49.950493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:52.957847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:52.962604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:52.967744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:52.972729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:52.972851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:55.978050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:55.982298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:55.987503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:55.992367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:55.992507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:01:58.998535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:01:59.003134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:01:59.007615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:01:59.011846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:01:59.011975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:02.081603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:02.117708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:02.153861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:02.159198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:02.159337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:05.163491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:05.168287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:05.172893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:05.177198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:05.177330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:08.181990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:08.185865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:08.189419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:08.192865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:08.192964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:11.197624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:11.201911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:11.206783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:11.211660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:11.211774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:14.216266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:14.221020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:14.225032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:14.229184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:14.229333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:17.234315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:17.239093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:17.243236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:17.246939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:17.247036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:20.251389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:20.255601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:20.259620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:20.263272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:20.263379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:23.268396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:23.272882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:23.278297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:23.282474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:23.282592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:26.287969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:26.292751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:26.297502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:26.301920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:26.302042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:29.307896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:29.312501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:29.317235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:29.321958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:29.322073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:32.328970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:32.333767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:32.338403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:32.342960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:32.343138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:35.348838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:35.354124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:35.358723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:35.363123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:35.363223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:38.368343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:38.373575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:38.378289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:38.382273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:38.382361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:41.388312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:41.392554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:41.396447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:41.400574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:41.400694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:44.406582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:44.410760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:44.415464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:44.420508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:44.420813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:47.426034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:47.430721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:47.435281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:47.439096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:47.439196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:50.445266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:50.449984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:50.454210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:50.458725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:50.458832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:53.464051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:53.467922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:53.471599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:53.475254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:53.475352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:56.481665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:56.487193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:56.492352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:56.497287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:56.497517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:02:59.505251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:02:59.510922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:02:59.515608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:02:59.520064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:02:59.520163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:02.525438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:02.530196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:02.534945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:02.539103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:02.539206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:05.544024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:05.548271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:05.552461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:05.556601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:05.556722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:08.561623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:08.566061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:08.571540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:08.575543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:08.575624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:11.581783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:11.616785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:11.652124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:11.656720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:11.656855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:14.661443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:14.665413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:14.669379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:14.673147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:14.673233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:17.678153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:17.682687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:17.687963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:17.692530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:17.692696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:20.697251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:20.704108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:20.708167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:20.712145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:20.712246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:23.716976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:23.721814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:23.726252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:23.730766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:23.730872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:26.735101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:26.739389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:26.743908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:26.748323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:26.748485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:29.753877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:29.759117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:29.763512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:29.767680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:29.767791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:32.773787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:32.780149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:32.785598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:32.789758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:32.789875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:35.795239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:35.799203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:35.803273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:35.807109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:35.807207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:38.812503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:38.817257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:38.821424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:38.825728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:38.825852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:41.831077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:41.835564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:41.839777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:41.843958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:41.844094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:44.849265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:44.852985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:44.856358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:44.859830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:44.859913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:47.865179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:47.869352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:47.873199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:47.876753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:47.876846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:50.882339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:50.887704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:50.893840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:50.898621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:50.898763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:53.904096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:53.908238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:53.911886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:53.915821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:53.915950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:56.921208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:56.925441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:56.929631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:56.933743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:56.933854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:03:59.939374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:03:59.944682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:03:59.950582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:03:59.954979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:03:59.955078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:02.960497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:02.965919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:02.971768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:02.976819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:02.976956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:05.982064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:05.986850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:05.991941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:05.997385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:05.997535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:09.002425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:09.006815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:09.014485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:09.018514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:09.018626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:12.023102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:12.028247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:12.033486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:12.039333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:12.039555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:15.046061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:15.052335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:15.057022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:15.061166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:15.061296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:18.066269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:18.070697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:18.075204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:18.078835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:18.078922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:21.083667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:21.087383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:21.091340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:21.094913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:21.094992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:24.099260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:24.103226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:24.107209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:24.111524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:24.111680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:27.117523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:27.123136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:27.127401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:27.132239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:27.132352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:30.137975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:30.141999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:30.146004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:30.149952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:30.150041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:33.156333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:33.225163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:33.260774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:33.265638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:33.265803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:36.271001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:36.276945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:36.281467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:36.286197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:36.286356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:39.291617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:39.296370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:39.300966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:39.304706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:39.304796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:42.309519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:42.314251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:42.318877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:42.322890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:42.322998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:45.328498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:45.332502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:45.336489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:45.341519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:45.341694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:48.346210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:48.350024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:48.354019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:48.358046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:48.358139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:51.364203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:51.368516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:51.373139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:51.377832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:51.378205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:54.385973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:54.391561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:54.397527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:54.403449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:54.403608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:04:57.409473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:04:57.414598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:04:57.418826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:04:57.422754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:04:57.422849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:00.429704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:00.433843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:00.437965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:00.441620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:00.441743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:03.452616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:03.458056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:03.463110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:03.467258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:03.467386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:06.472343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:06.476537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:06.480715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:06.484359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:06.484444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:09.489785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:09.494595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:09.499085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:09.503622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:09.503773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:12.509224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:12.513592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:12.517875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:12.522189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:12.522326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:15.528709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:15.533370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:15.537792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:15.542402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:15.542549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:18.548114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:18.554176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:18.560762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:18.566839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:18.566966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:21.572033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:21.576238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:21.579955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:21.583436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:21.583528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:24.588482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:24.592152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:24.595972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:24.600446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:24.600569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:27.606289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:27.610320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:27.613987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:27.618223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:27.618314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:30.624284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:30.629354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:30.633562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:30.637757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:30.637920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:33.644998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:33.649387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:33.653495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:33.657486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:33.657574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:36.665940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:36.670909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:36.674873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:36.678897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:36.679010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:39.684200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:39.688148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:39.691850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:39.695367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:39.695462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:42.701873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:42.706469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:42.711126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:42.716001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:42.716120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:45.722731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:45.728179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:45.733978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:45.738198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:45.738290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:48.744177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:48.748346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:48.751986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:48.755714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:48.755801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:51.761087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:51.766008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:51.770949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:51.775427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:51.775531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:54.781041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:54.785315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:54.789191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:54.793141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:54.793239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:05:57.798345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:05:57.803565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:05:57.808461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:05:57.813700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:05:57.813828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:00.818999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:00.822690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:00.826335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:00.830030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:00.830123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:03.837498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:03.846858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:03.852727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:03.857389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:03.857538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:06.862289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:06.866260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:06.870059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:06.874366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:06.874482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:09.880142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:09.884555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:09.888825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:09.893059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:09.893169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:12.898011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:12.901826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:12.905516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:12.909264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:12.909357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:15.914542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:15.921715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:15.925557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:15.929454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:15.929564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:18.934347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:18.939166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:18.943876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:18.948054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:18.948158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:21.953006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:21.956566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:21.960259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:21.964566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:21.964750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:24.970942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:24.975495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:24.979221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:24.982725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:24.982808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:27.987192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:27.990693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:27.994504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:27.998131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:27.998211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:31.004367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:31.009116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:31.013361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:31.018169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:31.018311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:34.087814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:34.122789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:34.158275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:34.163058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:34.163185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:37.168273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:37.173669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:37.178729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:37.183844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:37.183925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:40.188476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:40.194351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:40.199749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:40.204018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:40.204451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:43.209918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:43.213944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:43.217910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:43.221904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:43.222006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:46.227725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:46.235759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:46.240100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:46.244888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:46.244987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:49.250091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:49.254817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:49.258870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:49.262751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:49.262832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:52.269791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:52.274615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:52.279717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:52.284801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:52.284971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:55.291419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:55.296636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:55.301932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:55.306583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:55.306745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:06:58.312236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:06:58.316327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:06:58.320569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:06:58.324514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:06:58.324623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:01.328987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:01.332934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:01.337478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:01.341402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:01.341502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:04.347023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:04.351487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:04.355930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:04.359693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:04.359895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:07.365425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:07.370432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:07.374426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:07.378420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:07.378526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:10.383463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:10.388060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:10.393052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:10.397934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:10.398066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:13.402564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:13.406716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:13.410506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:13.415028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:13.415146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:16.420326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:16.424573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:16.429199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:16.433048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:16.433142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:19.439353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:19.443944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:19.448279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:19.452344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:19.452455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:22.457345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:22.461374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:22.465314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:22.469010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:22.469118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:25.474932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:25.479234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:25.483588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:25.487878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:25.488028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:28.493007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:28.497074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:28.501094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:28.505100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:28.505205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:31.510263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:31.514467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:31.518991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:31.523347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:31.523450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:34.530320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:34.535500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:34.540392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:34.544801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:34.544917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:37.550768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:37.555799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:37.560465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:37.564541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:37.564675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:40.570976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:40.576128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:40.581105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:40.586183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:40.586307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:43.591820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:43.595775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:43.599285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:43.602809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:43.602891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:46.609049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:46.614893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:46.620518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:46.626687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:46.627154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:49.632048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:49.636049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:49.640161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:49.644232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:49.644378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:52.649947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:52.655474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:52.661037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:52.666025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:52.666179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:55.671553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:55.677771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:55.687817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:55.691947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:55.692068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:07:58.696592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:07:58.700679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:07:58.704916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:07:58.709160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:07:58.709279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:01.714872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:01.718741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:01.722334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:01.726468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:01.726560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:04.732814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:04.737960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:04.742852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:04.747060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:04.747176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:07.753075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:07.756918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:07.760531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:07.764137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:07.764218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:10.770149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:10.773811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:10.777736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:10.781344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:10.781423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:13.786694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:13.796224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:13.802189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:13.808013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:13.808216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:16.813926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:16.818032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:16.821451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:16.824874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:16.824957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:19.830289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:19.834518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:19.838492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:19.842554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:19.842699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:22.848130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:22.852169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:22.855914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:22.859485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:22.859570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:25.865335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:25.869481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:25.873283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:25.877301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:25.877435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:28.882788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:28.886778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:28.891043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:28.894755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:28.894872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:31.900635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:31.904719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:31.908412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:31.912056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:31.912140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:34.918037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:34.923693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:34.928954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:34.932966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:34.933071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:37.937870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:37.942152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:37.945953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:37.950092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:37.950188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:40.955635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:40.960592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:40.966200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:40.970453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:40.970585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:43.975444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:43.979467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:43.983441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:43.987497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:43.987603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:46.992463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:46.996554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:47.001254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:47.005560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:47.005702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:50.012370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:50.018463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:50.023275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:50.027834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:50.027965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:53.032996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:53.037057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:53.040982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:53.044479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:53.044561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:56.050509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:56.054448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:56.058377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:56.062078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:56.062172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:08:59.068669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:08:59.072673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:08:59.076201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:08:59.079800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:08:59.079884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:02.086284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:02.090775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:02.094592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:02.098245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:02.098327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:05.168500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:05.204337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:05.238969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:05.242929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:05.243037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:08.247469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:08.251958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:08.255721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:08.259589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:08.259714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:11.264209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:11.268343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:11.272354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:11.275969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:11.276073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:14.283283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:14.288563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:14.292910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:14.296577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:14.296699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:17.301495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:17.305561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:17.309762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:17.314058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:17.314167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:20.319138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:20.323423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:20.327478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:20.331926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:20.332030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:23.337885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:23.342565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:23.346995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:23.351408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:23.351504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:26.357721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:26.363115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:26.369021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:26.373923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:26.374052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:29.379583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:29.384505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:29.389220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:29.393984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:29.394068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:32.399832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:32.404066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:32.408061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:32.412044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:32.412156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:35.418297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:35.423946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:35.428635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:35.432400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:35.432588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:38.440213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:38.445221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:38.450256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:38.454449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:38.454590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:41.460269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:41.464241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:41.467911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:41.471342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:41.471414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:44.477323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:44.481488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:44.486097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:44.490122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:44.490267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:47.496237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:47.501117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:47.506771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:47.511701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:47.511824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:50.517059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:50.522489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:50.527619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:50.532186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:50.532296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:53.538538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:53.542997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:53.547015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:53.551925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:53.552064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:56.557857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:56.562713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:56.567862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:56.572148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:56.572286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:09:59.578726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:09:59.583727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:09:59.588396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:09:59.593140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:09:59.593298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:02.599258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:02.604704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:02.610121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:02.615317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:02.615463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:05.619782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:05.624430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:05.629959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:05.634080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:05.634186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:08.638507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:08.642827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:08.647031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:08.650941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:08.651044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:11.683005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:11.687194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:11.691203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:11.695435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:11.695540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:14.700154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:14.704541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:14.709196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:14.713665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:14.713850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:17.719988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:17.724083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:17.728358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:17.732956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:17.733081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:20.738519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:20.743178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:20.747093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:20.750705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:20.750810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:23.756236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:23.760416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:23.764406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:23.768326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:23.768428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:26.775165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:26.780098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:26.784344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:26.788473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:26.788582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:29.794211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:29.798409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:29.802993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:29.807711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:29.807851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:32.813245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:32.818317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:32.823303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:32.828933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:32.829063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:35.834281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:35.839744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:35.844919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:35.849172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:35.849252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:38.854349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:38.858382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:38.862365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:38.866363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:38.866464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:41.871841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:41.875767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:41.879769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:41.883277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:41.883364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:44.889611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:44.894016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:44.898102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:44.903889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:44.904031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:47.908807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:47.912713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:47.916595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:47.920350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:47.920447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:50.927256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:50.932916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:50.937772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:50.942328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:50.942469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:53.947904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:53.952299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:53.956588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:53.960796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:53.960916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:56.967041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:56.971838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:56.976093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:56.980217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:56.980315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:10:59.984866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:10:59.988553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:10:59.993149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:10:59.997089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:10:59.997179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:03.001565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:03.005830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:03.010018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:03.013782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:03.013875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:06.110796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:06.145146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:06.180505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:06.186000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:06.186099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:09.190867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:09.195200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:09.199490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:09.203398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:09.203527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:12.208606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:12.212530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:12.216175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:12.226011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:12.226211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:15.230506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:15.234507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:15.238539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:15.242133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:15.242224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:18.246417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:18.250204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:18.253895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:18.257365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:18.257496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:21.266138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:21.270350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:21.274337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:21.277959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:21.278045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:24.283002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:24.287951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:24.292031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:24.296345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:24.296472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:27.302418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:27.308015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:27.312226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:27.316264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:27.316352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:30.320283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:30.323819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:30.327304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:30.330852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:30.330934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:33.335170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:33.338527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:33.341889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:33.345183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:33.345263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:36.352110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:36.358078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:36.362863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:36.366889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:36.367178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:39.372364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:39.376080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:39.379984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:39.383761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:39.383860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:42.390638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:42.395986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:42.401303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:42.406551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:42.406704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:45.411730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:45.415848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:45.420161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:45.423899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:45.423988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:48.429633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:48.434361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:48.438445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:48.442615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:48.442752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:51.448530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:51.453033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:51.457221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:51.462603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:51.462802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:54.468346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:54.472600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:54.476355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:54.480216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:54.480332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:11:57.487305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:11:57.491562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:11:57.496443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:11:57.501510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:11:57.501713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:00.507374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:00.512087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:00.516169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:00.519778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:00.519859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:03.525478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:03.529797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:03.533627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:03.537280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:03.537363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:06.547357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:06.553174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:06.559358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:06.564688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:06.564834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:09.575158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:09.579755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:09.583531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:09.587798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:09.587965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:12.593133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:12.596901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:12.600732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:12.604313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:12.604402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:15.610126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:15.615231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:15.620281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:15.625433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:15.625594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:18.630073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:18.634305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:18.638562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:18.642171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:18.642252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:21.646958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:21.651380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:21.655934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:21.660060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:21.660185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:24.664565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:24.668522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:24.672336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:24.676387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:24.676510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:27.681697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:27.686571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:27.691505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:27.696582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:27.696759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:30.702030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:30.707962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:30.712435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:30.717549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:30.717689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:33.723826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:33.729789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:33.735060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:33.740340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:33.740472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:36.746986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:36.752087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:36.756374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:36.759910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:36.759998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:39.764486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:39.768454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:39.772989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:39.777185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:39.777282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:42.782027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:42.786039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:42.790056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:42.793925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:42.794041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:45.799481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:45.803557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:45.809282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:45.813900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:45.813995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:48.818722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:48.823002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:48.826707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:48.830683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:48.830776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:51.835772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:51.839688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:51.843188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:51.846745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:51.846831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:54.852381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:54.856804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:54.861162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:54.865636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:54.865762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:12:57.871923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:12:57.876725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:12:57.881572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:12:57.887180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:12:57.887315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:00.892443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:00.896342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:00.900355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:00.903823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:00.903920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:03.908457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:03.913447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:03.917529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:03.921160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:03.921423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:06.927564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:06.931894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:06.936337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:06.940473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:06.940610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:09.946027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:09.950266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:09.955069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:09.959105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:09.959467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:12.964766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:12.998897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:13.033293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:13.037257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:13.037349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:16.042061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:16.046090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:16.049873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:16.053588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:16.053716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:19.059978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:19.064612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:19.069774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:19.074845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:19.074960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:22.079444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:22.083506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:22.087234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:22.090972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:22.091084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:25.095769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:25.099418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:25.103405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:25.107694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:25.107804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:28.111977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:28.115714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:28.119383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:28.122849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:28.122930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:31.127601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:31.132262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:31.136355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:31.140111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:31.140201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:34.144318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:34.147901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:34.151309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:34.154882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:34.154966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:37.161264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:37.230207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:37.265490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:37.269838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:37.269937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:40.274304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:40.278352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:40.282168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:40.286126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:40.286250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:43.291712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:43.296071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:43.305270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:43.309043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:43.309144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:46.314815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:46.318777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:46.322634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:46.326611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:46.326746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:49.332775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:49.337059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:49.341370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:49.345933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:49.346043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:52.350676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:52.354749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:52.359014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:52.363028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:52.363127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:55.369722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:55.374182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:55.378334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:55.382612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:55.382720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:13:58.388122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:13:58.392979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:13:58.397829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:13:58.402491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:13:58.402612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:01.407813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:01.413943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:01.419522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:01.424899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:01.425040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:04.429545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:04.433752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:04.437591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:04.441447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:04.441575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:07.445916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:07.450296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:07.454693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:07.458293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:07.458381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:10.465237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:10.469489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:10.473172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:10.476799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:10.476881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:13.482674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:13.488249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:13.493243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:13.498816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:13.498944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:16.504395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:16.508465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:16.512162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:16.515978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:16.516070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:19.521552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:19.526051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:19.530507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:19.534842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:19.534970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:22.540427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:22.544715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:22.548568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:22.553017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:22.553139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:25.558309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:25.563350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:25.568130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:25.572362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:25.572461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:28.580820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:28.587957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:28.594714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:28.601230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:28.601406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:31.605912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:31.610273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:31.614417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:31.618431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:31.618538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:34.623770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:34.627803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:34.632270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:34.636473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:34.636559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:37.642117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:37.646747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:37.652242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:37.657363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:37.657512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:40.662599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:40.668010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:40.672731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:40.677479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:40.677596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:43.683509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:43.688971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:43.693895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:43.697923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:43.698010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:46.706050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:46.712324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:46.718216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:46.723631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:46.723832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:49.732282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:49.737261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:49.742296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:49.747391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:49.747546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:52.752546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:52.756244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:52.760335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:52.763978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:52.764076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:55.769223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:55.773320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:55.777159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:55.781006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:55.781098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:14:58.787263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:14:58.791924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:14:58.796558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:14:58.800887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:14:58.800995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:01.805885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:01.810403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:01.814959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:01.822821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:01.822931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:04.828331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:04.833238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:04.837159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:04.840998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:04.841089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:07.847043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:07.851897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:07.856959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:07.861326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:07.861430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:10.865890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:10.870389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:10.876892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:10.881107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:10.881203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:13.886901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:13.891387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:13.896937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:13.902161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:13.902268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:16.906802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:16.910636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:16.914449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:16.918614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:16.918729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:19.923241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:19.927851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:19.932633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:19.936771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:19.936892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:22.941983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:22.946910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:22.950944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:22.954876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:22.954972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:25.960417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:25.964793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:25.968502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:25.972234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:25.972362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:28.977337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:28.981090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:28.984798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:28.988870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:28.988959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:31.993895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:31.998681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:32.003440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:32.007859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:32.007961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:35.013683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:35.021030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:35.024600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:35.028356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:35.028458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:38.034975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:38.076110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:38.110620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:38.231155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:38.231321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:41.236881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:41.241898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:41.246562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:41.251391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:41.251499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:44.256546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:44.260264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:44.263833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:44.267282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:44.267376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:47.272393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:47.276880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:47.281347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:47.285901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:47.286014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:50.291404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:50.295585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:50.299679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:50.303697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:50.303808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:53.309461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:53.313931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:53.317691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:53.321174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:53.321263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:56.326709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:56.330867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:56.334430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:56.338936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:56.339058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:15:59.344363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:15:59.348844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:15:59.353074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:15:59.357348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:15:59.357507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:02.364087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:02.368599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:02.372588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:02.376219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:02.376344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:05.382512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:05.387065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:05.391008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:05.394909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:05.395014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:08.400819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:08.405752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:08.410808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:08.414956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:08.415053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:11.420284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:11.424172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:11.427774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:11.431179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:11.431264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:14.437703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:14.442318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:14.446551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:14.450533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:14.450631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:17.455766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:17.459742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:17.463424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:17.467055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:17.467145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:20.473803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:20.479220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:20.484506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:20.489919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:20.490008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:23.495392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:23.501671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:23.506010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:23.510001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:23.510123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:26.514545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:26.519037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:26.523464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:26.527272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:26.527361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:29.532852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:29.537062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:29.541090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:29.544876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:29.544967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:32.551354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:32.556637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:32.560956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:32.564908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:32.564990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:35.569662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:35.573589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:35.577524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:35.581134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:35.581222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:38.585858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:38.590990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:38.595820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:38.599801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:38.599904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:41.605803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:41.610876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:41.616671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:41.620957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:41.621119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:44.626120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:44.630768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:44.635077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:44.639107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:44.639221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:47.644906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:47.649762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:47.654167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:47.658393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:47.658509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:50.663285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:50.667074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:50.670765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:50.674282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:50.674370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:53.679115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:53.683626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:53.693852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:53.699232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:53.699323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:56.704817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:56.708754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:56.713571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:56.719100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:56.719219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:16:59.724667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:16:59.728912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:16:59.732981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:16:59.737597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:16:59.737734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:02.743470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:02.748396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:02.753066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:02.757477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:02.757601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:05.765104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:05.770182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:05.775234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:05.782532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:05.782758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:08.788173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:08.792936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:08.798047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:08.802399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:08.802509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:11.807343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:11.811865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:11.816047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:11.820418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:11.820717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:14.825031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:14.828848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:14.833262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:14.837580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:14.837705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:17.843050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:17.847700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:17.851877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:17.856343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:17.856436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:20.861734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:20.866485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:20.871051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:20.875361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:20.875461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:23.884266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:23.888710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:23.892861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:23.896867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:23.896994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:26.902027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:26.906787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:26.910761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:26.915256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:26.915365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:29.921512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:29.926736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:29.931829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:29.936724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:29.936874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:32.941733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:32.945541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:32.949206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:32.952765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:32.952868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:35.958527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:35.963514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:35.968883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:35.974168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:35.974276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:38.979699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:38.984616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:38.989166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:38.993561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:38.993739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:41.999879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:42.004267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:42.008771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:42.014551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:42.014662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:45.020014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:45.024525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:45.028276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:45.031750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:45.031838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:48.036421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:48.041072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:48.045115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:48.049007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:48.049123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:51.054190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:51.058578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:51.062340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:51.066095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:51.066191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:54.072556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:54.077891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:54.083195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:54.087996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:54.088159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:17:57.093001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:17:57.096927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:17:57.101159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:17:57.104957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:17:57.105062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:00.113894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:00.117627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:00.121241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:00.125188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:00.125272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:03.129780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:03.134247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:03.139004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:03.142888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:03.142977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:06.149058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:06.153914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:06.158039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:06.162221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:06.162364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:09.168032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:09.174412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:09.180598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:09.184916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:09.184996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:12.189305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:12.193182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:12.196914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:12.200790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:12.200897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:15.207932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:15.213932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:15.219663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:15.225842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:15.226011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:18.232296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:18.237130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:18.242487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:18.247922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:18.248245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:21.253700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:21.257626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:21.261503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:21.266116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:21.266230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:24.271317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:24.275128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:24.278845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:24.282247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:24.282325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:27.288616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:27.295246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:27.300110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:27.304602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:27.304750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:30.311124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:30.315983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:30.320498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:30.325233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:30.325589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:33.331617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:33.336791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:33.341160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:33.345425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:33.345546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:36.351855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:36.355837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:36.359674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:36.363474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:36.363557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:39.369834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:39.375247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:39.381846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:39.387010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:39.387158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:42.391488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:42.396157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:42.399705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:42.403922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:42.404012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:45.408797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:45.412838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:45.416600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:45.420439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:45.420527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:48.425719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:48.429493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:48.433136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:48.436672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:48.436753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:51.443681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:51.449433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:51.453638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:51.457743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:51.457837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:54.462942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:54.469515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:54.474170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:54.478739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:54.478977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:18:57.484411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:18:57.488627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:18:57.492964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:18:57.497765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:18:57.497904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:00.503285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:00.507621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:00.511950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:00.516030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:00.516153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:03.521265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:03.525102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:03.529017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:03.533063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:03.533175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:06.537987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:06.541784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:06.545825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:06.549913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:06.550048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:09.555272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:09.560115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:09.564988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:09.569522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:09.569620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:12.574684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:12.579007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:12.583311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:12.587539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:12.587668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:15.594469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:15.599744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:15.604071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:15.607715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:15.607826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:18.613606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:18.617700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:18.621359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:18.625066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:18.625152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:21.630836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:21.634684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:21.638715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:21.643007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:21.643106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:24.648604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:24.653094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:24.657477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:24.662319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:24.662439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:27.667715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:27.671910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:27.676519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:27.680779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:27.680892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:30.686217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:30.689886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:30.693448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:30.697206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:30.697306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:33.702792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:33.706989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:33.711061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:33.714812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:33.714902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:36.720321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:36.724180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:36.727798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:36.731214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:36.731294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:39.738964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:39.744942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:39.750099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:39.753986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:39.754086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:42.758903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:42.763970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:42.768880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:42.772523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:42.772630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:45.777855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:45.782637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:45.787326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:45.791668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:45.791783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:48.796144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:48.800081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:48.803965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:48.807661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:48.807753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:51.811835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:51.816594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:51.820797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:51.826312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:51.826410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:54.831940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:54.836271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:54.840198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:54.844352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:54.844463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:19:57.850667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:19:57.855071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:19:57.859484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:19:57.865132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:19:57.865310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:00.871505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:00.876702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:00.882446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:00.887786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:00.887889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:03.894370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:03.899264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:03.903114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:03.907208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:03.907324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:06.912443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:06.916998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:06.921404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:06.925327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:06.925417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:09.930950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:09.934792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:09.939676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:09.943377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:09.943457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:12.975387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:12.979784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:12.983768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:12.987329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:12.987465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:15.992417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:15.996142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:15.999925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:16.003404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:16.003484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:19.009001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:19.013036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:19.017096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:19.023559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:19.023681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:22.028860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:22.032926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:22.036473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:22.040261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:22.040365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:25.046937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:25.051258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:25.055025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:25.058831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:25.058929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:28.064252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:28.068311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:28.072145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:28.076039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:28.076164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:31.081950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:31.086156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:31.090514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:31.094256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:31.094363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:34.099618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:34.103442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:34.107909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:34.111751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:34.111835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:37.117295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:37.121352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:37.125173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:37.128883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:37.128990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:40.306769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:40.341498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:40.376195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:40.379969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:40.380051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:43.384861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:43.388419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:43.392075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:43.395469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:43.395553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:46.401231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:46.405980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:46.411668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:46.417127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:46.417241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:49.422932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:49.427174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:49.431172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:49.435078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:49.435178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:52.440408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:52.444793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:52.448951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:52.452768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:52.452877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:55.461572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:55.467441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:55.472901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:55.478004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:55.478143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:20:58.485493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:20:58.490531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:20:58.495493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:20:58.500623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:20:58.500822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:01.506267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:01.510548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:01.514951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:01.519253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:01.519376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:04.525396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:04.531196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:04.536930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:04.541853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:04.542016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:07.546526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:07.551018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:07.554833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:07.558456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:07.558552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:10.562930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:10.567753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:10.573743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:10.578406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:10.578529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:13.583678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:13.591161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:13.595792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:13.599900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:13.600021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:16.604902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:16.609130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:16.613243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:16.617149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:16.617241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:19.623687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:19.628573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:19.632683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:19.636464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:19.636550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:22.641130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:22.645205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:22.648897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:22.653549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:22.653694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:25.658441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:25.662452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:25.666286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:25.670101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:25.670196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:28.675626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:28.680098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:28.684099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:28.687704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:28.687793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:31.692746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:31.696998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:31.700884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:31.704637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:31.704748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:34.710503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:34.715332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:34.719811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:34.724503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:34.724685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:37.730441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:37.735367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:37.739855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:37.743787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:37.743877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:40.749713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:40.754365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:40.762150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:40.766606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:40.766766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:43.771113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:43.775256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:43.778705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:43.782236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:43.782332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:46.788919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:46.793535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:46.799047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:46.803543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:46.803709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:49.809864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:49.814035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:49.819043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:49.822936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:49.823075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:52.828495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:52.832317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:52.836364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:52.844518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:52.844668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:55.849073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:55.853304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:55.857587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:55.861538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:55.861678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:21:58.866726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:21:58.870981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:21:58.875588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:21:58.881971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:21:58.882082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:01.886684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:01.891158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:01.895497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:01.899933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:01.900035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:04.906389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:04.911365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:04.916154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:04.921929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:04.922566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:07.929947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:07.935004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:07.939890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:07.944723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:07.944853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:10.950818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:10.957903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:10.967431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:10.972578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:10.972714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:13.976891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:13.981030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:13.985079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:13.988951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:13.989052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:16.994184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:16.999282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:17.005245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:17.009325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:17.009420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:20.014113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:20.018716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:20.023101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:20.027073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:20.027158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:23.031500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:23.035359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:23.038958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:23.042594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:23.042704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:26.047293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:26.050973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:26.054504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:26.057883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:26.057963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:29.062174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:29.065716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:29.069200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:29.072634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:29.072731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:32.078161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:32.082071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:32.086543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:32.090743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:32.090849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:35.096150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:35.102147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:35.108730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:35.113385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:35.113569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:38.119288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:38.124683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:38.129764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:38.133725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:38.133820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:41.138235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:41.143576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:41.149002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:41.153494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:41.153599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:44.158079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:44.161857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:44.165820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:44.169613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:44.169731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:47.175024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:47.180233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:47.184891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:47.189253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:47.189357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:50.194585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:50.198244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:50.201934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:50.205520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:50.205619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:53.211498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:53.215954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:53.220719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:53.224915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:53.224999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:56.231199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:56.238585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:56.244488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:56.249977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:56.250135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:22:59.256224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:22:59.265023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:22:59.270017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:22:59.274866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:22:59.274986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:02.280210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:02.283975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:02.287400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:02.291016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:02.291102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:05.296468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:05.301520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:05.305505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:05.309512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:05.309725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:08.315921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:08.320045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:08.324975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:08.330684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:08.330881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:11.337361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:11.342845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:11.348273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:11.352864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:11.353002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:14.359135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:14.394460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:14.430102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:14.436060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:14.436224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:17.442633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:17.447490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:17.452323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:17.456149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:17.456309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:20.461375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:20.465253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:20.468831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:20.472368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:20.472456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:23.476670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:23.480182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:23.483811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:23.487267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:23.487352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:26.493123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:26.497227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:26.503070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:26.507705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:26.507798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:29.513263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:29.518012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:29.522511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:29.527361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:29.527477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:32.532537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:32.537322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:32.541026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:32.544427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:32.544514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:35.548537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:35.552253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:35.555850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:35.559808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:35.559914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:38.564416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:38.568283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:38.572706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:38.576727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:38.576861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:41.584865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:41.589910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:41.594851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:41.598539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:41.598626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:44.604211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:44.609043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:44.612988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:44.616903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:44.616995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:47.621769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:47.625907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:47.630920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:47.635659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:47.635768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:50.641290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:50.645691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:50.650028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:50.654153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:50.654272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:53.659750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:53.664703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:53.669181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:53.673413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:53.673541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:56.680615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:56.685041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:56.689722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:56.694771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:56.694934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:23:59.699426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:23:59.703001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:23:59.706965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:23:59.710671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:23:59.710758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:02.716455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:02.721077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:02.725459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:02.729551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:02.729688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:05.735163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:05.739142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:05.743076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:05.747018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:05.747134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:08.753275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:08.757163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:08.761043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:08.764906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:08.765013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:11.772155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:11.779156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:11.785411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:11.790581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:11.790712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:14.795310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:14.799246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:14.803384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:14.808103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:14.808230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:17.813715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:17.818460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:17.822838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:17.826750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:17.826857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:20.833033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:20.838439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:20.843334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:20.848258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:20.848386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:23.853213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:23.858207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:23.863082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:23.867678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:23.867801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:26.872622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:26.877159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:26.881834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:26.886036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:26.886152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:29.890333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:29.894664] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:29.900044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:29.907493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:29.907638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:32.911931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:32.915560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:32.919447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:32.923025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:32.923108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:35.927759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:35.931708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:35.935498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:35.939560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:35.939699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:38.944377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:38.948676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:38.953199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:38.957511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:38.957674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:41.964337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:41.971918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:41.978271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:41.982582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:41.982740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:44.987916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:44.992297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:44.996876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:45.000578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:45.000775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:48.005980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:48.010757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:48.015927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:48.020753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:48.020880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:51.025955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:51.029856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:51.033618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:51.037357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:51.037499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:54.042579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:54.047622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:54.052548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:54.057925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:54.058058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:24:57.063519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:24:57.068685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:24:57.073903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:24:57.078818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:24:57.078939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:00.083515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:00.087773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:00.091674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:00.095286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:00.095387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:03.100107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:03.104388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:03.109001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:03.112925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:03.113017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:06.121182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:06.126065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:06.130621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:06.135068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:06.135180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:09.139698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:09.143573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:09.147631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:09.151580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:09.151717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:12.157568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:12.162688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:12.167362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:12.171281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:12.171405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:15.176780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:15.181466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:15.186439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:15.190700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:15.190817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:18.197102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:18.201998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:18.206242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:18.209936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:18.210019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:21.215121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:21.219034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:21.222667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:21.226519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:21.226629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:24.232099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:24.236412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:24.240759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:24.245024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:24.245132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:27.254319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:27.259213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:27.263705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:27.268020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:27.268118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:30.273942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:30.278272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:30.283092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:30.287339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:30.287478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:33.294902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:33.300370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:33.305142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:33.310712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:33.310835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:36.316477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:36.321141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:36.325555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:36.330714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:36.330838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:39.336381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:39.341286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:39.346151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:39.350431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:39.350566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:42.361891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:42.367136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:42.371553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:42.376057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:42.376150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:45.380951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:45.385181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:45.389094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:45.393116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:45.393204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:48.397702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:48.401543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:48.405233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:48.410172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:48.410297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:51.414813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:51.418906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:51.422597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:51.425986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:51.426065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:54.432316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:54.437276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:54.445493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:54.449997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:54.450121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:25:57.454880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:25:57.459436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:25:57.463180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:25:57.467051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:25:57.467125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:00.473791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:00.479319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:00.483951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:00.488514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:00.488772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:03.493977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:03.498398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:03.503115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:03.506767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:03.506867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:06.512167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:06.516216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:06.520289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:06.524212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:06.524314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:09.529745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:09.533745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:09.537744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:09.541237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:09.541345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:12.547196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:12.552750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:12.558017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:12.561609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:12.561719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:15.570570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:15.574692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:15.578547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:15.582998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:15.583382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:18.589107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:18.593271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:18.597327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:18.601430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:18.601524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:21.607689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:21.611859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:21.615858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:21.620036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:21.620121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:24.625461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:24.629330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:24.633030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:24.636936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:24.637028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:27.642400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:27.646587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:27.650585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:27.654450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:27.654537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:30.660723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:30.666955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:30.673146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:30.677924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:30.678056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:33.683030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:33.686680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:33.690613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:33.694490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:33.694602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:36.699578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:36.704464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:36.709899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:36.714095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:36.714259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:39.719934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:39.725426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:39.730752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:39.735873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:39.736034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:42.744512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:42.753077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:42.761218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:42.767491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:42.767680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:45.772128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:45.776554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:45.780945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:45.784853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:45.784953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:48.789063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:48.792673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:48.796861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:48.800944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:48.801035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:51.806008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:51.810304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:51.814889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:51.819265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:51.819369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:54.823522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:54.827280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:54.831443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:54.836370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:54.836477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:26:57.841343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:26:57.845516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:26:57.850281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:26:57.854166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:26:57.854251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:00.859256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:00.863139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:00.866941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:00.870665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:00.870765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:03.876094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:03.880679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:03.884392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:03.888159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:03.888251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:06.894474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:06.903772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:06.908637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:06.912695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:06.912775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:09.916684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:09.920329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:09.924241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:09.928027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:09.928131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:12.932197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:12.936297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:12.940519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:12.944036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:12.944123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:15.948214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:15.951975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:15.955594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:15.959088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:15.959177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:18.963629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:18.967536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:18.973973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:18.978107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:18.978365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:21.983755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:21.987747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:21.991164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:21.994784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:21.994871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:25.000717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:25.004920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:25.008554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:25.012173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:25.012270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:28.017709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:28.022267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:28.026461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:28.030756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:28.030880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:31.035510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:31.039308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:31.043005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:31.046709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:31.046811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:34.053852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:34.059229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:34.066879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:34.072130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:34.072257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:37.076857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:37.080721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:37.084937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:37.089333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:37.089439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:40.093751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:40.097931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:40.101986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:40.106484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:40.106614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:43.145422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:43.180736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:43.216509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:43.220943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:43.221051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:46.226197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:46.230274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:46.234061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:46.237971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:46.238046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:49.242156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:49.245672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:49.249245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:49.252737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:49.252819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:52.257153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:52.260962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:52.264997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:52.268852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:52.268950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:55.273523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:55.277496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:55.281610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:55.285715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:55.285823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:27:58.291225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:27:58.295850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:27:58.299970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:27:58.304375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:27:58.304890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:01.309865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:01.313520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:01.317359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:01.321740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:01.321833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:04.327389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:04.332716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:04.338131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:04.342281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:04.342681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:07.347990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:07.351937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:07.355828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:07.359831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:07.359914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:10.364840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:10.369310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:10.373152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:10.376713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:10.376801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:13.382882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:13.388915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:13.393957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:13.399124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:13.399257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:16.404147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:16.408182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:16.411961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:16.415574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:16.415704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:19.421553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:19.426468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:19.430806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:19.434865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:19.434974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:22.439961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:22.444404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:22.448304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:22.452022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:22.452120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:25.457104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:25.461223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:25.464905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:25.468481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:25.468564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:28.474375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:28.478982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:28.485366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:28.489826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:28.489936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:31.496570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:31.501415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:31.505796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:31.509633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:31.509740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:34.516384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:34.522026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:34.526477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:34.531610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:34.531758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:37.537260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:37.546532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:37.550400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:37.555039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:37.555175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:40.560290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:40.564202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:40.567683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:40.571260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:40.571345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:43.577267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:43.581601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:43.585892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:43.589368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:43.589452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:46.595022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:46.599078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:46.603040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:46.606904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:46.606997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:49.612315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:49.616432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:49.620524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:49.625431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:49.625567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:52.631547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:52.636842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:52.643728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:52.648223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:52.648351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:55.653214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:55.657429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:55.662232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:55.666427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:55.666520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:28:58.671860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:28:58.676415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:28:58.680555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:28:58.684465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:28:58.684553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:01.689804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:01.694324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:01.698617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:01.703129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:01.703243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:04.707560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:04.711553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:04.715163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:04.718682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:04.718771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:07.724186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:07.729031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:07.734596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:07.740408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:07.740519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:10.745267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:10.749533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:10.753321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:10.756890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:10.756974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:13.763685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:13.768261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:13.773107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:13.777686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:13.777801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:16.782537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:16.786249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:16.790376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:16.794627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:16.794780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:19.800198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:19.804432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:19.808362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:19.812741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:19.812835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:22.817940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:22.822248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:22.826113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:22.830912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:22.831041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:25.837301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:25.842586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:25.846467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:25.851005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:25.851104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:28.855695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:28.860421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:28.865478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:28.871016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:28.871156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:31.876352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:31.880684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:31.885441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:31.890363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:31.890476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:34.894507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:34.898154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:34.901715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:34.905158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:34.905251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:37.911300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:37.917311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:37.923545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:37.929144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:37.929303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:40.934946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:40.938926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:40.942697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:40.947900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:40.947982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:43.952842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:43.958075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:43.962887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:43.967563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:43.967743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:46.973060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:46.977421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:46.981251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:46.985043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:46.985138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:49.990100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:49.994274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:49.997812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:50.001292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:50.001383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:53.007217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:53.011676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:53.015452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:53.019174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:53.019257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:56.024757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:56.029035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:56.033450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:56.037691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:56.037789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:29:59.042204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:29:59.045940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:29:59.049569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:29:59.053532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:29:59.053678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:02.058439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:02.062209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:02.065749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:02.069176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:02.069258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:05.074764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:05.079790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:05.084707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:05.090044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:05.090148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:08.095778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:08.099618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:08.103591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:08.107675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:08.107771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:11.113633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:11.117597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:11.122353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:11.126426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:11.126528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:14.162904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:14.198104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:14.233617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:14.237751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:14.237866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:17.243213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:17.248489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:17.252787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:17.256504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:17.256597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:20.261445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:20.265687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:20.269379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:20.272848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:20.272926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:23.278425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:23.282628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:23.286614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:23.290441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:23.290523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:26.296426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:26.300931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:26.306073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:26.310252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:26.310348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:29.315530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:29.320548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:29.325630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:29.330479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:29.330614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:32.335459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:32.339478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:32.343308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:32.347311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:32.347458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:35.352304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:35.356595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:35.361805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:35.365522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:35.365614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:38.371395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:38.375850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:38.380115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:38.384047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:38.384154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:41.390743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:41.394968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:41.399151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:41.403486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:41.403604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:44.409538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:44.414685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:44.419729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:44.423880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:44.423993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:47.429337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:47.433303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:47.437181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:47.440973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:47.441070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:50.447167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:50.451895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:50.456433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:50.461585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:50.461739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:53.467067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:53.471180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:53.475163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:53.479382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:53.479489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:56.485424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:56.489811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:56.493452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:56.496980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:56.497061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:30:59.502825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:30:59.507613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:30:59.512376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:30:59.516697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:30:59.516818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:02.522448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:02.526694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:02.530506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:02.534405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:02.534488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:05.540817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:05.546241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:05.550754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:05.554854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:05.554972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:08.560342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:08.564163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:08.568090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:08.572046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:08.572174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:11.577995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:11.581565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:11.585848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:11.590111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:11.590206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:14.595122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:14.600143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:14.604604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:14.608325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:14.608407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:17.614764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:17.622620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:17.628292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:17.633788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:17.633937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:20.638941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:20.642954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:20.646860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:20.650818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:20.650924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:23.656859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:23.661823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:23.667449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:23.673688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:23.673850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:26.679757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:26.683912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:26.687664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:26.691461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:26.691542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:29.696662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:29.701484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:29.705116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:29.708753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:29.708841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:32.713675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:32.718136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:32.723972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:32.727989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:32.728226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:35.734632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:35.739723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:35.744535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:35.749454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:35.749571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:38.754207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:38.757852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:38.761197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:38.764790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:38.764907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:41.771319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:41.776166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:41.783764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:41.788728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:41.788848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:44.794146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:44.809310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:44.813901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:44.817765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:44.817879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:47.823372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:47.827812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:47.832034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:47.836036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:47.836162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:50.841788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:50.846244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:50.849913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:50.853788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:50.853877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:53.859376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:53.863615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:53.868131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:53.872366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:53.872465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:56.877861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:56.882071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:56.885786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:56.889299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:56.889379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:31:59.894044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:31:59.898032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:31:59.901951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:31:59.905386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:31:59.905467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:02.910222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:02.913975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:02.917409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:02.921292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:02.921401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:05.926960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:05.930632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:05.934166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:05.938335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:05.938453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:08.943802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:08.948167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:08.952007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:08.955384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:08.955466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:11.961554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:11.966822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:11.971138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:11.975387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:11.975516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:14.982561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:14.989239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:14.995816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:15.002024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:15.002161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:18.011409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:18.016518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:18.021775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:18.026237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:18.026352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:21.030627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:21.034141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:21.037638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:21.041110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:21.041198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:24.046986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:24.052525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:24.057966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:24.062310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:24.062426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:27.069252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:27.073924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:27.078341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:27.082404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:27.082501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:30.087995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:30.092098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:30.096213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:30.100196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:30.100287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:33.105808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:33.109739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:33.113257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:33.116635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:33.116732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:36.122376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:36.126741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:36.130868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:36.135349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:36.135436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:39.140668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:39.145281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:39.149442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:39.153739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:39.153833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:42.160065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:42.165503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:42.170229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:42.174496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:42.174605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:45.181180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:45.186166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:45.190917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:45.194865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:45.194993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:48.201293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:48.205837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:48.211461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:48.216049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:48.216204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:51.221244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:51.225465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:51.229745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:51.233595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:51.233761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:54.240800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:54.245296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:54.250114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:54.255102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:54.255221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:32:57.260430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:32:57.265901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:32:57.270246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:32:57.274569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:32:57.274720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:00.281376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:00.286501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:00.292339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:00.297950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:00.298081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:03.304369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:03.312487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:03.317334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:03.321620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:03.321817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:06.327182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:06.331111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:06.335920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:06.340700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:06.340792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:09.346172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:09.350944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:09.355904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:09.361007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:09.361116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:12.366456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:12.370494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:12.374270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:12.381496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:12.381625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:15.387918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:15.425963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:15.462214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:15.561076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:15.561262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:18.567461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:18.572361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:18.576152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:18.583874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:18.583964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:21.588850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:21.592677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:21.596281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:21.600468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:21.600593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:24.605360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:24.608945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:24.612491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:24.616111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:24.616223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:27.621933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:27.625546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:27.629918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:27.634439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:27.634547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:30.640230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:30.644044] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:30.648513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:30.652771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:30.652921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:33.658960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:33.663754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:33.668016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:33.671883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:33.671973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:36.676735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:36.680428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:36.684276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:36.688148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:36.688241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:39.693416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:39.697946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:39.702987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:39.707119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:39.707378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:42.712285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:42.716242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:42.720781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:42.724536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:42.724627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:45.730354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:45.735068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:45.740694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:45.744707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:45.744812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:48.750078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:48.754301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:48.758549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:48.763086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:48.763192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:51.767639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:51.771709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:51.775537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:51.779255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:51.779356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:54.784563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:54.789256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:54.792718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:54.796209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:54.796298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:33:57.802160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:33:57.806922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:33:57.810822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:33:57.814673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:33:57.814810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:00.822065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:00.827149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:00.832290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:00.836479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:00.836603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:03.845860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:03.849983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:03.854811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:03.859407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:03.859784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:06.865885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:06.871439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:06.875859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:06.881011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:06.881163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:09.885634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:09.889237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:09.892714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:09.896584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:09.896693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:12.902662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:12.907111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:12.911591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:12.916426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:12.916538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:15.923561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:15.929329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:15.934888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:15.939399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:15.939742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:18.944160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:18.948721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:18.953228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:18.956981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:18.957078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:21.963056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:21.968449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:21.972469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:21.975952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:21.976034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:24.981464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:24.985351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:24.989598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:24.995071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:24.995152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:27.999666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:28.003599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:28.007367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:28.010971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:28.011057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:31.015377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:31.019375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:31.023219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:31.027003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:31.027098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:34.032412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:34.037170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:34.041412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:34.045317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:34.045551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:37.052179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:37.056548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:37.062675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:37.068566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:37.068761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:40.073952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:40.078242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:40.082574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:40.086383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:40.086464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:43.092832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:43.097189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:43.101314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:43.105366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:43.105468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:46.109784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:46.144114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:46.179372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:46.183521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:46.183615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:49.188417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:49.193253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:49.197704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:49.201408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:49.201491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:52.207423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:52.212903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:52.216986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:52.220990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:52.221084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:55.227096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:55.231630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:55.235412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:55.239073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:55.239165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:34:58.243204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:34:58.246883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:34:58.250563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:34:58.253993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:34:58.254080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:01.260696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:01.265840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:01.270994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:01.275955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:01.276117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:04.281530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:04.285315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:04.291529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:04.297051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:04.297243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:07.303168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:07.307296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:07.311249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:07.314970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:07.315061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:10.319778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:10.323823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:10.327741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:10.335550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:10.335694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:13.342295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:13.346916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:13.350549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:13.354688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:13.354763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:16.360998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:16.365519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:16.370297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:16.375075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:16.375215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:19.380296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:19.383926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:19.387700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:19.391663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:19.391784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:22.396349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:22.400708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:22.404885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:22.408772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:22.408847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:25.415592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:25.420104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:25.423665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:25.427084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:25.427165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:28.432705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:28.437063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:28.441154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:28.446084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:28.446193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:31.451923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:31.457687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:31.462772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:31.467892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:31.468044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:34.473231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:34.477145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:34.481191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:34.484696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:34.484781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:37.489038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:37.493259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:37.497028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:37.500702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:37.500799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:40.506138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:40.511637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:40.516954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:40.521798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:40.521903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:43.527233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:43.531181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:43.534830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:43.538589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:43.538706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:46.546219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:46.551482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:46.555609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:46.559355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:46.559472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:49.563728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:49.567475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:49.574264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:49.578001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:49.578096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:52.583595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:52.588469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:52.593057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:52.596914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:52.597184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:55.602764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:55.607014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:55.611789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:55.616197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:55.616292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:35:58.620609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:35:58.625038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:35:58.629731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:35:58.634588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:35:58.634902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:01.644915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:01.652172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:01.660740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:01.668533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:01.668747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:04.675138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:04.680964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:04.685866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:04.689632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:04.689770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:07.694886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:07.698609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:07.702480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:07.706006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:07.706096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:10.711434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:10.714951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:10.718614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:10.722378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:10.722469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:13.727202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:13.730870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:13.734249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:13.737671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:13.737759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:16.743110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:16.747147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:16.751897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:16.756436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:16.756547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:19.761861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:19.766139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:19.770925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:19.776136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:19.776249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:22.781771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:22.787309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:22.791006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:22.795016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:22.795131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:25.801417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:25.805961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:25.810471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:25.815452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:25.815550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:28.820726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:28.825716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:28.830501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:28.835228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:28.835327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:31.840840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:31.844772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:31.849192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:31.853092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:31.853184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:34.858430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:34.863052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:34.867866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:34.872628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:34.872769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:37.878350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:37.882686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:37.886946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:37.892275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:37.892578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:40.898194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:40.902385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:40.906298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:40.910061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:40.910184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:43.915161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:43.919192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:43.922888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:43.926465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:43.926553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:46.933232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:46.937908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:46.947274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:46.950874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:46.950952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:49.956456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:49.960692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:49.964596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:49.968433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:49.968517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:52.976084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:52.980101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:52.984379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:52.988545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:52.988667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:55.992992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:55.996837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:56.002030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:56.006138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:56.006244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:36:59.010507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:36:59.014257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:36:59.018081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:36:59.021679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:36:59.021767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:02.026434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:02.030303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:02.034305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:02.038742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:02.038826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:05.045515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:05.050291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:05.055120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:05.059750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:05.059877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:08.064997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:08.069342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:08.073281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:08.077126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:08.077224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:11.083252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:11.088099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:11.092310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:11.096389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:11.096548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:14.102570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:14.106935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:14.111928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:14.115832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:14.116055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:17.121755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:17.292860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:17.327763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:17.331978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:17.332072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:20.337249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:20.341183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:20.344927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:20.348415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:20.348509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:23.353164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:23.357762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:23.362335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:23.366385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:23.366481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:26.371355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:26.375502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:26.379908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:26.383765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:26.383855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:29.389902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:29.394296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:29.398382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:29.402907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:29.403081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:32.408475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:32.412792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:32.417001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:32.421238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:32.421360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:35.426451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:35.430851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:35.435100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:35.438815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:35.438915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:38.445002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:38.449264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:38.453692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:38.457925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:38.458033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:41.462147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:41.465693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:41.469246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:41.472840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:41.472926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:44.478942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:44.484480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:44.489299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:44.492903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:44.492983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:47.499854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:47.505029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:47.509624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:47.512991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:47.513069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:50.519264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:50.523254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:50.526973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:50.531292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:50.531417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:53.536977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:53.541460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:53.545459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:53.549478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:53.549585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:56.554943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:56.559965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:56.565450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:56.569448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:56.569553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:37:59.574492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:37:59.578690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:37:59.582966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:37:59.586901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:37:59.586979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:02.596711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:02.604080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:02.610979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:02.617833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:02.618012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:05.622887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:05.626979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:05.630671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:05.634127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:05.634223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:08.640431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:08.645750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:08.652267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:08.657569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:08.657812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:11.662772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:11.668924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:11.674803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:11.680445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:11.680912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:14.686412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:14.691386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:14.695705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:14.699731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:14.699815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:17.704518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:17.708983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:17.714484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:17.719617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:17.719761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:20.724095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:20.728331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:20.732180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:20.735756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:20.735848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:23.740695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:23.744559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:23.748680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:23.752605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:23.752715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:26.758605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:26.762871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:26.766496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:26.770221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:26.770322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:29.774879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:29.778609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:29.782274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:29.785914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:29.786004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:32.791040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:32.794724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:32.801870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:32.805333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:32.805421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:35.809739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:35.814326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:35.819401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:35.823563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:35.823680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:38.829149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:38.833977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:38.838942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:38.843295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:38.843391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:41.848248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:41.852153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:41.855870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:41.859497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:41.859603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:44.864971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:44.869999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:44.874834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:44.879809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:44.879923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:47.886570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:47.891437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:47.895996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:47.900157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:47.900251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:50.905012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:50.908554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:50.912708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:50.916382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:50.916491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:53.923582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:53.928203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:53.933095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:53.937631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:53.937823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:56.943561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:56.948818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:56.953230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:56.956868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:56.956950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:38:59.961660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:38:59.965179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:38:59.968927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:38:59.972443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:38:59.972530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:02.977200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:02.981214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:02.985078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:02.988777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:02.988864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:05.994226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:05.998354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:06.002363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:06.006053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:06.006146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:09.011881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:09.016382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:09.021023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:09.025486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:09.025597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:12.032098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:12.036635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:12.045560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:12.049798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:12.049899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:15.054752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:15.059403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:15.064296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:15.068899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:15.069016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:18.165321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:18.201971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:18.206509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:18.210149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:18.210233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:21.214670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:21.218808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:21.223192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:21.226979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:21.227073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:24.231696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:24.235804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:24.240015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:24.244043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:24.244147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:27.249386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:27.253857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:27.258765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:27.262752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:27.263044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:30.269800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:30.274164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:30.278027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:30.282013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:30.282092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:33.286856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:33.290698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:33.294059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:33.297371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:33.297451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:36.303927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:36.308050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:36.311615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:36.315336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:36.315427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:39.321300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:39.324996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:39.328796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:39.332581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:39.332729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:42.338853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:42.342892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:42.347558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:42.352074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:42.352223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:45.357247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:45.361120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:45.364839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:45.368242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:45.368318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:48.375363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:48.381894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:48.387177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:48.392194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:48.392341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:51.397194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:51.401494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:51.405279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:51.408833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:51.408927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:54.415522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:54.420511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:54.427265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:54.431506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:54.431610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:39:57.436295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:39:57.439988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:39:57.444221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:39:57.448183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:39:57.448269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:00.455192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:00.459869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:00.464513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:00.468842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:00.468937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:03.473341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:03.478355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:03.482542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:03.486589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:03.486713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:06.491742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:06.496035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:06.499828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:06.503197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:06.503277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:09.508541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:09.512794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:09.517366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:09.522067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:09.522205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:12.528388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:12.532810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:12.537618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:12.541875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:12.541980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:15.573975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:15.579561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:15.585097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:15.591440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:15.591550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:18.595788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:18.599858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:18.604980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:18.608890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:18.608970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:21.614088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:21.618513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:21.622680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:21.626356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:21.626457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:24.631058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:24.634754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:24.639717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:24.644997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:24.645107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:27.651070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:27.655624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:27.659932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:27.664089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:27.664224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:30.669897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:30.674893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:30.679105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:30.682728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:30.682817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:33.686968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:33.691108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:33.694860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:33.698623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:33.698726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:36.703138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:36.707104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:36.711232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:36.715130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:36.715232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:39.719899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:39.723352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:39.726846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:39.730372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:39.730461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:42.735330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:42.739416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:42.743901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:42.748055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:42.748173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:45.753514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:45.757315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:45.761534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:45.767283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:45.767399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:48.772183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:48.777887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:48.782875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:48.786822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:48.786926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:51.791348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:51.795687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:51.799713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:51.803855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:51.803961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:54.809407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:54.813543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:54.817417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:54.822436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:54.822547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:40:57.829031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:40:57.834270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:40:57.839454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:40:57.845022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:40:57.845128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:00.850503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:00.854213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:00.858000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:00.861468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:00.861562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:03.866694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:03.870715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:03.874629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:03.878563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:03.878708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:06.883537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:06.887125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:06.890765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:06.894124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:06.894204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:09.899256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:09.902858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:09.906229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:09.910156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:09.910273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:12.915338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:12.919429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:12.923308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:12.931423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:12.931550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:15.936709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:15.941191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:15.946375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:15.951188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:15.951323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:18.957326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:18.962497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:18.967744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:18.972140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:18.972400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:21.977754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:21.982799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:21.987949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:21.992693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:21.992827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:24.998460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:25.002254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:25.006074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:25.009901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:25.010004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:28.015070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:28.019843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:28.023753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:28.028583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:28.028732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:31.033635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:31.037207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:31.045506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:31.049340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:31.049426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:34.055036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:34.058906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:34.062470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:34.066006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:34.066096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:37.071256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:37.075095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:37.078623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:37.082137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:37.082225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:40.087349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:40.091791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:40.096010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:40.100416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:40.100518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:43.106445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:43.111315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:43.115209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:43.118758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:43.118850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:46.123969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:46.128089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:46.131951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:46.135966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:46.136097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:49.144528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:49.185433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:49.224496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:49.245243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:49.245494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:52.251360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:52.256640] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:52.260568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:52.263952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:52.264032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:55.268682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:55.272420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:55.275940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:55.279662] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:55.279757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:41:58.286426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:41:58.290180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:41:58.293565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:41:58.297742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:41:58.298052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:01.303087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:01.307063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:01.310922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:01.315214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:01.315318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:04.321138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:04.325419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:04.329717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:04.333889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:04.334023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:07.339262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:07.342806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:07.346177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:07.350229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:07.350341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:10.355950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:10.359849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:10.363589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:10.368202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:10.368333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:13.375684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:13.381509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:13.386548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:13.390565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:13.390703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:16.395581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:16.399871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:16.404136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:16.408199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:16.408320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:19.413719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:19.420030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:19.425067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:19.429292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:19.429466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:22.434683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:22.439070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:22.443241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:22.447444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:22.447663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:25.452230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:25.455890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:25.459842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:25.463309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:25.463397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:28.468936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:28.474310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:28.479065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:28.484158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:28.484353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:31.490327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:31.494325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:31.498369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:31.502271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:31.502361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:34.508950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:34.513468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:34.517260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:34.521768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:34.521897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:37.527775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:37.532557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:37.537137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:37.542315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:37.542441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:40.548761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:40.554030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:40.559725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:40.564131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:40.564244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:43.569910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:43.574353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:43.578237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:43.583296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:43.583421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:46.587856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:46.591952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:46.595806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:46.599699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:46.599794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:49.606296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:49.612464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:49.618516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:49.623591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:49.623738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:52.629666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:52.634355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:52.639150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:52.643815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:52.643932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:55.648925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:55.653313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:55.657232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:55.661149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:55.661262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:42:58.665512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:42:58.669397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:42:58.673012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:42:58.677174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:42:58.677301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:01.683228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:01.687253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:01.690864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:01.694488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:01.694570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:04.700382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:04.705775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:04.709962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:04.713768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:04.713863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:07.718595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:07.722389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:07.726040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:07.729928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:07.730063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:10.734413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:10.738759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:10.742722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:10.746751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:10.746868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:13.753876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:13.759025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:13.764026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:13.768289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:13.768405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:16.774133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:16.808334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:16.842781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:16.846692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:16.846785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:19.851520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:19.855456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:19.860017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:19.863879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:19.863970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:22.868115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:22.873960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:22.877516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:22.880976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:22.881056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:25.886127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:25.891543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:25.896201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:25.900281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:25.900382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:28.905408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:28.909392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:28.913369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:28.917840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:28.917956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:31.923667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:31.928720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:31.933114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:31.936877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:31.936959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:34.942692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:34.947716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:34.952947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:34.958065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:34.958362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:37.964165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:37.968958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:37.973569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:37.978455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:37.978610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:40.985452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:40.989848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:40.994556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:40.999938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:41.000257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:44.005359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:44.010039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:44.014261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:44.018551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:44.018710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:47.023935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:47.028242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:47.032525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:47.036505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:47.036623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:50.074660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:50.109121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:50.113982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:50.117567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:50.117676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:53.124741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:53.128719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:53.133100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:53.136977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:53.137072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:56.141483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:56.145146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:56.151934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:56.156341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:56.156449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:43:59.161361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:43:59.165440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:43:59.169850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:43:59.173777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:43:59.173882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:02.178265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:02.182063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:02.185870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:02.189700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:02.189799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:05.195090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:05.198914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:05.202778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:05.206743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:05.206878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:08.211991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:08.216631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:08.220599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:08.224536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:08.224671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:11.230074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:11.234521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:11.239319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:11.243374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:11.243477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:14.248758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:14.253500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:14.258924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:14.263201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:14.263307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:17.268836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:17.272512] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:17.275960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:17.279934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:17.280056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:20.286532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:20.290968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:20.295013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:20.298614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:20.298727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:23.303864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:23.307906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:23.312040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:23.316507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:23.316639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:26.322041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:26.325741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:26.329850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:26.333226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:26.333311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:29.338778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:29.342691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:29.346683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:29.350981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:29.351090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:32.356383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:32.360676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:32.364946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:32.369002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:32.369113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:35.374251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:35.378197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:35.381762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:35.385176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:35.385271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:38.389866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:38.393699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:38.397585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:38.401262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:38.401355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:41.406895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:41.411145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:41.414629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:41.418939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:41.419052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:44.426188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:44.431555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:44.436468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:44.442173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:44.442360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:47.447879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:47.452438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:47.456888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:47.460884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:47.460980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:50.468431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:50.473119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:50.477761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:50.481600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:50.481707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:53.486927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:53.491338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:53.497519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:53.503033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:53.503215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:56.509140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:56.513227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:56.517585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:56.521730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:56.521834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:44:59.526401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:44:59.530501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:44:59.534947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:44:59.540060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:44:59.540200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:02.545966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:02.550464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:02.554471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:02.559054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:02.559278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:05.564888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:05.570280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:05.574527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:05.578545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:05.578680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:08.584210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:08.587761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:08.591289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:08.594765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:08.594871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:11.600418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:11.605136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:11.609017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:11.612530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:11.612668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:14.616764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:14.621071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:14.625300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:14.629264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:14.629359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:17.635043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:17.640098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:17.644963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:17.649585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:17.649717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:20.654094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:20.658922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:20.663923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:20.667786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:20.667891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:23.672603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:23.677321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:23.681758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:23.685604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:23.685733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:26.690327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:26.695452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:26.700275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:26.704847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:26.704957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:29.710153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:29.714065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:29.717797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:29.721673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:29.721782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:32.729089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:32.735236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:32.739476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:32.743101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:32.743187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:35.748784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:35.753054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:35.761363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:35.765514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:35.765622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:38.770907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:38.775627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:38.780958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:38.785620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:38.785750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:41.790308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:41.794623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:41.800155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:41.804278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:41.804369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:44.810291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:44.815451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:44.820780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:44.826518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:44.826767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:47.832197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:47.836690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:47.840327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:47.843998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:47.844097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:50.848808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:50.852864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:50.856427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:50.860700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:50.860826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:53.865079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:53.868958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:53.872989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:53.876682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:53.876776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:56.881168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:56.884952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:56.888399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:56.891793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:56.891877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:45:59.897702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:45:59.902341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:45:59.907113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:45:59.911487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:45:59.911575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:02.916010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:02.919972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:02.923884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:02.927504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:02.927597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:05.932034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:05.936152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:05.940288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:05.944410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:05.944523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:08.951231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:08.956749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:08.961702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:08.965708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:08.965792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:11.970039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:11.973620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:11.978197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:11.982095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:11.982181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:14.986722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:14.990313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:14.995237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:14.999580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:14.999714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:18.005467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:18.009964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:18.014219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:18.018156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:18.018266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:21.089132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:21.125318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:21.162060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:21.167621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:21.167772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:24.176118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:24.179722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:24.183242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:24.187493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:24.187639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:27.194038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:27.200144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:27.204439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:27.208562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:27.208708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:30.212822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:30.216796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:30.220504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:30.223944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:30.224026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:33.228981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:33.233312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:33.237520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:33.241377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:33.241499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:36.246073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:36.250438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:36.254682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:36.258626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:36.258740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:39.263698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:39.268160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:39.272226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:39.275833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:39.275935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:42.281769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:42.286665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:42.292196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:42.297413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:42.297817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:45.303950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:45.308863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:45.313438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:45.318277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:45.318448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:48.323710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:48.327806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:48.332122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:48.336301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:48.336395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:51.342224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:51.346842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:51.352049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:51.356878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:51.356984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:54.363379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:54.368958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:54.375497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:54.380983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:54.381103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:46:57.386014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:46:57.389604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:46:57.393097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:46:57.396584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:46:57.396683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:00.403354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:00.407747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:00.412617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:00.416947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:00.417068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:03.423111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:03.427394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:03.431727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:03.435793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:03.435891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:06.440171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:06.443876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:06.447827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:06.452545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:06.452638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:09.457066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:09.461130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:09.465374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:09.469633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:09.469759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:12.474747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:12.478551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:12.482334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:12.486343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:12.486449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:15.491795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:15.495888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:15.499456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:15.503007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:15.503113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:18.509201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:18.513936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:18.517930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:18.521830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:18.521929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:21.527191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:21.531788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:21.536209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:21.541187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:21.541280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:24.545484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:24.549365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:24.553038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:24.556868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:24.556971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:27.561765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:27.567426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:27.571500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:27.575755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:27.575853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:30.581104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:30.585185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:30.589247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:30.593101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:30.593199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:33.598972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:33.603411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:33.608262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:33.612557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:33.612696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:36.618479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:36.622537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:36.628230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:36.634513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:36.634789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:39.640065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:39.644771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:39.649041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:39.653124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:39.653223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:42.658850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:42.662395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:42.665814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:42.669414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:42.669499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:45.674766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:45.678857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:45.683728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:45.688877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:45.689010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:48.694584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:48.698674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:48.702815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:48.706726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:48.706837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:51.712876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:51.717707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:51.722801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:51.727005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:51.727109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:54.732350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:54.736405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:54.740546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:54.745184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:54.745280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:47:57.749832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:47:57.754695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:47:57.758879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:47:57.762574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:47:57.762684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:00.767406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:00.771127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:00.774944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:00.778594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:00.778711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:03.783485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:03.787911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:03.792772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:03.797667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:03.797775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:06.802962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:06.807461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:06.812492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:06.816507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:06.816597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:09.825376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:09.829961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:09.834709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:09.838482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:09.838576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:12.843429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:12.847530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:12.852770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:12.856761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:12.856868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:15.862274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:15.867276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:15.872586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:15.876742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:15.876902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:18.882282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:18.886832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:18.891483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:18.895081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:18.895189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:21.899824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:21.904875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:21.909407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:21.913211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:21.913336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:24.918744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:24.923264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:24.928627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:24.933902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:24.934024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:27.938800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:27.942772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:27.946473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:27.950254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:27.950369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:30.957580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:30.963145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:30.968875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:30.974246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:30.974366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:33.979788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:33.984084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:33.987807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:33.991349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:33.991443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:36.996543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:37.004800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:37.008834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:37.012189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:37.012269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:40.018043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:40.023191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:40.027951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:40.032363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:40.032531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:43.039116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:43.042955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:43.046480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:43.050854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:43.051007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:46.057018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:46.061605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:46.065248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:46.068986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:46.069112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:49.074094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:49.078428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:49.082150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:49.086097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:49.086189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:52.091483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:52.263923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:52.268550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:52.272183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:52.272283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:55.278284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:55.283820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:55.288294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:55.293066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:55.293201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:48:58.298194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:48:58.302435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:48:58.306145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:48:58.309928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:48:58.310038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:01.314942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:01.319014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:01.322852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:01.326512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:01.326609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:04.330739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:04.334177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:04.342154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:04.347130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:04.347230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:07.352757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:07.356795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:07.361098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:07.366915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:07.367276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:10.372526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:10.377412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:10.381338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:10.385448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:10.385566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:13.394027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:13.398200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:13.401946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:13.405508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:13.405590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:16.411186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:16.415394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:16.419255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:16.422961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:16.423049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:19.429056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:19.433718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:19.437740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:19.441615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:19.441748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:22.446817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:22.450865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:22.454994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:22.458462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:22.458546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:25.463789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:25.468230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:25.472741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:25.477200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:25.477393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:28.482762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:28.487041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:28.491414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:28.495351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:28.495451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:31.500630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:31.504295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:31.507967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:31.511466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:31.511559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:34.518471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:34.522672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:34.527675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:34.532203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:34.532349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:37.536815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:37.540975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:37.545300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:37.550175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:37.550277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:40.555565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:40.559639] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:40.563349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:40.567717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:40.567944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:43.573217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:43.578415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:43.583252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:43.587134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:43.587226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:46.592449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:46.596040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:46.599476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:46.602885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:46.602961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:49.607705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:49.612105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:49.615777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:49.619449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:49.619528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:52.625572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:52.630084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:52.634289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:52.638048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:52.638139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:55.643959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:55.649307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:55.653993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:55.658828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:55.658945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:49:58.663868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:49:58.667500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:49:58.671375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:49:58.675424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:49:58.675592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:01.681468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:01.685887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:01.690171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:01.695020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:01.695169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:04.701574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:04.707119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:04.712458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:04.718456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:04.718678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:07.724605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:07.730291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:07.735243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:07.739768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:07.739873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:10.745278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:10.750533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:10.756001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:10.761912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:10.762049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:13.767679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:13.771603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:13.775540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:13.780223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:13.780329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:16.816243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:16.820736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:16.824448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:16.829598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:16.829779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:19.834828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:19.839424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:19.843232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:19.847178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:19.847314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:22.851760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:22.858025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:22.863853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:22.868723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:22.868848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:25.874266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:25.879131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:25.883869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:25.889088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:25.889298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:28.894148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:28.898330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:28.902068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:28.905852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:28.905937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:31.910980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:31.915419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:31.919871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:31.924140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:31.924250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:34.928619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:34.932238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:34.936054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:34.939821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:34.939922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:37.944954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:37.949324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:37.953265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:37.957112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:37.957206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:40.963096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:40.967911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:40.972551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:40.977390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:40.977509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:43.982199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:43.986177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:43.989993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:43.993924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:43.994022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:47.000482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:47.005123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:47.009023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:47.012714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:47.012796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:50.018173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:50.022185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:50.025898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:50.030336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:50.030424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:53.101072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:53.105816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:53.140453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:53.144510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:53.144604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:56.154362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:56.158758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:56.162915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:56.167051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:56.167166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:50:59.171572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:50:59.176576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:50:59.180454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:50:59.184249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:50:59.184354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:02.190198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:02.194740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:02.202865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:02.207111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:02.207227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:05.212463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:05.217338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:05.221692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:05.225831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:05.225919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:08.231929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:08.237002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:08.241780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:08.246297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:08.246408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:11.251588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:11.255467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:11.259332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:11.263211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:11.263307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:14.268258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:14.271839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:14.275361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:14.279125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:14.279210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:17.284594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:17.288708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:17.292548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:17.296396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:17.296500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:20.302117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:20.307838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:20.311622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:20.315420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:20.315591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:23.321897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:23.326388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:23.330255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:23.333781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:23.333865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:26.339513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:26.343589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:26.347511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:26.351599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:26.351728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:29.357483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:29.361368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:29.365432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:29.369553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:29.369678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:32.374573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:32.378550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:32.382816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:32.387014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:32.387102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:35.392857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:35.397712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:35.401258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:35.405216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:35.405319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:38.410543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:38.414884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:38.418836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:38.422761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:38.422865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:41.432921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:41.437100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:41.441239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:41.445057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:41.445136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:44.450284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:44.454107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:44.458024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:44.462067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:44.462161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:47.466673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:47.471635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:47.475709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:47.479694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:47.479800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:50.485094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:50.489086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:50.492798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:50.496494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:50.496589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:53.502590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:53.506868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:53.510861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:53.514694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:53.514809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:56.520519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:56.524519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:56.528707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:56.532499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:56.532599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:51:59.537663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:51:59.542768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:51:59.549405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:51:59.553693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:51:59.553793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:02.559970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:02.565379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:02.570502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:02.575552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:02.575721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:05.583910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:05.588034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:05.592086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:05.596033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:05.596134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:08.602560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:08.607509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:08.612268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:08.617200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:08.617342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:11.621908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:11.625697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:11.629471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:11.633112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:11.633202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:14.638287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:14.642490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:14.646636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:14.650857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:14.650964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:17.657213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:17.662629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:17.668595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:17.674051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:17.674186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:20.679944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:20.684225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:20.688060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:20.691904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:20.692002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:23.697948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:23.702184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:23.706116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:23.709724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:23.709913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:26.717469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:26.723165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:26.727320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:26.731903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:26.732065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:29.737003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:29.741838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:29.746509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:29.750994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:29.751128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:32.756569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:32.761311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:32.765529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:32.770837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:32.770953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:35.775491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:35.783717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:35.788971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:35.793596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:35.793741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:38.799398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:38.803790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:38.807290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:38.810933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:38.811018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:41.817006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:41.821889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:41.826523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:41.832047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:41.832157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:44.836571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:44.840866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:44.844315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:44.847923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:44.848008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:47.854955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:47.858940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:47.862627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:47.866508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:47.866605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:50.872688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:50.877331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:50.881827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:50.886279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:50.886394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:53.892855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:53.898110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:53.902687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:53.906464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:53.906552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:56.911503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:56.915863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:56.923939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:56.927795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:56.927894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:52:59.932148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:52:59.936009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:52:59.939594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:52:59.943072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:52:59.943155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:02.948429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:02.952463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:02.957145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:02.961492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:02.961634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:05.967094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:05.971381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:05.975734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:05.979700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:05.979808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:08.984670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:08.989206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:08.993495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:08.997143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:08.997223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:12.002054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:12.006063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:12.009819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:12.013421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:12.013518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:15.019277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:15.024101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:15.030261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:15.035826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:15.035960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:18.040590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:18.075910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:18.112422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:18.117113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:18.117251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:21.121558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:21.125155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:21.128477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:21.131819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:21.131901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:24.337141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:24.372746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:24.409463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:24.413714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:24.413823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:27.419639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:27.424740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:27.430134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:27.435743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:27.435879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:30.441250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:30.445088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:30.449574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:30.453548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:30.453662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:33.457810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:33.461264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:33.464890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:33.468412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:33.468496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:36.472614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:36.476320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:36.480396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:36.484599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:36.484739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:39.488999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:39.492802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:39.496663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:39.500826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:39.500947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:42.507880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:42.512679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:42.517436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:42.522263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:42.522361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:45.528390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:45.533011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:45.536880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:45.540530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:45.540621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:48.544702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:48.548570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:48.552175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:48.555689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:48.555787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:51.560934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:51.564961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:51.569672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:51.574287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:51.574394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:54.581412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:54.587340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:54.592897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:54.597053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:54.597192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:53:57.601580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:53:57.604991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:53:57.608912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:53:57.612777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:53:57.612862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:00.617518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:00.622094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:00.626958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:00.631076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:00.631176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:03.636664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:03.641023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:03.644994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:03.648876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:03.648975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:06.654841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:06.658689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:06.663415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:06.667446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:06.667535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:09.672690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:09.676934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:09.680936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:09.684834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:09.684952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:12.689755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:12.693338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:12.697563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:12.702585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:12.702740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:15.707626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:15.711605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:15.715834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:15.720074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:15.720164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:18.726275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:18.731108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:18.735503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:18.740184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:18.740434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:21.746028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:21.753425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:21.758082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:21.761826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:21.761908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:24.768088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:24.772613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:24.778177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:24.782835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:24.782943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:27.788588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:27.792594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:27.796108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:27.799761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:27.799864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:30.805593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:30.809844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:30.813876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:30.817697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:30.817781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:33.823017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:33.828162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:33.832977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:33.837586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:33.837695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:36.842463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:36.846584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:36.850320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:36.854291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:36.854408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:39.860304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:39.865314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:39.869205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:39.872851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:39.872932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:42.878554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:42.883533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:42.889083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:42.893751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:42.893866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:45.899557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:45.903257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:45.906688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:45.910047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:45.910128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:48.916716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:48.921587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:48.926177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:48.930374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:48.930474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:51.935129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:51.939150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:51.942549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:51.946443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:51.946610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:54.954254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:54.960579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:54.967814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:54.971824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:54.971911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:54:57.977603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:54:57.981325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:54:57.984909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:54:57.988486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:54:57.988561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:00.993532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:00.997935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:01.001987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:01.006328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:01.006444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:04.011504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:04.016049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:04.020723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:04.025376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:04.025494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:07.030390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:07.035188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:07.040357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:07.044404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:07.044555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:10.048845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:10.052979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:10.056792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:10.060814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:10.060918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:13.066111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:13.070908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:13.075206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:13.078911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:13.078999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:16.084098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:16.088637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:16.092472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:16.096462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:16.096573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:19.101475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:19.106210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:19.110212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:19.114256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:19.114399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:22.118887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:22.123525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:22.128181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:22.131664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:22.131759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:25.137858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:25.142680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:25.241771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:25.245466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:25.245552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:28.250766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:28.254550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:28.259032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:28.263035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:28.263136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:31.268440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:31.272416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:31.276581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:31.281028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:31.281130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:34.285558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:34.293424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:34.298358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:34.302943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:34.303050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:37.307741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:37.311918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:37.315569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:37.319400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:37.319484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:40.324724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:40.329178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:40.334944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:40.338791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:40.338904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:43.343737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:43.348320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:43.352729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:43.356979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:43.357094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:46.361972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:46.366688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:46.370758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:46.374862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:46.375011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:49.379682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:49.383403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:49.387546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:49.391392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:49.391481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:52.396712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:52.400545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:52.404928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:52.409087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:52.409212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:55.415057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:55.420053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:55.424957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:55.429607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:55.429758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:55:58.434757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:55:58.438844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:55:58.442531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:55:58.446311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:55:58.446421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:01.451290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:01.456352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:01.460597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:01.465881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:01.466009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:04.475442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:04.480933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:04.486154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:04.491706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:04.491889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:07.497316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:07.502528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:07.507424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:07.511711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:07.511835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:10.517002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:10.522112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:10.526150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:10.530187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:10.530422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:13.535637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:13.540298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:13.545035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:13.549720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:13.549841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:16.554751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:16.558373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:16.562431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:16.566272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:16.566362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:19.572082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:19.576289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:19.580207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:19.584341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:19.584430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:22.589537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:22.593497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:22.597564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:22.601304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:22.601414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:25.606678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:25.611747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:25.616403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:25.620059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:25.620142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:28.625003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:28.629027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:28.633349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:28.637936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:28.638050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:31.643881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:31.648008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:31.651928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:31.655578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:31.655687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:34.661378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:34.666016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:34.669720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:34.673455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:34.673541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:37.678859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:37.683502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:37.688512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:37.693390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:37.693559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:40.698628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:40.702341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:40.706195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:40.715051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:40.715171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:43.720478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:43.723948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:43.727391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:43.731704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:43.731832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:46.737975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:46.742960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:46.747065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:46.751023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:46.751128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:49.755418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:49.759929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:49.764401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:49.768883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:49.768997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:52.774902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:52.779087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:52.782562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:52.786788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:52.786935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:55.793185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:55.798013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:55.803531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:55.807767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:55.807861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:56:58.813286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:56:58.817030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:56:58.820678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:56:58.824388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:56:58.824561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:01.833216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:01.841026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:01.847108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:01.853183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:01.853336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:04.859759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:04.865609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:04.870551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:04.876953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:04.877386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:07.882136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:07.886281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:07.890097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:07.893632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:07.893740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:10.899501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:10.903963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:10.908293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:10.912482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:10.912614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:13.919423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:13.924229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:13.928101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:13.931741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:13.931830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:16.938552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:16.942486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:16.946131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:16.950170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:16.950285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:19.956444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:19.961915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:19.966040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:19.970904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:19.971018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:22.975089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:22.978554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:22.983297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:22.987400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:22.987486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:25.993663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:26.002158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:26.007367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:26.011380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:26.011470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:29.016287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:29.020330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:29.024332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:29.028103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:29.028194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:32.032611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:32.036523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:32.040428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:32.044176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:32.044270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:35.048802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:35.053220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:35.057467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:35.061610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:35.061750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:38.066088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:38.069928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:38.073620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:38.077330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:38.077426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:41.083361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:41.087304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:41.091304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:41.095460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:41.095757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:44.102917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:44.108702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:44.113639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:44.117578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:44.117696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:47.122703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:47.126844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:47.132336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:47.136239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:47.136320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:50.143123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:50.149153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:50.154505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:50.159903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:50.160058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:53.165256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:53.171423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:53.175635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:53.179570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:53.179811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:56.185547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:56.190483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:56.195264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:56.199609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:56.199767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:57:59.204634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:57:59.208207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:57:59.211838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:57:59.215365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:57:59.215452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:02.221968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:02.225819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:02.230149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:02.234282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:02.234396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:05.239414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:05.243065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:05.246536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:05.250128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:05.250234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:08.255732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:08.259501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:08.263047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:08.266471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:08.266559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:11.273554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:11.277842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:11.282874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:11.287722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:11.287909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:14.293084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:14.297212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:14.301312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:14.305133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:14.305238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:17.309691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:17.313181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:17.317285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:17.321122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:17.321229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:20.327225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:20.332005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:20.335806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:20.339707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:20.339884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:23.345450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:23.349314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:23.352901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:23.356736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:23.356840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:26.363218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:26.368586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:26.372919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:26.376863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:26.376951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:29.382987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:29.387776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:29.392362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:29.397012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:29.397117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:32.402032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:32.406203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:32.410337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:32.414359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:32.414471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:35.419315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:35.423148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:35.426717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:35.430346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:35.430432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:38.436127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:38.440251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:38.444052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:38.448139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:38.448255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:41.452832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:41.456968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:41.464688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:41.469178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:41.469290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:44.474561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:44.479544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:44.483709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:44.487136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:44.487216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:47.492084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:47.495986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:47.500903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:47.504928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:47.505035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:50.512542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:50.517479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:50.522775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:50.527674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:50.527764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:53.533259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:53.538167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:53.543226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:53.548321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:53.548446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:56.556279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:56.561146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:56.565911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:56.569708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:56.569892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:58:59.574700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:58:59.578525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:58:59.582281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:58:59.586435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:58:59.586519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:02.592771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:02.597214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:02.601239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:02.605135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:02.605248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:05.610591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:05.614139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:05.617883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:05.621406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:05.621506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:08.627503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:08.632050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:08.635903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:08.639676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:08.639765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:11.644391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:11.648763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:11.653149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:11.657509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:11.657638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:14.662541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:14.666330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:14.670201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:14.673835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:14.673927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:17.682813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:17.688519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:17.692499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:17.696692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:17.696823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:20.702217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:20.706512] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:20.710270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:20.713897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:20.713974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:23.720458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:23.725828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:23.730294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:23.734084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:23.734195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:26.739936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:26.744868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:26.749903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:26.754399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:26.754513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:29.759171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:29.762976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:29.766587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:29.770244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:29.770337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:32.775849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:32.780493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:32.784392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:32.788677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:32.788786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:35.797432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:35.803582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:35.808415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:35.815487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:35.815618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:38.820778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:38.824828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:38.829065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:38.833364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:38.833452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:41.839631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:41.843549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:41.848626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:41.852787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:41.852867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:44.857518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:44.861348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:44.865249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:44.868935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:44.869014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:47.875373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:47.879924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:47.883836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:47.888143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:47.888361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:50.895526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:50.901016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:50.906808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:50.912582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:50.912756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:53.918063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:53.921898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:53.925337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:53.928869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:53.928946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:56.942085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:56.948004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:56.960565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:56.964523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:56.964628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T18:59:59.969860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T18:59:59.974346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T18:59:59.978892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T18:59:59.982940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T18:59:59.983069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:02.988209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:02.992495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:02.996423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:03.000189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:03.000286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:06.005359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:06.009306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:06.013809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:06.018122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:06.018285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:09.023565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:09.027910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:09.032139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:09.036406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:09.036512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:12.041449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:12.045427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:12.049765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:12.053811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:12.053930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:15.059109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:15.062663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:15.066064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:15.069560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:15.069672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:18.109259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:18.115186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:18.120701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:18.125552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:18.125704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:21.131246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:21.137168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:21.142264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:21.146912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:21.147041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:24.152878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:24.157144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:24.161415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:24.165999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:24.166133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:27.331422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:27.366504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:27.401615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:27.405499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:27.405589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:30.410281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:30.415322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:30.420162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:30.424107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:30.424216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:33.429281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:33.433601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:33.438064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:33.441959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:33.442051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:36.447027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:36.450932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:36.454422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:36.458220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:36.458426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:39.463879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:39.467693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:39.472453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:39.476277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:39.476387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:42.481407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:42.485605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:42.489164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:42.492733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:42.492822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:45.498227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:45.503011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:45.507810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:45.512213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:45.512342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:48.525201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:48.529971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:48.533934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:48.537504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:48.537592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:51.542587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:51.547002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:51.551569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:51.555886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:51.555997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:54.560992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:54.565194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:54.570143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:54.574592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:54.574752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:00:57.580004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:00:57.584527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:00:57.588992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:00:57.592922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:00:57.593016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:00.599168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:00.603589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:00.607461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:00.611405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:00.611501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:03.616955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:03.621895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:03.626009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:03.630211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:03.630305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:06.636405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:06.642068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:06.647720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:06.652308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:06.652428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:09.657832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:09.663184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:09.667862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:09.672083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:09.672213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:12.678283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:12.684145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:12.688552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:12.692583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:12.692733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:15.697931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:15.702542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:15.706484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:15.710157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:15.710243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:18.715600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:18.719965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:18.723860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:18.728440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:18.728579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:21.734216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:21.738277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:21.742105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:21.746335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:21.746465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:24.752307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:24.756818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:24.761370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:24.765421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:24.765608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:27.773353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:27.778856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:27.784324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:27.788324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:27.788408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:30.793538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:30.797391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:30.802572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:30.807449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:30.807558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:33.813092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:33.817067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:33.820812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:33.824706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:33.824818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:36.830906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:36.836261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:36.840516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:36.845149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:36.845289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:39.851851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:39.856246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:39.860503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:39.865013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:39.865136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:42.869404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:42.873778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:42.877663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:42.881991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:42.882097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:45.886908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:45.891261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:45.895608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:45.901320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:45.901443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:48.907085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:48.917080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:48.922047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:48.926619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:48.926745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:51.932599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:51.938034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:51.943228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:51.948837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:51.948975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:54.954492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:54.959464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:54.963620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:54.967299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:54.967393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:01:57.971458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:01:57.975427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:01:57.979151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:01:57.982965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:01:57.983056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:00.988587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:00.992291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:00.995948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:00.999534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:00.999620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:04.004518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:04.008367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:04.011969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:04.015456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:04.015540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:07.021236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:07.025260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:07.029343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:07.033447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:07.033552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:10.038308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:10.042228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:10.045947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:10.049968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:10.050051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:13.054533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:13.058714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:13.063150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:13.067348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:13.067462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:16.071941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:16.075834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:16.081325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:16.086745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:16.086920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:19.091829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:19.096139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:19.102171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:19.106968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:19.107106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:22.112527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:22.117238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:22.121958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:22.126968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:22.127231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:25.132928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:25.137309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:25.141703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:25.145876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:25.145966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:28.152550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:28.325739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:28.331352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:28.337086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:28.337290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:31.342527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:31.351604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:31.356537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:31.361280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:31.361391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:34.367031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:34.372823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:34.377861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:34.381995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:34.382103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:37.386928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:37.390773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:37.395369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:37.402295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:37.402407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:40.406746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:40.410736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:40.414726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:40.418364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:40.418445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:43.423411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:43.428357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:43.432868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:43.437099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:43.437228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:46.442384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:46.447371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:46.451427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:46.455778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:46.455890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:49.461312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:49.466326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:49.471577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:49.476946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:49.477071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:52.482289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:52.486474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:52.490077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:52.493871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:52.493989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:55.499832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:55.504121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:55.507668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:55.511228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:55.511312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:02:58.516719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:02:58.527001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:02:58.532392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:02:58.536754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:02:58.536886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:01.543769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:01.548903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:01.553566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:01.563457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:01.563677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:04.569209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:04.573106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:04.577156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:04.585663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:04.585789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:07.590888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:07.594704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:07.598287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:07.601923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:07.602004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:10.606182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:10.610908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:10.616435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:10.620937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:10.621062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:13.625768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:13.629660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:13.633066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:13.636755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:13.636848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:16.642594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:16.646749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:16.650953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:16.654696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:16.654796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:19.659639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:19.695617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:19.730504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:19.735490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:19.735610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:22.741515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:22.745392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:22.749910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:22.753942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:22.754024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:25.758593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:25.762703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:25.766811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:25.773386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:25.773499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:28.777824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:28.782047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:28.786568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:28.790353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:28.790445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:31.796153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:31.800123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:31.803920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:31.808215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:31.808353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:34.815774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:34.820074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:34.823581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:34.827185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:34.827297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:37.832404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:37.836252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:37.841357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:37.845718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:37.845842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:40.850849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:40.855119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:40.859330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:40.863013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:40.863093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:43.868354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:43.872085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:43.876334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:43.880070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:43.880169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:46.886081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:46.889824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:46.893493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:46.897288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:46.897367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:49.903531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:49.909810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:49.915000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:49.920571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:49.920736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:52.927110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:52.931940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:52.936549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:52.941128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:52.941261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:55.946422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:55.950098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:55.953738] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:55.957503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:55.957596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:03:58.964009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:03:58.969551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:03:58.973903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:03:58.977542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:03:58.977635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:01.984440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:01.990208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:01.994989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:01.999340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:01.999471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:05.005072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:05.011302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:05.015491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:05.019566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:05.019696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:08.024722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:08.031141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:08.038223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:08.043601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:08.043743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:11.049071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:11.054773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:11.058970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:11.063239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:11.063335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:14.067593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:14.071505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:14.075474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:14.079458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:14.079566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:17.084369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:17.088351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:17.093003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:17.096875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:17.096981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:20.102893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:20.106622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:20.111194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:20.115961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:20.116108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:23.120981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:23.125249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:23.129894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:23.134729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:23.134876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:26.142324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:26.147570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:26.152341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:26.157478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:26.157614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:29.166906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:29.172548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:29.180222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:29.185020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:29.185131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:32.190272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:32.195172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:32.199489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:32.203144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:32.203224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:35.208195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:35.212187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:35.216709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:35.220835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:35.220927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:38.226227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:38.230501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:38.235663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:38.240065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:38.240184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:41.245407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:41.249061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:41.252474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:41.255942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:41.256025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:44.262475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:44.266952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:44.271154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:44.275224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:44.275330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:47.279466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:47.283497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:47.286977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:47.290903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:47.290987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:50.296141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:50.299940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:50.303737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:50.307416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:50.307516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:53.316519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:53.321489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:53.326119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:53.330505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:53.330807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:56.337456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:56.342739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:56.347380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:56.351700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:56.351795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:04:59.357832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:04:59.363102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:04:59.368987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:04:59.373668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:04:59.373841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:02.380460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:02.385519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:02.390879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:02.396692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:02.396951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:05.405304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:05.409750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:05.413776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:05.417423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:05.417524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:08.422935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:08.427494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:08.431714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:08.435970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:08.436058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:11.440617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:11.445054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:11.449588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:11.454058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:11.454148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:14.459118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:14.463761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:14.468423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:14.472779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:14.473211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:17.478848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:17.482834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:17.487051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:17.491919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:17.492091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:20.497015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:20.501436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:20.505317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:20.509209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:20.509311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:23.516713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:23.522010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:23.526233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:23.530370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:23.530465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:26.536516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:26.541814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:26.547039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:26.551975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:26.552096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:29.562390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:29.567021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:29.571351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:29.575012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:29.575129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:32.580353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:32.585082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:32.590198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:32.594456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:32.594564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:35.599709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:35.603627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:35.607539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:35.611351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:35.611453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:38.617050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:38.622912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:38.627114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:38.631510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:38.631750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:41.638873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:41.643964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:41.647961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:41.651487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:41.651568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:44.657515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:44.665082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:44.669051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:44.673462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:44.673599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:47.678711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:47.682441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:47.686320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:47.690110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:47.690196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:50.695400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:50.699226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:50.702682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:50.706315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:50.706400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:53.711770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:53.715620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:53.719382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:53.723943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:53.724076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:56.730100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:56.734308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:56.738695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:56.744522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:56.744667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:05:59.748782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:05:59.752835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:05:59.757513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:05:59.761427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:05:59.761514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:02.766773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:02.771297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:02.776183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:02.780100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:02.780200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:05.786255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:05.791054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:05.795366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:05.799495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:05.799666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:08.805019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:08.809461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:08.813534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:08.818149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:08.818271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:11.825465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:11.830320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:11.835077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:11.839201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:11.839297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:14.845376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:14.854004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:14.858791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:14.863883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:14.864032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:17.869912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:17.874964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:17.879379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:17.883270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:17.883372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:20.888858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:20.893092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:20.897327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:20.902508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:20.902718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:23.908471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:23.912986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:23.917850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:23.922354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:23.922446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:26.927183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:26.931096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:26.935178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:26.939058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:26.939139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:29.944697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:29.949373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:29.954137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:29.958410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:29.958556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:32.964900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:32.968621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:32.972129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:32.975463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:32.975552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:35.980623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:35.985548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:35.990198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:35.994972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:35.995074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:39.001262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:39.006154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:39.011175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:39.016063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:39.016222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:42.022900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:42.027713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:42.031689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:42.035308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:42.035402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:45.041971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:45.046124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:45.050622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:45.055217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:45.055394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:48.060149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:48.063828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:48.068929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:48.073600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:48.073807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:51.083548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:51.088708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:51.093293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:51.097180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:51.097289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:54.103079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:54.107962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:54.112632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:54.117321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:54.117436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:06:57.122459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:06:57.127046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:06:57.131323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:06:57.135767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:06:57.135863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:00.140366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:00.182974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:00.225166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:00.228955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:00.229057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:03.235130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:03.238862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:03.242761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:03.248473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:03.248714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:06.254595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:06.258514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:06.262257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:06.266934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:06.267082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:09.274721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:09.279504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:09.284161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:09.287935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:09.288019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:12.292413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:12.296247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:12.299879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:12.303184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:12.303288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:15.308273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:15.313783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:15.318193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:15.322088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:15.322174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:18.329418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:18.335373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:18.340394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:18.345570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:18.345753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:21.351042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:21.355216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:21.359215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:21.363564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:21.363698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:24.370238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:24.375186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:24.380053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:24.384700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:24.384827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:27.390041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:27.393888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:27.397940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:27.401923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:27.402002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:30.408031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:30.414219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:30.420523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:30.424683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:30.424776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:33.430115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:33.434293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:33.437990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:33.441606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:33.441707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:36.448493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:36.453357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:36.457932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:36.462151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:36.462269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:39.466906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:39.471739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:39.475724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:39.479810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:39.479932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:42.485953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:42.492295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:42.497978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:42.503859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:42.503994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:45.508495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:45.512620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:45.517594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:45.521334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:45.521442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:48.525513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:48.529204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:48.532841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:48.537088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:48.537200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:51.543378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:51.547449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:51.552304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:51.556488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:51.556580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:54.561955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:54.568243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:54.572572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:54.576928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:54.577025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:07:57.582679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:07:57.587245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:07:57.592235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:07:57.596434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:07:57.596526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:00.601184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:00.605594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:00.610310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:00.614069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:00.614178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:03.618628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:03.622578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:03.626142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:03.629994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:03.630082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:06.634087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:06.637949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:06.642035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:06.646253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:06.646378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:09.650887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:09.654508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:09.658158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:09.661730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:09.661829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:12.667788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:12.671742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:12.676447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:12.680906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:12.681223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:15.687338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:15.691835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:15.695834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:15.699630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:15.699745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:18.705249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:18.709189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:18.713386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:18.717734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:18.717840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:21.722422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:21.726897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:21.731068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:21.734622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:21.734748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:24.739365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:24.743690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:24.747905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:24.751956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:24.752063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:27.758046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:27.763243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:27.768703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:27.774039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:27.774157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:30.780109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:30.785022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:30.790014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:30.794299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:30.794405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:33.801375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:33.807006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:33.811980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:33.817330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:33.817455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:36.823280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:36.828328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:36.832772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:36.838359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:36.838622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:39.845586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:39.849753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:39.854244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:39.859350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:39.859448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:42.864163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:42.867796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:42.871280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:42.874745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:42.874832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:45.881376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:45.886275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:45.891202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:45.896607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:45.896749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:48.902909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:48.907464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:48.911965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:48.916939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:48.917079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:51.923622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:51.930224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:51.935330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:51.940559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:51.940700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:54.945860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:54.950501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:54.955066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:54.959218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:54.959331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:08:57.963477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:08:57.967566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:08:57.971255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:08:57.974796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:08:57.974893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:00.979678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:00.984218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:00.988427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:00.992049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:00.992151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:03.997083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:04.000893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:04.004455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:04.007942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:04.008035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:07.012745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:07.017061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:07.021466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:07.025241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:07.025344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:10.030387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:10.034807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:10.038687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:10.042385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:10.042465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:13.048579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:13.052482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:13.056821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:13.060811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:13.060910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:16.069243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:16.074562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:16.080067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:16.085794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:16.085959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:19.095453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:19.100785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:19.106532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:19.111104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:19.111219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:22.116238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:22.120799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:22.126223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:22.130955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:22.131062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:25.135971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:25.140547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:25.145347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:25.153589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:25.153761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:28.158209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:28.162083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:28.165681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:28.170031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:28.170156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:31.177195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:31.183590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:31.189989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:31.193891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:31.193973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:34.198215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:34.201754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:34.205239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:34.208688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:34.208773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:37.213251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:37.218750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:37.222794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:37.226350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:37.226434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:40.231081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:40.235186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:40.239040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:40.242610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:40.242723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:43.246567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:43.250156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:43.253722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:43.257247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:43.257362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:46.262123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:46.266361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:46.270850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:46.275173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:46.275284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:49.280178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:49.284617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:49.288825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:49.292559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:49.292678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:52.297554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:52.301568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:52.305633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:52.310290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:52.310434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:55.315890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:55.320866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:55.325959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:55.330136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:55.330272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:09:58.334413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:09:58.338515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:09:58.342103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:09:58.345623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:09:58.345733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:01.356834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:01.365365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:01.372756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:01.379768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:01.379970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:04.384183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:04.388080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:04.392387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:04.396553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:04.396696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:07.402056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:07.406981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:07.411964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:07.416811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:07.416923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:10.422377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:10.426631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:10.431215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:10.435236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:10.435336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:13.440041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:13.444620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:13.448519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:13.452178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:13.452277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:16.456484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:16.460175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:16.463861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:16.468357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:16.468466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:19.503859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:19.513184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:19.518584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:19.523564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:19.523717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:22.529492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:22.534907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:22.540026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:22.545117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:22.545244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:25.550243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:25.555221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:25.561051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:25.567237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:25.567397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:28.572263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:28.575849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:28.579403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:28.582819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:28.582900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:31.588392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:31.592798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:31.596902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:31.600531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:31.600619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:34.606617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:34.610590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:34.613982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:34.617314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:34.617390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:37.622331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:37.626051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:37.629803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:37.633868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:37.633989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:40.639753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:40.643489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:40.647092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:40.650554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:40.650693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:43.655873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:43.659536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:43.663091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:43.666789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:43.666893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:46.672421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:46.676817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:46.681054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:46.684827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:46.684918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:49.690140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:49.694532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:49.699330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:49.703569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:49.703718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:52.709574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:52.713292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:52.716928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:52.720841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:52.720921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:55.726432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:55.730133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:55.734175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:55.738198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:55.738297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:10:58.744508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:10:58.749001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:10:58.753149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:10:58.756933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:10:58.757015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:01.762386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:01.767100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:01.771719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:01.776404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:01.776543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:04.781662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:04.786065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:04.790292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:04.794124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:04.794241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:07.799757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:07.805850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:07.810872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:07.815035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:07.815142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:10.820576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:10.825030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:10.828974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:10.832864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:10.832966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:13.838491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:13.842266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:13.845902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:13.849936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:13.850029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:16.856158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:16.860596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:16.864691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:16.868557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:16.868667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:19.874332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:19.878482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:19.882249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:19.886143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:19.886225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:22.892573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:22.897753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:22.902125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:22.906084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:22.906166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:25.911925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:25.916572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:25.921414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:25.926310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:25.926627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:28.932936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:28.937341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:28.941722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:28.945698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:28.945791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:31.951196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:31.955845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:31.960690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:31.965297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:31.965399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:34.969632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:34.973480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:34.977128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:34.980889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:34.980990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:37.986326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:37.991151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:37.995128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:37.999959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:38.000091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:41.006075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:41.010844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:41.014774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:41.018387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:41.018483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:44.022686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:44.026467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:44.030300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:44.034086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:44.034184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:47.041880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:47.045954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:47.050267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:47.054712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:47.054832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:50.059696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:50.063752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:50.067521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:50.071312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:50.071413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:53.076540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:53.080313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:53.083880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:53.087847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:53.087929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:56.093623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:56.098630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:56.103136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:56.106956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:56.107187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:11:59.112697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:11:59.116491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:11:59.119955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:11:59.123626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:11:59.123733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:02.128942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:02.196665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:02.231914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:02.236614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:02.236743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:05.241000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:05.244945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:05.248948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:05.252500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:05.252583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:08.257687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:08.261628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:08.265148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:08.268637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:08.268744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:11.273382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:11.277545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:11.281612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:11.285351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:11.285453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:14.289968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:14.293918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:14.297903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:14.301762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:14.301855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:17.306167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:17.309703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:17.313242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:17.316571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:17.316676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:20.321383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:20.325201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:20.329020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:20.332798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:20.332891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:23.338767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:23.342779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:23.346227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:23.349668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:23.349749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:26.356541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:26.361400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:26.365829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:26.371072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:26.371213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:29.376675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:29.380321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:29.384706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:29.389323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:29.389416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:32.395950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:32.400665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:32.405323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:32.409395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:32.409508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:35.414421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:35.418403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:35.422437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:35.426091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:35.426185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:38.431545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:38.435522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:38.439393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:38.443101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:38.443183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:41.449159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:41.454283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:41.459165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:41.464076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:41.464173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:44.469599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:44.473807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:44.477628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:44.481786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:44.481891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:47.488298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:47.493038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:47.497865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:47.501496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:47.501578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:50.506594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:50.511005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:50.514943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:50.518939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:50.519051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:53.524138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:53.528958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:53.533769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:53.538848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:53.538981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:56.545442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:56.550292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:56.555220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:56.559940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:56.560232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:12:59.565257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:12:59.569926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:12:59.574084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:12:59.578005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:12:59.578116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:02.584072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:02.590207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:02.595377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:02.600047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:02.600161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:05.604695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:05.608303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:05.611910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:05.615501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:05.615599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:08.620806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:08.625062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:08.629495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:08.633052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:08.633141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:11.639102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:11.643228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:11.647095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:11.651037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:11.651124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:14.657390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:14.661464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:14.665198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:14.668858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:14.668977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:17.674970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:17.679440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:17.683463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:17.687370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:17.687465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:20.692935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:20.729292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:20.763797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:20.767915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:20.768017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:23.773592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:23.777834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:23.781560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:23.784948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:23.785028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:26.789856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:26.794397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:26.799629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:26.804774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:26.805319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:29.810788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:29.815689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:29.819793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:29.823914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:29.823999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:32.830527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:32.835353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:32.839878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:32.843407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:32.843490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:35.848120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:35.852370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:35.857213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:35.861373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:35.861551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:38.866379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:38.870896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:38.874710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:38.879382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:38.879501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:41.884818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:41.888605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:41.893252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:41.897364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:41.897476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:44.902260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:44.905782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:44.909435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:44.913294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:44.913376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:47.921692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:47.932065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:47.936751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:47.941882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:47.942032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:50.946879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:50.952144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:50.957971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:50.962721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:50.962857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:53.968271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:53.972387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:53.976439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:53.980727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:53.980832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:13:56.986699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:13:56.991068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:13:56.995499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:13:57.000060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:13:57.000168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:00.005272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:00.009700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:00.014193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:00.017849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:00.017940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:03.053156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:03.091561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:03.127669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:03.132740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:03.132849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:06.137183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:06.141124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:06.144776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:06.148314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:06.148398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:09.154601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:09.159744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:09.164261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:09.168003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:09.168089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:12.173627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:12.178000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:12.182714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:12.186409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:12.186503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:15.191402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:15.195532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:15.199378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:15.202993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:15.203077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:18.208923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:18.213138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:18.217501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:18.222134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:18.222266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:21.226262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:21.230162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:21.234448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:21.238674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:21.238784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:24.244615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:24.248976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:24.253129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:24.257787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:24.257907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:27.263441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:27.268410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:27.272729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:27.278097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:27.278233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:30.285500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:30.290742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:30.295185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:30.300850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:30.301055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:33.306723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:33.311348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:33.316371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:33.321112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:33.321243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:36.327110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:36.331127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:36.335868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:36.340044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:36.340149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:39.345449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:39.350928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:39.356274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:39.361609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:39.361754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:42.369528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:42.375635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:42.381337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:42.386989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:42.387136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:45.391972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:45.396580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:45.400860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:45.404520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:45.404629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:48.409233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:48.412901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:48.416452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:48.420073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:48.420162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:51.424502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:51.428503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:51.432151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:51.436342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:51.436472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:54.441874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:54.447115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:54.452353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:54.457938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:54.458091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:14:57.463240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:14:57.467519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:14:57.471421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:14:57.475207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:14:57.475319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:00.481074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:00.484932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:00.489073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:00.493071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:00.493182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:03.500251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:03.505951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:03.510382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:03.514147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:03.514236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:06.519730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:06.523935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:06.527843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:06.532214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:06.532313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:09.537485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:09.541496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:09.546013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:09.549608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:09.549737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:12.555018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:12.564013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:12.568288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:12.572670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:12.572796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:15.578500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:15.582882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:15.587025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:15.592332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:15.592588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:18.597318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:18.601832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:18.605573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:18.609215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:18.609299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:21.614344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:21.618857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:21.622843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:21.626828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:21.626950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:24.632720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:24.637634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:24.641496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:24.646043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:24.646239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:27.652750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:27.657079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:27.661188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:27.665696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:27.665813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:30.671574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:30.675742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:30.680060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:30.683841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:30.683944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:33.690305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:33.696139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:33.702478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:33.707477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:33.707618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:36.711981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:36.715818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:36.719841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:36.723956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:36.724051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:39.729685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:39.734281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:39.738841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:39.743273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:39.743400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:42.748691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:42.752524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:42.756038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:42.760259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:42.760372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:45.766558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:45.772744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:45.778538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:45.783992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:45.784128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:48.790264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:48.795963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:48.801728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:48.807821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:48.807952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:51.813574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:51.818103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:51.822319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:51.826682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:51.826810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:54.832322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:54.836118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:54.839770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:54.843132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:54.843211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:15:57.848298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:15:57.852143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:15:57.855723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:15:57.861001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:15:57.861105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:00.867789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:00.872683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:00.877637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:00.882632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:00.882777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:03.887447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:03.891979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:03.896369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:03.899930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:03.900015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:06.904386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:06.908474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:06.912704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:06.916549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:06.916636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:09.921523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:09.926720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:09.930675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:09.934335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:09.934434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:12.939494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:12.944280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:12.949348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:12.954240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:12.954354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:15.959049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:15.964376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:15.969403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:15.974310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:15.974435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:18.978818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:18.983153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:18.987282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:18.991104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:18.991215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:21.995915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:21.999958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:22.004082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:22.008182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:22.008292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:25.012530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:25.016178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:25.019687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:25.023428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:25.023516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:28.031215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:28.036217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:28.040772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:28.045876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:28.046010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:31.051793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:31.056935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:31.061745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:31.065732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:31.065853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:34.263718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:34.298373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:34.332096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:34.335796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:34.335885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:37.340387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:37.345028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:37.349965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:37.354787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:37.354898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:40.360369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:40.365011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:40.368922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:40.372668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:40.372755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:43.377176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:43.381204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:43.384974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:43.388587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:43.388707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:46.393505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:46.397762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:46.401867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:46.406928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:46.407031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:49.412571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:49.418075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:49.422051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:49.427160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:49.427279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:52.432482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:52.436445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:52.443827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:52.447620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:52.447728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:55.452853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:55.456385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:55.459986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:55.463544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:55.463633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:16:58.468581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:16:58.472868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:16:58.478375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:16:58.482935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:16:58.483043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:01.488887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:01.493861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:01.498560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:01.503288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:01.503392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:04.508895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:04.514496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:04.519595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:04.524512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:04.524676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:07.530408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:07.534175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:07.538529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:07.542376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:07.542455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:10.546922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:10.551296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:10.555849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:10.560040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:10.560148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:13.565961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:13.571142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:13.575489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:13.579471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:13.579568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:16.585236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:16.589787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:16.593894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:16.597354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:16.597434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:19.601774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:19.605777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:19.609507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:19.613183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:19.613269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:22.617589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:22.621860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:22.625758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:22.629795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:22.629891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:25.634283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:25.638172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:25.642050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:25.645627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:25.645775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:28.652059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:28.655863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:28.659591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:28.663401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:28.663511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:31.669456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:31.674142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:31.678408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:31.682099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:31.682214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:34.687375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:34.691818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:34.695776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:34.699531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:34.699629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:37.704612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:37.708867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:37.712348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:37.716333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:37.716452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:40.721182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:40.724917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:40.728963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:40.733191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:40.733306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:43.738859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:43.743160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:43.747952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:43.752760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:43.752889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:46.758036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:46.762129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:46.766065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:46.770177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:46.770283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:49.775228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:49.779935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:49.784171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:49.788506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:49.788637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:52.793685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:52.799114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:52.804709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:52.810223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:52.810345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:55.818174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:55.822669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:55.826255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:55.831018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:55.831172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:17:58.835988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:17:58.840263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:17:58.844272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:17:58.848790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:17:58.849046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:01.854309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:01.858525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:01.862150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:01.867186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:01.867353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:04.872940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:04.877540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:04.882050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:04.885998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:04.886084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:07.891586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:07.895600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:07.899366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:07.903127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:07.903215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:10.907832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:10.912401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:10.916949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:10.921826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:10.921939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:13.926335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:13.931197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:13.935688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:13.939940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:13.940080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:16.945202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:16.948806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:16.952193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:16.956599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:16.956702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:19.961814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:19.965924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:19.970726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:19.974681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:19.974766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:22.979689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:22.985750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:22.990285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:22.994229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:22.994322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:25.999564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:26.004814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:26.009168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:26.014536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:26.014717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:29.019920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:29.024234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:29.028968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:29.033146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:29.033259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:32.038890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:32.043495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:32.048038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:32.053224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:32.053351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:35.060013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:35.096403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:35.131988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:35.136504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:35.136618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:38.140870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:38.144941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:38.148626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:38.152090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:38.152172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:41.157605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:41.162127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:41.166047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:41.169794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:41.169900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:44.174319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:44.178726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:44.182606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:44.186311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:44.186390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:47.191522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:47.195359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:47.199375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:47.203136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:47.203220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:50.207687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:50.211138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:50.214591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:50.218094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:50.218181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:53.223918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:53.228454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:53.233222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:53.237389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:53.237514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:56.242459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:56.246625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:56.250704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:56.254531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:56.254622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:18:59.259879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:18:59.264191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:18:59.267841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:18:59.272051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:18:59.272162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:02.282861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:02.288960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:02.293048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:02.298221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:02.298331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:05.304222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:05.310311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:05.314918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:05.318807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:05.318923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:08.323994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:08.328379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:08.332936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:08.337201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:08.337334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:11.343195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:11.347471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:11.351620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:11.355755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:11.355881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:14.362150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:14.366387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:14.371192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:14.375542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:14.375679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:17.381442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:17.385842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:17.389885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:17.393402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:17.393490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:20.398933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:20.403818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:20.408023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:20.412969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:20.413099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:23.418297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:23.422734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:23.426672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:23.430476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:23.430580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:26.437180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:26.441335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:26.445608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:26.449619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:26.449746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:29.455269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:29.459822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:29.464163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:29.468259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:29.468350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:32.473332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:32.477863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:32.481873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:32.485805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:32.485898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:35.492332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:35.497662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:35.502088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:35.506009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:35.506107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:38.511454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:38.516097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:38.519635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:38.523206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:38.523291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:41.528462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:41.532240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:41.535889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:41.539263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:41.539350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:44.544292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:44.548491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:44.552685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:44.556775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:44.556897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:47.561936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:47.566102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:47.570269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:47.574359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:47.574471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:50.580100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:50.584279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:50.588596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:50.592351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:50.592469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:53.597250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:53.602483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:53.607049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:53.611464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:53.611568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:56.616388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:56.621361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:56.626074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:56.630904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:56.631010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:19:59.635610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:19:59.639916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:19:59.643975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:19:59.648903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:19:59.649040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:02.655035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:02.659283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:02.664023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:02.669500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:02.669621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:05.675010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:05.682045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:05.686141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:05.689690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:05.689775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:08.695796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:08.699904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:08.703870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:08.707854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:08.707955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:11.713536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:11.718606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:11.723661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:11.727940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:11.728051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:14.733583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:14.739221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:14.744063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:14.749108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:14.749273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:17.755767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:17.760496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:17.765019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:17.769039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:17.769142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:20.796590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:20.800730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:20.804826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:20.809749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:20.809849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:23.814528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:23.818849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:23.822816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:23.826986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:23.827087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:26.833499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:26.839162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:26.844981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:26.849632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:26.849808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:29.855439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:29.860866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:29.864853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:29.869684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:29.869771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:32.875412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:32.879693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:32.883741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:32.888081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:32.888205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:35.894055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:35.898534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:35.903175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:35.906755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:35.906841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:38.912319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:38.916784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:38.920438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:38.924207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:38.924287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:41.929452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:41.933576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:41.937290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:41.941360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:41.941703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:44.946500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:44.950394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:44.953980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:44.957419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:44.957531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:47.962829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:47.966717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:47.970307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:47.973942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:47.974036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:50.979574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:50.983565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:50.990829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:50.996069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:50.996171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:54.001310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:54.006170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:54.010240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:54.014586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:54.014721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:20:57.021431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:20:57.025759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:20:57.033201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:20:57.038627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:20:57.038766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:00.043840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:00.048597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:00.053847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:00.058699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:00.058806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:03.064020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:03.068287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:03.072547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:03.076496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:03.076618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:06.114216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:06.118887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:06.152227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:06.156196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:06.156308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:09.161736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:09.165813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:09.170229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:09.175013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:09.175138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:12.183458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:12.188745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:12.193429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:12.197496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:12.197608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:15.204115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:15.209493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:15.214602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:15.219521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:15.219683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:18.225165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:18.230185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:18.234339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:18.238365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:18.238467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:21.243105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:21.247213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:21.252034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:21.256153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:21.256267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:24.261407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:24.265486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:24.270087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:24.274346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:24.274463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:27.280084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:27.284173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:27.288078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:27.292441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:27.292579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:30.298373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:30.302377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:30.306364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:30.310120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:30.310229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:33.315701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:33.319861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:33.323998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:33.328140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:33.328245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:36.334304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:36.340613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:36.346858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:36.351814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:36.351930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:39.356750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:39.365151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:39.369368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:39.373518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:39.373638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:42.378561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:42.382624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:42.386801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:42.391487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:42.391578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:45.398382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:45.402684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:45.407131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:45.411354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:45.411462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:48.416618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:48.421027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:48.425379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:48.429215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:48.429331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:51.434784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:51.439544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:51.444326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:51.449165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:51.449307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:54.455281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:54.459900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:54.464769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:54.469150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:54.469264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:21:57.474255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:21:57.478443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:21:57.482847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:21:57.487228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:21:57.487403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:00.492729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:00.498255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:00.502392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:00.506519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:00.506737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:03.512931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:03.517960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:03.521819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:03.525225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:03.525384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:06.531115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:06.536002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:06.541028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:06.545049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:06.545209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:09.550705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:09.554446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:09.558536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:09.563328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:09.563454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:12.568433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:12.572777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:12.577600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:12.582891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:12.583023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:15.587607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:15.591890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:15.596182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:15.600391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:15.600501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:18.605691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:18.610200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:18.615218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:18.619616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:18.619758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:21.624732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:21.629016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:21.633604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:21.639214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:21.639356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:24.644519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:24.649462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:24.654338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:24.659144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:24.659262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:27.664057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:27.669347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:27.675066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:27.679773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:27.679909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:30.684779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:30.688708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:30.692294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:30.696257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:30.696379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:33.701466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:33.705695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:33.710551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:33.715436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:33.715556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:36.720368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:36.724551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:36.728905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:36.732874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:36.732963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:39.739724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:39.746006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:39.752557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:39.759029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:39.759158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:42.764084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:42.768289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:42.772109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:42.776089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:42.776198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:45.781007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:45.784561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:45.788205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:45.791736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:45.791824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:48.797170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:48.801281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:48.805224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:48.809573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:48.809728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:51.816798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:51.822030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:51.828043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:51.833387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:51.833517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:54.837727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:54.841338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:54.845084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:54.848897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:54.849008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:22:57.853383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:22:57.857507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:22:57.861518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:22:57.865782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:22:57.866016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:00.873002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:00.881719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:00.887609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:00.893047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:00.893181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:03.897884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:03.902307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:03.907211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:03.911691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:03.911800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:06.916117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:06.920478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:06.924487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:06.927891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:06.927969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:09.933479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:09.937519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:09.940903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:09.944564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:09.944671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:12.949520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:12.953367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:12.957539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:12.962019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:12.962149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:15.967011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:15.971635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:15.976316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:15.981235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:15.981367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:18.988283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:18.993230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:18.997897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:19.002076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:19.002273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:22.007533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:22.042357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:22.077445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:22.081772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:22.081866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:25.086031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:25.089834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:25.094206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:25.098045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:25.098138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:28.103491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:28.108066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:28.112175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:28.116377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:28.116580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:31.122771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:31.128424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:31.132249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:31.135681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:31.135762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:34.140852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:34.145692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:34.155564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:34.160113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:34.160243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:37.198748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:37.233971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:37.269455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:37.273392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:37.273496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:40.278709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:40.282897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:40.287090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:40.291961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:40.292066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:43.297032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:43.301192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:43.306014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:43.309848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:43.309963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:46.315662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:46.320063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:46.324204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:46.328359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:46.328467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:49.332770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:49.336496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:49.341457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:49.345443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:49.345523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:52.350027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:52.353770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:52.358745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:52.364111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:52.364212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:55.370869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:55.376304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:55.380960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:55.385462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:55.385582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:23:58.391591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:23:58.397529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:23:58.402119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:23:58.406479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:23:58.406605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:01.411353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:01.415914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:01.420404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:01.424327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:01.424439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:04.429735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:04.433518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:04.437189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:04.440618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:04.440718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:07.451452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:07.458954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:07.470371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:07.474013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:07.474095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:10.478373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:10.482524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:10.486822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:10.490518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:10.490619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:13.497278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:13.503549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:13.509744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:13.515609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:13.515795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:16.522226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:16.527699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:16.532166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:16.536013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:16.536109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:19.540463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:19.544758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:19.548972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:19.553160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:19.553258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:22.557631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:22.561590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:22.565365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:22.569788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:22.569890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:25.574114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:25.578224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:25.582274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:25.586493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:25.586616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:28.592832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:28.597169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:28.602912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:28.607097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:28.607201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:31.612263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:31.617220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:31.622142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:31.626677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:31.626796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:34.631899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:34.637127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:34.640843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:34.644539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:34.644621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:37.650305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:37.655502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:37.660709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:37.666384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:37.666503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:40.671099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:40.675253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:40.679429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:40.683456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:40.683577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:43.689184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:43.693095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:43.697159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:43.700780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:43.700887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:46.706449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:46.711071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:46.715817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:46.720361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:46.720482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:49.725507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:49.729676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:49.733285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:49.736847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:49.736932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:52.742855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:52.748481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:52.754378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:52.759874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:52.760046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:55.765499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:55.770079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:55.774006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:55.777881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:55.777971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:24:58.783480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:24:58.787807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:24:58.791697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:24:58.795895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:24:58.796019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:01.802837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:01.807559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:01.811622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:01.815351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:01.815435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:04.820480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:04.824431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:04.829193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:04.833440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:04.833552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:07.840223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:07.845462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:07.851413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:07.855575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:07.855684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:10.862366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:10.867491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:10.872031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:10.876698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:10.876815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:13.882090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:13.886674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:13.891724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:13.896718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:13.896939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:16.902820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:16.908491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:16.913913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:16.918420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:16.918539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:19.923436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:19.927582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:19.931481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:19.935466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:19.935570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:22.942604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:22.948384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:22.953624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:22.957947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:22.958053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:25.963361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:25.968713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:25.974358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:25.979555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:25.979764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:28.985160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:28.989779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:28.994455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:28.998909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:28.999033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:32.004824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:32.010238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:32.016214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:32.023545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:32.023707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:35.030267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:35.034761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:35.039356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:35.043870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:35.044037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:38.049827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:38.124574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:38.159932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:38.164181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:38.164291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:41.168899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:41.172920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:41.176959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:41.185694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:41.185815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:44.190320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:44.194027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:44.197957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:44.201913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:44.202003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:47.207514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:47.212600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:47.218358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:47.223344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:47.223483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:50.228687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:50.232575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:50.236379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:50.240079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:50.240190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:53.245024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:53.249272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:53.253218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:53.257045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:53.257138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:56.263048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:56.268506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:56.274090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:56.278798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:56.278938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:25:59.284831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:25:59.289611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:25:59.293751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:25:59.297820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:25:59.297928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:02.303094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:02.307865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:02.312632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:02.317385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:02.317529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:05.322731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:05.326468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:05.330698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:05.334553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:05.334668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:08.340387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:08.345096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:08.349717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:08.354551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:08.354700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:11.359618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:11.363840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:11.368303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:11.373189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:11.373306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:14.378098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:14.382877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:14.387113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:14.391101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:14.391222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:17.396117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:17.400039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:17.403815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:17.408499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:17.408680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:20.414757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:20.419106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:20.423703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:20.428179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:20.428349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:23.435757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:23.440251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:23.444684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:23.449935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:23.450077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:26.455753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:26.460945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:26.465879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:26.469886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:26.470002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:29.474953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:29.479040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:29.483016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:29.487129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:29.487252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:32.492089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:32.495921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:32.499591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:32.503147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:32.503235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:35.509304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:35.514161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:35.518267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:35.522507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:35.522614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:38.528469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:38.533481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:38.539173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:38.545240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:38.545426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:41.551294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:41.556575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:41.562360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:41.567177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:41.567327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:44.573503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:44.577725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:44.581612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:44.585569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:44.585716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:47.590787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:47.595273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:47.599561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:47.603803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:47.603924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:50.609553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:50.613842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:50.617827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:50.622039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:50.622153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:53.627673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:53.631327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:53.635968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:53.640988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:53.641123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:56.645998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:56.649820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:56.653552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:56.657402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:56.657496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:26:59.663532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:26:59.671402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:26:59.675350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:26:59.680190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:26:59.680335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:02.684911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:02.688696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:02.692703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:02.697209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:02.697334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:05.701307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:05.705100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:05.709179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:05.712672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:05.712764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:08.723215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:08.729360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:08.736613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:08.743341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:08.743677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:11.749988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:11.754953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:11.759114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:11.763903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:11.764012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:14.768513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:14.772996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:14.778316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:14.783484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:14.783587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:17.788255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:17.792344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:17.796207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:17.800168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:17.800298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:20.806708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:20.811401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:20.815848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:20.820763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:20.820904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:23.826676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:23.830999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:23.835514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:23.840204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:23.840321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:26.844928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:26.848573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:26.852013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:26.855982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:26.856056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:29.861064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:29.865082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:29.869153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:29.872983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:29.873211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:32.878525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:32.882939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:32.887421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:32.891920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:32.892059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:35.897373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:35.905221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:35.909826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:35.914290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:35.914408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:38.920736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:38.927498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:38.933484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:38.939234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:38.939371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:41.946502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:41.951229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:41.955876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:41.960991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:41.961138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:44.968171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:44.974628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:44.979761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:44.985538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:44.985731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:47.991722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:47.996272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:48.001191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:48.007094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:48.007259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:51.012384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:51.016623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:51.021036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:51.025633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:51.025783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:54.031893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:54.036364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:54.041675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:54.046555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:54.046693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:27:57.051611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:27:57.056942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:27:57.061850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:27:57.066931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:27:57.067033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:00.072354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:00.076434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:00.080559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:00.084766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:00.084871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:03.091491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:03.096622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:03.101277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:03.105274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:03.105374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:06.110923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:06.115315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:06.119330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:06.123102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:06.123194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:09.129974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:09.164831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:09.199301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:09.203125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:09.203217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:12.208225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:12.212386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:12.216705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:12.220673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:12.220814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:15.225584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:15.229872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:15.233845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:15.238034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:15.238148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:18.244085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:18.249693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:18.254608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:18.259491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:18.259636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:21.265241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:21.269329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:21.273584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:21.277520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:21.277600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:24.283125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:24.288199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:24.292255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:24.296858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:24.296986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:27.303199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:27.308050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:27.312339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:27.317673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:27.317878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:30.324032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:30.329340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:30.333957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:30.338020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:30.338136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:33.343440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:33.348058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:33.352564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:33.357235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:33.357383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:36.362822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:36.366672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:36.370547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:36.374534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:36.374636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:39.381388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:39.386097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:39.390341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:39.394142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:39.394357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:42.399537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:42.404142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:42.408088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:42.412014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:42.412116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:45.417860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:45.422376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:45.426260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:45.429934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:45.430028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:48.435523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:48.440724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:48.445750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:48.450258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:48.450355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:51.455530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:51.460079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:51.464271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:51.468310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:51.468415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:54.476095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:54.487110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:54.492050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:54.496908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:54.497034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:28:57.503464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:28:57.508240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:28:57.512133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:28:57.516825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:28:57.517024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:00.522767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:00.527352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:00.532052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:00.536031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:00.536128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:03.541599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:03.545552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:03.549615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:03.553477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:03.553562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:06.558501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:06.562728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:06.566388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:06.570101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:06.570189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:09.574334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:09.578575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:09.582419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:09.585821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:09.585906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:12.591157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:12.595302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:12.600998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:12.606309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:12.606432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:15.612001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:15.615822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:15.619921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:15.623806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:15.623894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:18.629235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:18.632989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:18.637111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:18.640701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:18.640788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:21.645560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:21.650776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:21.655393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:21.659726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:21.659865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:24.665318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:24.669444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:24.673569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:24.677480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:24.677574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:27.682777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:27.686514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:27.690140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:27.694027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:27.694108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:30.699372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:30.703738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:30.708913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:30.713253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:30.713367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:33.719879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:33.725111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:33.729619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:33.734930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:33.735046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:36.740404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:36.744791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:36.748768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:36.753127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:36.753418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:39.759136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:39.763123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:39.767395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:39.770944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:39.771018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:42.776127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:42.780709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:42.785048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:42.790232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:42.790354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:45.795368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:45.800273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:45.805055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:45.810759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:45.810875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:48.815253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:48.818869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:48.822349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:48.825893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:48.825989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:51.831200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:51.835107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:51.838770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:51.842378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:51.842480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:54.848272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:54.852667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:54.856104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:54.859763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:54.859844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:29:57.864339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:29:57.868180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:29:57.871931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:29:57.875510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:29:57.875612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:00.881144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:00.885792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:00.889903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:00.894356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:00.894474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:03.901035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:03.905274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:03.909924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:03.913598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:03.913704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:06.918923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:06.922842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:06.926993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:06.931398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:06.931512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:09.937271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:09.941780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:09.945930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:09.949594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:09.949714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:12.955091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:12.958992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:12.962629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:12.966474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:12.966570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:15.975002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:15.979474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:15.983465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:15.987384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:15.987500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:18.992499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:18.997596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:19.002230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:19.006825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:19.006977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:22.044066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:22.048238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:22.052033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:22.055703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:22.055794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:25.061633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:25.065755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:25.069336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:25.072953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:25.073044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:28.079981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:28.085760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:28.090103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:28.095053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:28.095284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:31.102756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:31.108351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:31.113077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:31.118783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:31.118909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:34.123237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:34.127368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:34.131602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:34.135910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:34.136038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:37.141587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:37.145638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:37.149816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:37.154394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:37.154525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:40.192994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:40.227036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:40.231698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:40.235698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:40.235852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:43.240752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:43.244798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:43.249770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:43.254288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:43.254425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:46.261077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:46.266051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:46.270666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:46.274835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:46.274964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:49.280323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:49.284773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:49.290172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:49.295605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:49.295761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:52.302385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:52.306858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:52.310810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:52.314604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:52.314711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:55.322438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:55.329370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:55.338160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:55.346720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:55.346878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:30:58.352561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:30:58.357033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:30:58.360884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:30:58.364703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:30:58.364799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:01.368944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:01.372534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:01.376243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:01.380132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:01.380233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:04.385446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:04.389313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:04.392893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:04.396304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:04.396391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:07.401563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:07.405407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:07.409807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:07.413600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:07.413726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:10.420094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:10.426005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:10.430551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:10.434825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:10.434969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:13.440252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:13.444211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:13.448507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:13.452757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:13.452849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:16.458364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:16.462612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:16.468237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:16.473928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:16.474047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:19.479852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:19.483730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:19.487779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:19.492115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:19.492250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:22.497230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:22.501029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:22.504813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:22.508768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:22.508862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:25.513778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:25.517576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:25.521303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:25.525132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:25.525251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:28.530476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:28.534473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:28.538841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:28.543124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:28.543230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:31.548481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:31.553276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:31.557761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:31.561941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:31.562055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:34.567170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:34.571794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:34.576059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:34.581193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:34.581327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:37.586250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:37.590909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:37.595952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:37.600569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:37.600706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:40.606876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:40.620235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:40.625798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:40.629707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:40.629799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:43.634434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:43.638450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:43.642662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:43.646397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:43.646488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:46.650567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:46.654087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:46.657550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:46.661060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:46.661148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:49.665898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:49.669902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:49.673821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:49.677449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:49.677542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:52.682425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:52.686954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:52.693051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:52.697053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:52.697140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:55.701689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:55.705630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:55.710021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:55.714028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:55.714136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:31:58.720041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:31:58.724727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:31:58.730454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:31:58.735624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:31:58.735748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:01.740399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:01.743903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:01.747416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:01.750769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:01.750853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:04.756571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:04.762040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:04.766592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:04.771714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:04.771979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:07.777174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:07.781547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:07.785830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:07.789948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:07.790071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:10.795300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:10.800331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:10.805049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:10.813321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:10.813477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:13.818042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:13.822094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:13.826168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:13.830888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:13.831041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:16.835797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:16.841072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:16.846566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:16.851594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:16.851737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:19.857038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:19.860953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:19.865064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:19.870807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:19.870932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:22.875787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:22.885156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:22.889428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:22.892969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:22.893051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:25.899748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:25.903663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:25.907203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:25.910790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:25.910868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:28.916324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:28.921705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:28.927215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:28.931838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:28.932118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:31.937857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:31.942066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:31.945946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:31.949810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:31.949925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:34.955948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:34.961946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:34.966436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:34.970971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:34.971101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:37.976782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:37.980911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:37.984908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:37.988682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:37.988780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:40.996266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:41.001142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:41.006450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:41.010460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:41.010564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:44.016568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:44.021246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:44.026007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:44.030816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:44.030947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:47.035900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:47.039816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:47.043790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:47.047718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:47.047814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:50.053540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:50.057398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:50.061199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:50.065341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:50.065457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:53.072465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:53.077404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:53.082717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:53.087951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:53.088115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:56.093312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:56.098282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:56.103073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:56.107706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:56.107808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:32:59.112286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:32:59.116124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:32:59.120300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:32:59.124239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:32:59.124331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:02.130085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:02.134014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:02.137879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:02.141705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:02.141805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:05.147585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:05.154095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:05.159834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:05.164847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:05.164946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:08.171500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:08.177086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:08.182685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:08.188047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:08.188154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:11.193463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:11.197775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:11.202026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:11.205977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:11.206079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:14.211776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:14.215528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:14.221547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:14.225148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:14.225244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:17.231818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:17.236994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:17.241906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:17.246674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:17.246798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:20.251194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:20.254966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:20.259714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:20.263725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:20.263822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:23.268529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:23.303219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:23.337769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:23.341833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:23.341931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:26.346703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:26.351787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:26.356694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:26.360898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:26.360992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:29.366432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:29.371492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:29.376344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:29.381566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:29.381717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:32.386175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:32.390268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:32.394220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:32.397915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:32.398019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:35.402873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:35.406974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:35.410938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:35.415011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:35.415273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:38.420966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:38.424492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:38.428036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:38.431549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:38.431660] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:41.446964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:41.460334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:41.469662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:41.473465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:41.473580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:44.478859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:44.483009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:44.486970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:44.490575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:44.490699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:47.495123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:47.498698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:47.502143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:47.505905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:47.506021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:50.511318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:50.515390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:50.518836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:50.522176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:50.522255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:53.527009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:53.531496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:53.536119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:53.540086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:53.540167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:56.544399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:56.548172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:56.551885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:56.556499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:56.556610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:33:59.561726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:33:59.566423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:33:59.571109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:33:59.574988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:33:59.575084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:02.579722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:02.583974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:02.588036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:02.591722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:02.591808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:05.596682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:05.600731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:05.604343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:05.608172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:05.608259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:08.614781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:08.620191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:08.624615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:08.629237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:08.629342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:11.634108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:11.638928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:11.643454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:11.647097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:11.647192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:14.652749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:14.657866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:14.663338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:14.668475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:14.668617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:17.672978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:17.677104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:17.681921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:17.685934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:17.686053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:20.691093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:20.695180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:20.699423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:20.703413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:20.703523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:23.708602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:23.713467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:23.717800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:23.721875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:23.721978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:26.726724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:26.731447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:26.735574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:26.740026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:26.740163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:29.745132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:29.750507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:29.754989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:29.763283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:29.763419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:32.768416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:32.772566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:32.776927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:32.781182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:32.781275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:35.787054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:35.791347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:35.795077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:35.799108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:35.799237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:38.804514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:38.808604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:38.812872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:38.817036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:38.817158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:41.825935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:41.832508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:41.844119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:41.850239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:41.850390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:44.855433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:44.859893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:44.863884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:44.867565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:44.867679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:47.873854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:47.878421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:47.882514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:47.886585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:47.886706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:50.892165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:50.896190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:50.901051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:50.905709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:50.905813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:53.910806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:53.914990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:53.919043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:53.923078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:53.923184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:56.929934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:56.934917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:56.940726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:56.945974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:56.946129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:34:59.950320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:34:59.953992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:34:59.957605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:34:59.961200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:34:59.961292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:02.966986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:02.971398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:02.975219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:02.979884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:02.980132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:05.985975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:05.990911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:05.995572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:05.999835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:06.000060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:09.005762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:09.010379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:09.014718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:09.019077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:09.019184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:12.089051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:12.124279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:12.159328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:12.163616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:12.163759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:15.169175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:15.173378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:15.177752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:15.181680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:15.181772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:18.186272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:18.190708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:18.194777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:18.198756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:18.198865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:21.203704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:21.207852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:21.211893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:21.216029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:21.216145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:24.223604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:24.228626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:24.232605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:24.236336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:24.236415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:27.241488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:27.246874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:27.251891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:27.256949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:27.257077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:30.261899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:30.266052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:30.270047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:30.274171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:30.274303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:33.280786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:33.286619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:33.292248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:33.296043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:33.296125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:36.300412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:36.305264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:36.309374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:36.313327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:36.313406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:39.319702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:39.324160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:39.330633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:39.335412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:39.335534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:42.343145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:42.348997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:42.354062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:42.358228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:42.358343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:45.363350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:45.367731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:45.371636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:45.375585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:45.375711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:48.381053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:48.385756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:48.390015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:48.394056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:48.394272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:51.399529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:51.403189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:51.406784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:51.411138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:51.411263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:54.416470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:54.420918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:54.424671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:54.428270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:54.428360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:35:57.433910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:35:57.438434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:35:57.443101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:35:57.447601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:35:57.447762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:00.453915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:00.459304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:00.465406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:00.471107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:00.471315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:03.476518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:03.480394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:03.483995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:03.487854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:03.488041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:06.492824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:06.496606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:06.500525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:06.504110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:06.504762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:09.509892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:09.514474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:09.518539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:09.522336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:09.522447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:12.529160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:12.534550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:12.539482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:12.543886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:12.543996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:15.550028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:15.554526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:15.558951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:15.563333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:15.563454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:18.568199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:18.572522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:18.576244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:18.580289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:18.580517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:21.586239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:21.591422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:21.595292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:21.600077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:21.600187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:24.604866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:24.608554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:24.612126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:24.616871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:24.616984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:27.623708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:27.629474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:27.635438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:27.641332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:27.641461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:30.645752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:30.649690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:30.653383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:30.657132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:30.657236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:33.662000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:33.667305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:33.676804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:33.681334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:33.681432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:36.686492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:36.690168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:36.693844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:36.698032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:36.698135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:39.702562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:39.706933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:39.711263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:39.715959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:39.716074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:42.722215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:42.726891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:42.731311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:42.734870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:42.734958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:45.739808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:45.743493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:45.747188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:45.750994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:45.751108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:48.756773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:48.761381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:48.766170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:48.769958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:48.770062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:51.776541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:51.781568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:51.786102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:51.791215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:51.791354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:54.796680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:54.801400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:54.805588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:54.814121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:54.814255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:36:57.819175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:36:57.823266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:36:57.827079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:36:57.830984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:36:57.831084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:00.836528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:00.842080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:00.846450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:00.850666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:00.850759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:03.856374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:03.860628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:03.866085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:03.870014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:03.870108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:06.875862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:06.880548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:06.885756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:06.890771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:06.890881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:09.895486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:09.899396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:09.903129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:09.906678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:09.906773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:12.911225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:12.915447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:12.919954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:12.923533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:12.923620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:15.927765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:15.931392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:15.935256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:15.939430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:15.939568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:18.945275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:18.949214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:18.953272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:18.957147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:18.957229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:21.961474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:21.966050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:21.969873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:21.973223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:21.973305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:24.981966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:24.986555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:24.991080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:24.995412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:24.995528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:28.000168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:28.003913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:28.007545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:28.011162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:28.011253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:31.016822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:31.021453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:31.025532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:31.029825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:31.029937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:34.035341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:34.039446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:34.043216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:34.046908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:34.047003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:37.051942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:37.056173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:37.060532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:37.064940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:37.065063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:40.070861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:40.076109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:40.081812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:40.086238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:40.086347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:43.150110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:43.183962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:43.217634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:43.221535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:43.221627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:46.227018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:46.235455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:46.239885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:46.243959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:46.244078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:49.248475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:49.252275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:49.255973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:49.259703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:49.259785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:52.266124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:52.271465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:52.276429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:52.281123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:52.281236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:55.288278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:55.293924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:55.299245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:55.304682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:55.304803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:37:58.311312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:37:58.316670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:37:58.321861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:37:58.326880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:37:58.326981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:01.331054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:01.334723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:01.339271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:01.343058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:01.343165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:04.347166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:04.350845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:04.354362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:04.357979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:04.358066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:07.362343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:07.366237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:07.370267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:07.374582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:07.374718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:10.379033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:10.382677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:10.386238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:10.389821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:10.389905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:13.394632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:13.399063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:13.403100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:13.406484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:13.406574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:16.411508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:16.415362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:16.419052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:16.422735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:16.422814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:19.427980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:19.432297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:19.436078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:19.439697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:19.439801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:22.445362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:22.449984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:22.454768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:22.459848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:22.459961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:25.464490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:25.469305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:25.473988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:25.478405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:25.478528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:28.484364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:28.489046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:28.493317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:28.498438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:28.498540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:31.503862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:31.513404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:31.518494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:31.523227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:31.523351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:34.527995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:34.532554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:34.536722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:34.541066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:34.541180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:37.546158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:37.550355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:37.553998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:37.558186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:37.558286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:40.562612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:40.566703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:40.570602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:40.574661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:40.574762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:43.582178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:43.588307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:43.593304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:43.597071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:43.597189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:46.601813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:46.605840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:46.609708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:46.613516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:46.613621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:49.617762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:49.621867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:49.625536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:49.634476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:49.634669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:52.639991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:52.644132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:52.647909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:52.651751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:52.651860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:55.656666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:55.660220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:55.664146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:55.667763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:55.667855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:38:58.673760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:38:58.678208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:38:58.682801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:38:58.686879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:38:58.686994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:01.693115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:01.697411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:01.701945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:01.706917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:01.707037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:04.717910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:04.723596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:04.728385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:04.734278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:04.734429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:07.739296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:07.743894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:07.748952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:07.753271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:07.753357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:10.758706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:10.763242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:10.767870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:10.772427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:10.772540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:13.779873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:13.784613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:13.789184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:13.793102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:13.793197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:16.798775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:16.802721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:16.806566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:16.810344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:16.810446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:19.816679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:19.821558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:19.826413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:19.830394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:19.830476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:22.836371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:22.841683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:22.846266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:22.851590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:22.851753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:25.857752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:25.861960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:25.865997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:25.870000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:25.870081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:28.876071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:28.880472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:28.884543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:28.889146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:28.889294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:31.894336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:31.898718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:31.903014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:31.907407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:31.907699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:34.913319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:34.917384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:34.921396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:34.925347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:34.925475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:37.930943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:37.935549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:37.941125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:37.945240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:37.945345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:40.950582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:40.954818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:40.958757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:40.962854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:40.962971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:43.969087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:43.976058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:43.983284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:43.989396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:43.989539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:46.995048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:47.000732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:47.006181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:47.010388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:47.010472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:50.016071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:50.020875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:50.024858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:50.028850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:50.028948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:53.033994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:53.038231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:53.042136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:53.046009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:53.046111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:56.051122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:56.054905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:56.058547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:56.062144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:56.062235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:39:59.068065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:39:59.074100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:39:59.079325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:39:59.085124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:39:59.085252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:02.089877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:02.094724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:02.100497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:02.106337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:02.106530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:05.114719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:05.120798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:05.126092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:05.131005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:05.131105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:08.135826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:08.139654] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:08.143261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:08.146814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:08.146900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:11.152245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:11.157262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:11.162384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:11.166149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:11.166229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:14.171288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:14.176949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:14.182445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:14.187284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:14.187441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:17.191567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:17.195151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:17.199802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:17.203997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:17.204112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:20.209943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:20.213740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:20.217866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:20.222114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:20.222235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:23.257709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:23.263170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:23.268025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:23.272501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:23.272594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:26.277786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:26.281441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:26.284894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:26.293371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:26.293543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:29.300103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:29.305195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:29.309990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:29.315132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:29.315233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:32.319797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:32.323548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:32.327425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:32.331817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:32.331927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:35.337894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:35.343826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:35.348065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:35.352103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:35.352218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:38.357206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:38.362266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:38.366599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:38.370821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:38.370920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:41.375595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:41.379118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:41.382831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:41.386452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:41.386541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:44.393071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:44.398023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:44.402870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:44.406824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:44.406933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:47.412092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:47.416072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:47.419576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:47.423387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:47.423498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:50.428387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:50.432921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:50.437045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:50.441201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:50.441351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:53.446603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:53.450577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:53.454625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:53.458863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:53.458986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:56.464393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:56.468621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:56.472815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:56.476919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:56.477073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:40:59.483314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:40:59.491154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:40:59.495181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:40:59.498618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:40:59.498718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:02.504590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:02.509560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:02.514275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:02.519170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:02.519281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:05.524820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:05.528954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:05.532717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:05.536324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:05.536461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:08.542471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:08.547209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:08.552089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:08.557088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:08.557217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:11.564007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:11.570839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:11.576236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:11.580601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:11.580778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:14.585293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:14.589848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:14.594103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:14.597951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:14.598042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:17.602818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:17.607499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:17.611887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:17.616039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:17.616146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:20.623096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:20.627618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:20.631714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:20.637069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:20.637411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:23.645410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:23.651315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:23.657167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:23.663344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:23.663582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:26.669919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:26.675020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:26.679916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:26.685062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:26.685169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:29.690333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:29.694405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:29.698268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:29.702839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:29.702947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:32.708473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:32.712887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:32.717140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:32.721375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:32.721498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:35.726912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:35.731746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:35.736561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:35.741283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:35.741424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:38.746839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:38.750621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:38.754260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:38.757958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:38.758042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:41.763023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:41.766887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:41.770791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:41.774676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:41.774779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:44.781362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:44.786484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:44.791335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:44.795936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:44.796202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:47.802072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:47.806255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:47.810392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:47.814294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:47.814420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:50.819927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:50.825133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:50.830215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:50.834482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:50.834583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:53.840254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:53.844001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:53.847855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:53.851533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:53.851637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:56.857008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:56.861361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:56.865500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:56.869804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:56.869904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:41:59.876440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:41:59.880949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:41:59.885571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:41:59.890253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:41:59.890373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:02.895332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:02.899942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:02.903713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:02.908171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:02.908278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:05.913938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:05.917750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:05.921693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:05.926578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:05.926703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:08.931146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:08.934857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:08.938550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:08.942138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:08.942233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:11.947588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:11.952321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:11.957538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:11.962687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:11.962884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:14.970565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:14.975909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:14.980613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:14.984245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:14.984321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:17.989462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:17.993416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:17.997020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:18.001089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:18.001165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:21.006397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:21.010219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:21.013548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:21.017283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:21.017409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:24.024041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:24.029187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:24.033207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:24.037502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:24.037666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:27.043863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:27.048454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:27.052461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:27.056073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:27.056166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:30.062171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:30.068191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:30.072709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:30.076440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:30.076526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:33.082340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:33.087375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:33.092343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:33.098052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:33.098183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:36.102245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:36.106084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:36.110215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:36.114185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:36.114293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:39.119119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:39.123478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:39.127762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:39.132774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:39.132919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:42.139169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:42.144397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:42.149372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:42.154177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:42.154295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:45.159561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:45.164121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:45.168309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:45.226593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:45.226727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:48.232354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:48.236959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:48.240749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:48.244545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:48.244685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:51.250446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:51.254348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:51.257826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:51.261229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:51.261311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:54.267294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:54.273967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:54.278256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:54.283768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:54.284325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:42:57.290740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:42:57.295859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:42:57.301042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:42:57.305898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:42:57.306010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:00.312922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:00.317454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:00.322778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:00.326897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:00.326983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:03.331436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:03.335266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:03.338791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:03.342746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:03.342829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:06.348007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:06.353023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:06.357940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:06.363095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:06.363226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:09.369483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:09.373400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:09.378183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:09.382679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:09.382789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:12.389092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:12.393363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:12.398182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:12.403329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:12.403476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:15.410677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:15.416411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:15.421161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:15.425030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:15.425110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:18.430142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:18.433864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:18.437347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:18.440971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:18.441060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:21.446957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:21.453318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:21.458622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:21.464251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:21.464479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:24.469998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:24.505866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:24.542205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:24.546336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:24.546474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:27.551048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:27.555160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:27.559216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:27.563087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:27.563180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:30.568271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:30.572961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:30.577242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:30.581388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:30.581480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:33.588240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:33.593888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:33.598905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:33.603247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:33.603351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:36.612462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:36.617794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:36.622315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:36.628056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:36.628197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:39.633072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:39.637121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:39.641164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:39.644958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:39.645059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:42.649791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:42.653777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:42.658087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:42.662210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:42.662317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:45.668050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:45.672866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:45.678586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:45.682773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:45.682874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:48.688991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:48.693029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:48.696483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:48.700563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:48.700664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:51.707916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:51.714127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:51.718661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:51.723404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:51.723510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:54.729221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:54.734107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:54.737832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:54.741527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:54.741630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:43:57.745626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:43:57.753276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:43:57.756912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:43:57.761009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:43:57.761127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:00.766607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:00.771961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:00.776708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:00.781836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:00.781969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:03.787387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:03.791810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:03.796066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:03.800359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:03.800470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:06.806017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:06.810877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:06.816009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:06.821391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:06.821665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:09.827288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:09.831523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:09.836294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:09.840237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:09.840321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:12.845224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:12.849414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:12.853426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:12.858640] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:12.858786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:15.863990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:15.869077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:15.873869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:15.877960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:15.878075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:18.882140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:18.887037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:18.891888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:18.896535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:18.896678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:21.901822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:21.906470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:21.912175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:21.917599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:21.917732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:24.923197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:24.927214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:24.931005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:24.934464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:24.934540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:27.939508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:27.943126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:27.946608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:27.950597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:27.950702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:30.956301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:30.960259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:30.964317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:30.968106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:30.968196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:33.973770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:33.978038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:33.981805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:33.985760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:33.985866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:36.991349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:36.995833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:36.999465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:37.002941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:37.003020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:40.009393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:40.014636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:40.019337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:40.023477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:40.023572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:43.029178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:43.033835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:43.038826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:43.043070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:43.043175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:46.224784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:46.264848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:46.299888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:46.303543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:46.303628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:49.308366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:49.312933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:49.317058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:49.320896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:49.320999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:52.326050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:52.330454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:52.334278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:52.338107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:52.338197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:55.343315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:55.346886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:55.350268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:55.353874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:55.353951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:44:58.359215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:44:58.363987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:44:58.369023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:44:58.374468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:44:58.374586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:01.379063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:01.382700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:01.386215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:01.389910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:01.389994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:04.395220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:04.402866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:04.407912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:04.414332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:04.414545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:07.420527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:07.426115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:07.431187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:07.436749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:07.436896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:10.443956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:10.450071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:10.455305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:10.460860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:10.461003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:13.467000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:13.471956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:13.477480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:13.483330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:13.483460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:16.488730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:16.494490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:16.499252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:16.503183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:16.503308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:19.507724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:19.511886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:19.516001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:19.519938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:19.520023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:22.525754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:22.530017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:22.533850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:22.537707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:22.537827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:25.543137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:25.547000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:25.551135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:25.555065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:25.555164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:28.560508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:28.566088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:28.571603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:28.576134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:28.576235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:31.581388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:31.585268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:31.589841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:31.593377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:31.593489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:34.599407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:34.603666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:34.608086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:34.612794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:34.612916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:37.618936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:37.622944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:37.626575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:37.630391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:37.630472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:40.636098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:40.640202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:40.644306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:40.648334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:40.648439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:43.654751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:43.659996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:43.664352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:43.668864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:43.669122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:46.676257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:46.681600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:46.686388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:46.690271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:46.690363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:49.695378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:49.700577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:49.706005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:49.711476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:49.711671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:52.717366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:52.725922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:52.731882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:52.736049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:52.736189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:55.741985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:55.746834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:55.751242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:55.755016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:55.755101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:45:58.759292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:45:58.763012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:45:58.766739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:45:58.770537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:45:58.770677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:01.776276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:01.781269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:01.785498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:01.789428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:01.789531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:04.794082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:04.798350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:04.802335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:04.806369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:04.806486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:07.811879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:07.815977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:07.819678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:07.823061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:07.823129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:10.828422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:10.832670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:10.836413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:10.840340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:10.840427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:13.845074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:13.848892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:13.852595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:13.856237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:13.856334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:16.862786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:16.869751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:16.876416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:16.881000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:16.881139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:19.886205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:19.891506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:19.895289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:19.899099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:19.899203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:22.905397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:22.911329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:22.916126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:22.921166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:22.921298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:25.926442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:25.930274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:25.933813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:25.937639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:25.937756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:28.942254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:28.945924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:28.949563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:28.953417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:28.953525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:31.960086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:31.965799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:31.971240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:31.976061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:31.976168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:34.981618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:34.985376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:34.988954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:34.992372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:34.992459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:37.997169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:38.000850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:38.004346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:38.007828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:38.007907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:41.012772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:41.016246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:41.019658] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:41.023059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:41.023149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:44.027753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:44.031239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:44.034780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:44.038892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:44.038992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:47.107889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:47.142503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:47.177139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:47.180853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:47.180940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:50.185133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:50.188788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:50.192286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:50.195737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:50.195823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:53.200447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:53.205018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:53.209448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:53.214262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:53.214390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:56.220510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:56.226305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:56.231892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:56.237387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:56.237524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:46:59.243880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:46:59.248120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:46:59.253217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:46:59.257559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:46:59.257686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:02.262934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:02.266707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:02.270456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:02.274347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:02.274425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:05.279707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:05.283686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:05.287568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:05.291448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:05.291555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:08.296835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:08.300817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:08.304973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:08.310494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:08.310598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:11.317139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:11.322357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:11.327198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:11.332944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:11.333384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:14.339029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:14.343188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:14.348254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:14.353489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:14.353595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:17.359369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:17.364074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:17.368926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:17.373246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:17.373360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:20.379040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:20.383981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:20.388282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:20.392229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:20.392336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:23.397544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:23.401747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:23.406185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:23.410264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:23.410373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:26.416311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:26.420195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:26.423894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:26.427805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:26.427937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:29.433168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:29.437088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:29.442305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:29.446879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:29.446974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:32.451791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:32.455924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:32.459970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:32.463963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:32.464087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:35.470352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:35.475852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:35.481952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:35.488971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:35.489149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:38.493519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:38.497266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:38.501307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:38.505492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:38.505613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:41.511827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:41.516782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:41.520961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:41.525383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:41.525492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:44.531298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:44.535959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:44.540563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:44.544877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:44.545004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:47.552694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:47.559108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:47.566194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:47.570211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:47.570332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:50.575206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:50.579580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:50.584001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:50.588054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:50.588159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:53.593110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:53.597389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:53.601822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:53.605767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:53.605882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:56.611044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:56.615471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:56.619285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:56.623764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:56.623902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:47:59.630484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:47:59.635446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:47:59.640219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:47:59.645087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:47:59.645225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:02.650917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:02.655083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:02.660220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:02.664826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:02.664936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:05.670186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:05.673938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:05.677471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:05.681372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:05.681513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:08.686146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:08.691714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:08.695639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:08.700134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:08.700264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:11.705286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:11.710619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:11.714443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:11.719163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:11.719418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:14.725862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:14.731388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:14.735972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:14.741121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:14.741251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:17.746865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:17.751864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:17.756919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:17.761409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:17.761502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:20.766784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:20.771448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:20.777787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:20.783086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:20.783208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:23.791363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:23.796265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:23.801439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:23.805906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:23.805995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:26.811183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:26.816077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:26.821815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:26.826598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:26.826793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:29.832144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:29.836808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:29.840777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:29.844887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:29.845006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:32.851939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:32.857702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:32.862059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:32.866291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:32.866440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:35.871432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:35.875398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:35.879332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:35.883519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:35.883672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:38.888830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:38.893054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:38.896765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:38.900294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:38.900377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:41.905940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:41.909892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:41.914448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:41.918768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:41.918906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:44.923941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:44.929073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:44.933174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:44.936963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:44.937680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:47.943993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:47.948802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:47.953691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:47.957845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:47.957992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:50.963486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:50.967840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:50.972353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:50.976540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:50.976696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:53.982279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:53.987622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:53.992596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:53.997074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:53.997176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:48:57.002898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:48:57.008061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:48:57.012032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:48:57.016333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:48:57.016422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:00.022042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:00.026059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:00.029608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:00.033617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:00.033795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:03.038605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:03.043538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:03.047762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:03.051621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:03.051730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:06.057163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:06.061313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:06.065405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:06.069805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:06.069919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:09.076423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:09.082021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:09.087280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:09.092262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:09.092385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:12.097401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:12.101029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:12.104585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:12.108203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:12.108289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:15.113317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:15.117790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:15.122225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:15.126959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:15.127095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:18.226907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:18.262021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:18.296876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:18.300629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:18.300740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:21.305878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:21.309622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:21.313442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:21.317142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:21.317244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:24.324280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:24.329353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:24.333725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:24.337820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:24.337942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:27.344820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:27.349838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:27.354772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:27.359739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:27.359865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:30.364961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:30.370590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:30.374512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:30.378397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:30.378480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:33.383262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:33.387427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:33.391617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:33.396166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:33.396275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:36.400745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:36.405006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:36.408863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:36.412708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:36.412811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:39.420789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:39.425892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:39.429840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:39.433460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:39.433566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:42.438871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:42.442741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:42.447293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:42.452242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:42.452366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:45.459320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:45.465018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:45.470608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:45.476145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:45.476274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:48.482274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:48.486815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:48.490761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:48.494247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:48.494326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:51.500565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:51.504455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:51.508288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:51.511765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:51.511857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:54.519551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:54.524377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:54.528057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:54.531538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:54.531625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:49:57.537710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:49:57.543111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:49:57.552499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:49:57.558061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:49:57.558206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:00.563492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:00.567868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:00.572198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:00.576223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:00.576319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:03.580745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:03.585141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:03.589611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:03.593894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:03.594026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:06.599066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:06.603182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:06.607126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:06.611412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:06.611740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:09.616279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:09.620079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:09.623556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:09.627169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:09.627269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:12.632931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:12.637448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:12.645486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:12.650160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:12.650272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:15.655757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:15.661042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:15.666819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:15.672366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:15.672493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:18.676637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:18.682245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:18.687924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:18.691879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:18.691969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:21.697908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:21.702624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:21.707148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:21.712960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:21.713091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:24.749760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:24.754333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:24.758720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:24.763261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:24.763394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:27.770622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:27.775292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:27.780870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:27.785445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:27.785588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:30.791873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:30.796440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:30.800936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:30.805617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:30.805829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:33.811215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:33.815389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:33.819108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:33.822844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:33.822932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:36.827984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:36.832600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:36.837636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:36.843164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:36.843283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:39.848406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:39.852886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:39.857063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:39.861293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:39.861373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:42.866901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:42.873917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:42.878963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:42.883571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:42.883730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:45.889472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:45.893229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:45.896637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:45.900146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:45.900243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:48.906436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:48.912699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:48.918904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:48.924383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:48.924506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:51.930683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:51.935504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:51.939218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:51.942594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:51.942703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:54.947776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:54.951924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:54.955447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:54.959230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:54.959320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:50:57.964048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:50:57.968349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:50:57.972516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:50:57.976361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:50:57.976454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:00.981825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:00.986074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:00.990676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:00.994775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:00.994885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:03.999562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:04.003582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:04.008440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:04.013554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:04.013692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:07.018801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:07.022446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:07.026218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:07.029850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:07.029938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:10.034894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:10.039298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:10.043550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:10.047807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:10.047916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:13.053897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:13.058234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:13.061980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:13.065375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:13.065458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:16.070095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:16.073978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:16.077594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:16.083261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:16.083353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:19.151485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:19.157418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:19.163132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:19.186891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:19.187026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:22.192469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:22.196493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:22.200874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:22.205107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:22.205360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:25.211496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:25.216324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:25.221741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:25.226615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:25.226760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:28.232565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:28.236735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:28.240795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:28.244882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:28.245007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:31.251149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:31.255308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:31.259947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:31.264091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:31.264222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:34.269915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:34.273917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:34.277701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:34.281404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:34.281501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:37.287698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:37.291581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:37.295350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:37.299227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:37.299348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:40.304819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:40.309153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:40.313521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:40.317931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:40.318040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:43.324202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:43.328706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:43.332900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:43.336940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:43.337080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:46.342474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:46.346734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:46.350881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:46.355382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:46.355632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:49.371325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:49.378006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:49.383454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:49.388711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:49.388850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:52.393888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:52.399746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:52.405230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:52.410400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:52.410531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:55.417192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:55.422960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:55.427711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:55.432099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:55.432211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:51:58.437307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:51:58.445903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:51:58.449897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:51:58.453372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:51:58.453457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:01.458036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:01.463212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:01.467215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:01.471062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:01.471151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:04.475384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:04.478901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:04.482272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:04.486302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:04.486419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:07.490729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:07.495406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:07.499909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:07.503471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:07.503569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:10.509056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:10.513953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:10.518489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:10.522542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:10.522666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:13.528165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:13.532676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:13.537093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:13.540935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:13.541042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:16.545998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:16.550153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:16.554332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:16.558584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:16.558715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:19.564212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:19.569702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:19.574761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:19.578618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:19.578726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:22.584392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:22.589545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:22.593506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:22.597489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:22.597592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:25.602273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:25.606188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:25.609903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:25.613458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:25.613545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:28.619776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:28.625409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:28.630515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:28.634993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:28.635109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:31.639021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:31.642914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:31.646578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:31.650219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:31.650314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:34.656730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:34.662091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:34.667378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:34.672329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:34.672459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:37.677297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:37.681164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:37.684861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:37.688985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:37.689081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:40.693834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:40.699506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:40.703357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:40.707607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:40.707729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:43.712607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:43.716869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:43.721121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:43.725489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:43.725592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:46.730705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:46.734944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:46.739268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:46.743494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:46.743682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:49.749332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:49.754350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:49.760126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:49.763997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:49.764094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:52.769221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:52.773554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:52.778867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:52.784337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:52.784478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:55.788916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:55.793045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:55.796900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:55.801905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:55.802045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:52:58.809052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:52:58.813272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:52:58.817415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:52:58.821799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:52:58.821913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:01.827897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:01.832401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:01.836970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:01.842387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:01.842545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:04.847615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:04.851591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:04.855234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:04.859420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:04.859579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:07.864976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:07.869491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:07.873880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:07.878058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:07.878184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:10.883956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:10.888030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:10.892374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:10.896716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:10.896801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:13.902169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:13.907108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:13.911694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:13.916861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:13.916996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:16.922448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:16.926879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:16.931087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:16.934780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:16.934870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:19.940262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:19.945971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:19.952246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:19.957609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:19.957813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:22.964208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:22.968207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:22.971868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:22.975776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:22.975886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:25.980314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:26.015447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:26.048627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:26.052671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:26.052773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:29.058406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:29.064027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:29.072808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:29.076956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:29.077044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:32.083090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:32.087550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:32.092016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:32.096380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:32.096484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:35.101665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:35.106229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:35.110233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:35.114514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:35.114619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:38.119574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:38.123794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:38.132206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:38.136928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:38.137045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:41.142634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:41.146369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:41.150815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:41.155084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:41.155186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:44.159737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:44.163917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:44.167896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:44.171507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:44.171592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:47.175824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:47.179575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:47.183382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:47.186887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:47.186973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:50.352753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:50.358603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:50.394729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:50.398789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:50.398880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:53.406319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:53.411162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:53.416175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:53.421360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:53.421454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:56.428057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:56.433197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:56.438710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:56.443553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:56.443734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:53:59.449218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:53:59.453259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:53:59.457483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:53:59.466385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:53:59.466586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:02.472420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:02.477520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:02.483096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:02.487127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:02.487218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:05.491883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:05.495739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:05.499813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:05.504103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:05.504223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:08.510130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:08.514692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:08.519220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:08.523500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:08.523627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:11.530044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:11.533712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:11.537119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:11.540684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:11.540765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:14.546247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:14.550178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:14.553974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:14.558476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:14.558562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:17.563717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:17.567602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:17.571744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:17.575420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:17.575511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:20.581431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:20.586388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:20.591251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:20.595388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:20.595487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:23.600790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:23.605977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:23.611585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:23.615720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:23.615856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:26.620048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:26.623776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:26.627741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:26.631867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:26.631953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:29.636938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:29.642084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:29.647251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:29.653027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:29.653345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:32.658291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:32.661779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:32.665821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:32.669700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:32.669795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:35.674524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:35.678982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:35.683004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:35.686507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:35.686620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:38.692040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:38.695607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:38.698997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:38.702428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:38.702541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:41.708746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:41.713478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:41.718338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:41.722177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:41.722280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:44.728794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:44.733275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:44.737953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:44.742400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:44.742505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:47.747018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:47.750693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:47.754198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:47.757743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:47.757834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:50.765089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:50.770303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:50.775554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:50.779420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:50.779513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:53.784871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:53.789789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:53.794396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:53.798916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:53.799028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:56.803564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:56.808004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:56.812169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:56.816215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:56.816346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:54:59.821697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:54:59.826051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:54:59.831884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:54:59.836926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:54:59.837047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:02.841368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:02.845370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:02.849433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:02.853186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:02.853299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:05.859024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:05.863183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:05.867239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:05.871564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:05.871717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:08.876728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:08.881038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:08.885029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:08.889233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:08.889364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:11.896103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:11.900909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:11.904804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:11.908933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:11.909054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:14.913971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:14.917711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:14.921729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:14.925426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:14.925525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:17.930530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:17.934357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:17.938101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:17.942102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:17.942209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:20.946895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:20.952679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:20.957401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:20.963503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:20.963620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:23.968195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:23.972344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:23.977227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:23.982805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:23.982945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:26.988810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:26.993947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:26.998789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:27.003066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:27.003173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:30.008252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:30.012526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:30.016499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:30.021010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:30.021106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:33.026404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:33.031059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:33.035869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:33.040866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:33.040987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:36.048140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:36.053363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:36.058625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:36.063159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:36.063267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:39.068405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:39.072300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:39.076266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:39.080522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:39.080681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:42.086936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:42.091016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:42.094906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:42.099598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:42.099810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:45.105615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:45.110471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:45.115273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:45.120172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:45.120310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:48.126014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:48.129803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:48.133485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:48.137300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:48.137440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:51.143212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:51.148565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:51.183576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:51.211398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:51.211522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:54.217066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:54.221406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:54.226089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:54.230943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:54.231065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:55:57.236974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:55:57.241119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:55:57.245515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:55:57.249974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:55:57.250079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:00.255623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:00.260113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:00.265024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:00.269390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:00.269499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:03.275382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:03.279554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:03.284782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:03.289336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:03.289433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:06.294355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:06.302067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:06.306455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:06.310606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:06.310746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:09.316279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:09.320403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:09.324151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:09.327705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:09.327794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:12.333399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:12.336947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:12.340416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:12.344325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:12.344411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:15.349552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:15.353801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:15.359023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:15.364481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:15.364592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:18.369359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:18.373627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:18.377888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:18.382242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:18.382372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:21.388712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:21.393585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:21.398528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:21.404864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:21.405033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:24.410404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:24.414315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:24.418379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:24.422470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:24.422589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:27.428137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:27.432121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:27.436150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:27.440821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:27.440950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:30.447371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:30.453732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:30.458674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:30.464326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:30.464459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:33.469953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:33.473874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:33.477514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:33.480875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:33.480956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:36.486188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:36.490813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:36.495805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:36.502366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:36.502599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:39.508138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:39.512413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:39.516840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:39.520739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:39.520842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:42.525374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:42.529299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:42.533310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:42.536994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:42.537093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:45.542973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:45.547829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:45.552478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:45.557318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:45.557480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:48.563726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:48.567546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:48.572758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:48.577509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:48.577594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:51.582984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:51.587488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:51.591338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:51.594814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:51.594890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:54.600361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:54.604820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:54.608540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:54.611927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:54.612013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:56:57.616502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:56:57.623661] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:56:57.627474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:56:57.631171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:56:57.631259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:00.635453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:00.639600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:00.644465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:00.648633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:00.648772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:03.653377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:03.658053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:03.662868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:03.667981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:03.668129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:06.674146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:06.680049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:06.684536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:06.688470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:06.688599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:09.694016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:09.698184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:09.702093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:09.706020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:09.706117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:12.711635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:12.715885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:12.720026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:12.724296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:12.724388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:15.729471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:15.733825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:15.737876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:15.741477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:15.741557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:18.746710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:18.751236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:18.755554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:18.760260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:18.760399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:21.766620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:21.771373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:21.777017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:21.786248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:21.786370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:24.790467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:24.793960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:24.797282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:24.800772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:24.800854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:27.807414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:27.813326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:27.818277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:27.823375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:27.823584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:30.830139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:30.835279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:30.839822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:30.844711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:30.844899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:33.850292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:33.854838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:33.858880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:33.862838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:33.862953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:36.867597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:36.872106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:36.876338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:36.880200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:36.880289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:39.885599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:39.890331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:39.894309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:39.898471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:39.898569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:42.903920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:42.908453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:42.912711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:42.917492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:42.917573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:45.923614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:45.928019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:45.931953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:45.935838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:45.935939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:48.940598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:48.945580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:48.949998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:48.953620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:48.953745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:51.961762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:51.968211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:51.973382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:51.979028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:51.979182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:54.984187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:54.989847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:54.994827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:54.999477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:54.999603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:57:58.004416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:57:58.008784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:57:58.012940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:57:58.016531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:57:58.016626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:01.022559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:01.027932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:01.032737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:01.037671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:01.037791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:04.042901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:04.047241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:04.051485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:04.055734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:04.055858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:07.061941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:07.065785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:07.069708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:07.073268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:07.073360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:10.079881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:10.084804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:10.089749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:10.094540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:10.094706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:13.100998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:13.105603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:13.109814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:13.113921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:13.114038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:16.122102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:16.127156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:16.133289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:16.139805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:16.139975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:19.146549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:19.150591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:19.154494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:19.158100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:19.158202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:22.162951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:22.167832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:22.172544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:22.176753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:22.176879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:25.182726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:25.187128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:25.192246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:25.197381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:25.197504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:28.202609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:28.207113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:28.210886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:28.214321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:28.214407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:31.220470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:31.225770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:31.230587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:31.235090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:31.235227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:34.242026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:34.246869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:34.252921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:34.257438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:34.257554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:37.262885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:37.267699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:37.272669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:37.276692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:37.276787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:40.280916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:40.284753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:40.288466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:40.292358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:40.292460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:43.298012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:43.302203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:43.306150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:43.310266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:43.310360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:46.315750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:46.320456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:46.324124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:46.328372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:46.328500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:49.332837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:49.336971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:49.341260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:49.345790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:49.345906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:52.352469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:52.357886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:52.362993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:52.367733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:52.367846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:55.373792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:55.379475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:55.384680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:55.390384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:55.390513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:58:58.395269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:58:58.399092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:58:58.402700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:58:58.406313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:58:58.406404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:01.411951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:01.415964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:01.420076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:01.423926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:01.424019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:04.429335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:04.434335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:04.438311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:04.442258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:04.442362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:07.446928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:07.451127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:07.455297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:07.459554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:07.459690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:10.465026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:10.468894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:10.472697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:10.476076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:10.476155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:13.481282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:13.486388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:13.490334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:13.494467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:13.494592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:16.501361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:16.506930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:16.512176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:16.516395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:16.516514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:19.522920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:19.526952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:19.530948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:19.534440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:19.534526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:22.539632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:22.545184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:22.550275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:22.554085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:22.554180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:25.559023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:25.562830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:25.566335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:25.569880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:25.569968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:28.574925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:28.578637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:28.582107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:28.585953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:28.586040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:31.591733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:31.596576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:31.600824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:31.605226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:31.605323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:34.610353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:34.614451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:34.618728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:34.622790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:34.622885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:37.628224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:37.632166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:37.636031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:37.640031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:37.640116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:40.645838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:40.650707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:40.654634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:40.658548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:40.658720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:43.666070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:43.670581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:43.674380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:43.678324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:43.678427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:46.683990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:46.688368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:46.692519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:46.696471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:46.696577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:49.703030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:49.706995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:49.711051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:49.715192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:49.715320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:52.720225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:52.724970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:52.729408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:52.734050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:52.734176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:55.739175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:55.743294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:55.747213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:55.751151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:55.751253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T19:59:58.755758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T19:59:58.759832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T19:59:58.764026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T19:59:58.768091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T19:59:58.768185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:01.775060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:01.780703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:01.785833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:01.791366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:01.791511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:04.798153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:04.802709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:04.807629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:04.812854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:04.813211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:07.818515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:07.822957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:07.827269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:07.831465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:07.831588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:10.841317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:10.846989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:10.852584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:10.858711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:10.858866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:13.864851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:13.869906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:13.874324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:13.878724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:13.878966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:16.884215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:16.888864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:16.894633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:16.899185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:16.899335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:19.906051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:19.911554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:19.916958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:19.922023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:19.922151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:22.927924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:22.932871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:22.937583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:22.942063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:22.942192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:25.978899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:25.983579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:25.988400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:25.993190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:25.993302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:28.997949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:29.002134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:29.005806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:29.009258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:29.009344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:32.014048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:32.018402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:32.022418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:32.026412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:32.026512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:35.032116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:35.037086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:35.042458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:35.047256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:35.047393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:38.051978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:38.056115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:38.060266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:38.064337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:38.064448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:41.069848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:41.074395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:41.079253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:41.083586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:41.083722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:44.089555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:44.094668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:44.100360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:44.105750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:44.105873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:47.110948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:47.115378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:47.120740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:47.125572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:47.125731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:50.130138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:50.134380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:50.139427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:50.143473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:50.143581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:53.348759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:53.386201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:53.392194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:53.396430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:53.396515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:56.401283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:56.405184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:56.409297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:56.413200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:56.413302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:00:59.418833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:00:59.423412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:00:59.428880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:00:59.433319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:00:59.433439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:02.437919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:02.442350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:02.446880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:02.450867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:02.450976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:05.455900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:05.460299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:05.464357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:05.468263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:05.468373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:08.473270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:08.477506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:08.483103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:08.487955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:08.488081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:11.493535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:11.497856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:11.502108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:11.506228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:11.506330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:14.511541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:14.515944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:14.520537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:14.524995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:14.525195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:17.531323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:17.535667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:17.539985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:17.544287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:17.544405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:20.549053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:20.552881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:20.556438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:20.560245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:20.560331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:23.569442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:23.576633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:23.582594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:23.587735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:23.587846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:26.592897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:26.597060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:26.601127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:26.605125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:26.605236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:29.611015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:29.615612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:29.620227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:29.624475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:29.624598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:32.629953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:32.634840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:32.639695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:32.643702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:32.643814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:35.648857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:35.652725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:35.656475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:35.660407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:35.660512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:38.665683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:38.670416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:38.674904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:38.678921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:38.679028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:41.684237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:41.688992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:41.693721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:41.698362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:41.698486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:44.703441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:44.707506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:44.711500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:44.715261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:44.715368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:47.720763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:47.725356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:47.730587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:47.734670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:47.734915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:50.740730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:50.745577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:50.750009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:50.754504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:50.754716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:53.760270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:53.765140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:53.769893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:53.774552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:53.774713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:56.781346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:56.786261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:56.791265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:56.795718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:56.795954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:01:59.802614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:01:59.807266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:01:59.812605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:01:59.817252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:01:59.817463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:02.824731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:02.832881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:02.842861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:02.849504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:02.849634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:05.856156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:05.863330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:05.868304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:05.872600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:05.872765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:08.879131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:08.883873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:08.888788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:08.893863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:08.893977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:11.902116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:11.907150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:11.912581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:11.917797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:11.917934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:14.926902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:14.932271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:14.936565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:14.940350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:14.940442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:17.948954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:17.954391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:17.964177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:17.970941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:17.971634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:20.977131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:20.981477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:20.986336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:20.990294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:20.990394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:23.996586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:24.004293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:24.040017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:24.044452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:24.044598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:27.048965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:27.053126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:27.057597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:27.061574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:27.061693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:30.065806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:30.070039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:30.074209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:30.079185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:30.079335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:33.084912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:33.089155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:33.093417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:33.097437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:33.097543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:36.102051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:36.106613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:36.111192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:36.116283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:36.116405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:39.122166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:39.127375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:39.133226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:39.138089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:39.138209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:42.143851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:42.149425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:42.154975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:42.159177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:42.159283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:45.164103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:45.168165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:45.172444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:45.176421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:45.176544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:48.183163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:48.188928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:48.194147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:48.199918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:48.200044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:51.205617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:51.210622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:51.215610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:51.220921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:51.221072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:54.225671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:54.230579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:54.236582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:54.240937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:54.241028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:02:57.245725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:02:57.250204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:02:57.254872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:02:57.259137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:02:57.259255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:00.265733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:00.271609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:00.276906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:00.282263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:00.282399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:03.287735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:03.292584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:03.298300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:03.302693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:03.302794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:06.307296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:06.311483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:06.315098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:06.319424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:06.319531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:09.324437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:09.328367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:09.331973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:09.335296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:09.335375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:12.339564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:12.343509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:12.347270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:12.351470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:12.351584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:15.357114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:15.364356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:15.369387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:15.373815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:15.373966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:18.378998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:18.383746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:18.387388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:18.391445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:18.391532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:21.397903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:21.401782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:21.406468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:21.411440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:21.411560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:24.417817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:24.422930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:24.427302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:24.431074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:24.431177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:27.436204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:27.471724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:27.507242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:27.511576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:27.511733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:30.516330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:30.520290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:30.524346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:30.528434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:30.528546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:33.533439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:33.538514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:33.543740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:33.548694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:33.548813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:36.553686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:36.557952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:36.561965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:36.565762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:36.565869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:39.571035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:39.574973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:39.578604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:39.582150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:39.582236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:42.587085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:42.591293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:42.595503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:42.601739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:42.601878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:45.608016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:45.612385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:45.616523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:45.620575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:45.620896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:48.625743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:48.630172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:48.634256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:48.638597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:48.638869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:51.646344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:51.654492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:51.659725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:51.664294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:51.664398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:54.669123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:54.674778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:54.679811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:54.684268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:54.684371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:03:57.691676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:03:57.696726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:03:57.701760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:03:57.707026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:03:57.707126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:00.712437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:00.716603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:00.720400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:00.724212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:00.724311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:03.730813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:03.735477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:03.739430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:03.743841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:03.743987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:06.748633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:06.752942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:06.757013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:06.761023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:06.761174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:09.766740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:09.771471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:09.776323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:09.781003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:09.781119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:12.787782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:12.792744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:12.797050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:12.801137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:12.801229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:15.806417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:15.810669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:15.815054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:15.820116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:15.820236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:18.824634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:18.828577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:18.832338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:18.835956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:18.836041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:21.842565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:21.847259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:21.852200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:21.856828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:21.856917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:24.862025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:24.866536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:24.870844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:24.874966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:24.875091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:27.880417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:27.885124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:27.888781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:27.892510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:27.892619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:30.897261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:30.901319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:30.905261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:30.909332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:30.909435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:33.915016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:33.920199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:33.924591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:33.928961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:33.929124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:36.933950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:36.937969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:36.942445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:36.946058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:36.946244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:39.951052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:39.954616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:39.958554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:39.963378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:39.963695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:42.969689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:42.974635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:42.978971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:42.982697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:42.982781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:45.987999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:45.992042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:45.995918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:46.000343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:46.000449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:49.005207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:49.008835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:49.012745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:49.017080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:49.017178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:52.023365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:52.028107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:52.032679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:52.037368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:52.037553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:55.236632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:55.271411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:55.305344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:55.309257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:55.309361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:04:58.316094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:04:58.321351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:04:58.325782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:04:58.332338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:04:58.332464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:01.339420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:01.345515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:01.352852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:01.360269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:01.362284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:04.368944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:04.375145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:04.380530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:04.385406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:04.385517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:07.389831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:07.393614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:07.397497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:07.401145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:07.401236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:10.406081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:10.409709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:10.413676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:10.417204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:10.417290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:13.421467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:13.425765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:13.430186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:13.433951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:13.434056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:16.439118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:16.442979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:16.446837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:16.450469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:16.450556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:19.454873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:19.458501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:19.462126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:19.466053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:19.466151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:22.472620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:22.478505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:22.484367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:22.489699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:22.489826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:25.496913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:25.509926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:25.515166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:25.520512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:25.520727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:28.526410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:28.530469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:28.534531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:28.538880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:28.539040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:31.544074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:31.548615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:31.552525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:31.556343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:31.556445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:34.562520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:34.567059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:34.570865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:34.574490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:34.574574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:37.579459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:37.583258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:37.586995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:37.591176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:37.591263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:40.595803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:40.599373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:40.603061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:40.606566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:40.606686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:43.611735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:43.615472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:43.618998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:43.622828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:43.622942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:46.628120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:46.631997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:46.635894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:46.639906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:46.640024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:49.646547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:49.651428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:49.656354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:49.660906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:49.661000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:52.666151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:52.670928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:52.674951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:52.679320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:52.679416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:55.685401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:55.690225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:55.694744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:55.698255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:55.698353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:05:58.703848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:05:58.708790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:05:58.713605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:05:58.719233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:05:58.719447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:01.726279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:01.730294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:01.734399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:01.738156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:01.738243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:04.744706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:04.748808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:04.752740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:04.756473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:04.756572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:07.761024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:07.765863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:07.770388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:07.774973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:07.775079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:10.780638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:10.785358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:10.790192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:10.795331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:10.795446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:13.802035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:13.807288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:13.811967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:13.815456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:13.815543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:16.820325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:16.824197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:16.828172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:16.832496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:16.832618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:19.838941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:19.844116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:19.849870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:19.854526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:19.854699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:22.861043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:22.864733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:22.868602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:22.872327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:22.872420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:25.879190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:25.886152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:25.893693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:25.898741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:25.898881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:28.905565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:28.911535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:28.916896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:28.921789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:28.921898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:31.926720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:31.930925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:31.935066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:31.939076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:31.939182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:34.944271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:34.948824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:34.953051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:34.957212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:34.957336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:37.964497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:37.969443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:37.973287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:37.976789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:37.976889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:40.981248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:40.984718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:40.988295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:40.991747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:40.991827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:43.996214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:44.000908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:44.004839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:44.008827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:44.008930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:47.013816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:47.018101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:47.022282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:47.026128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:47.026227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:50.030697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:50.035793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:50.039783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:50.044006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:50.044100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:53.048269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:53.053123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:53.057921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:53.062554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:53.062697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:56.161728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:56.166319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:56.201396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:56.205310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:56.205401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:06:59.212149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:06:59.217233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:06:59.221400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:06:59.225806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:06:59.225957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:02.231215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:02.237608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:02.242608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:02.247442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:02.247579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:05.252376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:05.259602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:05.265047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:05.268908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:05.268996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:08.274078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:08.279662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:08.283686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:08.288096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:08.288196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:11.292796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:11.297216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:11.301892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:11.305836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:11.305962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:14.310291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:14.314118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:14.317943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:14.321513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:14.321616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:17.326273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:17.330252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:17.334278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:17.338178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:17.338284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:20.343243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:20.347522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:20.352068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:20.355914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:20.356000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:23.361462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:23.366744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:23.371813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:23.377110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:23.377239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:26.382111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:26.387106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:26.391564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:26.395694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:26.395817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:29.400396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:29.404185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:29.407757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:29.411076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:29.411155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:32.415138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:32.419674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:32.423665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:32.427426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:32.427586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:35.433912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:35.439289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:35.443634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:35.447915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:35.448003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:38.452989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:38.457455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:38.461625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:38.465882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:38.465994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:41.471472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:41.475834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:41.479612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:41.483799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:41.483915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:44.490134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:44.494963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:44.499824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:44.504106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:44.504312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:47.509627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:47.513966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:47.518618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:47.523103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:47.523237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:50.528011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:50.531886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:50.535779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:50.539530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:50.539626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:53.544922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:53.549101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:53.553233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:53.557407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:53.557726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:56.563008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:56.567602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:56.572347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:56.576342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:56.576440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:07:59.581004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:07:59.584439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:07:59.588293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:07:59.592181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:07:59.592269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:02.599114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:02.603910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:02.608054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:02.611833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:02.611920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:05.616981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:05.621386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:05.624948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:05.628388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:05.628477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:08.633268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:08.638222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:08.642288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:08.646230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:08.646330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:11.651085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:11.655946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:11.659620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:11.663815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:11.663920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:14.669876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:14.674912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:14.679609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:14.684197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:14.684311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:17.689074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:17.692928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:17.696475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:17.700252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:17.700353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:20.705405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:20.709433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:20.713022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:20.717113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:20.717198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:23.723259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:23.728252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:23.733042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:23.737897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:23.738016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:26.745957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:26.752861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:26.757899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:26.762679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:26.762765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:29.768870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:29.772896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:29.776883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:29.780847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:29.780963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:32.785904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:32.789803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:32.795107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:32.800076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:32.800193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:35.804689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:35.808940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:35.812678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:35.816745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:35.816860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:38.823328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:38.827248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:38.835025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:38.839791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:38.839946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:41.845389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:41.851966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:41.856119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:41.860106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:41.860211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:44.865878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:44.869722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:44.873368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:44.876994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:44.877083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:47.884106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:47.890340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:47.896537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:47.902808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:47.902944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:50.908726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:50.913518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:50.917568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:50.921038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:50.921121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:53.926760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:53.932197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:53.938280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:53.943708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:53.943855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:56.949398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:56.954581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:56.960863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:56.964607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:56.964710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:08:59.970735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:08:59.975542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:08:59.980141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:08:59.984148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:08:59.984265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:02.989295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:02.994047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:02.998994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:03.003205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:03.003318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:06.007699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:06.011542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:06.015687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:06.019332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:06.019419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:09.024313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:09.028341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:09.033104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:09.037349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:09.037475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:12.042256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:12.046228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:12.050124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:12.053987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:12.054081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:15.059530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:15.063985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:15.068339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:15.072588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:15.072745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:18.077857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:18.081924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:18.085722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:18.089596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:18.089710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:21.095457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:21.100154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:21.104107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:21.107967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:21.108165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:24.113397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:24.117143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:24.121151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:24.125089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:24.125200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:27.194114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:27.228838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:27.263525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:27.268225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:27.268391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:30.274632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:30.280033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:30.284196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:30.288011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:30.288112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:33.293076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:33.297425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:33.301961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:33.306284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:33.306432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:36.311289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:36.315340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:36.319585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:36.323392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:36.323495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:39.327947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:39.331726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:39.335722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:39.339475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:39.339569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:42.343923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:42.347591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:42.351215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:42.354830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:42.354914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:45.360498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:45.365049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:45.369506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:45.373864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:45.373988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:48.379764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:48.384682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:48.389817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:48.394025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:48.394144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:51.399568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:51.404388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:51.409047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:51.413455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:51.413564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:54.418841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:54.422792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:54.427139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:54.430971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:54.431067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:09:57.436723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:09:57.442750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:09:57.448557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:09:57.453365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:09:57.453480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:00.458583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:00.462453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:00.466264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:00.469963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:00.470043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:03.475163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:03.479168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:03.482806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:03.487454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:03.487587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:06.492139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:06.496887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:06.501731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:06.505516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:06.505608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:09.510574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:09.514250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:09.518144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:09.522199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:09.522281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:12.527873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:12.531986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:12.536010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:12.540063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:12.540169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:15.546125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:15.551721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:15.558006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:15.564674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:15.564850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:18.569493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:18.573197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:18.576835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:18.580398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:18.580484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:21.585566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:21.589302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:21.592702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:21.596036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:21.596133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:24.602217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:24.606413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:24.611195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:24.615466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:24.615715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:27.793542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:27.799884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:27.803981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:27.807710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:27.807792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:30.812939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:30.817769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:30.822606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:30.827970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:30.828094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:33.833250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:33.838457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:33.843177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:33.847948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:33.848050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:36.853201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:36.857806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:36.862312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:36.867327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:36.867522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:39.872033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:39.876722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:39.880699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:39.885407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:39.885502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:42.891065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:42.895939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:42.904033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:42.908334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:42.908437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:45.912538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:45.916492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:45.920233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:45.925419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:45.925536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:48.929866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:48.933758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:48.937497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:48.941180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:48.941264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:51.946994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:51.951308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:51.956627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:51.967231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:51.967406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:54.971520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:54.975056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:54.978482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:54.981844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:54.981926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:10:57.987133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:10:57.992038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:10:57.997390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:10:58.002009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:10:58.002112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:01.008427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:01.013230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:01.018292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:01.023414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:01.023493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:04.029343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:04.033542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:04.037942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:04.042594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:04.043132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:07.048972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:07.053383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:07.058082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:07.062531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:07.062677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:10.068720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:10.073118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:10.077029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:10.080835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:10.080925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:13.087016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:13.092611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:13.097397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:13.101380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:13.101484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:16.106735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:16.111680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:16.116260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:16.120451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:16.120570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:19.125202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:19.130001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:19.135065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:19.139041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:19.139127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:22.144999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:22.148798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:22.152323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:22.155786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:22.155883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:25.160941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:25.165879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:25.170094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:25.173995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:25.174117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:28.178939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:28.183308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:28.191513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:28.196019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:28.196110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:31.200892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:31.205000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:31.209720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:31.214213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:31.214322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:34.220233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:34.226163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:34.230363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:34.234972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:34.235074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:37.240799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:37.245372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:37.249932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:37.254528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:37.254684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:40.260200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:40.264694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:40.269424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:40.273562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:40.273700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:43.280008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:43.285012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:43.289048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:43.293267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:43.293378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:46.299076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:46.303704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:46.308182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:46.312103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:46.312210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:49.317113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:49.321314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:49.325492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:49.332343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:49.332502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:52.338182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:52.342330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:52.346314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:52.350111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:52.350215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:55.355261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:55.359822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:55.364136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:55.368334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:55.368460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:11:58.372913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:11:58.377191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:11:58.381488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:11:58.384943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:11:58.385035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:01.390375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:01.394999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:01.399852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:01.403776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:01.403947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:04.408914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:04.413779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:04.417583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:04.421408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:04.421635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:07.427057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:07.431444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:07.435791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:07.440533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:07.440695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:10.445799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:10.450021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:10.454468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:10.459282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:10.459405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:13.465777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:13.470067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:13.474854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:13.479705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:13.479824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:16.484817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:16.489051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:16.493695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:16.497801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:16.497895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:19.502688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:19.506784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:19.510460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:19.514357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:19.514453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:22.520249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:22.524670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:22.531870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:22.536947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:22.537089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:25.542204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:25.546229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:25.550375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:25.554067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:25.554180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:28.559529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:28.564728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:28.569374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:28.574144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:28.574243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:31.579369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:31.584353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:31.589004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:31.592755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:31.592852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:34.598843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:34.603889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:34.608219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:34.612227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:34.612327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:37.616631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:37.620577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:37.624378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:37.628610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:37.628754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:40.635182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:40.639586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:40.643556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:40.648299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:40.648407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:43.654282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:43.659638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:43.663947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:43.668361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:43.668479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:46.672892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:46.682424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:46.688837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:46.693088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:46.693217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:49.699580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:49.704686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:49.709767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:49.714042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:49.714131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:52.718747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:52.723619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:52.728123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:52.732776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:52.732923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:55.738268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:55.741897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:55.745276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:55.749185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:55.749292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:12:58.755166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:12:58.761064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:12:58.767103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:12:58.772122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:12:58.772451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:01.778376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:01.782266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:01.786126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:01.790173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:01.790270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:04.795680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:04.799459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:04.803682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:04.807604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:04.807726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:07.813037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:07.816513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:07.819891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:07.823576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:07.823672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:10.829076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:10.833371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:10.837385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:10.841170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:10.841243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:13.846127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:13.850567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:13.854385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:13.858953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:13.859049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:16.865339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:16.869562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:16.873794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:16.877803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:16.877900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:19.882263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:19.886366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:19.890241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:19.894049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:19.894131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:22.899736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:22.903504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:22.907583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:22.911638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:22.911753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:25.921912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:25.926497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:25.930836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:25.934599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:25.934730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:28.940587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:28.975676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:29.010267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:29.014311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:29.014658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:32.019278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:32.023368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:32.028018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:32.032211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:32.032323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:35.036803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:35.040909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:35.045455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:35.049333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:35.049432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:38.054883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:38.060250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:38.065138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:38.070207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:38.070472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:41.075776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:41.079995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:41.084378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:41.088362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:41.088468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:44.092395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:44.096163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:44.100087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:44.103500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:44.103585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:47.107827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:47.112094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:47.115881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:47.119731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:47.119836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:50.124584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:50.128315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:50.132332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:50.136202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:50.136299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:53.143188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:53.147498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:53.151531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:53.156251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:53.156343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:56.161856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:56.165367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:56.168903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:56.172344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:56.172428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:13:59.241794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:13:59.275878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:13:59.284550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:13:59.288809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:13:59.288894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:02.294371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:02.299439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:02.304505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:02.310743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:02.310841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:05.315861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:05.319974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:05.323900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:05.327814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:05.327947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:08.332444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:08.336425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:08.341011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:08.345890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:08.346022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:11.351751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:11.356901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:11.362394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:11.367523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:11.367625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:14.375080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:14.381094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:14.386097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:14.391255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:14.391356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:17.396766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:17.401429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:17.405363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:17.409885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:17.410017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:20.415473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:20.419950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:20.423975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:20.429024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:20.429138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:23.434253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:23.438098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:23.441568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:23.445202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:23.445303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:26.450352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:26.454546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:26.458592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:26.462721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:26.462810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:29.468289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:29.473114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:29.477872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:29.481583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:29.481715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:32.488244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:32.493120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:32.496974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:32.500811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:32.500894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:35.505482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:35.509387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:35.513017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:35.516618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:35.516736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:38.521835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:38.526406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:38.530403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:38.534252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:38.534357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:41.539422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:41.544429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:41.548915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:41.553519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:41.553672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:44.560236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:44.564683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:44.568705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:44.573160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:44.573299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:47.577537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:47.581267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:47.585186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:47.589385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:47.589502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:50.594529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:50.598941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:50.602601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:50.606205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:50.606292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:53.612224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:53.616740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:53.621029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:53.624927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:53.625026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:56.631543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:56.635607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:56.639463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:56.643521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:56.643624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:14:59.650949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:14:59.656575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:14:59.662277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:14:59.666574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:14:59.666717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:02.671977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:02.676083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:02.679721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:02.683226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:02.683309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:05.688338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:05.692414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:05.697090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:05.701164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:05.701258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:08.707399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:08.712784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:08.717938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:08.723006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:08.723138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:11.729355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:11.733734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:11.738242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:11.743283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:11.743415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:14.748696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:14.752293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:14.755856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:14.759284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:14.759370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:17.764581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:17.768823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:17.772809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:17.776611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:17.776733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:20.782486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:20.787463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:20.792666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:20.797912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:20.798029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:23.802925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:23.806796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:23.815486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:23.820171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:23.820289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:26.825222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:26.829475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:26.833434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:26.837567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:26.837702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:29.843142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:29.847953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:29.852595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:29.856325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:29.856421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:32.861041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:32.865546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:32.869705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:32.873631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:32.873768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:35.878334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:35.882395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:35.885975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:35.889430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:35.889509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:38.895681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:38.900824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:38.905770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:38.909754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:38.909848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:41.915421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:41.919500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:41.923341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:41.926854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:41.926929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:44.932989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:44.938324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:44.943190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:44.948227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:44.948325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:47.954171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:47.958757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:47.963320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:47.971855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:47.972165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:50.978372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:50.982731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:50.986482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:50.990559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:50.990671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:53.996742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:54.002212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:54.007051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:54.012015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:54.012113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:15:57.016934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:15:57.020799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:15:57.024790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:15:57.028866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:15:57.028971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:00.128875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:00.163591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:00.200288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:00.204718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:00.204832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:03.210742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:03.216796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:03.222715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:03.228545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:03.228691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:06.233548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:06.237774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:06.242765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:06.247268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:06.247414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:09.253236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:09.258270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:09.264141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:09.268912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:09.269122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:12.273787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:12.277967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:12.282047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:12.286355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:12.286465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:15.294699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:15.299364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:15.304158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:15.309813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:15.309941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:18.314574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:18.319192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:18.323449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:18.326915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:18.327006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:21.333970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:21.341498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:21.348931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:21.357532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:21.358009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:24.363468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:24.368383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:24.372543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:24.376553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:24.376639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:27.382055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:27.386942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:27.391003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:27.394836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:27.394914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:30.399791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:30.404545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:30.409340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:30.414220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:30.414323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:33.418413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:33.422235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:33.426542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:33.430105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:33.430209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:36.434635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:36.438570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:36.442461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:36.446182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:36.446269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:39.451276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:39.455569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:39.459928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:39.464053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:39.464164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:42.468496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:42.473017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:42.477675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:42.481792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:42.481901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:45.486404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:45.490486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:45.494412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:45.498117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:45.498206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:48.503352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:48.507789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:48.512022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:48.516110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:48.516202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:51.521875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:51.526959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:51.532251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:51.537457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:51.537582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:54.542670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:54.551102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:54.554968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:54.558471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:54.558559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:16:57.564311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:16:57.569055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:16:57.572959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:16:57.576464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:16:57.576548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:00.580498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:00.584172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:00.588147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:00.591883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:00.591969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:03.596141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:03.599853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:03.604267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:03.608275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:03.608381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:06.612718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:06.616737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:06.620967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:06.624924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:06.625023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:09.629085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:09.632538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:09.636050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:09.639497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:09.639572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:12.644709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:12.649385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:12.654437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:12.659447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:12.659618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:15.664797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:15.669047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:15.672716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:15.676454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:15.676546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:18.683695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:18.689361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:18.693556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:18.697186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:18.697271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:21.701910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:21.705858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:21.709441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:21.713264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:21.713355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:24.719035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:24.722943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:24.726731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:24.730430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:24.730518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:27.735890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:27.739894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:27.743331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:27.746740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:27.746821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:30.753203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:30.758902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:30.764405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:30.768541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:30.768673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:33.773599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:33.778686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:33.783166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:33.787702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:33.787804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:36.792430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:36.796404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:36.800318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:36.804213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:36.804308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:39.809423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:39.813266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:39.817015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:39.820787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:39.820883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:42.826050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:42.830804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:42.834637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:42.838300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:42.838386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:45.843192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:45.846846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:45.850290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:45.853751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:45.853837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:48.858404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:48.861999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:48.865781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:48.869258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:48.869342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:51.875828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:51.881219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:51.886144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:51.891142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:51.891240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:54.897447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:54.901757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:54.905604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:54.909496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:54.909599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:17:57.914703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:17:57.918844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:17:57.924110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:17:57.929453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:17:57.929597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:00.936119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:00.941340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:00.945863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:00.950012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:00.950100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:03.956423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:03.960738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:03.964567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:03.968763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:03.968848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:06.982364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:06.989431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:06.995399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:07.002958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:07.003187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:10.008808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:10.012784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:10.016524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:10.019960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:10.020054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:13.025513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:13.029545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:13.033050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:13.036446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:13.036547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:16.041857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:16.046634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:16.051856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:16.056025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:16.056157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:19.061359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:19.065127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:19.068900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:19.072475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:19.072563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:22.079222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:22.083702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:22.088473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:22.093144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:22.093254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:25.099606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:25.104937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:25.109229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:25.113556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:25.113668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:28.120111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:28.125984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:28.130848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:28.135224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:28.135346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:31.203779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:31.208749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:31.243201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:31.248044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:31.248170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:34.253285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:34.257211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:34.261408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:34.264997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:34.265081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:37.270506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:37.275013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:37.279348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:37.282960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:37.283049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:40.287580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:40.291823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:40.295689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:40.299882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:40.299996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:43.304907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:43.308841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:43.312745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:43.316473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:43.316564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:46.321377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:46.325512] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:46.329586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:46.333869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:46.333979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:49.338988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:49.343000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:49.346968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:49.350915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:49.351177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:52.356111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:52.359891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:52.364518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:52.369475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:52.369598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:55.375778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:55.380637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:55.384901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:55.389425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:55.389516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:18:58.394336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:18:58.399136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:18:58.404337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:18:58.408993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:18:58.409130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:01.414886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:01.421022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:01.426147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:01.430349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:01.430476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:04.435579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:04.440391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:04.444362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:04.448201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:04.448294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:07.454129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:07.458875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:07.462655] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:07.466500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:07.466595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:10.471367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:10.474988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:10.478421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:10.481836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:10.481917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:13.486899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:13.490688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:13.494152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:13.497684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:13.497776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:16.503180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:16.507454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:16.511478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:16.515892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:16.516021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:19.521114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:19.525316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:19.529328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:19.533624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:19.533753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:22.538912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:22.543117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:22.546853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:22.550512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:22.550623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:25.555544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:25.559838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:25.564742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:25.569412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:25.569576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:28.574589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:28.578758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:28.583808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:28.588221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:28.588330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:31.593485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:31.598119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:31.602617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:31.606928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:31.607046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:34.612998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:34.617014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:34.620984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:34.624786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:34.624889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:37.629823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:37.633857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:37.637480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:37.641700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:37.641827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:40.647253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:40.651531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:40.655824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:40.659806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:40.659909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:43.665179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:43.669689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:43.673667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:43.677745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:43.677866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:46.682931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:46.687286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:46.691359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:46.695060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:46.695154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:49.700545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:49.704576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:49.708191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:49.711617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:49.711718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:52.718857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:52.723207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:52.726672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:52.730156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:52.730252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:55.734779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:55.738846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:55.742837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:55.746283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:55.746365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:19:58.752850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:19:58.758253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:19:58.763405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:19:58.768206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:19:58.768559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:01.774696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:01.780334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:01.785870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:01.790491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:01.790609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:04.796987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:04.801634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:04.807235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:04.811634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:04.811743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:07.816376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:07.820266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:07.824169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:07.827841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:07.827940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:10.833862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:10.839495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:10.844941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:10.852478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:10.852629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:13.861257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:13.866211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:13.871355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:13.876497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:13.876633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:16.881827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:16.885536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:16.889147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:16.892909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:16.893026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:19.897873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:19.901532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:19.905112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:19.908608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:19.908724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:22.914368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:22.918390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:22.922163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:22.925855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:22.925942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:25.932717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:25.936988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:25.941574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:25.945342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:25.945432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:28.980353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:28.984936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:28.989732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:28.994733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:28.995055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:32.002707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:32.008021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:32.114429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:32.119182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:32.119283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:35.123960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:35.128042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:35.132402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:35.136196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:35.136288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:38.146512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:38.151216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:38.156346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:38.160761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:38.160875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:41.165627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:41.170781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:41.176169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:41.181161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:41.181293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:44.186700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:44.191021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:44.195060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:44.199514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:44.199719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:47.204839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:47.209003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:47.213271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:47.218066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:47.218183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:50.224331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:50.229098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:50.233602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:50.240326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:50.240869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:53.246043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:53.251021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:53.256130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:53.262348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:53.262480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:56.267282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:56.271388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:56.275288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:56.279149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:56.279238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:20:59.284064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:20:59.288630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:20:59.292694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:20:59.297100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:20:59.297208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:02.304376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:02.312413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:02.316556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:02.320125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:02.320221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:05.327804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:05.331940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:05.335638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:05.340124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:05.340323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:08.346505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:08.350897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:08.354965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:08.358831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:08.358943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:11.365850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:11.370795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:11.375726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:11.380717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:11.380815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:14.385772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:14.389884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:14.393731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:14.397533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:14.397629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:17.404591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:17.409972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:17.415202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:17.420955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:17.421228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:20.427409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:20.431212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:20.435306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:20.439183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:20.439265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:23.444390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:23.448480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:23.452115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:23.455806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:23.456036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:26.461194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:26.465322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:26.469490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:26.473334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:26.473429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:29.479999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:29.484151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:29.488324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:29.492550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:29.492844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:32.502535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:32.508964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:32.516429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:32.520731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:32.520853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:35.525260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:35.529295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:35.534308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:35.538441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:35.538566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:38.543000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:38.547102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:38.550891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:38.554456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:38.554537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:41.559832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:41.564359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:41.568296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:41.571953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:41.572036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:44.576953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:44.582320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:44.586204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:44.589806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:44.589893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:47.595121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:47.599021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:47.602801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:47.606228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:47.606312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:50.611282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:50.614908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:50.618698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:50.622403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:50.622497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:53.629922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:53.635890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:53.642114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:53.649812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:53.650018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:56.655907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:56.660326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:56.665008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:56.669496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:56.669932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:21:59.674891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:21:59.678406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:21:59.682203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:21:59.686021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:21:59.686113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:02.691952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:02.696492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:02.700968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:02.704474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:02.704559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:05.709564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:05.713732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:05.717443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:05.721383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:05.721486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:08.725908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:08.730621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:08.735144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:08.739745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:08.739859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:11.744954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:11.749227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:11.752791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:11.756242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:11.756324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:14.761370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:14.766661] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:14.771325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:14.776846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:14.776953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:17.782035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:17.785867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:17.789987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:17.793716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:17.793834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:20.799140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:20.803936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:20.808791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:20.813524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:20.813688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:23.819047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:23.823197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:23.827136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:23.830953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:23.831041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:26.836778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:26.841142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:26.844795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:26.849035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:26.849152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:29.855961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:29.860520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:29.865441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:29.871323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:29.871467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:32.878332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:32.883335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:32.887787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:32.891746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:32.891852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:35.895785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:35.899260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:35.902986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:35.906855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:35.906951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:38.912355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:38.916449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:38.920203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:38.924122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:38.924227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:41.929033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:41.933761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:41.937862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:41.941961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:41.942085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:44.946953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:44.951152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:44.954979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:44.959636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:44.959776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:47.964556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:47.969118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:47.975023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:47.979428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:47.979553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:50.983973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:50.988131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:50.992036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:50.995669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:50.995768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:54.000303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:54.004210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:54.007790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:54.011412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:54.011497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:22:57.017547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:22:57.022529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:22:57.027811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:22:57.032440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:22:57.032544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:00.038443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:00.042950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:00.047105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:00.051284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:00.051410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:03.090561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:03.125707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:03.159975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:03.163987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:03.164070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:06.169097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:06.174430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:06.179961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:06.184706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:06.184826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:09.191711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:09.199753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:09.205736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:09.212132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:09.212280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:12.221767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:12.227603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:12.232894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:12.237903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:12.238048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:15.243245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:15.247771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:15.251775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:15.255487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:15.255568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:18.260214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:18.264616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:18.269535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:18.274039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:18.274127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:21.278596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:21.282747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:21.286797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:21.290679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:21.290776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:24.296615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:24.301072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:24.304538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:24.308627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:24.308737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:27.314083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:27.317986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:27.322036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:27.325599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:27.325713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:30.331216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:30.367034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:30.402933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:30.407524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:30.407639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:33.411958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:33.416712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:33.423222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:33.428540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:33.428671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:36.433885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:36.438413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:36.443697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:36.447775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:36.447875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:39.454306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:39.460820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:39.466276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:39.472324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:39.472455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:42.477582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:42.482456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:42.488161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:42.492418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:42.492710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:45.496959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:45.500845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:45.504794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:45.508762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:45.508867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:48.514280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:48.518559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:48.522156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:48.526616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:48.526735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:51.533504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:51.538854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:51.543017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:51.546846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:51.546948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:54.551211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:54.554894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:54.559221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:54.564516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:54.564754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:23:57.570395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:23:57.574764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:23:57.580063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:23:57.584564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:23:57.584703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:00.590106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:00.594029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:00.597995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:00.602175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:00.602305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:03.609200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:03.613722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:03.618628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:03.622687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:03.622812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:06.627740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:06.631453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:06.634997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:06.638578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:06.638691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:09.642786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:09.647106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:09.650704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:09.654354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:09.654461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:12.661487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:12.666993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:12.672245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:12.675831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:12.675913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:15.680255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:15.684349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:15.688486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:15.692505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:15.692604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:18.698464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:18.704411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:18.709384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:18.714431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:18.714558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:21.719607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:21.723330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:21.727106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:21.730890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:21.730984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:24.736404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:24.741217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:24.746628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:24.751127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:24.751258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:27.756345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:27.760098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:27.763691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:27.767168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:27.767283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:30.772786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:30.776853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:30.780600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:30.784405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:30.784511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:33.790081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:33.794801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:33.799146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:33.803212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:33.803318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:36.807639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:36.811492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:36.815221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:36.819002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:36.819101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:39.824108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:39.828304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:39.832043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:39.835682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:39.835785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:42.840900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:42.845069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:42.849017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:42.853317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:42.853453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:45.858410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:45.862567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:45.866694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:45.870853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:45.870960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:48.876365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:48.880804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:48.884488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:48.888215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:48.888312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:51.894517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:51.899090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:51.903032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:51.908249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:51.908468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:54.913616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:54.917816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:54.921751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:54.925712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:54.925792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:24:57.930907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:24:57.935542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:24:57.944687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:24:57.949372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:24:57.949475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:00.955148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:00.959877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:00.964812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:00.969577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:00.969733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:03.975333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:03.980617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:03.985842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:03.990684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:03.990809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:06.996187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:07.000629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:07.004438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:07.008072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:07.008204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:10.014233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:10.018135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:10.022254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:10.026488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:10.026623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:13.033221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:13.038261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:13.044077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:13.048922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:13.049059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:16.053596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:16.057806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:16.061156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:16.064968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:16.065053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:19.070685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:19.074970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:19.080134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:19.084444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:19.084547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:22.089681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:22.093341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:22.097294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:22.100917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:22.101005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:25.107362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:25.112496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:25.117392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:25.121446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:25.121530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:28.128313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:28.133221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:28.137125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:28.142161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:28.142364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:31.148889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:31.153614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:31.157890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:31.162417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:31.162507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:34.168317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:34.172956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:34.177852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:34.182148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:34.182263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:37.188398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:37.193180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:37.197561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:37.205392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:37.205513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:40.210879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:40.215777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:40.219507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:40.222965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:40.223048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:43.232005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:43.239385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:43.245343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:43.251358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:43.251506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:46.255742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:46.259860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:46.264772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:46.269778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:46.269956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:49.273980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:49.277457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:49.281022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:49.284481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:49.284568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:52.291725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:52.295690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:52.299342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:52.303319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:52.303424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:55.309559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:55.314798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:55.319000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:55.323131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:55.323218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:25:58.328512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:25:58.333252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:25:58.337295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:25:58.341355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:25:58.341454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:01.346868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:01.352716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:01.358197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:01.363088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:01.363210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:04.367787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:04.372525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:04.376507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:04.380001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:04.380088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:07.386103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:07.390758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:07.395621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:07.399487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:07.399568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:10.404486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:10.408921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:10.412994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:10.417248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:10.417404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:13.422558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:13.426463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:13.430259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:13.434439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:13.434576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:16.443201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:16.447794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:16.452341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:16.456142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:16.456227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:19.463078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:19.468987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:19.475840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:19.481676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:19.482014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:22.489877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:22.496754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:22.502256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:22.507958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:22.508074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:25.512614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:25.516433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:25.522794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:25.527684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:25.527783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:28.532071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:28.536516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:28.540238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:28.543825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:28.543908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:31.549824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:31.554806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:31.559537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:31.563712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:31.563804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:34.568036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:34.572664] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:34.577246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:34.581180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:34.581288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:37.585501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:37.589787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:37.594016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:37.597908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:37.598018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:40.603129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:40.607054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:40.610632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:40.614504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:40.614625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:43.620336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:43.624127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:43.631309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:43.635228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:43.635320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:46.641116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:46.646384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:46.651897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:46.656995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:46.657133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:49.663017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:49.666710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:49.670253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:49.673563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:49.673668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:52.681150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:52.687296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:52.692832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:52.698353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:52.698558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:55.703051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:55.707491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:55.712008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:55.716394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:55.716477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:26:58.721664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:26:58.725885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:26:58.729616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:26:58.733317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:26:58.733412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:01.739583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:01.744068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:01.748579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:01.752958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:01.753091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:04.760209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:04.766141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:04.771428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:04.775331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:04.775438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:07.779418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:07.783015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:07.786526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:07.790051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:07.790137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:10.795888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:10.800688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:10.804344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:10.808028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:10.808123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:13.813714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:13.818688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:13.822727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:13.827218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:13.827310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:16.832281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:16.837496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:16.842483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:16.847469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:16.847590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:19.853948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:19.859209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:19.863985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:19.867885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:19.867963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:22.873217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:22.877777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:22.881779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:22.885685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:22.885770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:25.890778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:25.894734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:25.898318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:25.901763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:25.901846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:28.906169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:28.910024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:28.915161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:28.919223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:28.919312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:31.924818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:31.929690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:31.934405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:31.938115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:31.938220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:34.942459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:34.947019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:34.952493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:34.956525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:34.956627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:37.961972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:37.965668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:37.969366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:37.973144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:37.973255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:40.978290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:40.982132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:40.985844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:40.990152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:40.990242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:43.995782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:44.000719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:44.004976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:44.009403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:44.009523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:47.014881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:47.018919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:47.022683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:47.026351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:47.026438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:50.032505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:50.036827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:50.040541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:50.045897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:50.046064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:53.053578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:53.057993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:53.061883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:53.066761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:53.066886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:56.071991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:56.075683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:56.079481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:56.083551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:56.083688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:27:59.088630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:27:59.092193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:27:59.095778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:27:59.099252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:27:59.099335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:02.104917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:02.109309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:02.113376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:02.117703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:02.117833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:05.157485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:05.162288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:05.198452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:05.202799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:05.202884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:08.206869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:08.210756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:08.214716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:08.218636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:08.218806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:11.225390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:11.232347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:11.238045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:11.242113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:11.242193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:14.246560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:14.250128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:14.254095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:14.257855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:14.257938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:17.265561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:17.273051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:17.279155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:17.282991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:17.283074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:20.289974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:20.295122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:20.299316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:20.303037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:20.303154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:23.307712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:23.311205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:23.314677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:23.318199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:23.318278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:26.324311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:26.329235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:26.333829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:26.338139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:26.338262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:29.343444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:29.347464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:29.351906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:29.356678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:29.356807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:32.362330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:32.366820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:32.371285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:32.376353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:32.376481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:35.382206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:35.386848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:35.391327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:35.395214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:35.395332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:38.401812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:38.407483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:38.412636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:38.417324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:38.417522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:41.423022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:41.429592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:41.435471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:41.440816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:41.440934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:44.446103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:44.451224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:44.455916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:44.460676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:44.460778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:47.465938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:47.469909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:47.474692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:47.479476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:47.479590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:50.484947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:50.488604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:50.492198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:50.496114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:50.496204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:53.501446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:53.507104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:53.512230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:53.517707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:53.517826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:56.522818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:56.527032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:56.530775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:56.534887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:56.534999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:28:59.541091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:28:59.545895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:28:59.551059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:28:59.556789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:28:59.556903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:02.563336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:02.568697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:02.573727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:02.578732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:02.578869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:05.584512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:05.589259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:05.594210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:05.599572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:05.599775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:08.604521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:08.608087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:08.611591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:08.615601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:08.615731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:11.621366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:11.625575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:11.629829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:11.633747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:11.633846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:14.638447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:14.642078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:14.645676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:14.649064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:14.649148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:17.653704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:17.657678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:17.663036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:17.667031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:17.667125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:20.672392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:20.676467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:20.680406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:20.684159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:20.684254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:23.689042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:23.693517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:23.697888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:23.701966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:23.702070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:26.707163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:26.711175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:26.714791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:26.718303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:26.718386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:29.724036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:29.728931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:29.734130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:29.738611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:29.738776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:32.744743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:32.748532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:32.752063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:32.755635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:32.755744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:35.761753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:35.767120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:35.772349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:35.776352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:35.776461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:38.781501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:38.786637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:38.790995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:38.796084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:38.796248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:41.801547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:41.805138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:41.808669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:41.811953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:41.812033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:44.816858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:44.820384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:44.823999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:44.828019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:44.828115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:47.832912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:47.837789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:47.841602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:47.845624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:47.845774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:50.852285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:50.856956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:50.861864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:50.866081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:50.866215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:53.871855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:53.875775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:53.879704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:53.883564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:53.883679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:56.889073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:56.894339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:56.899303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:56.904610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:56.904802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:29:59.909474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:29:59.913469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:29:59.917426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:29:59.921524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:29:59.921633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:02.927507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:02.933417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:02.939603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:02.944100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:02.944214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:05.949989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:05.954732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:05.958999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:05.963334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:05.963450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:08.968751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:08.973267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:08.977800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:08.982456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:08.982550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:11.990783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:11.996607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:12.001941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:12.007573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:12.007744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:15.012850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:15.017071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:15.021002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:15.025016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:15.025126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:18.030180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:18.034140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:18.037778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:18.041389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:18.041491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:21.046236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:21.051244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:21.055617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:21.060868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:21.061009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:24.065931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:24.070344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:24.074367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:24.078229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:24.078315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:27.083098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:27.088056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:27.091777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:27.095312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:27.095514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:30.132320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:30.136303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:30.140009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:30.143872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:30.143975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:33.149011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:33.152881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:33.156514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:33.160466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:33.160568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:36.166123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:36.368342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:36.403462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:36.408688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:36.408804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:39.415179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:39.420800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:39.427781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:39.433435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:39.433574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:42.438780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:42.443828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:42.449256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:42.453412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:42.453539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:45.459761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:45.465702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:45.471317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:45.476377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:45.476527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:48.481221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:48.484953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:48.490490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:48.494138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:48.494227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:51.498874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:51.502488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:51.506259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:51.510331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:51.510452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:54.514830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:54.519378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:54.523845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:54.529133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:54.529270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:30:57.534707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:30:57.539257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:30:57.543204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:30:57.548461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:30:57.548590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:00.554914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:00.559604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:00.563954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:00.568700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:00.568860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:03.574378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:03.579050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:03.583782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:03.589878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:03.590018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:06.594876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:06.600135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:06.605136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:06.610696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:06.610814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:09.615556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:09.619444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:09.623164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:09.626855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:09.626949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:12.631922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:12.636589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:12.641118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:12.645759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:12.645862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:15.650993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:15.655818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:15.660978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:15.665322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:15.665454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:18.672515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:18.677010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:18.681552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:18.686057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:18.686313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:21.695381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:21.699853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:21.703693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:21.707237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:21.707319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:24.712348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:24.716079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:24.720183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:24.723921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:24.724015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:27.729144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:27.733888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:27.738891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:27.743129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:27.743247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:30.748865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:30.753083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:30.757189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:30.761316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:30.761427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:33.768373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:33.773522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:33.777597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:33.781224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:33.781303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:36.786985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:36.792427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:36.796982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:36.800952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:36.801051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:39.805820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:39.810085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:39.814117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:39.818191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:39.818296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:42.823345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:42.828021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:42.833388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:42.838919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:42.839044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:45.843822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:45.847835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:45.851714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:45.855451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:45.855559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:48.861104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:48.865137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:48.869485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:48.873522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:48.873631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:51.878509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:51.883014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:51.887299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:51.891813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:51.892093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:54.897709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:54.902478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:54.907537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:54.911812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:54.911914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:31:57.916810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:31:57.921376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:31:57.925319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:31:57.929178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:31:57.929270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:00.935669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:00.940831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:00.944854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:00.948880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:00.948976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:03.954529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:03.961221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:03.965338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:03.969483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:03.969586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:06.975554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:06.980630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:06.984996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:06.989326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:06.989459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:09.994533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:09.998814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:10.002830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:10.006723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:10.006804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:13.012852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:13.017922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:13.022791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:13.027615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:13.027747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:16.032224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:16.036565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:16.040906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:16.045211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:16.045374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:19.051550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:19.055851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:19.059491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:19.063494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:19.063596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:22.068950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:22.072773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:22.076268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:22.080006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:22.080089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:25.087008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:25.092207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:25.096994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:25.101616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:25.101767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:28.108406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:28.112475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:28.116937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:28.120878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:28.120961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:31.126194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:31.130061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:31.133916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:31.137726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:31.137816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:34.143038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:34.146888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:34.151393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:34.155362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:34.155473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:37.161898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:37.166116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:37.170584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:37.174189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:37.174278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:40.179544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:40.184389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:40.188624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:40.192756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:40.192874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:43.198058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:43.202396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:43.206548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:43.211198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:43.211523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:46.217020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:46.221744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:46.226564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:46.231532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:46.231710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:49.236752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:49.245630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:49.250726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:49.254523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:49.254607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:52.259925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:52.263734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:52.267701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:52.271568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:52.271676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:55.277164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:55.281720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:55.286277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:55.290422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:55.290536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:32:58.295930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:32:58.300345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:32:58.304585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:32:58.309247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:32:58.309401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:01.314390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:01.319314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:01.324314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:01.329903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:01.330022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:04.336324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:04.341818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:04.345687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:04.350520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:04.350671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:07.358104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:07.365602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:07.371924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:07.378056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:07.378201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:10.383976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:10.390369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:10.395859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:10.400123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:10.400248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:13.404816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:13.408817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:13.412516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:13.416225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:13.416318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:16.421077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:16.425138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:16.429167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:16.433009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:16.433096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:19.437204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:19.441079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:19.444701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:19.448681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:19.448784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:22.454121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:22.458218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:22.462460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:22.466717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:22.466871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:25.472554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:25.478177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:25.482027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:25.485729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:25.485816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:28.491409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:28.495740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:28.499446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:28.502869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:28.502946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:31.508510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:31.541968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:31.576328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:31.580479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:31.580581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:34.585277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:34.590223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:34.594972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:34.599421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:34.599529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:37.604986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:37.609421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:37.614737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:37.618579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:37.618705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:40.623480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:40.629980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:40.636129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:40.642916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:40.643118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:43.648852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:43.653181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:43.657919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:43.662043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:43.662151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:46.668777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:46.674197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:46.680230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:46.686067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:46.686236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:49.690745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:49.694945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:49.698728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:49.702761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:49.702850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:52.707486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:52.711391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:52.715418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:52.719940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:52.720095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:55.725413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:55.730050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:55.734038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:55.737998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:55.738102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:33:58.744376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:33:58.749550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:33:58.753880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:33:58.758102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:33:58.758268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:01.766216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:01.771808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:01.777626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:01.784155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:01.784662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:04.788789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:04.792219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:04.795845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:04.799273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:04.799388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:07.805132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:07.809991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:07.815370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:07.819396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:07.819506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:10.823910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:10.828007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:10.832433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:10.836296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:10.836397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:13.841633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:13.845671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:13.849740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:13.853870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:13.853980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:16.859331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:16.863385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:16.868164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:16.872425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:16.872529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:19.878074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:19.883422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:19.887938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:19.892437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:19.892592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:22.897605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:22.901287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:22.904768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:22.908216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:22.908299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:25.914095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:25.918584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:25.923361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:25.927725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:25.927827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:28.933380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:28.937717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:28.942175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:28.946938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:28.947061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:31.951961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:31.956365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:31.961299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:31.966333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:31.966451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:34.971329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:34.975237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:34.978898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:34.982431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:34.982528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:37.988087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:37.993997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:37.999183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:38.003355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:38.003449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:41.007713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:41.011562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:41.015554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:41.019420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:41.019516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:44.024709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:44.028587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:44.032274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:44.036210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:44.036301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:47.041939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:47.046359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:47.050238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:47.054093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:47.054203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:50.059500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:50.064236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:50.068469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:50.072319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:50.072407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:53.077811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:53.081965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:53.086081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:53.090091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:53.090199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:56.095744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:56.100065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:56.104714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:56.109534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:56.109679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:34:59.115058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:34:59.119108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:34:59.122922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:34:59.126691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:34:59.126779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:02.133444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:02.139083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:02.144436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:02.149711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:02.149869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:05.156864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:05.162491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:05.166590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:05.170281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:05.170372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:08.174340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:08.177853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:08.181539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:08.184996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:08.185077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:11.189725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:11.193610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:11.197480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:11.201148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:11.201240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:14.207324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:14.211536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:14.215079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:14.219477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:14.219671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:17.226867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:17.231895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:17.236539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:17.240411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:17.240513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:20.245571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:20.249499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:20.253144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:20.257024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:20.257131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:23.262133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:23.266749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:23.271972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:23.276854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:23.276962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:26.283359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:26.288818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:26.292917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:26.296781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:26.296865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:29.303223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:29.309244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:29.315710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:29.322580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:29.322734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:32.327245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:32.331166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:32.335104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:32.338904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:32.339015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:35.345545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:35.350146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:35.354602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:35.359393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:35.359513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:38.364266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:38.368953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:38.373219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:38.376909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:38.376999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:41.382438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:41.387370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:41.392172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:41.396202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:41.396309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:44.401187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:44.405066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:44.408766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:44.412374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:44.412478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:47.416802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:47.425072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:47.429299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:47.433994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:47.434248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:50.439885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:50.443780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:50.448028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:50.452185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:50.452299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:53.458053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:53.462177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:53.466309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:53.470416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:53.470534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:56.476460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:56.480963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:56.484753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:56.488519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:56.488628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:35:59.494834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:35:59.501180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:35:59.507097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:35:59.511619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:35:59.511751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:02.516802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:02.521349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:02.525633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:02.530293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:02.530401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:05.535893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:05.540591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:05.545225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:05.550621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:05.550733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:08.555820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:08.560288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:08.564567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:08.568163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:08.568249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:11.573723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:11.579708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:11.586021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:11.592363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:11.592505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:14.597528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:14.602028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:14.606275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:14.610440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:14.610568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:17.616108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:17.620860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:17.625318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:17.630019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:17.630248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:20.636142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:20.640385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:20.645294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:20.651210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:20.651399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:23.656049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:23.659796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:23.663293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:23.666723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:23.666814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:26.672827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:26.677321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:26.681801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:26.686057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:26.686178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:29.691069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:29.695114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:29.698959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:29.702861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:29.702952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:32.708928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:32.713782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:32.718544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:32.722839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:32.722956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:35.729326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:35.734559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:35.739159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:35.743130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:35.743211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:38.750298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:38.755737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:38.760148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:38.763998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:38.764100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:41.768454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:41.772040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:41.775752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:41.779316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:41.779407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:44.785185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:44.789314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:44.793231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:44.796994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:44.797074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:47.802114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:47.805908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:47.809297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:47.812773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:47.812853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:50.818953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:50.823483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:50.827803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:50.832840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:50.832980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:53.837537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:53.841414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:53.844988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:53.848882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:53.848978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:56.854825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:56.859289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:56.863590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:56.868843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:56.868958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:36:59.873911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:36:59.878274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:36:59.882265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:36:59.886957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:36:59.887070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:02.891779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:02.895573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:02.899544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:02.903114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:02.903338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:05.913220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:05.918208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:05.923707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:05.927960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:05.928083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:08.934819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:08.939957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:08.945042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:08.949519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:08.949626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:11.954227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:11.957932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:11.961791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:11.965723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:11.965831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:14.969964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:14.973762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:14.977992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:14.981989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:14.982088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:17.988004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:17.992974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:17.997241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:18.002123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:18.002394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:21.008181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:21.012363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:21.016090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:21.019498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:21.019583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:24.024833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:24.028602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:24.033462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:24.038202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:24.038333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:27.044896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:27.050888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:27.055816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:27.061791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:27.061910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:30.067541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:30.072162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:30.076383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:30.080708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:30.080821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:33.086532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:33.091168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:33.095564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:33.099298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:33.099383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:36.104253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:36.109192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:36.113602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:36.117947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:36.118055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:39.215901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:39.251521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:39.286033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:39.290486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:39.290592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:42.294693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:42.298452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:42.302258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:42.306591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:42.306720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:45.313166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:45.321985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:45.327298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:45.331963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:45.332063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:48.337092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:48.341627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:48.345842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:48.349893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:48.349999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:51.357589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:51.365043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:51.371951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:51.379562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:51.379757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:54.385217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:54.390264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:54.395676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:54.400892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:54.401048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:37:57.406720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:37:57.411097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:37:57.415303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:37:57.421578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:37:57.421754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:00.427730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:00.432131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:00.436052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:00.439971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:00.440071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:03.445264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:03.449280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:03.452931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:03.456620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:03.456760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:06.461519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:06.465210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:06.468935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:06.472401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:06.472490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:09.479449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:09.483970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:09.488460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:09.492362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:09.492445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:12.499304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:12.504635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:12.509690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:12.514945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:12.515066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:15.520314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:15.525035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:15.529422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:15.535107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:15.535226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:18.541463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:18.546319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:18.550271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:18.555000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:18.555108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:21.560063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:21.565027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:21.569259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:21.573785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:21.574047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:24.579757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:24.583534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:24.587568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:24.592144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:24.592377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:27.597946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:27.602853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:27.606706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:27.610463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:27.610556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:30.616074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:30.619978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:30.623629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:30.627253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:30.627334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:33.631870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:33.636352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:33.640222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:33.643862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:33.643945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:36.649056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:36.652756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:36.656569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:36.660297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:36.660396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:39.666519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:39.671132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:39.676240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:39.680132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:39.680226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:42.685929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:42.690079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:42.693926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:42.697778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:42.697879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:45.703191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:45.707043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:45.710799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:45.714341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:45.714428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:48.719636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:48.723426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:48.727200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:48.731136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:48.731243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:51.736599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:51.740626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:51.744561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:51.748566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:51.748695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:54.754701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:54.759457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:54.763609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:54.767964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:54.768101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:38:57.774375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:38:57.778671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:38:57.782380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:38:57.785993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:38:57.786079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:00.790939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:00.794924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:00.798816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:00.802858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:00.802961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:03.808511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:03.812430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:03.816256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:03.820284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:03.820396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:06.826122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:06.830364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:06.834523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:06.838093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:06.838174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:09.843030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:09.847944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:09.852838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:09.856808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:09.856889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:12.862113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:12.866095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:12.869775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:12.873136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:12.873212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:15.879763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:15.885256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:15.889117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:15.892567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:15.892664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:18.898880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:18.903464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:18.908218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:18.912364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:18.912475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:21.921683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:21.926226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:21.930073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:21.933908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:21.934002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:24.938862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:24.942630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:24.946203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:24.949782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:24.949870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:27.956184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:27.961342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:27.965690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:27.970489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:27.970713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:30.977576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:30.982701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:30.987217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:30.991844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:30.991943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:33.997209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:34.001432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:34.004968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:34.008470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:34.008578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:37.015014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:37.019089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:37.023001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:37.026844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:37.026945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:40.242159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:40.246234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:40.276906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:40.281693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:40.281848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:43.288039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:43.292985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:43.296967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:43.302671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:43.302818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:46.308093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:46.312477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:46.318344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:46.323204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:46.323485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:49.329027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:49.333011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:49.337023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:49.341175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:49.341321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:52.349025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:52.355561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:52.362710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:52.367879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:52.367981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:55.373605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:55.378262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:55.382858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:55.387124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:55.387220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:39:58.394203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:39:58.400751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:39:58.406260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:39:58.412792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:39:58.413005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:01.417506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:01.421769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:01.426034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:01.436064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:01.436267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:04.442159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:04.446355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:04.452197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:04.458874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:04.459053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:07.464963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:07.469224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:07.473333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:07.477157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:07.477314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:10.483527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:10.488989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:10.494169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:10.498989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:10.499098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:13.504457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:13.508413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:13.513554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:13.517530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:13.517631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:16.523199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:16.527715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:16.532365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:16.536868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:16.536975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:19.541453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:19.545108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:19.548697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:19.552060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:19.552141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:22.559115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:22.563858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:22.568012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:22.572103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:22.572409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:25.577065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:25.581151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:25.585853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:25.594313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:25.594506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:28.600571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:28.605153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:28.609511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:28.613567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:28.613699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:31.650158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:31.654357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:31.658803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:31.662704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:31.662796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:34.667684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:34.673840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:34.678724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:34.683841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:34.683998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:37.689252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:37.694805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:37.699893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:37.704303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:37.704399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:40.710550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:40.717004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:40.722433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:40.727349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:40.727488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:43.731852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:43.736395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:43.741346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:43.745403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:43.745495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:46.751714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:46.756747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:46.763696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:46.772771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:46.772923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:49.777811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:49.781819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:49.785569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:49.790065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:49.790183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:52.795753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:52.799807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:52.803722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:52.808079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:52.808219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:55.813665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:55.817532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:55.821718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:55.826722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:55.827005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:40:58.832354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:40:58.836159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:40:58.839929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:40:58.843639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:40:58.843760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:01.850918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:01.857918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:01.864056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:01.871335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:01.871458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:04.876504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:04.881462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:04.886580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:04.891890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:04.892020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:07.897304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:07.901152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:07.904881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:07.909231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:07.909353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:10.914753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:10.919469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:10.923923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:10.928625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:10.928757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:13.933186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:13.937417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:13.941212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:13.945796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:13.945944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:16.951851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:16.956059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:16.960399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:16.964385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:16.964483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:19.970143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:19.974818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:19.978730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:19.983213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:19.983370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:22.990706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:22.996940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:23.001619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:23.005284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:23.005369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:26.011850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:26.016188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:26.020112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:26.024075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:26.024183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:29.029149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:29.033109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:29.036742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:29.042669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:29.042883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:32.049814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:32.055596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:32.060413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:32.064731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:32.064870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:35.069603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:35.073476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:35.076940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:35.080791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:35.080887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:38.085388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:38.089373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:38.093338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:38.097342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:38.097448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:41.102927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:41.106977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:41.141211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:41.145530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:41.145612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:44.150858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:44.155709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:44.162769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:44.167954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:44.168125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:47.172409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:47.176180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:47.179824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:47.183802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:47.183896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:50.189156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:50.193363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:50.197079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:50.201726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:50.201849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:53.207679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:53.211797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:53.215679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:53.220138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:53.220247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:56.225387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:56.230082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:56.233850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:56.237757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:56.237873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:41:59.243391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:41:59.248581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:41:59.252729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:41:59.259276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:41:59.259475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:02.264432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:02.268879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:02.272881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:02.277048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:02.277148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:05.283511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:05.288508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:05.292452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:05.298174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:05.298317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:08.304613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:08.309623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:08.314306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:08.318369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:08.318467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:11.323424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:11.328299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:11.333296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:11.337093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:11.337189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:14.341839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:14.346677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:14.351415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:14.355672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:14.355943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:17.361870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:17.367506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:17.373524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:17.378947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:17.379071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:20.383724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:20.387694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:20.391314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:20.395063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:20.395161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:23.399374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:23.403336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:23.406972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:23.410563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:23.410678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:26.415515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:26.419171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:26.423142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:26.426988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:26.427074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:29.433711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:29.439390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:29.444862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:29.450498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:29.450675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:32.456580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:32.461574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:32.466367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:32.471504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:32.471673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:35.477105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:35.481279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:35.485202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:35.489286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:35.489378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:38.494703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:38.498802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:38.503254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:38.507285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:38.507384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:41.513927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:41.519233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:41.523939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:41.528933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:41.529038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:44.535055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:44.539076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:44.542769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:44.546967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:44.547076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:47.551823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:47.555892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:47.559935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:47.563869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:47.563975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:50.568735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:50.572562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:50.576290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:50.580038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:50.580146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:53.584454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:53.589285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:53.593612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:53.597545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:53.597669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:56.603231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:56.607506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:56.611764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:56.616115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:56.616231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:42:59.622313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:42:59.626963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:42:59.631164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:42:59.635077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:42:59.635178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:02.641396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:02.645459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:02.649104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:02.653373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:02.653544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:05.660851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:05.666242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:05.671108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:05.675832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:05.675958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:08.681360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:08.686702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:08.691379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:08.695896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:08.696089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:11.701956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:11.706312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:11.710976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:11.714717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:11.714799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:14.719319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:14.723499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:14.727006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:14.730506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:14.730588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:17.736388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:17.740484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:17.744723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:17.748887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:17.748999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:20.754318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:20.758895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:20.763165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:20.767045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:20.767138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:23.772892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:23.778910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:23.783732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:23.788756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:23.788891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:26.794257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:26.799192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:26.803919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:26.808587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:26.808723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:29.813814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:29.817609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:29.821523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:29.825542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:29.825634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:32.835262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:32.871190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:32.907115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:32.912517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:32.912683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:35.918525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:35.922985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:35.927777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:35.933986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:35.934104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:38.939215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:38.943386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:38.947352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:38.951179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:38.951337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:41.955724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:41.959919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:41.964405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:41.968877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:41.969056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:44.973025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:44.976797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:44.980947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:44.985140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:44.985248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:47.990573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:47.998506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:48.003262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:48.009005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:48.009128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:51.014060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:51.018689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:51.022742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:51.026983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:51.027066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:54.032560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:54.036431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:54.040439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:54.044380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:54.044477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:43:57.049031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:43:57.052932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:43:57.056443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:43:57.060267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:43:57.060364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:00.066004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:00.070730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:00.074779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:00.079666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:00.079811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:03.085142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:03.089541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:03.093197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:03.097349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:03.097468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:06.103828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:06.108060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:06.111959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:06.116038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:06.116138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:09.122165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:09.128105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:09.133090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:09.138795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:09.139284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:12.145393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:12.182836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:12.217057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:12.221129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:12.221256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:15.226679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:15.231363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:15.235809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:15.241414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:15.241838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:18.247602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:18.251559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:18.255268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:18.259233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:18.259432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:21.264927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:21.268940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:21.273452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:21.278043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:21.278144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:24.282260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:24.286853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:24.292749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:24.298102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:24.298219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:27.303708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:27.307720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:27.313235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:27.318324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:27.318473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:30.323299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:30.327307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:30.331314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:30.335320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:30.335421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:33.340871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:33.344981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:33.348869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:33.352533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:33.352612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:36.358346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:36.362493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:36.366452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:36.370568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:36.370727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:39.377365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:39.382191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:39.386004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:39.390796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:39.390933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:42.396694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:42.401408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:42.406439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:42.410621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:42.410760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:45.417389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:45.421714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:45.425945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:45.430240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:45.430336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:48.437403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:48.442454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:48.447280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:48.451953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:48.452082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:51.457940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:51.462450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:51.467608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:51.471335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:51.471417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:54.475751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:54.479519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:54.483028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:54.486377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:54.486455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:44:57.491615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:44:57.495735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:44:57.499985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:44:57.504255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:44:57.504356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:00.509214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:00.513290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:00.517178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:00.521010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:00.521101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:03.526448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:03.531338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:03.535284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:03.539310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:03.539395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:06.544262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:06.551898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:06.555598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:06.558992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:06.559067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:09.563490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:09.567771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:09.572498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:09.577386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:09.577538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:12.582258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:12.586670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:12.593155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:12.597524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:12.597625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:15.602393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:15.606777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:15.612157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:15.616480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:15.616599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:18.624088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:18.628268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:18.632511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:18.636533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:18.636620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:21.642225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:21.645898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:21.649815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:21.653854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:21.653944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:24.662263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:24.666851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:24.670777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:24.674731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:24.674864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:27.682234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:27.689320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:27.695032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:27.700061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:27.700170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:30.704823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:30.708694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:30.712815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:30.716561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:30.716677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:33.721950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:33.726887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:33.731244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:33.735932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:33.736039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:36.741619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:36.746775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:36.750762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:36.754603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:36.754722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:39.761089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:39.765342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:39.769509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:39.773626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:39.773788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:42.780957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:42.786347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:42.791893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:42.795902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:42.796015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:45.801197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:45.805433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:45.810780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:45.816112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:45.816285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:48.822158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:48.827126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:48.837773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:48.843415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:48.843572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:51.852316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:51.856995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:51.860808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:51.864224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:51.864307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:54.869442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:54.873226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:54.877050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:54.880820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:54.880902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:45:57.885795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:45:57.889674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:45:57.893586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:45:57.898275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:45:57.898386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:00.902942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:00.906707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:00.911075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:00.915009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:00.915095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:03.920221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:03.925972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:03.931123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:03.937354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:03.937758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:06.943126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:06.947345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:06.951072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:06.954742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:06.954821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:09.959534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:09.963698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:09.967687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:09.971500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:09.971601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:12.977231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:12.982136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:12.986992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:12.991245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:12.991368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:15.996487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:16.001054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:16.005703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:16.010000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:16.010136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:19.015593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:19.021273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:19.026578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:19.031522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:19.031745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:22.036860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:22.041389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:22.046782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:22.051091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:22.051214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:25.056834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:25.062090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:25.066268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:25.071453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:25.071572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:28.076395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:28.080296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:28.084163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:28.088015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:28.088116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:31.094135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:31.099461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:31.105041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:31.109329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:31.109443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:34.115155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:34.119946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:34.124251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:34.128204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:34.128299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:37.132866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:37.138379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:37.143220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:37.148161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:37.148290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:40.152726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:40.156572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:40.160686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:40.164375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:40.164473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:43.173027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:43.180208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:43.187461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:43.193894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:43.194077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:46.204013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:46.210320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:46.214129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:46.218226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:46.218347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:49.223130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:49.227596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:49.231774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:49.235888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:49.236007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:52.240892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:52.244905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:52.248900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:52.252755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:52.252836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:55.258146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:55.263213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:55.266832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:55.270252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:55.270345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:46:58.275156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:46:58.279370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:46:58.283577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:46:58.287071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:46:58.287175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:01.292412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:01.297291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:01.301492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:01.305201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:01.305286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:04.311388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:04.316459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:04.322042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:04.326129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:04.326238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:07.332111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:07.337060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:07.342174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:07.346668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:07.346787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:10.351824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:10.355694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:10.359503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:10.363410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:10.363516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:13.369868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:13.374380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:13.379119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:13.383008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:13.383092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:16.388056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:16.391838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:16.395301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:16.398965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:16.399049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:19.403910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:19.407977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:19.411475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:19.415082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:19.415176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:22.420433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:22.424588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:22.428140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:22.432763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:22.432928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:25.439866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:25.444524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:25.449399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:25.453893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:25.453995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:28.459943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:28.465591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:28.470783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:28.475221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:28.475347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:31.480499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:31.484876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:31.488841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:31.492925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:31.493029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:34.498537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:34.503215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:34.507251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:34.512486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:34.512605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:37.518756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:37.524032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:37.529448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:37.534284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:37.534409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:40.541181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:40.547076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:40.551285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:40.555139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:40.555250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:43.561942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:43.567002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:43.571414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:43.574991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:43.575080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:46.580002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:46.584053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:46.587794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:46.591491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:46.591610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:49.596887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:49.601336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:49.605343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:49.609309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:49.609411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:52.615276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:52.620036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:52.624450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:52.628368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:52.628484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:55.633958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:55.637965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:55.641913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:55.645821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:55.645934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:47:58.652718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:47:58.657443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:47:58.661836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:47:58.666304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:47:58.666460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:01.671631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:01.676422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:01.681478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:01.685818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:01.686136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:04.692000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:04.696392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:04.700361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:04.704258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:04.704340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:07.711060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:07.716030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:07.720488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:07.724912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:07.725250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:10.730163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:10.734814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:10.739176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:10.743557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:10.743721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:13.750475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:13.756797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:13.761710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:13.766838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:13.766935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:16.771467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:16.775161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:16.778794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:16.782566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:16.782667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:19.788928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:19.793935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:19.798005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:19.801962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:19.802074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:22.807408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:22.811639] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:22.816093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:22.820071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:22.820186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:25.826524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:25.831060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:25.835012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:25.839769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:25.839921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:28.845580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:28.850054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:28.854177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:28.858454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:28.858544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:31.863702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:31.868182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:31.872302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:31.876398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:31.876518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:34.881429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:34.885624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:34.889526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:34.894518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:34.894743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:37.900052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:37.904030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:37.908301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:37.912608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:37.912768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:40.917985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:40.922481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:40.926996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:40.931948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:40.932187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:43.938227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:43.943015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:43.947453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:43.951679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:43.951791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:46.957503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:46.965367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:46.969471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:46.973484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:46.973563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:49.978845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:49.982714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:49.986378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:49.993070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:49.993163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:52.997946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:53.002107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:53.007769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:53.012995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:53.013112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:56.018661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:56.024268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:56.029923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:56.035238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:56.035360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:48:59.041080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:48:59.045200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:48:59.049164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:48:59.053456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:48:59.053557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:02.060708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:02.065463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:02.070337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:02.075978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:02.076158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:05.083014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:05.093051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:05.098195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:05.102375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:05.102459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:08.108380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:08.112813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:08.117345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:08.121669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:08.121752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:11.126660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:11.132302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:11.138279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:11.144593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:11.144850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:14.151558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:14.188459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:14.223139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:14.226887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:14.226970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:17.233411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:17.238524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:17.242809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:17.246589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:17.246705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:20.251394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:20.255087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:20.258671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:20.262473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:20.262564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:23.267250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:23.270787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:23.274229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:23.277789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:23.277883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:26.282530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:26.286553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:26.290268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:26.293920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:26.294009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:29.299587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:29.303531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:29.307764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:29.311467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:29.311555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:32.317364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:32.321697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:32.326620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:32.330736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:32.330867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:35.335686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:35.340254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:35.344965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:35.349877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:35.349993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:38.357187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:38.362037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:38.366713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:38.371485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:38.371618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:41.377362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:41.381573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:41.385256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:41.389179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:41.389291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:44.395958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:44.400463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:44.404876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:44.408882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:44.408971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:47.414376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:47.418736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:47.423073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:47.426737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:47.426832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:50.431429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:50.435544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:50.440062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:50.443975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:50.444065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:53.450550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:53.454564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:53.458499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:53.462208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:53.462316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:56.467917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:56.472457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:56.476816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:56.481196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:56.481374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:49:59.487826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:49:59.492934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:49:59.496968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:49:59.501103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:49:59.501383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:02.507175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:02.511749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:02.516186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:02.520435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:02.520560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:05.527180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:05.531802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:05.535639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:05.539468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:05.539570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:08.545201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:08.549134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:08.553750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:08.559361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:08.559503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:11.564990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:11.569176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:11.573366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:11.577811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:11.577951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:14.583829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:14.588777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:14.593674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:14.598061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:14.598177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:17.603242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:17.607268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:17.611487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:17.615336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:17.615433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:20.624795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:20.631380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:20.638235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:20.642977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:20.643082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:23.651154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:23.657010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:23.662291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:23.667458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:23.667613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:26.673534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:26.683517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:26.687897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:26.692037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:26.692142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:29.698362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:29.703629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:29.708609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:29.713700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:29.713833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:32.747982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:32.752092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:32.755917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:32.760022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:32.760143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:35.765086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:35.768709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:35.772448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:35.776666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:35.776791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:38.782904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:38.788143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:38.793381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:38.797230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:38.797345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:41.804612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:41.810139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:41.814767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:41.820048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:41.820155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:44.827469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:44.833130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:44.839243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:44.843368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:44.843478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:47.847734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:47.851706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:47.855544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:47.859402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:47.859496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:50.864692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:50.869073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:50.873146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:50.877074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:50.877171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:53.886356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:53.891460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:53.895840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:53.900154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:53.900270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:56.905473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:56.910760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:56.914825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:56.918985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:56.919095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:50:59.924107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:50:59.928041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:50:59.931781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:50:59.935763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:50:59.935889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:02.941468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:02.946443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:02.951448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:02.956007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:02.956154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:05.960484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:05.964160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:05.967765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:05.971577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:05.971706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:08.977109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:08.980888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:08.984830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:08.988500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:08.988592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:11.993038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:11.997224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:12.001123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:12.004797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:12.004891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:15.072884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:15.109123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:15.143813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:15.147988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:15.148077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:18.153416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:18.158546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:18.163338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:18.168619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:18.168784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:21.173480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:21.177245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:21.180627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:21.183919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:21.183998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:24.188789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:24.193170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:24.198113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:24.202725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:24.202851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:27.207074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:27.210471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:27.213864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:27.217296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:27.217374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:30.222124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:30.226401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:30.230666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:30.234619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:30.234734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:33.239570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:33.243847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:33.247356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:33.250954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:33.251033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:36.255805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:36.262952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:36.266891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:36.270380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:36.270465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:39.275522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:39.280374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:39.285423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:39.289701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:39.289806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:42.295761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:42.300950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:42.305476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:42.313070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:42.313220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:45.320997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:45.325865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:45.331412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:45.336187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:45.336297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:48.341145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:48.345082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:48.349042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:48.352936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:48.353041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:51.357367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:51.361088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:51.364606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:51.368680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:51.368765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:54.374698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:54.379139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:54.382845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:54.386772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:54.386871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:51:57.392721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:51:57.398455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:51:57.403022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:51:57.408392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:51:57.408521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:00.413171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:00.417153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:00.423857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:00.427725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:00.427816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:03.433445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:03.438093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:03.442636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:03.447582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:03.447956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:06.453077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:06.456938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:06.462001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:06.466047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:06.466313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:09.471442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:09.475585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:09.479885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:09.483748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:09.483849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:12.489397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:12.493323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:12.497247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:12.501292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:12.501382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:15.511186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:15.517364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:15.524337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:15.530701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:15.530901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:18.536040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:18.540164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:18.546093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:18.551279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:18.551421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:21.556201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:21.560265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:21.564533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:21.568293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:21.568382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:24.573121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:24.576870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:24.580606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:24.584082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:24.584162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:27.590038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:27.594797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:27.600014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:27.603966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:27.604059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:30.609697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:30.613555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:30.617673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:30.622389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:30.622490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:33.627416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:33.632409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:33.637363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:33.642556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:33.642704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:36.649420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:36.654090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:36.657719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:36.661267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:36.661354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:39.666136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:39.669844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:39.673777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:39.677612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:39.677735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:42.682878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:42.686483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:42.690116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:42.695081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:42.695226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:45.701124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:45.705711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:45.711144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:45.715121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:45.715209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:48.720706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:48.725155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:48.729753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:48.734366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:48.734484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:51.738946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:51.742584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:51.746669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:51.751456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:51.751570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:54.756479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:54.760457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:54.764139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:54.767950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:54.768039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:52:57.772613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:52:57.779209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:52:57.784034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:52:57.788143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:52:57.788258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:00.793222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:00.797175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:00.802544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:00.807328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:00.807487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:03.812068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:03.815536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:03.819273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:03.822979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:03.823064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:06.828014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:06.831718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:06.835859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:06.839635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:06.839741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:09.844338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:09.848599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:09.852783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:09.856846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:09.856953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:12.863746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:12.868014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:12.872081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:12.877062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:12.877226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:15.882022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:15.886767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:15.894391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:15.898180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:15.898261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:18.903666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:18.907334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:18.910883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:18.914410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:18.914495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:21.919815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:21.924095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:21.928328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:21.932378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:21.932494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:24.938190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:24.943255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:24.947957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:24.952567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:24.952736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:27.958407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:27.965115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:27.969783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:27.974686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:27.974822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:30.980994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:30.985348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:30.989292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:30.993031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:30.993194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:33.998958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:34.034229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:34.069544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:34.073423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:34.073511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:37.077707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:37.082200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:37.086475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:37.090361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:37.090468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:40.095691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:40.099685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:40.103287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:40.107883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:40.108037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:43.113435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:43.117184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:43.120950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:43.124455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:43.124639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:46.221545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:46.225603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:46.260018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:46.264285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:46.264367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:49.270804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:49.275438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:49.280079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:49.285153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:49.285283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:52.290193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:52.293812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:52.297743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:52.303038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:52.303153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:55.308499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:55.314998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:55.318690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:55.322487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:55.322567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:53:58.327897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:53:58.332173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:53:58.336988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:53:58.342407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:53:58.342558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:01.347675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:01.357166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:01.361619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:01.366207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:01.366485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:04.371672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:04.375812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:04.380614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:04.385352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:04.385448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:07.390358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:07.394623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:07.399015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:07.403950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:07.404065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:10.411172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:10.415398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:10.421455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:10.427930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:10.428083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:13.435241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:13.440557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:13.446629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:13.454756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:13.454920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:16.462671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:16.470415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:16.478476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:16.484268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:16.484424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:19.489426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:19.493560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:19.497584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:19.501638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:19.501775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:22.507015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:22.511686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:22.515584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:22.519759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:22.519854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:25.525062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:25.530504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:25.535102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:25.539289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:25.539416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:28.544134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:28.548508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:28.552754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:28.557092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:28.557231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:31.566887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:31.573692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:31.578783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:31.584425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:31.584591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:34.588708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:34.592345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:34.595971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:34.599818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:34.599927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:37.605818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:37.610562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:37.615029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:37.619384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:37.619508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:40.625167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:40.630020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:40.634354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:40.638811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:40.638920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:43.643665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:43.647709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:43.651986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:43.655944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:43.656059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:46.661554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:46.666489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:46.675591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:46.680266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:46.680379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:49.684800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:49.688395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:49.691733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:49.695122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:49.695201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:52.700960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:52.705729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:52.710098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:52.713956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:52.714098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:55.719739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:55.725306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:55.729747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:55.733677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:55.733764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:54:58.738455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:54:58.742506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:54:58.747283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:54:58.751758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:54:58.751869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:01.756606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:01.761587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:01.766609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:01.775029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:01.775200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:04.780302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:04.784122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:04.788137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:04.791794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:04.791902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:07.797129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:07.801234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:07.805235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:07.809360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:07.809465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:10.817451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:10.823085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:10.828787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:10.833862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:10.833975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:13.838002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:13.841598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:13.845824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:13.849681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:13.849771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:16.854452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:16.860191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:16.864536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:16.868107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:16.868194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:19.874491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:19.879613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:19.884536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:19.889860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:19.889961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:22.894338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:22.897878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:22.901415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:22.904980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:22.905065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:25.910109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:25.914296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:25.919069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:25.922932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:25.923039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:28.928789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:28.933021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:28.936628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:28.940990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:28.941100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:31.945503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:31.949615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:31.953786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:31.957773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:31.957873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:34.963340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:34.967662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:34.971697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:34.976449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:34.976554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:37.981781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:37.986988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:37.991139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:37.994771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:37.994858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:40.999435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:41.003504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:41.007213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:41.010988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:41.011084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:44.016290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:44.019991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:44.023351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:44.026858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:44.026936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:47.204039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:47.209069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:47.238885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:47.243296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:47.243392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:50.253184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:50.258428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:50.263214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:50.267742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:50.267883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:53.272712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:53.276803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:53.281277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:53.285233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:53.285348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:56.291492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:56.296774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:56.302459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:56.308853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:56.309151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:55:59.315450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:55:59.320514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:55:59.326836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:55:59.331285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:55:59.331411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:02.335539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:02.339545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:02.343675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:02.347497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:02.347715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:05.354052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:05.358379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:05.362878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:05.368115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:05.368233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:08.373905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:08.378800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:08.384326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:08.388686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:08.388766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:11.393066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:11.396500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:11.399951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:11.404509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:11.404614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:14.409356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:14.413501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:14.417614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:14.421604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:14.421734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:17.427619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:17.433080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:17.437805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:17.442276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:17.442447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:20.447964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:20.452609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:20.457307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:20.462379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:20.462552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:23.469188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:23.474190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:23.478287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:23.482097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:23.482182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:26.488940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:26.494010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:26.498609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:26.504078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:26.504218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:29.509282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:29.514294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:29.519273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:29.525780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:29.525925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:32.531447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:32.535361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:32.539446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:32.543384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:32.543487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:35.549842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:35.554167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:35.559150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:35.564039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:35.564183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:38.569678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:38.574560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:38.578230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:38.582002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:38.582097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:41.586828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:41.591095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:41.595219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:41.599465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:41.599590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:44.604881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:44.609103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:44.613200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:44.617613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:44.617805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:47.624574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:47.629798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:47.634597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:47.639045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:47.639189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:50.644192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:50.647878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:50.651198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:50.655248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:50.655368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:53.660150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:53.664215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:53.668342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:53.675059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:53.675195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:56.680602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:56.685462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:56.690365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:56.695127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:56.695248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:56:59.700274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:56:59.706330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:56:59.712088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:56:59.717056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:56:59.717160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:02.722221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:02.726193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:02.730108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:02.733864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:02.733962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:05.738539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:05.743191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:05.747215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:05.751062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:05.751160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:08.755367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:08.759348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:08.763364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:08.767495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:08.767628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:11.774216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:11.778720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:11.782661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:11.786301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:11.786398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:14.791469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:14.795933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:14.799968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:14.804539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:14.804698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:17.811755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:17.817965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:17.824294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:17.828793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:17.828897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:20.834415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:20.838999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:20.843556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:20.847711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:20.847825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:23.855159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:23.860539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:23.865424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:23.869757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:23.869876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:26.875076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:26.878876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:26.884258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:26.887934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:26.888027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:29.893025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:29.897061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:29.901904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:29.905921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:29.906024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:32.910946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:32.916766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:32.926899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:32.932498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:32.932689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:35.937817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:35.942864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:35.947124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:35.951070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:35.951174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:38.955967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:38.960554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:38.964861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:38.969297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:38.969426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:41.974203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:41.978797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:41.982278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:41.985664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:41.985744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:44.990222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:44.994191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:44.998344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:45.002490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:45.002604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:48.008587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:48.107457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:48.144935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:48.149061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:48.149170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:51.154014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:51.158568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:51.162973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:51.167151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:51.167258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:54.171952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:54.175942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:54.179832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:54.183851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:54.183972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:57:57.189000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:57:57.193019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:57:57.196911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:57:57.201063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:57:57.201146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:00.207315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:00.212941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:00.218680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:00.224780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:00.224964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:03.232811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:03.245355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:03.252011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:03.257849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:03.258267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:06.263076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:06.267352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:06.271873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:06.276230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:06.276345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:09.281831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:09.285420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:09.289555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:09.293721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:09.293962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:12.298440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:12.303844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:12.307909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:12.312223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:12.312350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:15.317870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:15.323360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:15.328557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:15.333412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:15.333503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:18.338420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:18.342918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:18.348203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:18.352578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:18.352697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:21.357891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:21.363870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:21.369422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:21.373787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:21.373907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:24.380697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:24.385116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:24.389684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:24.394843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:24.394962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:27.399493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:27.403355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:27.407935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:27.411881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:27.411994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:30.417820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:30.422137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:30.425741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:30.429570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:30.429707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:33.435584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:33.439792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:33.444155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:33.448462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:33.448572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:36.454761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:36.459176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:36.462900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:36.466765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:36.466867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:39.471746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:39.475716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:39.479366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:39.483016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:39.483118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:42.490357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:42.496383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:42.502123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:42.507867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:42.508022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:45.512457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:45.516374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:45.519958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:45.523433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:45.523513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:48.528542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:48.533968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:48.539737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:48.543552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:48.543635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:51.548317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:51.552705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:51.556544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:51.560189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:51.560298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:54.567337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:54.574551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:54.581461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:54.586999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:54.587162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:58:57.593245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:58:57.598631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:58:57.603233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:58:57.607460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:58:57.607605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:00.612838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:00.617478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:00.621446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:00.625181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:00.625265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:03.630329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:03.634427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:03.638246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:03.642081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:03.642183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:06.647631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:06.651447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:06.655100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:06.658704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:06.658793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:09.664021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:09.669567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:09.674563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:09.678939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:09.679060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:12.683510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:12.687259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:12.691412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:12.696348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:12.696471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:15.702048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:15.706772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:15.711364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:15.715660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:15.715774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:18.720366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:18.724776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:18.731171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:18.735795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:18.735898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:21.742355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:21.747272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:21.751736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:21.756256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:21.756416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:24.766613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:24.771721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:24.775630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:24.779544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:24.779674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:27.786106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:27.790820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:27.795079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:27.799409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:27.799601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:30.805256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:30.810903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:30.815572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:30.820208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:30.820315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:33.827095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:33.831477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:33.835463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:33.839370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:33.839497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:36.845535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:36.850486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:36.855373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:36.859681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:36.859767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:39.865082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:39.869628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:39.873945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:39.877466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:39.877578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:42.882699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:42.887008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:42.891116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:42.894926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:42.895004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:45.901726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:45.907479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:45.912537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:45.917041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:45.917138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:48.923579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:48.930119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:48.935753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:48.941259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:48.941595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:51.947353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:51.951591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:51.956378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:51.960722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:51.960826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:54.965293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:54.969144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:54.972794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:54.976388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:54.976479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T20:59:57.981838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T20:59:57.986065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T20:59:57.989757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T20:59:57.993525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T20:59:57.993625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:00.999087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:01.003085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:01.008465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:01.014114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:01.014248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:04.019075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:04.023548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:04.028003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:04.031762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:04.031860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:07.038202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:07.043229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:07.047538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:07.056329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:07.056471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:10.061455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:10.065593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:10.070329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:10.075547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:10.075687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:13.082557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:13.089304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:13.094297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:13.100099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:13.100269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:16.105519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:16.109629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:16.113791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:16.118018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:16.118125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:19.187048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:19.221193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:19.256096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:19.261472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:19.261626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:22.266625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:22.270965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:22.275771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:22.280171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:22.280302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:25.285184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:25.289240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:25.293540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:25.297336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:25.297433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:28.301904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:28.305729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:28.309549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:28.313736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:28.313927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:31.319693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:31.323534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:31.327196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:31.331273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:31.331411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:34.368386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:34.373690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:34.377867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:34.382173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:34.382280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:37.387260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:37.392897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:37.397193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:37.401526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:37.401661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:40.410473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:40.416508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:40.421482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:40.427474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:40.427890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:43.433131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:43.438938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:43.444011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:43.448859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:43.449145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:46.455522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:46.461173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:46.466606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:46.471780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:46.471902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:49.477749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:49.482948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:49.488495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:49.492542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:49.492690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:52.498304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:52.502248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:52.506192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:52.511599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:52.511754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:55.517121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:55.521738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:55.527221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:55.532425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:55.532546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:00:58.539635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:00:58.545604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:00:58.553944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:00:58.558511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:00:58.558609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:01.563927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:01.567786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:01.571666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:01.576002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:01.576100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:04.582329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:04.587671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:04.592815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:04.597827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:04.597988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:07.603935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:07.608011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:07.611771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:07.615629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:07.615776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:10.625739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:10.631462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:10.637423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:10.642325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:10.642533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:13.648733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:13.654059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:13.659909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:13.664191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:13.664299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:16.671022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:16.675084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:16.678700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:16.683519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:16.683758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:19.690214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:19.695527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:19.700573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:19.704523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:19.704610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:22.710576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:22.715408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:22.719375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:22.723853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:22.723962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:25.730772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:25.734728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:25.739574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:25.745204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:25.745291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:28.751003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:28.755618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:28.760289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:28.764792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:28.764913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:31.773120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:31.779264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:31.784967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:31.789745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:31.790053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:34.794001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:34.797801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:34.801742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:34.805493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:34.805590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:37.810607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:37.815907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:37.821219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:37.826879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:37.827001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:40.832347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:40.836153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:40.839856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:40.843290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:40.843378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:43.848119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:43.852113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:43.856865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:43.860760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:43.860853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:46.866764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:46.871106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:46.875181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:46.879182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:46.879291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:49.886113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:49.892805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:49.899668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:49.904992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:49.905119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:52.910804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:52.916751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:52.921826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:52.927084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:52.927199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:55.932986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:55.937734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:55.942282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:55.946860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:55.946962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:01:58.951517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:01:58.956843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:01:58.961727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:01:58.966373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:01:58.966502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:01.971002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:01.974706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:01.978561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:01.982885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:01.983008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:04.992231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:04.997738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:05.002760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:05.006661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:05.006780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:08.011757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:08.015753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:08.019303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:08.023165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:08.023244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:11.029473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:11.034422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:11.038507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:11.042750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:11.042837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:14.047274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:14.052009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:14.055545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:14.058963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:14.059046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:17.064415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:17.069781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:17.074227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:17.078311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:17.078405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:20.178903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:20.195550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:20.230821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:20.235238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:20.235335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:23.241399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:23.247082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:23.257105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:23.263588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:23.263762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:26.268929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:26.273412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:26.278266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:26.282732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:26.282834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:29.287636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:29.292608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:29.297492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:29.302737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:29.302836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:32.307823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:32.312756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:32.317909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:32.321874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:32.322029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:35.326395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:35.330193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:35.334094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:35.338058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:35.338230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:38.343568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:38.347862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:38.352307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:38.356921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:38.357333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:41.363672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:41.369605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:41.374362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:41.379878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:41.379979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:44.385430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:44.389523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:44.393964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:44.399091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:44.399214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:47.405568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:47.410238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:47.414182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:47.417950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:47.418048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:50.423618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:50.427908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:50.432184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:50.435810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:50.435911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:53.440977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:53.445185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:53.449311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:53.453182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:53.453293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:56.458383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:56.462605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:56.467009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:56.472384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:56.472511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:02:59.477778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:02:59.482072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:02:59.485938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:02:59.489469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:02:59.489556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:02.494981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:02.499488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:02.503701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:02.507973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:02.508161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:05.514190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:05.518627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:05.523266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:05.528062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:05.528179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:08.534152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:08.539330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:08.544530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:08.549215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:08.549321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:11.554093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:11.557983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:11.562175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:11.566787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:11.566865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:14.572012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:14.576144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:14.580286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:14.584481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:14.584576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:17.589167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:17.592839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:17.596423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:17.600157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:17.600246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:20.604880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:20.610077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:20.615446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:20.619328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:20.619410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:23.625143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:23.629295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:23.633367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:23.636947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:23.637032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:26.641974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:26.645699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:26.649226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:26.653402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:26.653484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:29.659111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:29.663513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:29.667813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:29.671809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:29.671930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:32.677929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:32.682803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:32.686953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:32.690759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:32.690855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:35.697074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:35.733760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:35.769468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:35.775057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:35.775199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:38.780911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:38.786038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:38.791900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:38.795990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:38.796085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:41.800262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:41.804307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:41.808984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:41.813472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:41.813627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:44.819066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:44.823042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:44.827292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:44.832998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:44.833127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:47.839903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:47.845510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:47.849789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:47.853787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:47.853869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:50.859867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:50.864477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:50.869184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:50.873934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:50.874105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:53.879080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:53.883122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:53.887186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:53.891490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:53.891605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:56.896151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:56.900992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:56.906082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:56.910546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:56.910712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:03:59.916512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:03:59.921142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:03:59.924911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:03:59.929157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:03:59.929269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:02.935600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:02.940414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:02.944423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:02.950741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:02.950936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:05.956404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:05.960845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:05.965628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:05.969354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:05.969496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:08.974972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:08.979553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:08.983537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:08.987534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:08.987675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:11.993015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:11.996775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:12.000323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:12.004248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:12.004365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:15.009941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:15.014417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:15.018355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:15.023150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:15.023314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:18.028713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:18.033288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:18.038190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:18.042333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:18.042433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:21.048480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:21.117423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:21.154121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:21.158385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:21.158483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:24.163390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:24.171708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:24.176615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:24.181239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:24.181347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:27.185766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:27.190100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:27.194692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:27.199040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:27.199143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:30.204086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:30.207871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:30.212259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:30.217332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:30.217429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:33.222623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:33.226981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:33.230884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:33.235026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:33.235144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:36.239411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:36.243019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:36.246614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:36.250269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:36.250372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:39.256354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:39.260112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:39.265046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:39.269523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:39.269618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:42.274359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:42.278763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:42.282779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:42.287229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:42.287336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:45.292926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:45.297078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:45.300802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:45.304220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:45.304298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:48.309895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:48.314274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:48.318331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:48.322459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:48.322550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:51.327220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:51.332234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:51.338144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:51.343056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:51.343173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:54.348629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:54.353009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:54.357814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:54.362131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:54.362259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:04:57.369133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:04:57.375280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:04:57.381455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:04:57.386025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:04:57.386135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:00.392223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:00.396832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:00.407352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:00.413529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:00.413858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:03.418577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:03.422629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:03.426673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:03.430483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:03.430617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:06.436459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:06.440953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:06.444541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:06.448577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:06.448704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:09.454905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:09.461955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:09.467896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:09.472006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:09.472108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:12.476893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:12.481075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:12.484856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:12.488628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:12.488729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:15.494630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:15.500211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:15.504890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:15.509964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:15.510070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:18.516665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:18.522045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:18.526664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:18.530532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:18.530633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:21.536023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:21.540915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:21.545366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:21.549105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:21.549193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:24.555237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:24.560186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:24.565537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:24.570074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:24.570186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:27.574806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:27.578576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:27.582441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:27.586563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:27.586703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:30.590743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:30.594503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:30.602172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:30.606377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:30.606470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:33.611070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:33.614990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:33.618402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:33.621943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:33.622024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:36.628918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:36.635080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:36.641055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:36.645752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:36.645886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:39.650024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:39.653717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:39.657181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:39.660772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:39.660861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:42.665761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:42.669279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:42.672732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:42.676095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:42.676178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:45.681353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:45.685715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:45.690672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:45.695591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:45.695763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:48.701352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:48.705935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:48.712169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:48.716735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:48.716838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:51.722563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:51.728249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:51.733697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:51.738440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:51.738552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:54.744348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:54.748255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:54.752053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:54.756004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:54.756102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:05:57.761329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:05:57.765839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:05:57.769741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:05:57.773889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:05:57.773999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:00.779290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:00.784434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:00.789100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:00.795054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:00.795388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:03.799898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:03.803552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:03.807343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:03.810849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:03.810938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:06.815422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:06.819703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:06.824600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:06.829603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:06.829745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:09.835743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:09.840719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:09.845597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:09.851032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:09.851150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:12.856977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:12.862074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:12.866493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:12.870765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:12.870870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:15.875941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:15.881063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:15.885482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:15.889318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:15.889430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:18.894318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:18.898383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:18.902841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:18.906866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:18.906987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:21.911774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:21.917688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:21.923209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:21.927327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:21.927430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:24.931959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:24.935819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:24.941881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:24.946463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:24.946576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:27.951709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:27.957500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:27.961575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:27.965601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:27.965708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:30.970953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:30.975237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:30.980066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:30.984425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:30.984539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:33.991350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:33.996516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:34.001988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:34.006573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:34.006686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:37.011026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:37.014835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:37.018447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:37.022018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:37.022120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:40.026599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:40.030262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:40.033824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:40.037518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:40.037600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:43.043741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:43.048943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:43.053595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:43.058461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:43.058548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:46.063437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:46.067281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:46.071956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:46.076395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:46.076510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:49.081813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:49.085857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:49.089987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:49.093749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:49.093846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:52.100521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:52.167430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:52.205498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:52.209724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:52.209943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:55.216114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:55.220905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:55.226241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:55.230247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:55.230339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:06:58.236482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:06:58.242290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:06:58.247176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:06:58.252034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:06:58.252180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:01.259189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:01.265337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:01.271338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:01.276486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:01.276691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:04.281484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:04.286395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:04.290515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:04.295369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:04.295511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:07.302630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:07.307669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:07.312136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:07.317583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:07.317758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:10.322497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:10.326400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:10.330386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:10.334269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:10.334364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:13.339070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:13.343547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:13.348105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:13.352279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:13.352408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:16.357515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:16.361880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:16.365609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:16.369503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:16.369593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:19.375134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:19.380111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:19.384967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:19.389803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:19.389900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:22.397173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:22.403869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:22.410728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:22.417479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:22.417606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:25.427720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:25.431840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:25.435910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:25.439626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:25.439726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:28.446087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:28.451067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:28.455616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:28.460845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:28.460975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:31.466678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:31.471634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:31.476934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:31.481507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:31.481613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:34.487319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:34.491460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:34.495795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:34.499885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:34.499995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:37.504363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:37.508799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:37.512374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:37.516106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:37.516190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:40.521865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:40.526339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:40.531231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:40.536343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:40.536446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:43.540546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:43.544157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:43.548023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:43.551635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:43.551752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:46.557061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:46.561384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:46.565320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:46.569352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:46.569440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:49.574215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:49.578155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:49.582130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:49.586670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:49.586812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:52.592159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:52.596556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:52.601192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:52.605155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:52.605270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:55.610227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:55.614684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:55.618623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:55.622514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:55.622619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:07:58.627292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:07:58.631322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:07:58.635203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:07:58.639121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:07:58.639224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:01.644432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:01.649092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:01.653712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:01.658328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:01.658412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:04.664070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:04.668366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:04.672022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:04.675544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:04.675625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:07.681126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:07.685410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:07.689280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:07.693716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:07.693864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:10.698503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:10.702567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:10.706084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:10.710062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:10.710168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:13.715488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:13.720141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:13.725089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:13.730218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:13.730499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:16.735752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:16.739699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:16.743815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:16.747850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:16.747939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:19.753554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:19.757818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:19.761720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:19.765676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:19.765788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:22.771599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:22.776506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:22.781419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:22.786227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:22.786329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:25.791484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:25.795868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:25.800297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:25.804045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:25.804127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:28.808987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:28.813037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:28.817326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:28.821078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:28.821314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:31.826964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:31.832436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:31.837551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:31.842415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:31.842531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:34.847555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:34.852046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:34.857135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:34.861170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:34.861267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:37.865635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:37.872187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:37.877063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:37.880869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:37.880947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:40.886079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:40.890127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:40.893631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:40.897151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:40.897235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:43.902850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:43.906634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:43.915469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:43.919198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:43.919279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:46.924439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:46.927983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:46.931537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:46.935728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:46.935877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:49.941812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:49.945867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:49.950837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:49.955588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:49.955849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:52.961889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:52.966379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:52.970456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:52.973997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:52.974086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:55.980220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:55.984450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:55.988635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:55.993664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:55.993768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:08:58.998219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:08:59.002756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:08:59.007482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:08:59.012466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:08:59.012628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:02.018063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:02.022243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:02.026261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:02.030254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:02.030351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:05.036290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:05.040857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:05.045539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:05.049595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:05.049716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:08.054016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:08.057793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:08.061580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:08.065528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:08.065674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:11.070869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:11.075963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:11.080274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:11.084424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:11.084528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:14.089505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:14.093239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:14.097283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:14.101414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:14.101505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:17.107202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:17.110905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:17.114518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:17.117984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:17.118063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:20.123334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:20.127714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:20.131835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:20.135764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:20.135884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:23.174716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:23.211268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:23.247930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:23.252994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:23.253132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:26.259091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:26.267488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:26.273700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:26.278951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:26.279130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:29.283356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:29.287605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:29.291808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:29.296686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:29.296807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:32.301217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:32.304778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:32.308283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:32.312703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:32.312824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:35.317948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:35.321735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:35.325233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:35.329910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:35.330005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:38.334344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:38.338380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:38.342460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:38.347575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:38.347750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:41.352300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:41.356979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:41.362639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:41.367936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:41.368060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:44.374160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:44.380097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:44.384672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:44.390694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:44.390823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:47.395511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:47.399429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:47.404155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:47.408049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:47.408150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:50.413029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:50.417804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:50.422163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:50.426512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:50.426670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:53.431164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:53.436155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:53.441821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:53.445464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:53.445582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:56.450715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:56.455520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:56.459890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:56.463791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:56.463898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:09:59.469806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:09:59.474502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:09:59.478520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:09:59.482326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:09:59.482517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:02.487158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:02.491673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:02.495808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:02.499721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:02.499813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:05.505385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:05.509563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:05.513816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:05.518601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:05.518793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:08.522896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:08.527141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:08.530789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:08.534186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:08.534269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:11.539169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:11.544201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:11.547840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:11.551250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:11.551332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:14.556413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:14.560925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:14.565291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:14.569490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:14.569601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:17.575425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:17.580518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:17.585538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:17.590700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:17.590799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:20.595784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:20.599617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:20.604740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:20.609254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:20.609353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:23.615182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:23.620119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:23.624434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:23.628178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:23.628281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:26.634242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:26.638389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:26.642393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:26.646204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:26.646297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:29.651867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:29.657537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:29.661885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:29.666958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:29.667161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:32.672696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:32.676374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:32.679817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:32.683824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:32.683945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:35.721211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:35.726041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:35.731472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:35.736528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:35.736685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:38.741538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:38.746220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:38.750695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:38.755049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:38.755170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:41.760143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:41.763924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:41.767419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:41.770953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:41.771047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:44.775435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:44.779547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:44.783007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:44.786521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:44.786609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:47.791289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:47.795902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:47.800590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:47.805003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:47.805123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:50.809303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:50.812881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:50.816826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:50.820335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:50.820422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:53.825668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:53.831332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:53.837022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:53.848127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:53.848318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:56.853382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:56.858994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:56.864192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:56.869831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:56.869951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:10:59.874401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:10:59.878137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:10:59.881950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:10:59.885697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:10:59.885788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:02.892000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:02.896798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:02.901638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:02.906491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:02.906598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:05.911913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:05.915936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:05.919793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:05.923730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:05.923835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:08.931123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:08.936179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:08.940706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:08.945003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:08.945115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:11.949985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:11.953494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:11.957553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:11.961331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:11.961414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:14.967332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:14.973386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:14.978988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:14.984796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:14.984974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:17.990224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:17.994979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:18.000225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:18.005238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:18.005357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:21.010757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:21.015015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:21.019772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:21.023825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:21.023933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:24.092006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:24.127713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:24.162218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:24.166466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:24.166839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:27.170993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:27.174913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:27.178910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:27.182592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:27.182712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:30.188162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:30.192302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:30.197364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:30.201592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:30.201730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:33.208299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:33.214937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:33.220608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:33.226116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:33.227083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:36.232415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:36.236232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:36.240097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:36.244627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:36.244762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:39.248842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:39.252818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:39.256291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:39.259717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:39.259799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:42.264157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:42.268066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:42.271928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:42.275665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:42.275760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:45.281373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:45.285622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:45.291134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:45.295379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:45.295517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:48.300996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:48.305074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:48.309064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:48.313325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:48.313443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:51.317998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:51.322134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:51.327095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:51.331591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:51.331724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:54.335972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:54.340424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:54.344628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:54.348236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:54.348449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:11:57.352697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:11:57.356898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:11:57.363147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:11:57.366813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:11:57.366910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:00.371263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:00.375211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:00.379044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:00.382875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:00.383001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:03.389116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:03.393932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:03.398302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:03.402512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:03.402615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:06.461503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:06.467268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:06.472048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:06.476475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:06.476557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:09.481570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:09.485228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:09.489727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:09.494208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:09.494317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:12.499370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:12.503185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:12.507055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:12.511800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:12.511956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:15.516833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:15.520882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:15.524563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:15.528590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:15.528729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:18.535253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:18.540809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:18.545970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:18.551187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:18.551310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:21.556875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:21.561459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:21.565444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:21.572975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:21.573102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:24.578442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:24.582671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:24.587268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:24.591492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:24.591614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:27.597269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:27.601942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:27.606633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:27.610736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:27.610829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:30.616466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:30.625632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:30.629973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:30.634611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:30.634753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:33.639975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:33.644246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:33.648074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:33.651617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:33.651717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:36.657284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:36.661583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:36.665725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:36.670861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:36.670988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:39.676111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:39.680302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:39.684006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:39.687488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:39.687577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:42.692920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:42.696902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:42.700702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:42.704598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:42.704752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:45.710103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:45.713688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:45.717147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:45.720692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:45.720773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:48.726520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:48.730284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:48.734467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:48.738373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:48.738464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:51.743453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:51.747125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:51.750853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:51.754827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:51.754942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:54.761016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:54.765616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:54.770919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:54.775493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:54.775628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:12:57.780548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:12:57.784965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:12:57.789005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:12:57.793068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:12:57.793164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:00.798184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:00.801920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:00.805360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:00.808903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:00.808993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:03.813757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:03.818304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:03.822345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:03.827018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:03.827123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:06.834131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:06.838045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:06.842033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:06.846329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:06.846451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:09.851799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:09.856010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:09.860246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:09.864124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:09.864251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:12.869078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:12.873227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:12.876951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:12.880976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:12.881068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:15.885736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:15.889407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:15.893120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:15.897002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:15.897091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:18.902217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:18.907453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:18.912673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:18.917700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:18.917807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:21.923222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:21.926971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:21.930447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:21.933770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:21.933847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:24.939493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:24.944295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:24.948786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:24.952802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:24.952920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:27.959012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:27.963456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:27.969110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:27.974932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:27.975511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:30.981104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:30.985057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:30.988818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:30.993173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:30.993284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:33.999831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:34.004476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:34.008390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:34.012423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:34.012512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:37.016906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:37.051255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:37.086629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:37.090829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:37.090944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:40.096603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:40.101299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:40.105507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:40.112059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:40.112181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:43.117075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:43.123361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:43.127711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:43.132182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:43.132322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:46.136777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:46.140564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:46.144587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:46.148228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:46.148318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:49.152940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:49.157305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:49.161085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:49.166400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:49.166575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:52.172326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:52.176671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:52.180458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:52.184155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:52.184244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:55.348999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:55.353005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:55.381452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:55.385265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:55.385338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:13:58.390887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:13:58.395939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:13:58.401000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:13:58.406144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:13:58.406313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:01.412817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:01.419635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:01.424430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:01.429021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:01.429142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:04.434597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:04.438794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:04.443702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:04.449385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:04.449499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:07.454151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:07.458448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:07.463544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:07.468576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:07.468737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:10.475815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:10.482769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:10.488228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:10.492612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:10.492740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:13.498011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:13.501870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:13.505426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:13.509445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:13.509573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:16.514949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:16.520354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:16.525697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:16.530289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:16.530390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:19.534903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:19.538352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:19.542009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:19.545596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:19.545722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:22.550409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:22.554507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:22.558310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:22.562268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:22.562366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:25.566981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:25.572607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:25.577474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:25.582114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:25.582229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:28.587155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:28.591743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:28.595366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:28.599175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:28.599272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:31.605346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:31.609585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:31.614423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:31.619555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:31.619715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:34.624863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:34.628767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:34.633452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:34.637407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:34.637629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:37.643329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:37.648293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:37.652477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:37.656486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:37.656590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:40.661633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:40.665726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:40.669303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:40.672865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:40.672960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:43.679037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:43.683611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:43.687852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:43.691890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:43.691995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:46.697591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:46.702461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:46.707037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:46.710684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:46.710760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:49.716935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:49.721821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:49.726222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:49.729784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:49.729870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:52.735993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:52.740963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:52.744751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:52.748197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:52.748275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:55.754791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:55.760948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:55.766123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:55.771481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:55.771630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:14:58.777631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:14:58.782721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:14:58.787891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:14:58.791949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:14:58.792041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:01.797498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:01.802286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:01.807292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:01.811465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:01.811542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:04.819120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:04.824224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:04.828778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:04.833102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:04.833288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:07.839264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:07.843333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:07.847999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:07.852171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:07.852261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:10.856297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:10.859921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:10.863470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:10.867017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:10.867103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:13.871199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:13.875268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:13.880776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:13.886382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:13.886523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:16.891350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:16.896172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:16.901692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:16.905494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:16.905608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:19.910375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:19.914495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:19.918497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:19.922330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:19.922442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:22.927831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:22.932551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:22.936349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:22.939872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:22.939958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:25.945050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:25.950082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:25.955249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:25.959636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:25.959750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:28.965105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:28.969035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:28.973535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:28.977629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:28.981021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:31.987586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:31.993124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:31.998120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:32.002390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:32.002505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:35.007236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:35.012169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:35.017083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:35.022604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:35.022774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:38.028747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:38.034103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:38.038509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:38.042616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:38.042752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:41.047146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:41.051236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:41.055226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:41.059117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:41.059217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:44.064056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:44.068385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:44.073062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:44.077402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:44.077519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:47.082735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:47.086382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:47.090332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:47.094183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:47.094263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:50.099428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:50.103038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:50.108411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:50.113139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:50.113253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:53.118691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:53.123234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:53.127118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:53.131074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:53.131178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:56.199042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:56.234171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:56.268521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:56.272778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:56.272872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:15:59.277013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:15:59.281096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:15:59.285067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:15:59.288773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:15:59.288866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:02.295009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:02.299780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:02.304118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:02.313016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:02.313202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:05.318684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:05.325752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:05.331906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:05.339483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:05.339807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:08.344512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:08.348690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:08.352855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:08.356475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:08.356572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:11.361052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:11.364760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:11.370413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:11.375391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:11.375527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:14.380200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:14.384190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:14.388599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:14.392523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:14.392840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:17.397481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:17.402035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:17.405925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:17.411553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:17.411703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:20.416682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:20.421437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:20.427868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:20.433299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:20.433591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:23.438693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:23.443467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:23.448222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:23.452434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:23.452562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:26.456771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:26.461024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:26.465220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:26.469527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:26.469684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:29.474535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:29.478579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:29.482624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:29.486594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:29.486734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:32.491934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:32.496168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:32.500373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:32.504079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:32.504162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:35.510131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:35.513949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:35.517700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:35.521340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:35.521420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:38.527046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:38.531237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:38.535343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:38.539140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:38.539237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:41.544444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:41.549454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:41.553142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:41.556682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:41.556761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:44.561792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:44.566535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:44.570750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:44.574895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:44.575003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:47.579490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:47.583252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:47.586872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:47.590502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:47.590588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:50.595635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:50.599381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:50.602967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:50.606526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:50.606620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:53.611703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:53.615716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:53.625172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:53.630557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:53.630715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:56.637138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:56.642374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:56.648116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:56.653675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:56.653795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:16:59.658014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:16:59.661939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:16:59.666152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:16:59.670030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:16:59.670147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:02.676113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:02.680096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:02.685271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:02.690362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:02.690523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:05.696030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:05.700970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:05.705079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:05.709015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:05.709120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:08.714534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:08.718555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:08.723096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:08.726562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:08.726663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:11.732634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:11.737839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:11.741405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:11.745434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:11.745518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:14.751075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:14.754929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:14.758587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:14.762126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:14.762219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:17.767949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:17.772308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:17.776430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:17.781025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:17.781157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:20.786277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:20.790294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:20.795401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:20.800502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:20.800615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:23.804794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:23.808562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:23.812187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:23.815773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:23.815860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:26.821900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:26.826425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:26.830448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:26.834139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:26.834217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:29.840635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:29.845473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:29.850276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:29.855315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:29.855438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:32.860943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:32.866220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:32.871480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:32.875340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:32.875424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:35.881502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:35.886352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:35.891087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:35.894914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:35.894994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:38.902263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:38.907711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:38.912147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:38.916101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:38.916211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:41.921893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:41.926601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:41.931956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:41.937123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:41.937262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:44.942448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:44.946489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:44.951666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:44.955678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:44.955803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:47.960091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:47.964153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:47.967962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:47.971529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:47.971612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:50.976293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:50.980915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:50.984703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:50.988455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:50.988550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:53.994498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:53.998420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:54.003227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:54.007442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:54.007548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:17:57.135170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:17:57.146897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:17:57.153029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:17:57.158421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:17:57.158659] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:00.163213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:00.168674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:00.173350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:00.178117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:00.178243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:03.182630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:03.186380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:03.191342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:03.196000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:03.196127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:06.201825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:06.207175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:06.213571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:06.220319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:06.220448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:09.226574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:09.230457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:09.234137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:09.239261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:09.239388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:12.244470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:12.248849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:12.252513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:12.258128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:12.258312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:15.263955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:15.272032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:15.277343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:15.282194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:15.282346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:18.287394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:18.296971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:18.301332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:18.307005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:18.307127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:21.312607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:21.317331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:21.324320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:21.330342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:21.330518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:24.336249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:24.340430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:24.344260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:24.348431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:24.348556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:27.355264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:27.359969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:27.364540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:27.369408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:27.369514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:30.374159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:30.378447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:30.382453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:30.386905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:30.387016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:33.391526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:33.395220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:33.398942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:33.402772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:33.402881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:36.407974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:36.411541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:36.415956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:36.419837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:36.419924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:39.425071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:39.428886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:39.432458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:39.436217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:39.436323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:42.444178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:42.451019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:42.457062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:42.464777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:42.464953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:45.471523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:45.476066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:45.480317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:45.484624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:45.484733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:48.490798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:48.496081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:48.500608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:48.504955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:48.505058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:51.510577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:51.515145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:51.519183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:51.523972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:51.524144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:54.529276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:54.533341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:54.537593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:54.541953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:54.542141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:18:57.548912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:18:57.554692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:18:57.561088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:18:57.565637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:18:57.565772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:00.571004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:00.575424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:00.580670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:00.585153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:00.585302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:03.592773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:03.597231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:03.600891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:03.605511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:03.605707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:06.611070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:06.615384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:06.619431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:06.623508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:06.623598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:09.628768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:09.633325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:09.637248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:09.645167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:09.645267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:12.649766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:12.654386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:12.658542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:12.662495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:12.662604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:15.667283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:15.671156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:15.675003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:15.678875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:15.678962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:18.683326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:18.687428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:18.691687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:18.695688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:18.695784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:21.701086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:21.705427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:21.708948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:21.712305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:21.712386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:24.718457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:24.723043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:24.727330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:24.731481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:24.732281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:27.738079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:27.742795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:27.747852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:27.751823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:27.751935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:30.757431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:30.761747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:30.766310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:30.771114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:30.771268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:33.777232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:33.782527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:33.787890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:33.792976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:33.793138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:36.799212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:36.804100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:36.808700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:36.813049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:36.813190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:39.818525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:39.822800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:39.827246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:39.831981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:39.832065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:42.836560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:42.840487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:42.844708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:42.848920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:42.849053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:45.855432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:45.860197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:45.864318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:45.868017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:45.868110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:48.873071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:48.877254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:48.881560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:48.885630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:48.885838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:51.892531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:51.898217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:51.902940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:51.907388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:51.907499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:54.912718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:54.916505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:54.920211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:54.924303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:54.924421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:19:57.930416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:19:57.934361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:19:57.939322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:19:57.943112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:19:57.943200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:00.948826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:00.953239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:00.957911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:00.962247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:00.962552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:03.967499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:03.971728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:03.975862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:03.980310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:03.980411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:06.987090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:06.991738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:06.996335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:07.000029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:07.000102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:10.005498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:10.009352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:10.013029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:10.016607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:10.016727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:13.021214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:13.024932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:13.028475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:13.032488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:13.032602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:16.039360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:16.045271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:16.050290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:16.054595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:16.054716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:19.058741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:19.062249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:19.065759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:19.069174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:19.069259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:22.074474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:22.079485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:22.083697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:22.088247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:22.088375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:25.093189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:25.097041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:25.100854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:25.104433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:25.104517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:28.175315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:28.209664] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:28.243583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:28.247619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:28.247760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:31.254758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:31.261531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:31.266957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:31.271630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:31.271800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:34.276698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:34.280579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:34.284405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:34.288234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:34.288326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:37.321620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:37.327496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:37.332835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:37.336680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:37.336776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:40.340821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:40.344716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:40.348690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:40.352829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:40.352925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:43.358069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:43.362321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:43.366969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:43.372008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:43.372131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:46.376629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:46.382393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:46.387081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:46.397633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:46.397887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:49.403622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:49.411070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:49.417605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:49.423846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:49.423994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:52.429441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:52.433771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:52.437776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:52.441530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:52.441635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:55.446914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:55.452047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:55.457340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:55.461400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:55.461520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:20:58.467161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:20:58.473789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:20:58.480605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:20:58.487325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:20:58.487639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:01.493525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:01.497912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:01.501808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:01.505604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:01.505824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:04.510991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:04.516793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:04.521100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:04.526253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:04.526396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:07.535535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:07.540961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:07.545901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:07.550310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:07.550511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:10.554856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:10.558397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:10.561878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:10.565596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:10.565722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:13.571114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:13.576635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:13.582013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:13.587373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:13.587535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:16.592315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:16.596711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:16.602080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:16.606032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:16.606142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:19.611354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:19.616530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:19.622261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:19.626528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:19.626693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:22.633138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:22.638096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:22.642612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:22.646928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:22.647052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:25.652462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:25.656947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:25.661273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:25.665514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:25.665638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:28.670985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:28.676161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:28.681067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:28.685404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:28.685529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:31.690858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:31.695343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:31.699526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:31.703416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:31.703534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:34.712024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:34.715793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:34.719965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:34.723976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:34.724094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:37.729989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:37.735409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:37.741979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:37.747888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:37.748040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:40.752907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:40.757802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:40.762751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:40.767962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:40.768073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:43.773314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:43.777949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:43.782755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:43.787732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:43.787833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:46.793680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:46.798459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:46.804008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:46.809215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:46.809357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:49.814539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:49.818326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:49.822441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:49.826691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:49.826778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:52.832513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:52.836298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:52.840504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:52.844235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:52.844336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:55.849690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:55.853966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:55.857918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:55.862040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:55.862160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:21:58.868074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:21:58.873420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:21:58.878250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:21:58.882529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:21:58.882691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:01.887795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:01.891976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:01.896290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:01.900698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:01.900810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:04.906030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:04.910412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:04.914207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:04.917959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:04.918052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:07.924893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:07.930454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:07.935984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:07.940267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:07.940370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:10.944367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:10.948162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:10.952985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:10.958383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:10.958495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:13.964212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:13.968436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:13.973736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:13.978465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:13.978569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:16.984521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:16.989383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:16.994186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:16.998412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:16.998532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:20.003768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:20.009168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:20.015394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:20.020554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:20.020700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:23.025463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:23.029871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:23.034000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:23.038210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:23.038327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:26.042343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:26.046007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:26.049632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:26.053151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:26.053241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:29.091516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:29.126568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:29.161340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:29.165200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:29.165313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:32.172189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:32.177621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:32.183491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:32.190230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:32.190486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:35.194835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:35.199344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:35.204596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:35.209079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:35.209386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:38.215610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:38.220461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:38.224528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:38.229930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:38.230078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:41.235679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:41.240459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:41.244614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:41.249385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:41.249483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:44.254142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:44.259496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:44.263911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:44.268106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:44.268195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:47.272495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:47.276224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:47.279880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:47.283334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:47.283432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:50.290771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:50.295809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:50.300097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:50.304053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:50.304175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:53.309709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:53.314716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:53.319055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:53.323934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:53.324077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:56.331489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:56.335604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:56.340312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:56.344855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:56.344961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:22:59.353614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:22:59.359119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:22:59.364425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:22:59.373141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:22:59.373342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:02.379810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:02.386413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:02.390788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:02.396037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:02.396171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:05.401820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:05.406214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:05.410145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:05.414226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:05.414347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:08.420730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:08.424922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:08.429026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:08.432950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:08.433032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:11.437302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:11.441814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:11.445953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:11.449592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:11.449716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:14.455403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:14.459528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:14.463592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:14.467573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:14.467690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:17.473129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:17.477821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:17.483088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:17.487861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:17.487984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:20.493931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:20.498616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:20.503149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:20.508404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:20.508538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:23.514194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:23.518435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:23.522240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:23.526111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:23.526333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:26.532633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:26.536382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:26.539882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:26.543772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:26.543850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:29.550076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:29.554789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:29.559247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:29.563135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:29.563221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:32.568327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:32.573236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:32.577794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:32.581927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:32.582039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:35.587413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:35.591451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:35.595552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:35.600270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:35.600399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:38.608062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:38.646479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:38.684887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:38.692797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:38.692990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:41.699092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:41.704297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:41.709821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:41.714834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:41.714964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:44.720170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:44.724679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:44.730284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:44.735242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:44.735362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:47.740432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:47.744492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:47.748532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:47.753113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:47.753254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:50.758788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:50.763019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:50.766748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:50.770910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:50.771004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:53.778281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:53.784159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:53.789136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:53.794908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:53.795075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:56.801365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:56.805741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:56.810094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:56.813910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:56.814006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:23:59.821793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:23:59.834126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:23:59.850707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:23:59.854800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:23:59.854899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:02.859239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:02.863899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:02.868062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:02.874160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:02.874283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:05.879709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:05.884290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:05.889976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:05.894137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:05.894248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:08.898724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:08.902180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:08.906078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:08.910199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:08.910310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:11.915196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:11.920023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:11.925023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:11.929837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:11.929986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:14.935041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:14.939270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:14.943493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:14.947475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:14.947820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:17.953202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:17.957354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:17.961397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:17.965283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:17.965379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:20.970163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:20.974391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:20.978425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:20.982379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:20.982487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:23.988336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:23.994710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:24.000789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:24.006140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:24.006329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:27.010366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:27.013981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:27.017595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:27.021087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:27.021172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:30.056520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:30.090395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:30.125242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:30.129004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:30.129082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:33.133691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:33.137890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:33.142357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:33.147016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:33.147158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:36.151897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:36.156032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:36.159706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:36.165246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:36.165332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:39.170605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:39.175330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:39.180037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:39.185094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:39.185318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:42.189990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:42.194022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:42.198015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:42.201769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:42.201874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:45.206958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:45.211181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:45.214972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:45.218727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:45.218816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:48.224526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:48.229082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:48.233157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:48.237187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:48.237278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:51.242359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:51.246573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:51.250753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:51.254765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:51.254868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:54.261476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:54.265811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:54.270902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:54.275826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:54.275951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:24:57.282108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:24:57.287364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:24:57.292274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:24:57.296996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:24:57.297123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:00.302960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:00.309070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:00.313303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:00.316785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:00.316863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:03.322714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:03.328225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:03.332923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:03.338139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:03.338291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:06.343840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:06.348941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:06.353675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:06.358007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:06.358132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:09.362540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:09.367243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:09.371955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:09.375995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:09.376110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:12.380897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:12.385511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:12.390167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:12.395028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:12.395135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:15.400264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:15.405278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:15.410401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:15.414198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:15.414305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:18.419049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:18.422809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:18.426730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:18.430818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:18.430937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:21.435353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:21.439239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:21.442926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:21.446963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:21.447076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:24.454580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:24.460148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:24.466110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:24.473066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:24.473247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:27.478922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:27.483631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:27.488842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:27.493136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:27.493255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:30.498992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:30.504223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:30.508315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:30.512195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:30.512289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:33.516960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:33.521099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:33.525187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:33.528820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:33.528910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:36.536409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:36.540667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:36.545108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:36.548987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:36.549084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:39.555885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:39.561181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:39.565427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:39.570144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:39.570304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:42.576184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:42.581958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:42.587401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:42.592164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:42.592330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:45.598250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:45.603539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:45.608290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:45.612499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:45.612606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:48.618087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:48.622209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:48.626425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:48.630736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:48.630846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:51.636921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:51.642542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:51.647460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:51.652170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:51.652293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:54.662010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:54.667096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:54.671064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:54.674772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:54.674887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:25:57.680501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:25:57.684999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:25:57.693347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:25:57.698139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:25:57.698286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:00.704432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:00.709032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:00.713968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:00.718258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:00.718405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:03.724348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:03.729962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:03.735232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:03.740616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:03.740751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:06.747545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:06.751535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:06.755291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:06.759607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:06.759735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:09.765320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:09.769544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:09.773463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:09.777465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:09.777591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:12.782251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:12.786131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:12.790301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:12.794835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:12.794946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:15.800713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:15.805267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:15.809997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:15.815163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:15.815307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:18.820732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:18.825075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:18.828998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:18.832549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:18.832684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:21.837526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:21.841318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:21.844966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:21.848741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:21.848837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:24.854796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:24.859108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:24.863804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:24.867552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:24.867685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:27.873432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:27.882224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:27.886199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:27.889846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:27.889929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:30.894958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:30.899615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:30.904232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:30.908213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:30.908335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:33.913732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:33.917823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:33.922710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:33.927619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:33.927779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:36.934931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:36.938965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:36.942734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:36.946428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:36.946620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:39.951379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:39.954999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:39.958513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:39.961877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:39.961956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:42.966969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:42.971156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:42.975473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:42.980064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:42.980285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:45.985402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:45.989303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:45.993374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:45.997259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:45.997392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:49.002376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:49.006183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:49.009873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:49.013405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:49.013496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:52.019127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:52.024432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:52.029375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:52.034281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:52.034402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:55.038616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:55.042682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:55.046875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:55.050536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:55.050632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:26:58.055794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:26:58.059944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:26:58.063832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:26:58.067947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:26:58.068038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:01.167062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:01.203178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:01.211504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:01.216422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:01.216687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:04.223582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:04.231312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:04.237431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:04.242164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:04.242403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:07.247050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:07.250900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:07.254883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:07.258618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:07.258726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:10.263079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:10.266843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:10.270701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:10.275169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:10.275278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:13.281050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:13.284909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:13.289019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:13.293604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:13.293730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:16.298721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:16.303761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:16.308432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:16.313912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:16.314011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:19.318394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:19.322054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:19.326098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:19.329809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:19.329905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:22.334943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:22.338966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:22.342507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:22.345992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:22.346074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:25.352930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:25.363083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:25.369265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:25.375090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:25.375237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:28.379384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:28.384112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:28.388049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:28.392124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:28.392255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:31.398071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:31.402934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:31.407881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:31.411724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:31.411823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:34.418011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:34.424129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:34.429038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:34.433752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:34.433972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:37.439920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:37.443822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:37.448322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:37.452411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:37.452515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:40.458567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:40.463491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:40.468151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:40.471898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:40.472012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:43.477800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:43.483504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:43.487956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:43.491862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:43.491955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:46.496456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:46.500188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:46.503975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:46.507849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:46.507929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:49.513260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:49.517979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:49.521562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:49.525466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:49.525574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:52.531136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:52.535792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:52.539598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:52.543758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:52.543868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:55.549736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:55.553824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:55.557677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:55.561564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:55.561676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:27:58.567354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:27:58.571900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:27:58.575851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:27:58.579812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:27:58.579919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:01.586200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:01.591246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:01.595875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:01.599993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:01.600102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:04.605780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:04.610127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:04.613867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:04.617536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:04.617636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:07.624762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:07.631389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:07.635669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:07.639498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:07.639590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:10.643664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:10.647179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:10.650746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:10.654291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:10.654381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:13.659258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:13.663600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:13.667510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:13.671560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:13.671723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:16.676487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:16.680635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:16.684635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:16.688112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:16.688199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:19.693156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:19.697449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:19.701935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:19.705960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:19.706064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:22.711743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:22.716083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:22.720408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:22.723967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:22.724052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:25.729254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:25.733437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:25.737257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:25.741128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:25.741234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:28.746016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:28.749977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:28.754034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:28.758081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:28.758182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:31.763464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:31.768109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:31.772352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:31.777221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:31.777339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:34.782951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:34.786705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:34.790358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:34.794222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:34.794328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:37.800420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:37.804745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:37.809075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:37.813450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:37.813555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:40.819128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:40.823751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:40.828045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:40.832261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:40.832360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:43.837283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:43.841175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:43.844972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:43.848557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:43.848662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:46.855093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:46.861054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:46.865794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:46.870098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:46.870203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:49.875330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:49.881983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:49.887018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:49.891570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:49.891744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:52.896710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:52.900349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:52.903959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:52.907398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:52.907488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:55.912402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:55.915980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:55.919365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:55.922948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:55.923027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:28:58.929178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:28:58.934340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:28:58.939360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:28:58.944424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:28:58.944550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:01.950491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:01.955622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:01.960559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:01.964592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:01.964831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:04.972703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:04.976439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:04.980148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:04.983633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:04.983751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:07.989524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:07.994105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:07.998734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:08.003175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:08.003285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:11.009481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:11.015087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:11.020467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:11.026092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:11.026241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:14.031521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:14.035424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:14.039202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:14.042850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:14.042937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:17.048505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:17.052559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:17.057099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:17.062412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:17.062548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:20.068787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:20.073418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:20.077460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:20.081119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:20.081201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:23.086553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:23.090358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:23.093915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:23.097464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:23.097543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:26.105002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:26.109554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:26.114870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:26.119913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:26.120043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:29.125324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:29.129894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:29.134401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:29.139206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:29.139344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:32.146622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:32.152298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:32.157912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:32.162606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:32.162733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:35.167825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:35.171604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:35.175200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:35.178779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:35.178878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:38.183363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:38.187596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:38.191427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:38.195069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:38.195166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:41.200145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:41.204513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:41.209056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:41.213367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:41.213483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:44.218998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:44.223601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:44.227615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:44.231583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:44.231719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:47.236825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:47.240943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:47.245296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:47.249164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:47.249254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:50.254300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:50.258852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:50.263197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:50.267182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:50.267284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:53.273306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:53.278470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:53.282396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:53.286852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:53.286972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:56.292470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:56.297435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:56.303588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:56.307776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:56.307866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:29:59.312961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:29:59.316718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:29:59.320577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:29:59.324546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:29:59.324710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:02.330237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:02.335351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:02.341163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:02.346115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:02.346236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:05.352099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:05.357638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:05.363353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:05.367676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:05.367798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:08.374863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:08.379910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:08.384168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:08.388462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:08.388560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:11.395214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:11.400503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:11.405957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:11.410969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:11.411119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:14.416949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:14.422103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:14.426453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:14.430671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:14.430782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:17.435775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:17.440086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:17.443996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:17.448301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:17.448418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:20.454610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:20.459938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:20.465109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:20.469524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:20.469664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:23.475152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:23.479422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:23.483637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:23.487833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:23.487931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:26.494878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:26.500495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:26.505170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:26.509895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:26.510015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:29.515018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:29.518838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:29.522874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:29.527180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:29.527267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:32.533794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:32.539306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:32.543580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:32.547325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:32.547514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:35.552538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:35.557014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:35.561075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:35.564603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:35.564862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:38.601218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:38.605604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:38.609777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:38.613877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:38.613971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:41.619069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:41.623131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:41.627214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:41.631211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:41.631337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:44.636104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:44.640297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:44.644371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:44.647992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:44.648080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:47.653471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:47.657394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:47.661314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:47.665248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:47.665368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:50.670923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:50.674560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:50.678130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:50.681538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:50.681685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:53.687230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:53.691435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:53.695040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:53.698508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:53.698591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:56.703966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:56.708243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:56.712199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:56.715954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:56.716085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:30:59.721027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:30:59.724875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:30:59.728927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:30:59.733024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:30:59.733132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:02.739840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:02.745007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:02.750082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:02.754728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:02.754830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:05.759403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:05.764045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:05.768264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:05.772251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:05.772367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:08.777547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:08.782212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:08.786362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:08.790520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:08.790890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:11.797786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:11.803638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:11.808960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:11.813740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:11.813871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:14.819085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:14.823407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:14.827696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:14.831832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:14.831943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:17.836359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:17.840695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:17.844603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:17.848532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:17.848634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:20.853578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:20.857795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:20.862861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:20.868251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:20.868351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:23.873583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:23.878234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:23.882342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:23.886965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:23.887069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:26.891794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:26.895437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:26.899109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:26.902708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:26.902813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:29.908503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:29.912738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:29.917237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:29.920812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:29.920893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:32.926282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:32.931161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:32.937146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:32.942045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:32.942163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:35.946454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:35.950174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:35.953886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:35.957545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:35.957667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:38.962318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:38.966631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:38.971545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:38.976665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:38.976803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:41.982878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:41.987095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:41.992030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:41.995758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:41.995860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:45.001296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:45.006305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:45.011375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:45.015905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:45.016025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:48.021692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:48.025611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:48.029883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:48.034156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:48.034271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:51.039072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:51.043414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:51.047739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:51.051974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:51.052079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:54.056709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:54.061218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:54.065514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:54.069330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:54.069442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:31:57.074278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:31:57.078010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:31:57.081868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:31:57.085956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:31:57.086066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:00.092631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:00.096986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:00.100916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:00.104997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:00.105085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:03.110521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:03.179488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:03.213804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:03.217801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:03.217887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:06.222947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:06.227902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:06.232364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:06.236132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:06.236228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:09.240461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:09.244382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:09.248373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:09.252053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:09.252158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:12.257695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:12.261588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:12.265981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:12.271069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:12.271207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:15.276994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:15.281013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:15.285423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:15.289625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:15.289813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:18.295912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:18.301828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:18.306482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:18.311541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:18.311638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:21.318363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:21.324336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:21.329126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:21.333355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:21.333456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:24.338753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:24.343098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:24.347259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:24.351390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:24.351494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:27.357264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:27.361458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:27.365436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:27.369576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:27.369706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:30.375493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:30.379991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:30.384239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:30.389580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:30.389754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:33.397124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:33.401993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:33.407122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:33.411502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:33.411613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:36.416931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:36.421198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:36.425068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:36.428896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:36.428994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:39.435042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:39.440449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:39.445126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:39.451015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:39.451223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:42.456259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:42.460359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:42.464544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:42.468581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:42.468706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:45.472749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:45.476423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:45.480061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:45.483578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:45.483687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:48.488973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:48.493086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:48.497099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:48.502147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:48.502307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:51.507503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:51.512573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:51.517234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:51.521931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:51.522051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:54.526603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:54.532070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:54.536856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:54.542012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:54.542140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:32:57.548364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:32:57.553410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:32:57.559949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:32:57.565727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:32:57.565866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:00.570562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:00.575409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:00.579908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:00.585187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:00.585301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:03.589870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:03.594278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:03.598605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:03.602214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:03.602303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:06.608385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:06.613388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:06.618273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:06.623057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:06.623176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:09.628267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:09.632566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:09.636837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:09.641444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:09.641773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:12.651417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:12.656179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:12.660785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:12.665062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:12.665155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:15.669419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:15.673552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:15.677588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:15.681401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:15.681496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:18.687368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:18.691801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:18.695961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:18.700103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:18.700207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:21.705005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:21.709061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:21.712908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:21.717073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:21.717181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:24.722834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:24.727550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:24.732171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:24.736826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:24.736927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:27.742078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:27.746475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:27.750588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:27.754587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:27.754857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:30.761212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:30.765454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:30.770562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:30.775019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:30.775146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:33.780917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:33.786061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:33.791384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:33.796087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:33.796203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:36.800789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:36.804919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:36.809821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:36.814612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:36.814852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:39.821031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:39.856003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:39.891330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:39.895798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:39.895906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:42.901517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:42.906936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:42.911939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:42.916371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:42.916502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:45.921752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:45.927017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:45.932322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:45.936191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:45.936308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:48.940791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:48.944936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:48.949302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:48.953443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:48.953563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:51.959411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:51.963432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:51.967461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:51.971734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:51.972177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:54.977588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:54.981908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:54.985480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:54.989904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:54.989992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:33:57.995371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:33:57.999129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:33:58.002602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:33:58.005947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:33:58.006026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:01.012109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:01.016224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:01.020549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:01.024445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:01.024547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:04.093935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:04.128606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:04.163123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:04.167324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:04.167434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:07.173394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:07.179225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:07.183814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:07.188257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:07.188395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:10.193251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:10.197857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:10.202360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:10.206365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:10.206461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:13.212840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:13.218723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:13.223237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:13.227882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:13.228009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:16.233962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:16.238625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:16.244227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:16.248770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:16.248895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:19.254949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:19.260299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:19.265327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:19.270078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:19.270209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:22.274851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:22.279769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:22.284417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:22.288818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:22.288949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:25.293364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:25.297247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:25.300768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:25.304298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:25.304387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:28.309663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:28.313908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:28.317966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:28.321798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:28.321894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:31.327215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:31.332559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:31.338171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:31.342671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:31.342819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:34.347312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:34.352476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:34.358305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:34.361973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:34.362083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:37.368237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:37.374098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:37.379266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:37.385430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:37.385573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:40.390528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:40.394903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:40.398775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:40.402445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:40.402532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:43.407127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:43.411890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:43.416047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:43.419873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:43.419984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:46.425114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:46.431086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:46.437494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:46.442355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:46.442499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:49.451580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:49.455839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:49.459564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:49.463285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:49.463369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:52.467420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:52.471190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:52.474757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:52.478726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:52.478816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:55.484210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:55.488762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:55.493432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:55.497523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:55.497624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:34:58.503248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:34:58.508556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:34:58.514561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:34:58.519446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:34:58.519579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:01.526591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:01.531699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:01.535935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:01.540176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:01.540261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:04.545066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:04.550507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:04.556061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:04.561319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:04.561453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:07.567089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:07.571671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:07.575665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:07.579947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:07.580061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:10.585875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:10.590072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:10.593628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:10.597213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:10.597293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:13.601749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:13.606636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:13.611173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:13.615946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:13.616228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:16.621531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:16.626941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:16.632852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:16.637326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:16.637406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:19.641898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:19.646311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:19.650069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:19.654374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:19.654453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:22.660035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:22.664623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:22.668845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:22.673140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:22.673262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:25.680231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:25.685457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:25.690090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:25.694829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:25.694951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:28.699286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:28.703881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:28.708685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:28.713378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:28.713477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:31.719377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:31.725059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:31.730592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:31.734795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:31.734928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:34.740979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:34.745537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:34.749986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:34.754628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:34.754772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:37.759688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:37.763866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:37.768825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:37.773938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:37.774091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:40.779150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:40.782853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:40.786451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:40.790176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:40.790263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:43.796126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:43.800305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:43.803789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:43.808060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:43.808192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:46.815519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:46.821797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:46.826138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:46.830105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:46.830244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:49.836051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:49.839814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:49.843428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:49.847027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:49.847112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:52.854885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:52.859764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:52.865001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:52.870119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:52.870261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:55.875488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:55.879391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:55.884192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:55.888949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:55.889060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:35:58.895729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:35:58.901102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:35:58.906518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:35:58.911902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:35:58.912017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:01.917346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:01.922515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:01.927578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:01.932455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:01.932605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:04.938077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:04.943257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:04.952218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:04.955852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:04.955958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:07.960419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:07.964546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:07.968813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:07.972524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:07.972629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:10.977149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:10.981249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:10.985387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:10.989428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:10.989537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:13.994826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:13.999579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:14.003837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:14.008844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:14.008971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:17.014786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:17.019385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:17.023268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:17.027482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:17.027606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:20.033579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:20.037964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:20.042997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:20.047310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:20.047412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:23.051948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:23.056074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:23.062167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:23.066132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:23.066224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:26.071331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:26.075222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:26.079298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:26.083353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:26.083479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:29.093016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:29.097722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:29.102216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:29.106255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:29.106358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:32.111451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:32.115742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:32.119318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:32.123031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:32.123123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:35.192055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:35.227072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:35.261844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:35.266413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:35.266526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:38.271167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:38.275984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:38.281074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:38.286396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:38.286523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:41.293041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:41.300727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:41.306613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:41.313597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:41.313831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:44.320268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:44.325885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:44.332585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:44.337095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:44.337208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:47.341957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:47.346395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:47.350918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:47.355069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:47.355195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:50.359632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:50.363127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:50.366502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:50.370060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:50.370143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:53.374810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:53.378893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:53.382373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:53.386430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:53.386517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:56.391013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:56.394796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:56.398489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:56.402228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:56.402470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:36:59.407859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:36:59.411894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:36:59.415462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:36:59.420051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:36:59.420166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:02.425417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:02.429947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:02.434262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:02.438390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:02.438486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:05.444445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:05.449175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:05.453938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:05.458401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:05.458568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:08.465301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:08.469408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:08.473295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:08.478534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:08.478840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:11.483865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:11.490014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:11.494773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:11.498250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:11.498330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:14.503800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:14.508187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:14.512235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:14.515780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:14.515854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:17.521298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:17.526347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:17.530735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:17.535122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:17.535202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:20.539789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:20.544762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:20.549517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:20.553717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:20.553840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:23.558814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:23.563127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:23.566842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:23.570859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:23.570938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:26.576837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:26.582457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:26.587087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:26.591470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:26.591585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:29.597178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:29.601429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:29.605399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:29.609368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:29.609455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:32.614336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:32.618812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:32.623264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:32.627126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:32.627241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:35.632986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:35.637156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:35.641804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:35.645576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:35.645731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:38.657561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:38.665126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:38.671688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:38.678441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:38.678624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:41.683260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:41.688101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:41.692445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:41.696157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:41.696264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:44.700771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:44.704775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:44.708466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:44.712212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:44.712309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:47.717494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:47.721296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:47.724800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:47.728699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:47.728805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:50.733123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:50.737493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:50.741883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:50.745625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:50.745735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:53.750606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:53.756012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:53.761280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:53.766205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:53.766320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:56.773209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:56.778525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:56.784086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:56.789186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:56.789311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:37:59.794625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:37:59.801039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:37:59.805103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:37:59.809109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:37:59.809203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:02.814506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:02.819460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:02.824166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:02.828676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:02.828796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:05.834146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:05.839602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:05.843830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:05.847187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:05.847265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:08.852329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:08.856048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:08.860047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:08.864086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:08.864198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:11.869473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:11.874066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:11.878530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:11.882633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:11.882759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:14.892139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:14.897516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:14.902305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:14.907913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:14.908037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:17.914549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:17.919828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:17.924243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:17.928333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:17.928448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:20.933422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:20.937993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:20.942278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:20.947074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:20.947193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:23.952066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:23.955859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:23.959338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:23.962982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:23.963220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:26.968848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:26.974065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:26.979492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:26.983264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:26.983366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:29.988170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:29.991777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:29.995705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:29.999327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:29.999414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:33.006030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:33.009858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:33.013774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:33.017938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:33.018047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:36.116274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:36.151309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:36.186111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:36.191388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:36.191490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:39.199384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:39.208389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:39.214912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:39.219405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:39.219550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:42.224878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:42.229886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:42.234477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:42.239205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:42.239293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:45.243675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:45.248269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:45.252848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:45.256620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:45.256749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:48.263006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:48.268720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:48.274534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:48.279883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:48.280028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:51.284410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:51.288158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:51.292192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:51.296452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:51.296625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:54.301778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:54.306284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:54.311332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:54.317400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:54.317591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:38:57.323076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:38:57.327256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:38:57.332381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:38:57.338136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:38:57.338276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:00.345163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:00.350789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:00.355333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:00.360313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:00.360444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:03.365833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:03.370712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:03.375155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:03.379021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:03.379115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:06.384598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:06.389224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:06.393952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:06.397596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:06.397708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:09.402816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:09.406971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:09.410959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:09.415852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:09.416141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:12.421868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:12.426026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:12.430984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:12.435111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:12.435247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:15.440521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:15.445034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:15.448660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:15.452177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:15.452258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:18.457951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:18.462289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:18.465716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:18.469554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:18.469632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:21.474639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:21.479348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:21.484716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:21.490024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:21.490370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:24.495763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:24.500388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:24.504589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:24.509037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:24.509139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:27.514822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:27.521024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:27.526047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:27.530597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:27.530733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:30.535223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:30.539078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:30.542979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:30.546339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:30.546417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:33.551160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:33.555273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:33.559381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:33.563497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:33.563614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:36.570307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:36.576356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:36.581991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:36.586314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:36.586435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:39.591327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:39.595029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:39.598590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:39.602094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:39.602441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:42.607496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:42.611844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:42.615754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:42.619978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:42.620131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:45.624782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:45.628896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:45.632969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:45.636968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:45.637059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:48.641944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:48.646408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:48.650770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:48.655168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:48.655265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:51.660606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:51.665896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:51.670873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:51.675362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:51.675470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:54.680817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:54.686088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:54.690089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:54.695165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:54.695292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:39:57.700998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:39:57.706393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:39:57.711481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:39:57.715788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:39:57.715873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:00.720767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:00.724797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:00.728733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:00.732989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:00.733080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:03.737804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:03.741690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:03.746791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:03.751174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:03.751286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:06.756949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:06.763982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:06.769130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:06.774100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:06.774207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:09.779712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:09.783740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:09.787719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:09.792045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:09.792151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:12.797010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:12.802122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:12.807360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:12.812943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:12.813079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:15.818606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:15.822736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:15.826714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:15.830527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:15.830616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:18.835634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:18.839344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:18.843408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:18.847339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:18.847438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:21.852920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:21.857862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:21.862614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:21.866498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:21.866593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:24.873284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:24.877394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:24.881334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:24.884910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:24.885013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:27.890148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:27.894266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:27.898096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:27.901763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:27.901867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:30.906082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:30.910373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:30.914357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:30.918120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:30.918218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:33.925693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:33.932056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:33.936522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:33.940761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:33.940898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:36.947207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:36.951681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:36.955855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:36.960243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:36.960406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:39.996290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:40.000759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:40.005051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:40.009170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:40.009283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:43.015118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:43.019692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:43.023566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:43.027475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:43.027605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:46.033227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:46.036807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:46.040985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:46.044386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:46.044479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:49.049679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:49.053387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:49.057432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:49.064545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:49.064676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:52.071181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:52.076202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:52.081709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:52.086787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:52.086932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:55.092403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:55.096035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:55.099681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:55.103521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:55.103679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:40:58.109850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:40:58.113776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:40:58.118140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:40:58.122232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:40:58.122322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:01.127152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:01.131337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:01.135308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:01.139603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:01.139739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:04.145933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:04.150629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:04.154763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:04.159100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:04.159223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:07.165256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:07.200729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:07.236802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:07.244033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:07.244152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:10.249051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:10.253165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:10.258465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:10.263245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:10.263365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:13.268495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:13.274297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:13.279745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:13.283895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:13.284005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:16.289398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:16.295023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:16.300027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:16.305234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:16.305368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:19.310371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:19.314987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:19.321018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:19.325132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:19.325244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:22.329791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:22.334076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:22.338955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:22.343834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:22.343950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:25.348264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:25.352483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:25.356599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:25.362361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:25.362478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:28.367744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:28.371770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:28.375542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:28.379272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:28.379364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:31.384153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:31.387880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:31.391907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:31.395351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:31.395452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:34.401052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:34.405537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:34.409169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:34.413144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:34.413225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:37.418878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:37.423413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:37.427695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:37.431486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:37.431586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:40.436541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:40.440557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:40.444059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:40.447410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:40.447492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:43.452593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:43.456622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:43.460293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:43.463937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:43.464048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:46.469300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:46.474501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:46.478599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:46.482206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:46.482300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:49.487226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:49.491158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:49.494935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:49.498779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:49.498870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:52.503588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:52.507607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:52.511616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:52.515797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:52.515893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:55.521197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:55.525245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:55.529038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:55.532959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:55.533051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:41:58.538909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:41:58.542733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:41:58.546679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:41:58.550976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:41:58.551061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:01.556696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:01.560256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:01.563684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:01.567011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:01.567097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:04.572347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:04.576492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:04.580786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:04.584993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:04.585151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:07.590505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:07.595004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:07.599742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:07.603473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:07.603585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:10.608414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:10.612447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:10.617307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:10.622005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:10.622109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:13.628426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:13.633248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:13.638031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:13.642596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:13.642738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:16.648281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:16.652258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:16.656076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:16.659637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:16.659758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:19.664908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:19.668914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:19.672549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:19.676272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:19.676367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:22.681483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:22.685217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:22.688846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:22.692595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:22.692711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:25.698411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:25.703122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:25.708239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:25.712604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:25.712720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:28.718463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:28.722026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:28.725437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:28.728840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:28.728920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:31.734533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:31.739117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:31.743804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:31.748923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:31.749075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:34.756263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:34.762245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:34.767415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:34.772275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:34.772396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:37.778384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:37.784244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:37.789394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:37.793772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:37.793877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:40.798765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:40.802970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:40.806592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:40.810409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:40.810497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:43.816096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:43.820171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:43.823792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:43.827521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:43.827609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:46.832026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:46.836319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:46.840403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:46.844436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:46.844578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:49.852516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:49.857623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:49.863581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:49.869359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:49.869556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:52.875558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:52.880318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:52.884420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:52.888893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:52.889008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:55.894737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:55.898707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:55.902410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:55.906439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:55.906525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:42:58.911214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:42:58.916141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:42:58.919768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:42:58.923453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:42:58.923533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:01.929864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:01.934872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:01.938742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:01.942323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:01.942406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:04.948042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:04.952432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:04.956201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:04.960067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:04.960170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:07.966322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:07.972252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:07.977616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:07.985326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:07.985435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:10.989742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:10.993759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:10.998154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:11.002292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:11.002423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:14.009959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:14.015306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:14.020470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:14.025268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:14.025388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:17.030415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:17.034777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:17.043131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:17.047750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:17.047903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:20.053358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:20.057987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:20.061703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:20.065333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:20.065422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:23.070382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:23.074194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:23.077824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:23.081377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:23.081464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:26.086606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:26.090401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:26.093934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:26.097471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:26.097548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:29.103607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:29.108052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:29.112047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:29.116322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:29.116459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:32.121304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:32.125735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:32.130740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:32.135609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:32.135754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:35.140068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:35.143982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:35.148209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:35.152030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:35.152123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:38.157586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:38.166150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:38.205495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:38.261141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:38.261278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:41.266894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:41.301290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:41.335166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:41.338858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:41.338939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:44.344062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:44.350775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:44.357350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:44.363217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:44.363387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:47.371225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:47.377770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:47.382484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:47.388829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:47.388953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:50.395221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:50.400858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:50.404457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:50.408202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:50.408327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:53.412772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:53.417007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:53.421340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:53.425197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:53.425536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:56.429831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:56.433430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:56.436835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:56.440247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:56.440330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:43:59.445777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:43:59.451357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:43:59.456549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:43:59.460914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:43:59.461037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:02.465282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:02.469925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:02.473555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:02.477363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:02.477459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:05.481740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:05.485858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:05.489744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:05.493810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:05.493914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:08.498565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:08.503180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:08.508816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:08.513992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:08.514124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:11.519135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:11.522985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:11.528011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:11.532477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:11.532576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:14.538535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:14.544267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:14.549015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:14.552699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:14.552793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:17.557112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:17.561042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:17.564968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:17.568483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:17.568701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:20.575507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:20.581818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:20.587226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:20.593135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:20.593415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:23.600720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:23.606397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:23.611114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:23.617308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:23.617492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:26.623542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:26.627348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:26.631432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:26.636048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:26.636160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:29.645268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:29.648871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:29.652179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:29.655458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:29.655532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:32.660833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:32.665089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:32.669262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:32.673081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:32.673186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:35.678284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:35.682861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:35.686373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:35.690052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:35.690153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:38.696629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:38.701632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:38.706957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:38.711476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:38.711588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:41.717515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:41.721940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:41.725732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:41.730424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:41.730544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:44.735632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:44.740595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:44.745477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:44.752907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:44.753026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:47.758053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:47.761607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:47.765190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:47.768917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:47.768999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:50.774832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:50.779183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:50.784040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:50.788032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:50.788142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:53.793922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:53.799282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:53.804307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:53.808578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:53.808705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:56.814481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:56.819337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:56.823669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:56.827814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:56.827921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:44:59.834220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:44:59.838870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:44:59.843072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:44:59.847310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:44:59.847430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:02.852711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:02.856507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:02.860150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:02.863683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:02.863773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:05.869639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:05.875544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:05.882026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:05.886969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:05.887122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:08.893566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:08.898938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:08.903981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:08.908539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:08.908692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:11.914760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:11.920427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:11.925786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:11.931068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:11.931425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:14.936917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:14.941144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:14.945220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:14.949117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:14.949201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:17.954467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:17.958205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:17.961702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:17.965260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:17.965336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:20.970583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:20.975167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:20.979069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:20.982732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:20.982828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:23.988329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:23.992527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:23.996045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:23.999445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:23.999542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:27.005586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:27.010305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:27.015393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:27.019878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:27.019995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:30.026347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:30.031164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:30.038486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:30.044187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:30.045030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:33.051969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:33.057871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:33.062775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:33.067418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:33.067540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:36.072242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:36.076173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:36.080044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:36.084226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:36.084345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:39.132282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:39.172841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:39.208195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:39.212129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:39.212211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:42.217497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:42.222396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:42.227369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:42.232986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:42.233119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:45.237884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:45.242099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:45.246718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:45.251508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:45.251638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:48.256305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:48.260237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:48.264282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:48.268926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:48.269061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:51.273953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:51.278018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:51.281934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:51.285519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:51.285616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:54.292843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:54.303338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:54.308949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:54.315470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:54.315620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:45:57.321550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:45:57.326323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:45:57.332247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:45:57.336032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:45:57.336142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:00.341789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:00.345854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:00.350568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:00.354872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:00.354987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:03.360636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:03.364723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:03.368601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:03.372583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:03.372711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:06.378126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:06.383008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:06.388152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:06.393279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:06.393396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:09.398792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:09.403394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:09.410211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:09.416126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:09.416246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:12.420900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:12.424616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:12.428532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:12.432244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:12.432332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:15.437018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:15.440963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:15.444566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:15.449274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:15.449365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:18.455595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:18.464347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:18.469029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:18.473921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:18.474073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:21.480386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:21.485528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:21.489933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:21.494220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:21.494324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:24.498599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:24.502358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:24.505853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:24.509263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:24.509363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:27.514804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:27.518678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:27.522334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:27.525863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:27.525944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:30.532027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:30.536680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:30.540305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:30.543795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:30.543881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:33.550073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:33.554806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:33.559236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:33.563184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:33.563312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:36.569341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:36.573683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:36.577961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:36.581456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:36.581538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:39.588011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:39.592923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:39.598339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:39.602512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:39.602624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:42.607934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:42.611898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:42.616534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:42.621025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:42.621186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:45.626692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:45.630688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:45.635092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:45.639225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:45.639345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:48.644547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:48.649261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:48.653219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:48.658067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:48.658191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:51.663484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:51.667984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:51.672265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:51.676531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:51.676660] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:54.681030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:54.684470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:54.687992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:54.691440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:54.691748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:46:57.696412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:46:57.700766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:46:57.705196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:46:57.709311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:46:57.709467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:00.715123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:00.724116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:00.728543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:00.732589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:00.732737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:03.737500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:03.741938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:03.746823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:03.750488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:03.750567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:06.755576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:06.760028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:06.764074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:06.768149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:06.768272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:09.773856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:09.778549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:09.782599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:09.786246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:09.786333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:12.792499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:12.797057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:12.801503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:12.807213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:12.807355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:15.813080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:15.818036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:15.823240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:15.827272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:15.827383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:18.831947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:18.835903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:18.839735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:18.843610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:18.843748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:21.848754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:21.852733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:21.856415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:21.864421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:21.864551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:24.870173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:24.874390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:24.878510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:24.882382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:24.882462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:27.889099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:27.894946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:27.900482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:27.905603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:27.905761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:30.911488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:30.915785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:30.919606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:30.923375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:30.923523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:33.928558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:33.932863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:33.937476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:33.941410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:33.941513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:36.946002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:36.950057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:36.953466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:36.956934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:36.957023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:39.963632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:39.968441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:39.973540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:39.977322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:39.977415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:42.981829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:42.986882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:42.991182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:42.996405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:42.996751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:46.002220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:46.007084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:46.012407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:46.016879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:46.016981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:49.021884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:49.025701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:49.029464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:49.033195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:49.033360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:52.038864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:52.042975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:52.046784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:52.050518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:52.050606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:55.055885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:55.059906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:55.064011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:55.067736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:55.067880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:47:58.073558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:47:58.077448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:47:58.081277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:47:58.085065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:47:58.085167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:01.090756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:01.095987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:01.101234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:01.106519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:01.106698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:04.111735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:04.115629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:04.119411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:04.123403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:04.123552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:07.129274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:07.133339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:07.136981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:07.140510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:07.140597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:10.147212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:10.152081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:10.156445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:10.161028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:10.161137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:13.166909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:13.171167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:13.175214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:13.179087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:13.179192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:16.184052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:16.188174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:16.191783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:16.195261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:16.195340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:19.200566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:19.205144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:19.209829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:19.213444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:19.213528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:22.218900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:22.223009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:22.227140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:22.230888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:22.230990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:25.235538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:25.239224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:25.243265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:25.247085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:25.247177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:28.251498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:28.255392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:28.259580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:28.263775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:28.263872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:31.268720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:31.272678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:31.276418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:31.280000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:31.280096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:34.285113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:34.289921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:34.293595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:34.297153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:34.297238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:37.301907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:37.306425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:37.310699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:37.315686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:37.315855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:40.322804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:40.327815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:40.332047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:40.336262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:40.336474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:43.342062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:43.346228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:43.350336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:43.354136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:43.354259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:46.360013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:46.364330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:46.368330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:46.373013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:46.373348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:49.378532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:49.382942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:49.386730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:49.390496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:49.390594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:52.396991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:52.401247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:52.404822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:52.408280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:52.408366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:55.414207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:55.419468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:55.423952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:55.427950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:55.428083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:48:58.433957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:48:58.438511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:48:58.443814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:48:58.448720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:48:58.448841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:01.455133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:01.460042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:01.466171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:01.472020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:01.472172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:04.477544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:04.481766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:04.485481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:04.489909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:04.490012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:07.497416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:07.503994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:07.509766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:07.514112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:07.514241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:10.518639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:10.523131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:10.527568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:10.532192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:10.532279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:13.536423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:13.540941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:13.544915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:13.548483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:13.548565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:16.553206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:16.556967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:16.560687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:16.564128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:16.564214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:19.569119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:19.573275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:19.577899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:19.581958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:19.582067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:22.588038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:22.593746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:22.598338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:22.603000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:22.603124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:25.608922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:25.612926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:25.616706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:25.620496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:25.620717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:28.626461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:28.631209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:28.635049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:28.639022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:28.639127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:31.645115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:31.649856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:31.653863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:31.658545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:31.658683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:34.664018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:34.668822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:34.672329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:34.675922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:34.676034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:37.680587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:37.684811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:37.690030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:37.695580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:37.695780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:40.703589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:40.709607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:40.715284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:40.721021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:40.721140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:43.726508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:43.731362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:43.736179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:43.741178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:43.741296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:46.746437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:46.750426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:46.754206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:46.757938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:46.758035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:49.763012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:49.767549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:49.771301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:49.775373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:49.775539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:52.779723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:52.783931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:52.788490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:52.791979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:52.792063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:55.796814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:55.800607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:55.805010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:55.809039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:55.809146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:49:58.814343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:49:58.822597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:49:58.826965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:49:58.830637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:49:58.830744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:01.837318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:01.842779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:01.847737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:01.852254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:01.852389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:04.858518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:04.863801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:04.868759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:04.873113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:04.873212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:07.879150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:07.883449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:07.887344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:07.891271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:07.891367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:10.897993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:10.903360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:10.908823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:10.913637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:10.913781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:13.918936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:13.922968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:13.926704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:13.930416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:13.930515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:16.936006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:16.941100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:16.946731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:16.951950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:16.952125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:19.956977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:19.961004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:19.964960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:19.969126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:19.969242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:22.974397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:22.978465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:22.982683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:22.987436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:22.987552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:25.992603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:25.996739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:26.000471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:26.004626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:26.004772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:29.009764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:29.013589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:29.017882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:29.022336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:29.022431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:32.027176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:32.031004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:32.034667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:32.038351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:32.038452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:35.043447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:35.047453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:35.052036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:35.056030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:35.056136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:38.061698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:38.066967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:38.072116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:38.076781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:38.076926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:41.253065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:41.291614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:41.326895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:41.331207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:41.331310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:44.336003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:44.343568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:44.347839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:44.352867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:44.353171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:47.357443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:47.362481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:47.367394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:47.373026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:47.373171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:50.377620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:50.381398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:50.386448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:50.390540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:50.390664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:53.395873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:53.400210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:53.404765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:53.410165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:53.410408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:56.415501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:56.420049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:56.424721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:56.430033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:56.430153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:50:59.435087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:50:59.440934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:50:59.446563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:50:59.452533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:50:59.452676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:02.457813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:02.462941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:02.467400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:02.475747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:02.475879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:05.480402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:05.484240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:05.488321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:05.492486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:05.492603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:08.496907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:08.500769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:08.504410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:08.508414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:08.508719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:11.513344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:11.517054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:11.520586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:11.524034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:11.524125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:14.529683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:14.534470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:14.539249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:14.544242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:14.544363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:17.549073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:17.552603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:17.556103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:17.559564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:17.559663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:20.564632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:20.568531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:20.572422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:20.576084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:20.576168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:23.581156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:23.585281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:23.590187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:23.593850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:23.593966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:26.600487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:26.605503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:26.609831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:26.613567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:26.613682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:29.619379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:29.623821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:29.627967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:29.632042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:29.632172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:32.636487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:32.640494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:32.644473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:32.648128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:32.648233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:35.653858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:35.658789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:35.663482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:35.668385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:35.668484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:38.673959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:38.677885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:38.681759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:38.685474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:38.685612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:41.691391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:41.695907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:41.700346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:41.704240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:41.704324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:44.709748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:44.713591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:44.717317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:44.721957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:44.722113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:47.727726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:47.732540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:47.737860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:47.743066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:47.743211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:50.749302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:50.754109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:50.758293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:50.763288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:50.763390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:53.769431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:53.773775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:53.777173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:53.780688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:53.780767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:56.786455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:56.790317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:56.794353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:56.798240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:56.798356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:51:59.802711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:51:59.806266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:51:59.809847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:51:59.813224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:51:59.813319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:02.818727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:02.822362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:02.826175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:02.834173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:02.834305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:05.839268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:05.842876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:05.846587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:05.850230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:05.850330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:08.855602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:08.861011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:08.866380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:08.871766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:08.871915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:11.877982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:11.883697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:11.889788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:11.895559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:11.895768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:14.901092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:14.904887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:14.908449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:14.912390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:14.912483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:17.917814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:17.922573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:17.927889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:17.932944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:17.933109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:20.938171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:20.941861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:20.945535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:20.949208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:20.949394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:23.954264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:23.958395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:23.962542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:23.966422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:23.966537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:26.971140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:26.974701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:26.978183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:26.981522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:26.981601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:29.986922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:29.990745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:29.994185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:29.997539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:29.997620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:33.002780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:33.006605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:33.010456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:33.014608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:33.014781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:36.019059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:36.023352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:36.027207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:36.031252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:36.031350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:39.036560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:39.040512] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:39.044011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:39.047369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:39.047446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:42.113985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:42.151760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:42.186320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:42.190080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:42.190292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:45.195088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:45.199838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:45.203701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:45.208064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:45.208153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:48.213765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:48.219235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:48.225071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:48.229876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:48.230076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:51.234925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:51.238891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:51.242790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:51.246449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:51.246617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:54.252377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:54.257998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:54.262731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:54.268512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:54.268675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:52:57.273713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:52:57.277899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:52:57.282234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:52:57.286576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:52:57.286774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:00.291977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:00.297188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:00.302340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:00.306926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:00.307053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:03.313667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:03.319458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:03.324444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:03.329021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:03.329126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:06.333330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:06.336899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:06.340239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:06.343513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:06.343591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:09.348899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:09.353267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:09.357354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:09.361892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:09.362043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:12.368702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:12.374260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:12.378276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:12.381861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:12.381939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:15.387210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:15.390836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:15.394346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:15.397851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:15.397937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:18.403012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:18.406611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:18.410151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:18.413597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:18.413702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:21.419884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:21.424154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:21.428042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:21.432090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:21.432185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:24.437556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:24.441543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:24.445826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:24.452530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:24.452638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:27.458271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:27.462495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:27.466682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:27.470433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:27.470530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:30.477106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:30.481345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:30.485887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:30.490449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:30.490586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:33.496427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:33.500852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:33.504789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:33.509275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:33.509382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:36.515318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:36.519107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:36.523212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:36.527129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:36.527213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:39.534404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:39.539287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:39.543208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:39.546549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:39.546628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:42.554136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:42.622687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:42.657139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:42.662132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:42.662295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:45.666911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:45.676079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:45.682009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:45.686182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:45.686299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:48.691477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:48.697185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:48.702615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:48.707207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:48.707331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:51.712537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:51.718724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:51.724776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:51.729855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:51.729996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:54.734964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:54.739309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:54.743487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:54.747254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:54.747343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:53:57.751749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:53:57.756119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:53:57.761610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:53:57.766948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:53:57.767088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:00.771904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:00.776001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:00.780486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:00.785067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:00.785184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:03.790023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:03.794025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:03.798858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:03.803205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:03.803295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:06.809478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:06.814215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:06.818757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:06.822725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:06.822850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:09.826805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:09.830383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:09.834322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:09.839250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:09.839409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:12.845050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:12.849937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:12.854380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:12.858912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:12.859033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:15.864084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:15.868862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:15.873991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:15.878967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:15.879083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:18.885156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:18.889349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:18.893378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:18.897419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:18.897514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:21.902816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:21.907488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:21.911190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:21.915012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:21.915091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:24.920239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:24.924631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:24.928533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:24.932590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:24.932728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:27.937240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:27.941600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:27.945697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:27.949890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:27.950012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:30.954756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:30.958566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:30.962124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:30.965626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:30.965746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:33.971954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:33.978476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:33.982890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:33.986483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:33.986571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:36.990552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:36.994600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:36.998723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:37.002417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:37.002502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:40.007526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:40.011769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:40.015739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:40.019873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:40.019978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:43.024944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:43.059472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:43.094436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:43.098442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:43.098537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:46.103379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:46.108030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:46.111845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:46.116562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:46.116812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:49.121940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:49.126917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:49.131945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:49.136004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:49.136090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:52.143215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:52.147217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:52.151843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:52.156811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:52.156939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:55.161962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:55.167707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:55.174778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:55.180113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:55.180247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:54:58.185701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:54:58.189750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:54:58.194543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:54:58.199293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:54:58.199449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:01.206002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:01.211233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:01.216601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:01.222689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:01.222819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:04.229213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:04.233712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:04.238145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:04.242821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:04.242962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:07.247922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:07.251851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:07.255855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:07.260325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:07.260421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:10.265064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:10.272213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:10.275910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:10.279699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:10.279828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:13.285954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:13.291210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:13.297111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:13.301441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:13.301542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:16.306606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:16.310836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:16.314821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:16.318241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:16.318318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:19.323375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:19.327323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:19.331158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:19.335156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:19.335257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:22.341778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:22.348177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:22.353411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:22.358007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:22.358105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:25.363809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:25.369051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:25.373815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:25.378275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:25.378386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:28.382864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:28.387638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:28.391596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:28.395730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:28.395848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:31.400717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:31.404430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:31.408084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:31.411639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:31.411763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:34.417890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:34.421791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:34.425312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:34.429362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:34.429446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:37.435324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:37.441570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:37.448440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:37.454459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:37.454606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:40.461018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:40.466133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:40.470533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:40.475032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:40.475167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:43.486406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:43.492459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:43.498158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:43.503439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:43.503570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:46.508588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:46.513055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:46.518519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:46.523085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:46.523252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:49.527337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:49.530940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:49.534501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:49.538069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:49.538151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:52.543255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:52.547571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:52.552380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:52.557027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:52.557208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:55.564132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:55.570578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:55.575975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:55.580173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:55.580264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:55:58.584851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:55:58.589325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:55:58.593541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:55:58.597595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:55:58.597728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:01.603835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:01.607956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:01.612406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:01.616595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:01.616704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:04.622452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:04.627915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:04.632313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:04.636086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:04.636183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:07.641171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:07.645424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:07.649230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:07.653345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:07.653441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:10.657516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:10.661199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:10.664688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:10.668084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:10.668165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:13.672794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:13.678138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:13.683193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:13.687540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:13.687674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:16.692131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:16.697098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:16.702162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:16.705756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:16.705860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:19.711212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:19.715352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:19.719122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:19.722627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:19.722726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:22.728279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:22.732873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:22.737175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:22.740999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:22.741084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:25.746137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:25.749874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:25.753460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:25.756898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:25.756980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:28.762176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:28.766009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:28.769767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:28.773397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:28.773484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:31.779156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:31.783200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:31.786770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:31.790539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:31.790763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:34.797187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:34.801592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:34.806015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:34.810142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:34.810253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:37.814932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:37.818526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:37.822064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:37.825988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:37.826077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:40.830955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:40.834541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:40.837952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:40.841565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:40.841672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:43.847634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:43.851805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:43.856361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:43.863543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:43.863625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:46.868513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:46.872472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:46.876376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:46.880131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:46.880229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:49.884907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:49.888721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:49.892387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:49.895933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:49.896010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:52.901504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:52.905553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:52.909574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:52.913098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:52.913180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:55.918061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:55.922422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:55.926675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:55.931345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:55.931472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:56:58.937423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:56:58.941141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:56:58.944720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:56:58.949270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:56:58.949389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:01.954356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:01.958709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:01.962719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:01.966707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:01.966916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:04.971880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:04.976243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:04.980569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:04.984855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:04.984991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:07.989886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:07.994228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:07.999219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:08.004287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:08.004412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:11.010146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:11.014101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:11.017768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:11.021944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:11.022057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:14.092028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:14.128239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:14.165276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:14.170755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:14.171008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:17.176443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:17.181966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:17.187106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:17.193115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:17.193534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:20.199361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:20.204673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:20.212593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:20.218359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:20.218491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:23.224594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:23.229137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:23.234104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:23.238814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:23.238939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:26.244717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:26.249525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:26.255299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:26.259405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:26.259527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:29.264601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:29.268394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:29.273542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:29.279101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:29.279290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:32.284437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:32.290091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:32.294364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:32.299145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:32.299286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:35.304275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:35.308260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:35.311868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:35.315620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:35.315771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:38.321688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:38.326242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:38.330997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:38.335504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:38.335639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:41.344089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:41.347977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:41.351617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:41.355296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:41.355531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:44.361944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:44.366418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:44.371042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:44.376095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:44.376250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:47.381738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:47.386174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:47.390114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:47.394304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:47.394424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:50.400482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:50.406086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:50.410796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:50.415614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:50.415858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:53.421321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:53.425946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:53.430558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:53.435483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:53.435601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:56.441336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:56.446275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:56.450334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:56.454719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:56.454831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:57:59.461542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:57:59.466431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:57:59.470672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:57:59.474453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:57:59.474585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:02.481528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:02.486788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:02.491318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:02.495182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:02.495280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:05.500367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:05.504495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:05.508935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:05.514947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:05.515046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:08.520173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:08.524446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:08.528448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:08.533307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:08.533410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:11.538459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:11.542539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:11.546205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:11.550294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:11.550403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:14.558130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:14.563841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:14.569733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:14.573450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:14.573547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:17.577854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:17.582694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:17.587052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:17.591005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:17.591094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:20.596598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:20.601889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:20.606763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:20.611694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:20.611827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:23.617037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:23.622112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:23.627040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:23.631123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:23.631213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:26.635472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:26.640430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:26.644720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:26.648619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:26.648752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:29.653740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:29.657467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:29.661749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:29.665859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:29.665964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:32.671319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:32.675102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:32.679822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:32.684222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:32.684329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:35.690082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:35.695450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:35.700113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:35.703778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:35.703861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:38.709588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:38.714159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:38.719434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:38.724896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:38.725023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:41.730523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:41.734446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:41.738339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:41.742005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:41.742099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:44.748664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:44.753894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:44.759830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:44.764742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:44.764870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:47.769835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:47.773732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:47.777329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:47.781019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:47.781115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:50.786310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:50.790239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:50.793904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:50.797492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:50.797609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:53.802407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:53.806006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:53.809710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:53.813260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:53.813354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:56.819672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:56.824782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:56.828944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:56.832570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:56.832685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:58:59.837921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:58:59.841586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:58:59.845193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:58:59.848983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:58:59.849090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:02.855299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:02.860194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:02.864751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:02.869928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:02.870203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:05.875573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:05.883339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:05.887147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:05.890684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:05.890768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:08.896002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:08.900264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:08.904957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:08.909001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:08.909108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:11.913553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:11.918284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:11.922421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:11.926189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:11.926297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:14.933862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:14.938352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:14.943971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:14.947599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:14.947710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:17.952319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:17.956115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:17.959754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:17.963356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:17.963448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:20.968730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:20.972724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:20.976691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:20.980881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:20.981000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:23.988309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:23.994243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:24.000143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:24.006258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:24.006387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:27.013067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:27.018241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:27.023783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:27.027685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:27.027816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:30.033692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:30.037603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:30.045367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:30.049573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:30.049714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:33.055471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:33.060772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:33.065045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:33.068969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:33.069086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:36.074515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:36.078659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:36.082747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:36.086408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:36.086497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:39.090964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:39.094630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:39.098620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:39.102496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:39.102613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:42.108278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:42.112336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:42.116324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:42.119827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:42.119910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:45.125787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:45.162734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:45.198211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:45.203441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:45.203572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:48.208389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:48.213424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:48.218959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:48.223709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:48.223816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:51.228482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:51.234170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:51.238886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:51.243692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:51.243814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:54.248176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:54.253546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:54.258673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:54.263109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:54.263212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T21:59:57.268711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T21:59:57.275891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T21:59:57.282115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T21:59:57.287266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T21:59:57.287514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:00.292459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:00.298020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:00.306506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:00.310823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:00.310944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:03.315177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:03.319060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:03.323122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:03.327186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:03.327279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:06.331924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:06.335974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:06.340376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:06.345174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:06.345330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:09.350348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:09.354105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:09.357870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:09.363056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:09.363302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:12.370029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:12.373837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:12.377324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:12.381098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:12.381178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:15.386313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:15.391292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:15.395991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:15.400088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:15.400183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:18.405411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:18.409214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:18.413002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:18.416464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:18.416542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:21.421631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:21.425880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:21.429502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:21.433132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:21.433231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:24.439164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:24.443935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:24.449077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:24.453794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:24.453904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:27.458831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:27.463323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:27.467717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:27.472505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:27.472609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:30.478360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:30.482781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:30.487470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:30.492514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:30.492599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:33.497257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:33.502434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:33.507224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:33.512371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:33.512567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:36.517717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:36.521596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:36.525306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:36.529565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:36.529709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:39.535285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:39.540325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:39.545474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:39.549829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:39.550100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:42.585793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:42.591027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:42.595163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:42.600236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:42.600357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:45.607269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:45.613988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:45.619465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:45.623244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:45.623334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:48.627807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:48.632247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:48.636706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:48.640952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:48.641101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:51.645986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:51.650499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:51.654658] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:51.660142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:51.660235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:54.665116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:54.669858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:54.674686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:54.679762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:54.679939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:00:57.686943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:00:57.691081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:00:57.695309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:00:57.700632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:00:57.700769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:00.704935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:00.708797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:00.712710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:00.718941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:00.719108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:03.724419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:03.728342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:03.732002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:03.735543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:03.735666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:06.741840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:06.748157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:06.752348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:06.756633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:06.756787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:09.761012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:09.764730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:09.768268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:09.772538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:09.772674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:12.777931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:12.781960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:12.786184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:12.790349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:12.790452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:15.795598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:15.800264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:15.804900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:15.808685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:15.808767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:18.814684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:18.819081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:18.823512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:18.827846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:18.827976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:21.833473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:21.837267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:21.841206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:21.844905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:21.844989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:24.849932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:24.854400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:24.859381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:24.864532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:24.864748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:27.870746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:27.875716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:27.880351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:27.884885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:27.885000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:30.890587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:30.894736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:30.898558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:30.902405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:30.902517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:33.908332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:33.912755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:33.917172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:33.921591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:33.921779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:36.927551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:36.931910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:36.936637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:36.940611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:36.940726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:39.945900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:39.951049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:39.955855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:39.960975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:39.961084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:42.967030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:42.971576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:42.975947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:42.981155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:42.981287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:45.986428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:45.990823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:45.995274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:45.998870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:45.998956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:49.004067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:49.008549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:49.012594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:49.016202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:49.016290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:52.020633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:52.025839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:52.030520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:52.034337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:52.034440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:55.039551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:55.043691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:55.047458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:55.051156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:55.051241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:01:58.055878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:01:58.059982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:01:58.063847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:01:58.067384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:01:58.067464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:01.073916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:01.079287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:01.084572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:01.089078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:01.089190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:04.094574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:04.099094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:04.103675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:04.107719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:04.107832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:07.112084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:07.115861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:07.119413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:07.122906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:07.122989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:10.127601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:10.133731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:10.138258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:10.142329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:10.142441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:13.146891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:13.150990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:13.155332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:13.159168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:13.159271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:16.164323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:16.169186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:16.174880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:16.180346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:16.180471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:19.188376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:19.195851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:19.201826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:19.207469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:19.207618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:22.212749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:22.217166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:22.221666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:22.225568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:22.225678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:25.231196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:25.234767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:25.238472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:25.242816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:25.242950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:28.249416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:28.255963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:28.260880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:28.265137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:28.265233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:31.269890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:31.274671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:31.278919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:31.283040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:31.283236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:34.288548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:34.292621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:34.296807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:34.300999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:34.301106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:37.306688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:37.311373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:37.316016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:37.320207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:37.320307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:40.326839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:40.331301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:40.335577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:40.339811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:40.339916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:43.343989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:43.347581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:43.351138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:43.354553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:43.354638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:46.359786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:46.366016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:46.371317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:46.376621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:46.376879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:49.382836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:49.388620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:49.393010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:49.398750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:49.398847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:52.403474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:52.407818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:52.412057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:52.416133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:52.416237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:55.421937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:55.425894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:55.429764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:55.434715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:55.434826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:02:58.440959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:02:58.444948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:02:58.449081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:02:58.452769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:02:58.452863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:01.457557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:01.461424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:01.465071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:01.469767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:01.469920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:04.476873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:04.485402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:04.489974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:04.494198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:04.494307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:07.499561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:07.504700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:07.510128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:07.515581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:07.515701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:10.520156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:10.524203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:10.528064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:10.531623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:10.531725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:13.537702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:13.543025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:13.547261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:13.551370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:13.551461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:16.557039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:16.565570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:16.570119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:16.574050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:16.574148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:19.579584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:19.584147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:19.588433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:19.592226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:19.592312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:22.598229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:22.602341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:22.606081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:22.610154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:22.610253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:25.615164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:25.618786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:25.622436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:25.625879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:25.625959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:28.631249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:28.634903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:28.638331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:28.641801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:28.641881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:31.647632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:31.652298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:31.656630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:31.660871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:31.660991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:34.666235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:34.670446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:34.674566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:34.678860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:34.679014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:37.683697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:37.687780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:37.691744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:37.695717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:37.695855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:40.701019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:40.704852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:40.708576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:40.712845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:40.712972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:43.718604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:43.752629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:43.786806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:43.790589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:43.790721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:46.796059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:46.801265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:46.806332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:46.810665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:46.810778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:49.815485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:49.819715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:49.824578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:49.828761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:49.828875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:52.833770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:52.837669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:52.841577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:52.845270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:52.845367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:55.850595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:55.854787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:55.859078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:55.864469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:55.864610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:03:58.871478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:03:58.875229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:03:58.879286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:03:58.882946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:03:58.883050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:01.887725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:01.892428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:01.896773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:01.900920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:01.901020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:04.905682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:04.910630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:04.915254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:04.920238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:04.920397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:07.924841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:07.928588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:07.932161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:07.935680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:07.935768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:10.940474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:10.945281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:10.950028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:10.954306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:10.954426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:13.959791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:13.964743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:13.969422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:13.973421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:13.973534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:16.978489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:16.983622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:16.988555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:16.992520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:16.992624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:19.997289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:20.001065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:20.005726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:20.010223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:20.010307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:23.015264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:23.019285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:23.024086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:23.028270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:23.028373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:26.033202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:26.037315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:26.041300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:26.044883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:26.044987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:29.050435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:29.054390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:29.058168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:29.061864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:29.061947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:32.069191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:32.075056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:32.081364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:32.087080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:32.087221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:35.091518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:35.095717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:35.099402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:35.103071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:35.103181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:38.108310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:38.112620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:38.116941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:38.121022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:38.121146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:41.126184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:41.130812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:41.135421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:41.139272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:41.139388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:44.144967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:44.149173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:44.153487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:44.157543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:44.157625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:47.358212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:47.362245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:47.367494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:47.372123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:47.372234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:50.378611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:50.387251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:50.393225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:50.397836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:50.397954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:53.402238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:53.407116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:53.412329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:53.417071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:53.417346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:56.422378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:56.426340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:56.430186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:56.434703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:56.434900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:04:59.441060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:04:59.446132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:04:59.451634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:04:59.456184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:04:59.456459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:02.462054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:02.466452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:02.470849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:02.475787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:02.475904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:05.481936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:05.488781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:05.495874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:05.501776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:05.501893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:08.507226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:08.511187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:08.516337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:08.521170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:08.521286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:11.526693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:11.530548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:11.534751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:11.538843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:11.538938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:14.544479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:14.548221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:14.551879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:14.555399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:14.555496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:17.562811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:17.568879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:17.575737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:17.580944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:17.581070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:20.585549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:20.589379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:20.593214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:20.597692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:20.597889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:23.603738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:23.607934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:23.611463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:23.615973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:23.616131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:26.621373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:26.625953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:26.629836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:26.633596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:26.633707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:29.639560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:29.643742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:29.647331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:29.651037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:29.651149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:32.657270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:32.661439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:32.665874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:32.669801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:32.669901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:35.674126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:35.678175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:35.682047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:35.685618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:35.685730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:38.691096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:38.696063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:38.702261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:38.706783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:38.706900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:41.713128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:41.718561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:41.723828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:41.728852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:41.728993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:44.734987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:44.739235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:44.743323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:44.747299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:44.747442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:47.753245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:47.757901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:47.763443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:47.767996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:47.768122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:50.773323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:50.777203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:50.781422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:50.785488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:50.785594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:53.791924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:53.797365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:53.802545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:53.806908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:53.807061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:56.812093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:56.816170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:56.819865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:56.823448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:56.823532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:05:59.829399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:05:59.834195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:05:59.844284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:05:59.850241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:05:59.850375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:02.855315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:02.858911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:02.862818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:02.868250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:02.868366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:05.874355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:05.878628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:05.883784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:05.887505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:05.887598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:08.892953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:08.897519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:08.902016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:08.906342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:08.906466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:11.911805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:11.917341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:11.922600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:11.928114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:11.928246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:14.933017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:14.936912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:14.940415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:14.944607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:14.944713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:17.950204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:17.956256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:17.961215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:17.965312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:17.965432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:20.970964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:20.974837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:20.978508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:20.982030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:20.982113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:23.987477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:23.991568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:23.995713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:23.999786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:23.999949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:27.008844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:27.016053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:27.022630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:27.028264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:27.028412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:30.032624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:30.036693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:30.040154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:30.043714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:30.043821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:33.048621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:33.052785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:33.056870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:33.060870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:33.060964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:36.066595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:36.071235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:36.075614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:36.079241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:36.079329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:39.084106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:39.088256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:39.092692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:39.096695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:39.096792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:42.101973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:42.107603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:42.113549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:42.117891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:42.117989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:45.122318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:45.126202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:45.130014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:45.133417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:45.133496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:48.138949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:48.143777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:48.322302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:48.326318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:48.326512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:51.333554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:51.341074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:51.346798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:51.351821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:51.352632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:54.361462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:54.365494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:54.370572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:54.374631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:54.374761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:06:57.379957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:06:57.385142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:06:57.390178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:06:57.396978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:06:57.397201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:00.403250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:00.409320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:00.414754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:00.420965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:00.421074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:03.426594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:03.431893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:03.438024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:03.443732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:03.443882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:06.448477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:06.453441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:06.457678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:06.461854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:06.462127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:09.467222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:09.471409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:09.477599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:09.482112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:09.482217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:12.486596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:12.490373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:12.494730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:12.499415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:12.499581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:15.505877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:15.509528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:15.513059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:15.517055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:15.517177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:18.524545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:18.529447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:18.535084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:18.540695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:18.540935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:21.546206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:21.550812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:21.554794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:21.560541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:21.560661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:24.566083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:24.570486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:24.574736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:24.579615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:24.579857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:27.585357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:27.590689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:27.595073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:27.599070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:27.599156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:30.604266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:30.608308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:30.611990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:30.616236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:30.616354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:33.621343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:33.624941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:33.628740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:33.632462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:33.632557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:36.638068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:36.642159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:36.646717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:36.650801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:36.650897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:39.656257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:39.660667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:39.665100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:39.669322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:39.669447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:42.674892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:42.679179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:42.683816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:42.688230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:42.688346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:45.694005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:45.698607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:45.703078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:45.707144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:45.707276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:48.714144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:48.719497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:48.724829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:48.729257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:48.729369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:51.734781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:51.738390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:51.741941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:51.745638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:51.745767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:54.752232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:54.756682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:54.760955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:54.764719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:54.764825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:07:57.769708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:07:57.773990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:07:57.778008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:07:57.782308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:07:57.782434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:00.788928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:00.795268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:00.800332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:00.804619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:00.804733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:03.811067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:03.816252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:03.821930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:03.826235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:03.826324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:06.830802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:06.834537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:06.838234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:06.842092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:06.842188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:09.847121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:09.851574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:09.855779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:09.860810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:09.860982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:12.867683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:12.873565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:12.879036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:12.883736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:12.883846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:15.888469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:15.892406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:15.896216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:15.901037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:15.901155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:18.907528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:18.913157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:18.917431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:18.921837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:18.921924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:21.926445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:21.930150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:21.933790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:21.937295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:21.937390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:24.944207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:24.948893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:24.953407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:24.957031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:24.957149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:27.962919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:27.966816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:27.970888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:27.974549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:27.974700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:30.979864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:30.983848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:30.987803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:30.991393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:30.991520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:33.997774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:34.001494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:34.005552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:34.009072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:34.009157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:37.013582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:37.017552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:37.021370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:37.025303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:37.025400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:40.031555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:40.036250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:40.042309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:40.047209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:40.047321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:43.052232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:43.056766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:43.060429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:43.064732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:43.064859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:46.069964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:46.074496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:46.079282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:46.083217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:46.083306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:49.122954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:49.159094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:49.195169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:49.199187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:49.199271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:52.204334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:52.208318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:52.213411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:52.218187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:52.218299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:55.223037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:55.227582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:55.231386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:55.235256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:55.235358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:08:58.239637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:08:58.244055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:08:58.248450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:08:58.253362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:08:58.253487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:01.258669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:01.263231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:01.267863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:01.272859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:01.272980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:04.278443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:04.283886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:04.288828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:04.294465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:04.294614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:07.299739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:07.304895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:07.310058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:07.314878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:07.315004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:10.320492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:10.324612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:10.328340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:10.331955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:10.332036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:13.336485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:13.340379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:13.344228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:13.347982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:13.348065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:16.352784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:16.356551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:16.360411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:16.364752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:16.364875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:19.371082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:19.375544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:19.379992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:19.383698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:19.383788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:22.388880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:22.393327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:22.398740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:22.403934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:22.404058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:25.410391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:25.415363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:25.420083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:25.424067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:25.424196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:28.429099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:28.432625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:28.436224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:28.439871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:28.439958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:31.446124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:31.450168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:31.453774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:31.457281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:31.457367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:34.463704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:34.468705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:34.472530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:34.476177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:34.476264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:37.482687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:37.487536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:37.492406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:37.496774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:37.496893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:40.501038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:40.504702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:40.509176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:40.513889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:40.513998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:43.519391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:43.523204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:43.527023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:43.531499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:43.531609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:46.536634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:46.540678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:46.544847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:46.549680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:46.549792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:49.557175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:49.563413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:49.572920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:49.577439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:49.577524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:52.582061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:52.585916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:52.590034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:52.593974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:52.594082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:55.598853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:55.603101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:55.607686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:55.611399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:55.611498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:09:58.616607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:09:58.621279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:09:58.625535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:09:58.629247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:09:58.629332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:01.634903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:01.640055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:01.645574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:01.650630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:01.650802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:04.656338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:04.661611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:04.666921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:04.670931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:04.671032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:07.676815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:07.681936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:07.686180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:07.691157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:07.691280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:10.696742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:10.700681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:10.704425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:10.707902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:10.708000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:13.713167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:13.717377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:13.721554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:13.725155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:13.725244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:16.731368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:16.735398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:16.739463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:16.743668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:16.743772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:19.749386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:19.754453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:19.759511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:19.764528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:19.764684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:22.770725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:22.774857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:22.779279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:22.783853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:22.783947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:25.789954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:25.794080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:25.798068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:25.802298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:25.802413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:28.808290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:28.813022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:28.817397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:28.822042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:28.822159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:31.828432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:31.833167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:31.837280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:31.841344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:31.841436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:34.847015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:34.851435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:34.855462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:34.859485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:34.859610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:37.865590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:37.873621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:37.879106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:37.883819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:37.884141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:40.888766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:40.894578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:40.898585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:40.903741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:40.903883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:43.938752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:43.943821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:43.949517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:43.955677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:43.955818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:46.960923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:46.965082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:46.968947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:46.972679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:46.972764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:49.977149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:49.981750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:49.985927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:49.989399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:49.989484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:52.993764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:53.001301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:53.005209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:53.008710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:53.008789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:56.013049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:56.017526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:56.022246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:56.026516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:56.026635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:10:59.032310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:10:59.036704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:10:59.040613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:10:59.044904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:10:59.045518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:02.050693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:02.055092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:02.058919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:02.062689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:02.062812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:05.069023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:05.073221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:05.078154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:05.082774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:05.082868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:08.087840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:08.093068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:08.097275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:08.101592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:08.101729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:11.108013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:11.113310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:11.117421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:11.122308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:11.122463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:14.128571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:14.133372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:14.137777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:14.142152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:14.142321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:17.148167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:17.153544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:17.157862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:17.161861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:17.161967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:20.167583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:20.172823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:20.177192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:20.181125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:20.181403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:23.186889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:23.191058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:23.194596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:23.198091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:23.198181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:26.203469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:26.208192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:26.212631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:26.217729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:26.217905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:29.222958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:29.227223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:29.230901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:29.234661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:29.234801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:32.241701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:32.245937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:32.250374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:32.255734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:32.255862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:35.261205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:35.265697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:35.270069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:35.274687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:35.274815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:38.279684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:38.283380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:38.287078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:38.290871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:38.290959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:41.296134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:41.300725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:41.305461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:41.310219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:41.310331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:44.315518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:44.319495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:44.323854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:44.327994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:44.328127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:47.332941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:47.337016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:47.340850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:47.345618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:47.345765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:50.351511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:50.357430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:50.363525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:50.368707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:50.368817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:53.373474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:53.377131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:53.380538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:53.384064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:53.384152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:56.388810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:56.393344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:56.397245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:56.401106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:56.401196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:11:59.406884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:11:59.412042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:11:59.417482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:11:59.422304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:11:59.422433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:02.428099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:02.432400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:02.437509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:02.442036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:02.442133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:05.447757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:05.452381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:05.456369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:05.460240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:05.460335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:08.465023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:08.469395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:08.473380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:08.477979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:08.478067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:11.485918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:11.490102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:11.493794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:11.497501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:11.497594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:14.501887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:14.505718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:14.509837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:14.514760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:14.514878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:17.520136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:17.524576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:17.530036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:17.535812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:17.535923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:20.541707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:20.546182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:20.550125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:20.553434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:20.553512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:23.558603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:23.562109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:23.565569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:23.569032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:23.569117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:26.574354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:26.578609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:26.582519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:26.586294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:26.586387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:29.592844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:29.597250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:29.605699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:29.611164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:29.611271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:32.616360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:32.620864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:32.624868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:32.629179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:32.629293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:35.634200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:35.638169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:35.641559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:35.644937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:35.645018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:38.650306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:38.654755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:38.658954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:38.663257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:38.663371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:41.670628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:41.675337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:41.681109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:41.685567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:41.685732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:44.692411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:44.697671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:44.703170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:44.707171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:44.707255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:47.711926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:47.715573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:47.719245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:47.722878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:47.722966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:50.729065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:50.733760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:50.739768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:50.743993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:50.744107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:53.749597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:53.754720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:53.758264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:53.761708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:53.761792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:56.768796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:56.773762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:56.778804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:56.783465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:56.783757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:12:59.788810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:12:59.793171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:12:59.797019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:12:59.801892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:12:59.802091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:02.807445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:02.811415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:02.815244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:02.818906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:02.818996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:05.823953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:05.827858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:05.831607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:05.835147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:05.835234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:08.840504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:08.845100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:08.849192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:08.853313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:08.853409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:11.858604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:11.862321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:11.865960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:11.869803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:11.869883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:14.875573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:14.879584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:14.883743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:14.887588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:14.887717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:17.893325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:17.897333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:17.901695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:17.905830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:17.905911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:20.912712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:20.919791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:20.925956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:20.930196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:20.930278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:23.934857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:23.939678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:23.943574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:23.947035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:23.947119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:26.953104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:26.957215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:26.961563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:26.966679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:26.966786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:29.972842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:29.977216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:29.981309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:29.985304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:29.985417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:32.990617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:32.995470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:32.999530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:33.004537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:33.004713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:36.010837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:36.015224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:36.018990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:36.022532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:36.022612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:39.027461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:39.033150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:39.039416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:39.044499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:39.044605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:42.049459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:42.053602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:42.058061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:42.062275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:42.062404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:45.066617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:45.100684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:45.135370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:45.139111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:45.139194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:48.143308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:48.147108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:48.150931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:48.154419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:48.154503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:51.191586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:51.228501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:51.264395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:51.268531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:51.268673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:54.273084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:54.277153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:54.280884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:54.284579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:54.284705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:13:57.290167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:13:57.296549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:13:57.304256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:13:57.309292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:13:57.309448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:00.315995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:00.321014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:00.325420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:00.330743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:00.330965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:03.336202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:03.340634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:03.345584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:03.350568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:03.350885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:06.355009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:06.358615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:06.361995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:06.365346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:06.365426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:09.369345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:09.372834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:09.376984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:09.381957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:09.382074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:12.387606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:12.391571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:12.394977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:12.398487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:12.398563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:15.405157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:15.410865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:15.414717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:15.418125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:15.418203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:18.425966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:18.430937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:18.436418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:18.440365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:18.440470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:21.445105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:21.449890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:21.454081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:21.458128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:21.458251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:24.463180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:24.467658] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:24.472251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:24.476706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:24.476947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:27.482743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:27.487251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:27.492514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:27.497191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:27.497306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:30.505496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:30.512384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:30.520694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:30.527369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:30.527556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:33.532135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:33.535708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:33.539480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:33.543031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:33.543120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:36.548207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:36.551986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:36.556086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:36.560290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:36.560387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:39.567114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:39.571707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:39.576140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:39.580573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:39.580756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:42.585774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:42.589668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:42.593571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:42.597350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:42.597441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:45.602736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:45.606543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:45.610241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:45.613989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:45.614075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:48.619853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:48.624117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:48.629511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:48.634370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:48.634690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:51.642234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:51.647320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:51.651875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:51.655882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:51.655991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:54.662690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:54.666759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:54.670827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:54.674581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:54.674717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:14:57.680302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:14:57.684433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:14:57.688318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:14:57.691916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:14:57.691994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:00.697947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:00.702802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:00.707208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:00.711740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:00.711845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:03.717772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:03.721788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:03.725370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:03.728962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:03.729044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:06.734267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:06.738589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:06.742347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:06.745899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:06.745988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:09.752973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:09.758147] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:09.762534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:09.767524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:09.767723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:12.772517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:12.776217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:12.779963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:12.783438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:12.783528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:15.788831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:15.793136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:15.796815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:15.800393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:15.800497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:18.805766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:18.810146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:18.814240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:18.819490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:18.819618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:21.825147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:21.830052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:21.834766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:21.838935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:21.839073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:24.845067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:24.849547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:24.853554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:24.857724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:24.857825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:27.862997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:27.867752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:27.872462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:27.877062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:27.877159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:30.882454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:30.886488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:30.891021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:30.894589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:30.894697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:33.900367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:33.904371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:33.907938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:33.911968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:33.912076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:36.917751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:36.921754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:36.925478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:36.928977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:36.929064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:39.935225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:39.939277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:39.943862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:39.947908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:39.948033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:42.952523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:42.956699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:42.961309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:42.965791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:42.965888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:45.971061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:45.974631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:45.978187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:45.981736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:45.981826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:48.987363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:48.991157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:48.995119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:48.999819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:48.999903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:52.006422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:52.120791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:52.125673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:52.132245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:52.132381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:55.137738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:55.142460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:55.146494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:55.150260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:55.150355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:15:58.156923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:15:58.161367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:15:58.166869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:15:58.172726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:15:58.172840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:01.177476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:01.181358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:01.185862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:01.190895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:01.191011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:04.196082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:04.200593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:04.205385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:04.210293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:04.210408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:07.215262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:07.218955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:07.222803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:07.226358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:07.226457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:10.231048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:10.234626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:10.237952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:10.241264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:10.241352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:13.246362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:13.250135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:13.254580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:13.259405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:13.259851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:16.265349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:16.270270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:16.275128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:16.279967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:16.280081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:19.285729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:19.289318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:19.292845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:19.296459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:19.296542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:22.302531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:22.307043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:22.311705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:22.315753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:22.315851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:25.321223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:25.325028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:25.331881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:25.335595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:25.335711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:28.340798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:28.344968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:28.348829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:28.353341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:28.353430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:31.358383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:31.362381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:31.366143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:31.370169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:31.370427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:34.378328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:34.385605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:34.392143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:34.398423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:34.398633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:37.404416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:37.408099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:37.411552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:37.415068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:37.415150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:40.422235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:40.427490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:40.432568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:40.436800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:40.436895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:43.443466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:43.448559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:43.454590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:43.458911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:43.459005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:46.463858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:46.467534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:46.471217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:46.475265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:46.475359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:49.479631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:49.483767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:49.488213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:49.493242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:49.493336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:52.498977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:52.503426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:52.507694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:52.511156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:52.511239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:55.515853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:55.519682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:55.523270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:55.527326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:55.527431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:16:58.532881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:16:58.536877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:16:58.540669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:16:58.544375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:16:58.544462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:01.550548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:01.555004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:01.558993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:01.562986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:01.563086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:04.568681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:04.573009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:04.577093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:04.580902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:04.581003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:07.586078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:07.589991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:07.594147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:07.598179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:07.598275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:10.606513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:10.612192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:10.617861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:10.624912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:10.625078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:13.629915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:13.633875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:13.638060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:13.641865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:13.641954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:16.646898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:16.651025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:16.654879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:16.658991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:16.659137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:19.664307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:19.667987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:19.671427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:19.675257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:19.675360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:22.679804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:22.683673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:22.687415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:22.691112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:22.691194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:25.696821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:25.701437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:25.705617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:25.712232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:25.712350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:28.718257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:28.722493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:28.726922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:28.731203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:28.731317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:31.736854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:31.741577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:31.745522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:31.749257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:31.749343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:34.755234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:34.760886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:34.766204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:34.771241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:34.771445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:37.776478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:37.782184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:37.785972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:37.789497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:37.789594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:40.794432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:40.797977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:40.801735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:40.805547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:40.805630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:43.811694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:43.815610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:43.819166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:43.822823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:43.822901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:46.829338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:46.833829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:46.837638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:46.842288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:46.842380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:49.847263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:49.853821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:49.857749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:49.861252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:49.861331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:52.866907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:52.872279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:52.876898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:52.880926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:52.881027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:55.886067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:55.890258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:55.894061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:55.897700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:55.897784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:17:58.904003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:17:58.909049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:17:58.914726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:17:58.920032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:17:58.920157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:01.925335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:01.929736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:01.934094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:01.938888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:01.939037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:04.943636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:04.947999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:04.952132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:04.956211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:04.956308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:07.960813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:07.964474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:07.968753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:07.973561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:07.973758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:10.978417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:10.982078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:10.985534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:10.989962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:10.990079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:13.996018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:14.000637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:14.004995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:14.009460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:14.009581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:17.015060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:17.019855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:17.024122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:17.029770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:17.029995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:20.037248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:20.044204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:20.050931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:20.055731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:20.055879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:23.093148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:23.133157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:23.139553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:23.143561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:23.143680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:26.148910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:26.153165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:26.157419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:26.162480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:26.162682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:29.168337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:29.172223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:29.176580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:29.182037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:29.182191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:32.186758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:32.190685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:32.194581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:32.198928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:32.199017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:35.204403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:35.209267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:35.213092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:35.217207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:35.217285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:38.223684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:38.229015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:38.234849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:38.240446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:38.240608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:41.247048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:41.252821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:41.257198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:41.261498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:41.261587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:44.265951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:44.269519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:44.272907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:44.276328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:44.276411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:47.280800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:47.284531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:47.288365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:47.292168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:47.292276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:50.297874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:50.301751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:50.305176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:50.308888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:50.308978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:53.315587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:53.320533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:53.326247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:53.330922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:53.331042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:56.336055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:56.340917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:56.344954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:56.348933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:56.349030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:18:59.355542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:18:59.360132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:18:59.364172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:18:59.367833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:18:59.367914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:02.372549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:02.376812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:02.380822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:02.385133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:02.385223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:05.390207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:05.394339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:05.398000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:05.401599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:05.401722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:08.407020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:08.411200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:08.415354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:08.419213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:08.419340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:11.423539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:11.427184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:11.430887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:11.434573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:11.434693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:14.441444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:14.447338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:14.452379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:14.457372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:14.457499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:17.462322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:17.466289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:17.469919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:17.473348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:17.473431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:20.479068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:20.483363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:20.487018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:20.492148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:20.492327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:23.498621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:23.502807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:23.508393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:23.513288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:23.513415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:26.518333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:26.522584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:26.526881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:26.530997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:26.531098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:29.536873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:29.541056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:29.544824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:29.549246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:29.549410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:32.554892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:32.558992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:32.563924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:32.567975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:32.568080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:35.572332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:35.577057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:35.581147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:35.585012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:35.585122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:38.589787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:38.593725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:38.597713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:38.601454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:38.601542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:41.606629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:41.611677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:41.616692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:41.621459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:41.621552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:44.626457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:44.634532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:44.639618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:44.644187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:44.644293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:47.650214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:47.655375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:47.659628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:47.663463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:47.663547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:50.668451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:50.672335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:50.676399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:50.680606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:50.680886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:53.686705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:53.691442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:53.696384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:53.700461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:53.700570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:56.705235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:56.709375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:56.713307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:56.717123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:56.717225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:19:59.722977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:19:59.727441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:19:59.731733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:19:59.736407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:19:59.736525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:02.742633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:02.747714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:02.752481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:02.757186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:02.757296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:05.762831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:05.767720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:05.771597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:05.775256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:05.775353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:08.779710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:08.784257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:08.788795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:08.793623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:08.793780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:11.799197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:11.803909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:11.810885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:11.815233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:11.815341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:14.820208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:14.824291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:14.828465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:14.832484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:14.832602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:17.838147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:17.843464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:17.849310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:17.854400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:17.854509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:20.860073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:20.865587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:20.869884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:20.873823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:20.873916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:23.879811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:23.885073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:23.890590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:23.896082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:23.896203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:26.901488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:26.905628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:26.909696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:26.913395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:26.913514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:29.918767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:29.922511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:29.926155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:29.930034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:29.930121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:32.935697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:32.940029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:32.944125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:32.948352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:32.948472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:35.953590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:35.957314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:35.961037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:35.964500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:35.964571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:38.968935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:38.972881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:38.976639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:38.980395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:38.980489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:41.985506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:41.989218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:41.993777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:41.998143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:41.998362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:45.034497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:45.038854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:45.043142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:45.047244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:45.047352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:48.053354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:48.057966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:48.063476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:48.067578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:48.067741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:51.072792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:51.076816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:51.080579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:51.084334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:51.084422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:54.123045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:54.130684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:54.137459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:54.146638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:54.146813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:20:57.156445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:20:57.160535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:20:57.164376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:20:57.168986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:20:57.169093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:00.174339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:00.179020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:00.183172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:00.187100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:00.187209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:03.192721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:03.196795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:03.200426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:03.204162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:03.204254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:06.209335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:06.213613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:06.217762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:06.222342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:06.222434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:09.227537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:09.231577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:09.235410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:09.239320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:09.239453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:12.244799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:12.249135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:12.253295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:12.258091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:12.258194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:15.266265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:15.271736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:15.276728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:15.281363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:15.281511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:18.285608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:18.289142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:18.292659] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:18.296115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:18.296228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:21.301039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:21.304951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:21.308685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:21.312167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:21.312246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:24.319546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:24.326182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:24.336346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:24.340494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:24.340614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:27.345499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:27.349525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:27.353466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:27.357811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:27.357976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:30.363471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:30.368097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:30.372784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:30.377302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:30.377420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:33.381954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:33.387616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:33.393529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:33.398166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:33.398285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:36.402904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:36.406574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:36.410215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:36.413883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:36.413968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:39.418218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:39.422046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:39.426415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:39.430777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:39.430878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:42.436311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:42.441134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:42.445241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:42.448900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:42.448980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:45.453694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:45.457379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:45.461135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:45.464530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:45.464611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:48.471307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:48.475551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:48.483639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:48.487913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:48.488019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:51.497539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:51.504591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:51.508903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:51.513300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:51.513415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:54.517916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:54.522231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:54.526435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:54.530293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:54.530401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:21:57.536527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:21:57.540669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:21:57.544912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:21:57.549188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:21:57.549296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:00.553895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:00.557754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:00.561689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:00.566146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:00.566245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:03.571951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:03.576096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:03.580000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:03.584138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:03.584251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:06.589574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:06.594040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:06.598034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:06.601883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:06.601982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:09.607055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:09.611009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:09.614960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:09.619029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:09.619129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:12.624529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:12.628949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:12.633025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:12.638020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:12.638150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:15.644519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:15.649062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:15.654630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:15.659354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:15.659463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:18.666227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:18.671874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:18.675688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:18.679450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:18.679531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:21.684697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:21.688779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:21.692575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:21.697700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:21.697834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:24.703528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:24.708219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:24.712456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:24.717288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:24.717400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:27.723935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:27.729321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:27.734514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:27.740004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:27.740119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:30.744995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:30.749231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:30.753189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:30.756970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:30.757074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:33.762244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:33.766843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:33.771041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:33.775053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:33.775205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:36.780592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:36.784758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:36.788982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:36.792954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:36.793058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:39.799380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:39.806021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:39.811482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:39.816482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:39.816602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:42.822772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:42.828138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:42.833245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:42.838095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:42.838201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:45.843665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:45.849461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:45.853394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:45.856925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:45.857003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:48.861401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:48.865001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:48.868444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:48.871927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:48.872005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:51.875947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:51.879865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:51.883948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:51.887764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:51.887869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:54.892738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:54.897948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:54.902721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:54.906462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:54.906558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:22:57.912243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:22:57.916023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:22:57.920798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:22:57.925398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:22:57.925495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:00.930499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:00.935279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:00.940055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:00.943824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:00.943928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:03.948949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:03.953348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:03.957285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:03.961255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:03.961362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:06.966025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:06.969839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:06.973712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:06.977779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:06.977884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:09.982711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:09.986418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:09.990131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:09.993919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:09.994021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:12.999557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:13.003736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:13.007870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:13.011894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:13.012008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:16.017327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:16.021352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:16.026913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:16.031819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:16.031965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:19.037880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:19.041563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:19.045270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:19.049060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:19.049146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:22.054077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:22.058343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:22.062764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:22.066589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:22.066770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:25.168340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:25.203583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:25.238324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:25.242359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:25.242441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:28.246534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:28.250486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:28.254483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:28.258378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:28.258493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:31.262603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:31.266178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:31.273865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:31.277486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:31.277570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:34.282394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:34.286339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:34.290633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:34.294983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:34.295069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:37.300880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:37.304942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:37.308975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:37.312638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:37.312743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:40.318828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:40.324076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:40.329185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:40.333041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:40.333143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:43.338725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:43.342414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:43.345979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:43.350301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:43.350395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:46.356523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:46.392142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:46.426050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:46.430210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:46.430297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:49.435717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:49.440312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:49.445485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:49.449235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:49.449316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:52.454312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:52.460079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:52.466529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:52.471217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:52.471392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:55.476528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:55.481226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:55.486152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:55.491610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:55.491777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:23:58.496512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:23:58.500893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:23:58.505570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:23:58.510047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:23:58.510144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:01.515161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:01.520186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:01.524522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:01.529416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:01.529567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:04.535383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:04.540635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:04.545883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:04.550673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:04.550768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:07.555885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:07.561291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:07.565795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:07.570776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:07.570897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:10.574934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:10.579452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:10.583580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:10.587725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:10.587811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:13.592615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:13.598087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:13.602103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:13.606053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:13.606138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:16.611779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:16.617021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:16.621843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:16.627444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:16.627605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:19.632076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:19.636013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:19.639659] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:19.643554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:19.643679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:22.648777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:22.653273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:22.657361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:22.661371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:22.661463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:25.667578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:25.672563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:25.677807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:25.682320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:25.682423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:28.686766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:28.690811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:28.694670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:28.699561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:28.699709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:31.705115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:31.709005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:31.713694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:31.718818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:31.718963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:34.723898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:34.728028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:34.732561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:34.737839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:34.737952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:37.743082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:37.746936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:37.750559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:37.753957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:37.754038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:40.758764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:40.762619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:40.766401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:40.770029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:40.770119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:43.774955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:43.778589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:43.782190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:43.786101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:43.786188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:46.791378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:46.795593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:46.800506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:46.805274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:46.805384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:49.810963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:49.814696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:49.818341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:49.822983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:49.823084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:52.828511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:52.832149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:52.835917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:52.840472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:52.840594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:55.846741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:55.852231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:55.856936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:55.861798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:55.861950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:24:58.866196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:24:58.869923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:24:58.873442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:24:58.877087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:24:58.877174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:01.882528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:01.886998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:01.891169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:01.894921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:01.895013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:04.902536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:04.906386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:04.910218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:04.914224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:04.914328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:07.919226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:07.923480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:07.928236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:07.932545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:07.932684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:10.937929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:10.941944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:10.946015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:10.949927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:10.950026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:13.956231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:13.961243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:13.965925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:13.970250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:13.970361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:16.975460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:16.979865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:16.984080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:16.988931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:16.989032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:19.994340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:19.998181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:20.002174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:20.006189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:20.006292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:23.011600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:23.016508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:23.021317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:23.026111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:23.026215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:26.211615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:26.215673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:26.245923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:26.249673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:26.249761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:29.254525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:29.260309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:29.266187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:29.270535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:29.270809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:32.275727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:32.280759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:32.284565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:32.288631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:32.288752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:35.293506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:35.298345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:35.303443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:35.309369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:35.309555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:38.314802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:38.318838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:38.322579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:38.326911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:38.327049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:41.337289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:41.342455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:41.348111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:41.353058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:41.353286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:44.358634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:44.363088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:44.367737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:44.372692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:44.372842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:47.378244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:47.382856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:47.387741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:47.393418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:47.393540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:50.399124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:50.403018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:50.408002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:50.412112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:50.412222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:53.418741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:53.424434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:53.429007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:53.432585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:53.432813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:56.438172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:56.442881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:56.447110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:56.450805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:56.450885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:25:59.455918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:25:59.460420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:25:59.464559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:25:59.468613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:25:59.468753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:02.474984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:02.481284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:02.488969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:02.495187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:02.495352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:05.500227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:05.504325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:05.508599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:05.512503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:05.512599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:08.517094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:08.522400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:08.526870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:08.530940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:08.531039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:11.536463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:11.541197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:11.545857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:11.550158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:11.550310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:14.555217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:14.559332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:14.563025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:14.567038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:14.567152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:17.571880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:17.576458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:17.580887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:17.585502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:17.585621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:20.590413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:20.594026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:20.597479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:20.600976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:20.601059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:23.605971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:23.612078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:23.615984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:23.619597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:23.619734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:26.626070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:26.631238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:26.635807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:26.639914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:26.640159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:29.644734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:29.649150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:29.653336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:29.657148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:29.657232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:32.662391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:32.666093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:32.669606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:32.673128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:32.673231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:35.679154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:35.684365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:35.689572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:35.693610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:35.693777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:38.699249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:38.702974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:38.707003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:38.711396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:38.711504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:41.716855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:41.720942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:41.725005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:41.728981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:41.729082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:44.735597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:44.740887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:44.744587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:44.748984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:44.749085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:47.753039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:47.757410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:47.761215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:47.765739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:47.765848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:50.770983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:50.775243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:50.779156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:50.783085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:50.783174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:53.787878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:53.791777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:53.795873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:53.800051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:53.800154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:56.805726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:56.810370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:56.814782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:56.818496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:56.818588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:26:59.823877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:26:59.829226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:26:59.834143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:26:59.838948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:26:59.839089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:02.843973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:02.847546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:02.851201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:02.854675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:02.854771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:05.859728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:05.863416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:05.866984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:05.870572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:05.870697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:08.876056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:08.880618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:08.884747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:08.889117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:08.889286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:11.895004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:11.899812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:11.904300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:11.908944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:11.909254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:14.915391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:14.919987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:14.924361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:14.928623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:14.928756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:17.933919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:17.938633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:17.942837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:17.947269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:17.947375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:20.952765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:20.956604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:20.961485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:20.965936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:20.966019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:23.970998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:23.974770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:23.978481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:23.982053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:23.982132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:26.989392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:26.995583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:27.001621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:27.006594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:27.006742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:30.011165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:30.015021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:30.018782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:30.022498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:30.022587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:33.027624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:33.031781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:33.035422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:33.039255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:33.039351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:36.044307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:36.048258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:36.052008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:36.055781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:36.055879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:39.062180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:39.066409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:39.070469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:39.074572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:39.074734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:42.079937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:42.084052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:42.088110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:42.092094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:42.092203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:45.097769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:45.101333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:45.105177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:45.108876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:45.108959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:48.114203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:48.118473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:48.123623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:48.127990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:48.128245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:51.134864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:51.141817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:51.146423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:51.151478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:51.151587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:54.157013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:54.161446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:54.165761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:54.169615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:54.169747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:27:57.174408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:27:57.178828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:27:57.183405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:27:57.187730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:27:57.187846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:00.192708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:00.197425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:00.201945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:00.206766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:00.206892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:03.213572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:03.219845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:03.225015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:03.229420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:03.229549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:06.234696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:06.238916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:06.243796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:06.248023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:06.248137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:09.254277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:09.259153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:09.264043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:09.268591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:09.268731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:12.274536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:12.280063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:12.284380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:12.288131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:12.288229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:15.292859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:15.296775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:15.300767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:15.304681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:15.304779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:18.310021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:18.314327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:18.318764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:18.323976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:18.324129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:21.330960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:21.336110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:21.340908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:21.345289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:21.345499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:24.350758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:24.355569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:24.360415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:24.365332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:24.365436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:27.370786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:27.375984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:27.380857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:27.384526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:27.384608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:30.389152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:30.393660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:30.398203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:30.402147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:30.402240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:33.407072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:33.411175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:33.414941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:33.418517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:33.418605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:36.423914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:36.428452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:36.433121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:36.437043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:36.437158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:39.442225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:39.445841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:39.452864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:39.456402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:39.456474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:42.461843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:42.465913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:42.470507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:42.474888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:42.475000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:45.479877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:45.483495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:45.487351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:45.491351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:45.491466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:48.496840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:48.500870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:48.504826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:48.508611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:48.508750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:51.514972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:51.520082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:51.524182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:51.528971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:51.529075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:54.534087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:54.542527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:54.546936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:54.551272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:54.551377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:28:57.556002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:28:57.560633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:28:57.564915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:28:57.568531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:28:57.568788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:00.574046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:00.578796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:00.583464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:00.588122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:00.588217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:03.595484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:03.599717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:03.604861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:03.609384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:03.609468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:06.614582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:06.618397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:06.622043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:06.625783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:06.625885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:09.631001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:09.634807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:09.638620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:09.642176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:09.642250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:12.648955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:12.653438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:12.657481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:12.661758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:12.661872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:15.668175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:15.672363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:15.675959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:15.682038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:15.682152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:18.686957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:18.690500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:18.694319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:18.699269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:18.699400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:21.705077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:21.709539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:21.714529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:21.719276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:21.719388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:24.724357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:24.728336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:24.732018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:24.735833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:24.735927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:27.742227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:27.746894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:27.751269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:27.754720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:27.754800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:30.760299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:30.764700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:30.768996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:30.772843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:30.772966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:33.778033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:33.781881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:33.785393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:33.788981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:33.789068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:36.799246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:36.804419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:36.810190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:36.815093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:36.815346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:39.821377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:39.825407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:39.829353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:39.833841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:39.833973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:42.839404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:42.843553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:42.847106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:42.851126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:42.851222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:45.857990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:45.862216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:45.866260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:45.870095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:45.870202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:48.876476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:48.881982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:48.886268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:48.890934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:48.891059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:51.895890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:51.900196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:51.904285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:51.909840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:51.910029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:54.916601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:54.920929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:54.924514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:54.929673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:54.929849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:29:57.936442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:29:57.941454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:29:57.945794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:29:57.950295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:29:57.950431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:00.956540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:00.961583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:00.966360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:00.974180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:00.974332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:03.978865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:03.982565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:03.986084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:03.989880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:03.989983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:06.996179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:07.000552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:07.004210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:07.007895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:07.007974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:10.013286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:10.017424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:10.025431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:10.029720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:10.029826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:13.035628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:13.041902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:13.052046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:13.056829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:13.056910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:16.063027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:16.068064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:16.072161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:16.076574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:16.076718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:19.081719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:19.087100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:19.091966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:19.096289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:19.096408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:22.101821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:22.107856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:22.112391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:22.117339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:22.117470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:25.122541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:25.126693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:25.130434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:25.134003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:25.134205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:28.173718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:28.208707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:28.243041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:28.247015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:28.247106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:31.252189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:31.256632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:31.260761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:31.264572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:31.264686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:34.269768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:34.274157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:34.278342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:34.282282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:34.282389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:37.287243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:37.291536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:37.296475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:37.305536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:37.305705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:40.310935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:40.314578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:40.318014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:40.321481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:40.321560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:43.327008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:43.331860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:43.336249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:43.340447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:43.340546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:46.377891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:46.383222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:46.388723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:46.394304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:46.394600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:49.399126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:49.402848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:49.406506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:49.410144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:49.410231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:52.415957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:52.420529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:52.424767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:52.428875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:52.428987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:55.432941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:55.437515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:55.442850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:55.446994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:55.447133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:30:58.453754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:30:58.458889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:30:58.464451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:30:58.469097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:30:58.469190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:01.474125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:01.478488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:01.482852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:01.487286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:01.487385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:04.492456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:04.496924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:04.500952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:04.504490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:04.504570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:07.509545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:07.513728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:07.517638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:07.521501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:07.521595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:10.526753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:10.531137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:10.535745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:10.540361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:10.540470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:13.545670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:13.549536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:13.553476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:13.557264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:13.557382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:16.562834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:16.567338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:16.571915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:16.577495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:16.577579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:19.583354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:19.587538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:19.591399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:19.595548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:19.595769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:22.600800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:22.605120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:22.609117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:22.612924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:22.613019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:25.618378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:25.623701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:25.628078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:25.632309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:25.632422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:28.638331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:28.643284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:28.647635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:28.652230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:28.652371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:31.658314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:31.661932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:31.665491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:31.669013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:31.669109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:34.674173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:34.680154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:34.684870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:34.688818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:34.688993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:37.695126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:37.699823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:37.704131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:37.707764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:37.707857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:40.713423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:40.717959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:40.722010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:40.726314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:40.726395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:43.731246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:43.735675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:43.739482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:43.743153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:43.743237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:46.748484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:46.752160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:46.755851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:46.759406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:46.759495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:49.765966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:49.771156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:49.776047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:49.781048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:49.781210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:52.786337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:52.790325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:52.794572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:52.798877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:52.798976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:55.803858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:55.807351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:55.811064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:55.814512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:55.814596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:31:58.821751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:31:58.828801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:31:58.833741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:31:58.837834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:31:58.837944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:01.843670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:01.847738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:01.851377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:01.854876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:01.854956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:04.859566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:04.863306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:04.866682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:04.870320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:04.870406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:07.874768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:07.878795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:07.882485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:07.886041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:07.886136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:10.891280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:10.896041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:10.902113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:10.907401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:10.907587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:13.914227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:13.917999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:13.921451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:13.925194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:13.925297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:16.931446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:16.935588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:16.939676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:16.943622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:16.943740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:19.948707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:19.952560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:19.956825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:19.960905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:19.961031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:22.966337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:22.971246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:22.976054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:22.980148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:22.980248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:25.985058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:25.989277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:25.992854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:25.996866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:25.996980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:29.004011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:29.038829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:29.073372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:29.077396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:29.077494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:32.082059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:32.086250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:32.090689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:32.094738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:32.094843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:35.099496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:35.103299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:35.107460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:35.111545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:35.111639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:38.115609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:38.119062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:38.122483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:38.125875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:38.125959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:41.130624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:41.135059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:41.140241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:41.143849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:41.143947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:44.148872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:44.152742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:44.156320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:44.160152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:44.160239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:47.165917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:47.171120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:47.176045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:47.180301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:47.180402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:50.184884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:50.188473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:50.191939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:50.195821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:50.195901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:53.201075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:53.205758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:53.209845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:53.213624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:53.213851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:56.219267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:56.222937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:56.226686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:56.230372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:56.230462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:32:59.235813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:32:59.241070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:32:59.246219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:32:59.250397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:32:59.250558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:02.256132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:02.260912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:02.267611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:02.273245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:02.273576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:05.280147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:05.286324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:05.292001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:05.297363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:05.297491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:08.303069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:08.307607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:08.311932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:08.315775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:08.315866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:11.321123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:11.326205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:11.331635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:11.336338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:11.336451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:14.341598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:14.346365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:14.350633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:14.354994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:14.355144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:17.359927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:17.365321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:17.370974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:17.376168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:17.376298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:20.381905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:20.385919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:20.389529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:20.393236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:20.393320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:23.398360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:23.402206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:23.406205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:23.409930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:23.410051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:26.415395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:26.420335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:26.425297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:26.430031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:26.430197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:29.436859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:29.442744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:29.448084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:29.452381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:29.452464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:32.457352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:32.461515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:32.465173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:32.468924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:32.469008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:35.476415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:35.481885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:35.486734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:35.491989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:35.492122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:38.498104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:38.502374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:38.506470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:38.510593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:38.510715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:41.515752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:41.519688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:41.523114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:41.527047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:41.527165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:44.531853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:44.535478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:44.539202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:44.543229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:44.543349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:47.548621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:47.583590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:47.617869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:47.621430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:47.621515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:50.626480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:50.630471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:50.634761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:50.638895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:50.638975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:53.643922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:53.649008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:53.654138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:53.659325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:53.659448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:56.664616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:56.668635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:56.672432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:56.676213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:56.676316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:33:59.680946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:33:59.687843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:33:59.694228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:33:59.699860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:33:59.699986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:02.704171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:02.708478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:02.712436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:02.715952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:02.716052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:05.720014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:05.723507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:05.728249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:05.732322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:05.732432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:08.737793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:08.742987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:08.748460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:08.752453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:08.752549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:11.760376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:11.766199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:11.771877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:11.777051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:11.777171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:14.783635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:14.789271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:14.794045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:14.798087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:14.798170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:17.803632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:17.807875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:17.814138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:17.818440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:17.818544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:20.824589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:20.833046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:20.839217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:20.844076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:20.844182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:23.849075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:23.854079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:23.858594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:23.863014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:23.863104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:26.869185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:26.873958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:26.879604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:26.883907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:26.883996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:29.891774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:29.897248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:29.901917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:29.907177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:29.907275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:32.913095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:32.918252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:32.924126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:32.928203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:32.928298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:35.933584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:35.937974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:35.942228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:35.946505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:35.946605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:38.951624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:38.956776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:38.961758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:38.967149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:38.967352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:41.972409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:41.979738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:41.986095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:41.994228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:41.995840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:45.002408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:45.009275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:45.015147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:45.020346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:45.020453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:48.030847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:48.037020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:48.042607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:48.047974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:48.048051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:51.053573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:51.059898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:51.064620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:51.068765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:51.068878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:54.073984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:54.079233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:54.084840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:54.089614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:54.089745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:34:57.094821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:34:57.098604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:34:57.102993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:34:57.107153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:34:57.107262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:00.283519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:00.289433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:00.324754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:00.329838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:00.330189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:03.336441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:03.340454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:03.346011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:03.352967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:03.353174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:06.359676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:06.366266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:06.370446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:06.376086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:06.376252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:09.382563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:09.387210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:09.392953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:09.398440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:09.398692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:12.404366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:12.409292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:12.414629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:12.423433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:12.423577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:15.428822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:15.433303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:15.437400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:15.441862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:15.442012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:18.447189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:18.451776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:18.455800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:18.459680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:18.459764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:21.464820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:21.469313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:21.473113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:21.478946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:21.479151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:24.484038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:24.488232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:24.492175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:24.497629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:24.497915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:27.504061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:27.508792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:27.512819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:27.517591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:27.517797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:30.523850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:30.529001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:30.533276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:30.536761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:30.536845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:33.542876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:33.547886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:33.553345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:33.558171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:33.558266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:36.563072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:36.567008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:36.570978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:36.574928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:36.575010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:39.580053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:39.584774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:39.588894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:39.592730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:39.592961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:42.598208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:42.604011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:42.608123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:42.612101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:42.612283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:45.618870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:45.623892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:45.628584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:45.633789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:45.633969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:48.639411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:48.644391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:48.649015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:48.652847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:48.652922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:51.659459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:51.664276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:51.670826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:51.675112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:51.675226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:54.681584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:54.686333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:54.692348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:54.698001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:54.698100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:35:57.703807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:35:57.708088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:35:57.712186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:35:57.716374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:35:57.716617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:00.723479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:00.730739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:00.737550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:00.742984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:00.743106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:03.748899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:03.754528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:03.759768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:03.763979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:03.764098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:06.769478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:06.775418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:06.780900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:06.785549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:06.785711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:09.791470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:09.796617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:09.802220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:09.806381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:09.806608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:12.813150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:12.817933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:12.823215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:12.828244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:12.828489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:15.834675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:15.839478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:15.843714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:15.847806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:15.847907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:18.855305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:18.859060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:18.862609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:18.866285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:18.866462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:21.872023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:21.876571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:21.880705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:21.884855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:21.884968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:24.890273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:24.894589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:24.899846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:24.904180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:24.904300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:27.909600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:27.914062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:27.918055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:27.922168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:27.922275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:30.930630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:30.938255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:30.948569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:30.954316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:30.954446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:33.959584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:33.964129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:33.968428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:33.972781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:33.972903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:36.978023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:36.982888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:36.987229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:36.991261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:36.991352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:39.997364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:40.001195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:40.005897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:40.011776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:40.011894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:43.017920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:43.021911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:43.026238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:43.030793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:43.030881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:46.038335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:46.043330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:46.049145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:46.054867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:46.055007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:49.062137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:49.066441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:49.071078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:49.076566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:49.076687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:52.081598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:52.087021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:52.091622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:52.096793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:52.096963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:55.103485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:55.112820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:55.119589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:55.124442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:55.124571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:36:58.128963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:36:58.132957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:36:58.136969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:36:58.141024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:36:58.141106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:01.146104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:01.151003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:01.187824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:01.192801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:01.193014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:04.200669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:04.207990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:04.212232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:04.216557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:04.216847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:07.221002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:07.225180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:07.229966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:07.233970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:07.234104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:10.239169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:10.243378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:10.247514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:10.252209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:10.252297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:13.257345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:13.261637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:13.265716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:13.269677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:13.269801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:16.274622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:16.279026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:16.283773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:16.288950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:16.289066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:19.295214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:19.300025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:19.304794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:19.311003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:19.311192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:22.316032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:22.321329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:22.326449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:22.330618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:22.330855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:25.337879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:25.344432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:25.349921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:25.354883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:25.354974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:28.360635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:28.366169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:28.371024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:28.374936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:28.375028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:31.382403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:31.387781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:31.392602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:31.397418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:31.397519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:34.403582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:34.407992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:34.412456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:34.417185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:34.417272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:37.423046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:37.429020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:37.434162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:37.439620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:37.439766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:40.446221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:40.451013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:40.455704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:40.460922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:40.461058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:43.467621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:43.474348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:43.478624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:43.483075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:43.483360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:46.490079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:46.494445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:46.498516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:46.505133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:46.505243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:49.511072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:49.516216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:49.520914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:49.525482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:49.525588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:52.530164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:52.534144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:52.538422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:52.543736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:52.543841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:55.549220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:55.553502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:55.558931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:55.564083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:55.564194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:37:58.570228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:37:58.574466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:37:58.578335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:37:58.583189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:37:58.583401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:01.589212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:01.593919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:01.599682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:01.604779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:01.604888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:04.611660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:04.616294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:04.622198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:04.627232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:04.627344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:07.632965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:07.638020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:07.642893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:07.647160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:07.647297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:10.652084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:10.656242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:10.660044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:10.664200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:10.664396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:13.670348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:13.674891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:13.679008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:13.683845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:13.684001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:16.691305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:16.697879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:16.704295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:16.710374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:16.710554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:19.715122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:19.720047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:19.725157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:19.729955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:19.730096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:22.735471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:22.740300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:22.745949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:22.751229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:22.751341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:25.758291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:25.764101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:25.768569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:25.773018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:25.773137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:28.778748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:28.782875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:28.786513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:28.790150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:28.790232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:31.797553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:31.804387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:31.811594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:31.816738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:31.816846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:34.821588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:34.826136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:34.831027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:34.835949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:34.836112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:37.841202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:37.845819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:37.850425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:37.855000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:37.855144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:40.861488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:40.868948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:40.875242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:40.880462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:40.880595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:43.885696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:43.892137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:43.897028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:43.902474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:43.902572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:46.907131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:46.912754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:46.917516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:46.921519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:46.921664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:49.927363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:49.931867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:49.936210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:49.941256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:49.941375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:52.946323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:52.950154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:52.954117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:52.958703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:52.958789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:55.964246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:55.969589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:55.975105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:55.979921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:55.980048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:38:58.984993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:38:58.989570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:38:58.993503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:38:58.997355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:38:58.997440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:02.004508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:02.010396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:02.014949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:02.044599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:02.044793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:05.050784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:05.056944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:05.061914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:05.065984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:05.066210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:08.071596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:08.076099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:08.081563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:08.086848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:08.086952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:11.094382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:11.099830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:11.104121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:11.112009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:11.112153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:14.117637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:14.122756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:14.126629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:14.132214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:14.132337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:17.138783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:17.143337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:17.147669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:17.152687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:17.152804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:20.158358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:20.164192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:20.169466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:20.173728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:20.173908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:23.179881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:23.184511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:23.189514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:23.194088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:23.194169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:26.200191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:26.206501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:26.211662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:26.216039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:26.216151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:29.227525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:29.233444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:29.237858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:29.242859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:29.242993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:32.248704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:32.253948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:32.258999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:32.262996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:32.263097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:35.270479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:35.277152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:35.282553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:35.287792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:35.287919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:38.293559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:38.299146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:38.304313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:38.308888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:38.309022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:41.315025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:41.320803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:41.326339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:41.331721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:41.331831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:44.338257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:44.342823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:44.347097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:44.352897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:44.352996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:47.357886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:47.362789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:47.367958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:47.372850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:47.372956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:50.378144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:50.382487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:50.387152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:50.391692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:50.392071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:53.397989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:53.403867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:53.409039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:53.413547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:53.413695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:56.419177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:56.424016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:56.428984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:56.433384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:56.433500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:39:59.438700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:39:59.443576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:39:59.447878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:39:59.452175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:39:59.452334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:02.461250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:02.467843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:02.474597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:02.480506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:02.480634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:05.486552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:05.491289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:05.495197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:05.499183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:05.499277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:08.504762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:08.510483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:08.514596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:08.521397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:08.521687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:11.527542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:11.532154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:11.536451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:11.542190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:11.542280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:14.547417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:14.552162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:14.556533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:14.560501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:14.560600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:17.568812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:17.575922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:17.584283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:17.589808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:17.589949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:20.594977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:20.599393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:20.604056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:20.612508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:20.612704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:23.619342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:23.624485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:23.630166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:23.634623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:23.634776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:26.640964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:26.646168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:26.651230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:26.655616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:26.655739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:29.661982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:29.667333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:29.672413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:29.678136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:29.678252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:32.683890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:32.689533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:32.694633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:32.699058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:32.699156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:35.705322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:35.710258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:35.715091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:35.720239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:35.720375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:38.725155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:38.729190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:38.732826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:38.736967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:38.737150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:41.741980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:41.747408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:41.751596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:41.756003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:41.756119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:44.762269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:44.766358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:44.770120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:44.774074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:44.774177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:47.810347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:47.814520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:47.818683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:47.822841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:47.823039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:50.828630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:50.833775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:50.838246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:50.841965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:50.842039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:53.847150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:53.852151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:53.856274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:53.860367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:53.860503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:56.865787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:56.870330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:56.875265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:56.879543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:56.879804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:40:59.886922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:40:59.892108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:40:59.897560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:40:59.902701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:40:59.902830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:02.913058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:02.920269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:02.925129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:02.928903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:02.929019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:05.934274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:05.938467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:05.942856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:05.946376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:05.946463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:08.954876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:08.962297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:08.966596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:08.970611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:08.970734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:11.976336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:11.980638] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:11.984452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:11.990171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:11.990285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:14.997904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:15.002747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:15.007363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:15.014306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:15.014468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:18.019612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:18.025535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:18.031290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:18.036903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:18.037024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:21.042768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:21.047705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:21.057879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:21.062099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:21.062320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:24.068778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:24.073346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:24.077794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:24.083725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:24.083837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:27.091392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:27.098315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:27.102208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:27.105960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:27.106042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:30.112534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:30.117974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:30.122669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:30.126427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:30.126807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:33.160954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:33.166540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:33.201855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:33.206001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:33.206104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:36.214172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:36.221121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:36.228359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:36.233685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:36.233899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:39.239932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:39.244874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:39.249629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:39.254188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:39.254267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:42.260040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:42.264043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:42.268178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:42.272672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:42.272820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:45.277634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:45.282250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:45.286600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:45.290573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:45.290799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:48.295814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:48.299478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:48.303702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:48.307928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:48.308014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:51.314168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:51.319944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:51.324544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:51.331435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:51.331567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:54.338005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:54.343178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:54.348314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:54.354484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:54.354700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:41:57.362880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:41:57.369952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:41:57.374398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:41:57.379207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:41:57.379453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:00.386076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:00.391313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:00.395411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:00.400210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:00.400432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:03.407753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:03.413543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:03.419321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:03.424673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:03.424808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:06.430902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:06.435315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:06.440208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:06.446278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:06.446375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:09.454025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:09.458808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:09.464329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:09.470846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:09.470940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:12.476632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:12.480914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:12.485540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:12.490143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:12.490256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:15.495534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:15.499476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:15.504367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:15.508883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:15.509260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:18.515382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:18.520551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:18.524772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:18.529857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:18.530005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:21.535275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:21.540394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:21.546185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:21.551499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:21.551733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:24.557442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:24.562188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:24.566425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:24.570506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:24.570616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:27.576572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:27.583542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:27.593759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:27.598676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:27.598820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:30.606851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:30.614473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:30.620505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:30.624960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:30.625067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:33.629427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:33.634322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:33.639678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:33.643304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:33.643385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:36.648077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:36.652271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:36.656291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:36.659934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:36.660017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:39.666380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:39.672303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:39.677313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:39.681682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:39.681766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:42.687633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:42.694226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:42.699230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:42.705054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:42.705396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:45.709916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:45.713964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:45.718111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:45.722848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:45.722931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:48.727599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:48.731590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:48.735516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:48.739916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:48.740016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:51.745084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:51.751968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:51.756402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:51.761246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:51.761351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:54.766865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:54.772512] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:54.776816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:54.780431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:54.780514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:42:57.788887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:42:57.797235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:42:57.804467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:42:57.809220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:42:57.809315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:00.817142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:00.832013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:00.838967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:00.843566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:00.843754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:03.849422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:03.854899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:03.859386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:03.864437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:03.864668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:06.872770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:06.878749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:06.884809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:06.889592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:06.889709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:09.896051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:09.904462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:09.910115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:09.915978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:09.916391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:12.921610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:12.926873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:12.930993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:12.934771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:12.934977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:15.939178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:15.943248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:15.948077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:15.952363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:15.952588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:18.958916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:18.963548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:18.967633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:18.971570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:18.971692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:21.978205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:21.982577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:21.987044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:21.992071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:21.992180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:24.997067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:25.001721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:25.006328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:25.010931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:25.011041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:28.017187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:28.024343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:28.029274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:28.034112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:28.034385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:31.040549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:31.045325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:31.050708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:31.057606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:31.058635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:34.236553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:34.241359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:34.272108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:34.276492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:34.276573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:37.281307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:37.289030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:37.296167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:37.301741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:37.301912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:40.307573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:40.312153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:40.317343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:40.321923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:40.322016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:43.328175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:43.334146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:43.339482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:43.345292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:43.345493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:46.350956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:46.355538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:46.360579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:46.365634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:46.365766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:49.370619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:49.407568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:49.442279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:49.446537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:49.446632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:52.453389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:52.460832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:52.466578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:52.471442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:52.471548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:55.483278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:55.489799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:55.494025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:55.499011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:55.499118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:43:58.504206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:43:58.509595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:43:58.514381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:43:58.519331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:43:58.519424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:01.526069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:01.531937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:01.536992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:01.544003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:01.544167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:04.550536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:04.555178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:04.560622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:04.564843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:04.564937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:07.570488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:07.574898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:07.580104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:07.585727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:07.585854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:10.590991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:10.594719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:10.598555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:10.603035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:10.603170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:13.609082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:13.613306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:13.617168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:13.621439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:13.621684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:16.626611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:16.630523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:16.634669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:16.639491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:16.639619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:19.644988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:19.648704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:19.652149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:19.655949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:19.656205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:22.661061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:22.665351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:22.669778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:22.674978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:22.675246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:25.681218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:25.685724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:25.690462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:25.695740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:25.695875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:28.701811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:28.706155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:28.710431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:28.715039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:28.715257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:31.721240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:31.726830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:31.731020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:31.736851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:31.736998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:34.744874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:34.749901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:34.755717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:34.760723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:34.760983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:37.767326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:37.772853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:37.778003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:37.782909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:37.783059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:40.790173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:40.795376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:40.799973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:40.804366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:40.804471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:43.810915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:43.815298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:43.819631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:43.824473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:43.824597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:46.830721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:46.835863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:46.841571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:46.846075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:46.846214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:49.853783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:49.858980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:49.864047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:49.868627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:49.868855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:52.877979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:52.882468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:52.887051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:52.891222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:52.891325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:55.898115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:55.905040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:55.912005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:55.918847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:55.919020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:44:58.924409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:44:58.929514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:44:58.934314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:44:58.938283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:44:58.938382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:01.945164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:01.951966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:01.959456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:01.965776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:01.966241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:04.973038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:04.978328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:04.983046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:04.987186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:04.987275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:07.992075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:07.996791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:08.000732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:08.005363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:08.005544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:11.011025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:11.016623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:11.021534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:11.025998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:11.026224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:14.032529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:14.037496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:14.042498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:14.047097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:14.047399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:17.053846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:17.058917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:17.063500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:17.067772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:17.067869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:20.073801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:20.078077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:20.082772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:20.086627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:20.086738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:23.091886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:23.096431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:23.100176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:23.106333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:23.106504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:26.112256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:26.117746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:26.122556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:26.127153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:26.127291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:29.132932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:29.137176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:29.141774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:29.146695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:29.146824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:32.153070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:32.157787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:32.161495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:32.164990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:32.165067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:35.172349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:35.178123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:35.183406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:35.188003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:35.188124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:38.196024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:38.202148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:38.208576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:38.214069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:38.214202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:41.219891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:41.224703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:41.229063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:41.233531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:41.233853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:44.240002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:44.244773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:44.249742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:44.253524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:44.253603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:47.260319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:47.266289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:47.270870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:47.275915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:47.276013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:50.282822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:50.288167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:50.293754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:50.298158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:50.298263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:53.303587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:53.309720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:53.315217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:53.319823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:53.319955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:56.325547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:56.329985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:56.334094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:56.338780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:56.338928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:45:59.344760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:45:59.349049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:45:59.353720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:45:59.359710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:45:59.359835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:02.365549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:02.371330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:02.376959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:02.381442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:02.381555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:05.388032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:05.393148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:05.397888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:05.401974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:05.402065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:08.408588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:08.413319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:08.418697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:08.423665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:08.423836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:11.429082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:11.433438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:11.437440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:11.441746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:11.441900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:14.450537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:14.455301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:14.459717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:14.465009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:14.465223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:17.470773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:17.475169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:17.480250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:17.486248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:17.486370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:20.493388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:20.497578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:20.501716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:20.505523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:20.505598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:23.511187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:23.515625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:23.519471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:23.523014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:23.523089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:26.529780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:26.535081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:26.540287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:26.544101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:26.544183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:29.550877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:29.555610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:29.560805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:29.565035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:29.565127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:32.572166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:32.576974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:32.581250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:32.585685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:32.585818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:35.595013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:35.602588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:35.608741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:35.613580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:35.613695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:38.618838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:38.623294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:38.627592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:38.631718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:38.631813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:41.636760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:41.641309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:41.645878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:41.653342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:41.653568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:44.659515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:44.664912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:44.670697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:44.675545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:44.675634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:47.682006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:47.686806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:47.691717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:47.696806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:47.697245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:50.703595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:50.708628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:50.715039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:50.720284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:50.720384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:53.725546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:53.729902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:53.734861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:53.739288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:53.739383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:56.745608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:56.751474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:56.756181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:56.762453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:56.762601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:46:59.768490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:46:59.772842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:46:59.777447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:46:59.786112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:46:59.786443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:47:02.793625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:47:02.800332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:47:02.807589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:47:02.812494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:47:02.812618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:47:05.823614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:47:05.832857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:47:05.839051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:47:05.843139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:47:05.843228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:47:08.847776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:47:08.852168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:47:08.856347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:47:08.865433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:47:08.865578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:47:11.872070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:47:11.876134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:47:11.879828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:47:11.883809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:47:11.883896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:47:14.889247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:47:14.893995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:47:14.898981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:47:14.903686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:47:14.903784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:47:17.910613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-10-17T22:47:17.916136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:47:17.920745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:47:17.924436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:47:17.924523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-10-17T22:47:20.929724] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-10-17T22:47:20.933467] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-17), and is a dependency of this service.
[2025-10-17T22:47:20.937268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-10-17T22:47:20.940999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-10-17T22:47:20.944854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-10-17T22:47:20.945234] [WARN ] [STATE     ] State set to: RUNNING
[2025-10-17T22:47:20.945422] [INFO ] [CACHE     ] Starting cache update
[2025-10-17T22:47:20.945551] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-10-17T22:47:20.949759] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-10-17T22:47:20.950128] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-10-17T22:47:20.950186] [INFO ] [CACHE     ] Cache update completed successfully
[2025-10-17T22:47:20.950233] [INFO ] [sig       ] Resuming configuration (only processing symbols without existing configuration)
[2025-10-17T22:47:20.950325] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-10-17T22:47:20.993621] [DEBUG] [REMOTE    ] Fetched 2083 unique symbols from directory listing.
[2025-10-17T22:47:20.997613] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ATHM
[2025-10-17T22:47:20.998461] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SWZ
[2025-10-17T22:47:20.999046] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BGY
[2025-10-17T22:47:20.999134] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AHR
[2025-10-17T22:47:20.999211] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CIMN
[2025-10-17T22:47:20.999298] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AP
[2025-10-17T22:47:20.999392] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CVX
[2025-10-17T22:47:20.999457] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BBWI
[2025-10-17T22:47:20.999520] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BROS
[2025-10-17T22:47:20.999596] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AGI
[2025-10-17T22:47:20.999717] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: APOS
[2025-10-17T22:47:20.999800] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BMEZ
[2025-10-17T22:47:21.000197] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BDN
[2025-10-17T22:47:21.000308] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DHI
[2025-10-17T22:47:21.000386] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EIX
[2025-10-17T22:47:21.000488] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EQV
[2025-10-17T22:47:21.000575] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DNP
[2025-10-17T22:47:21.000691] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MVF
[2025-10-17T22:47:21.000784] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AQN
[2025-10-17T22:47:21.001596] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CRI
[2025-10-17T22:47:21.001735] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BSL
[2025-10-17T22:47:21.001848] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GF
[2025-10-17T22:47:21.001948] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DMA
[2025-10-17T22:47:21.002034] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ABT
[2025-10-17T22:47:21.002113] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: APO
[2025-10-17T22:47:21.002199] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BWG
[2025-10-17T22:47:21.002263] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ATUS
[2025-10-17T22:47:21.002330] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DHR
[2025-10-17T22:47:21.002389] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BGH
[2025-10-17T22:47:21.002488] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SST
[2025-10-17T22:47:21.002580] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DPG
[2025-10-17T22:47:21.002660] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BFAM
[2025-10-17T22:47:21.002748] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BKE
[2025-10-17T22:47:21.002811] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AIZ
[2025-10-17T22:47:21.002890] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ORC
[2025-10-17T22:47:21.002976] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BCO
[2025-10-17T22:47:21.003082] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AEM
[2025-10-17T22:47:21.003176] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CNNE
[2025-10-17T22:47:21.003255] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CLS
[2025-10-17T22:47:21.003354] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CTBB
[2025-10-17T22:47:21.003450] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WFC
[2025-10-17T22:47:21.003512] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CNS
[2025-10-17T22:47:21.003576] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ADCT
[2025-10-17T22:47:21.003684] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AUB
[2025-10-17T22:47:21.003799] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DE
[2025-10-17T22:47:21.003889] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CMPO
[2025-10-17T22:47:21.003950] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BRSP
[2025-10-17T22:47:21.004012] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ACVA
[2025-10-17T22:47:21.004562] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ASB
[2025-10-17T22:47:21.004704] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: COLD
[2025-10-17T22:47:21.004800] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CRBG
[2025-10-17T22:47:21.004880] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: URI
[2025-10-17T22:47:21.004970] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DK
[2025-10-17T22:47:21.005031] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DT
[2025-10-17T22:47:21.005105] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DHX
[2025-10-17T22:47:21.005194] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ARDC
[2025-10-17T22:47:21.005256] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: KEYS
[2025-10-17T22:47:21.005324] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AFG
[2025-10-17T22:47:21.005396] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DMO
[2025-10-17T22:47:21.005480] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EDD
[2025-10-17T22:47:21.005566] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: HEI
[2025-10-17T22:47:21.005713] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: UE
[2025-10-17T22:47:21.005813] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AOD
[2025-10-17T22:47:21.005892] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AMN
[2025-10-17T22:47:21.005976] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CAVA
[2025-10-17T22:47:21.006121] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AX
[2025-10-17T22:47:21.006214] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ENS
[2025-10-17T22:47:21.006281] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CLVT
[2025-10-17T22:47:21.006347] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LEA
[2025-10-17T22:47:21.006426] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DOCS
[2025-10-17T22:47:21.006668] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DSM
[2025-10-17T22:47:21.006765] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: COTY
[2025-10-17T22:47:21.006827] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ACP
[2025-10-17T22:47:21.006889] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BWMX
[2025-10-17T22:47:21.006950] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EAF
[2025-10-17T22:47:21.007013] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LMT
[2025-10-17T22:47:21.007075] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BTE
[2025-10-17T22:47:21.007136] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CUBI
[2025-10-17T22:47:21.007202] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PHI
[2025-10-17T22:47:21.007269] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WNS
[2025-10-17T22:47:21.007330] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: IH
[2025-10-17T22:47:21.007404] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AB
[2025-10-17T22:47:21.007488] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: D
[2025-10-17T22:47:21.007556] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EME
[2025-10-17T22:47:21.007614] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LB
[2025-10-17T22:47:21.008330] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ATS
[2025-10-17T22:47:21.008427] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: HTGC
[2025-10-17T22:47:21.008494] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: INVX
[2025-10-17T22:47:21.008557] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BRBR
[2025-10-17T22:47:21.008620] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BANC
[2025-10-17T22:47:21.008730] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SNA
[2025-10-17T22:47:21.008814] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DFP
[2025-10-17T22:47:21.008873] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DBL
[2025-10-17T22:47:21.008941] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CMS
[2025-10-17T22:47:21.009006] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DVN
[2025-10-17T22:47:21.009067] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CAG
[2025-10-17T22:47:21.009131] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AEE
[2025-10-17T22:47:21.009193] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GGT
[2025-10-17T22:47:21.009274] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ARE
[2025-10-17T22:47:21.009373] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BCC
[2025-10-17T22:47:21.009451] [INFO ] [LOCAL     ] Pruned 100 configuration files
[2025-10-17T22:47:21.010929] [INFO ] [sig       ] Skipping 1703 symbols with existing configuration
[2025-10-17T22:47:21.011859] [INFO ] [sig       ] Found 380 active symbols to configure
[2025-10-17T22:47:21.012206] [INFO ] [sig       ] [1/380] Configuring ABBV...
[2025-10-17T22:47:21.012292] [INFO ] [CONFIGURE ] ABBV: Configurate test run.
[2025-10-17T22:47:21.012349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABBV' from 'https://tdm.silogroup.org/data/derivative_storage/ABBV.csv'.
[2025-10-17T22:47:21.027354] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ABBV'.
[2025-10-17T22:47:21.027855] [INFO ] [CONFIGURE ] ABBV: Testing with 29 available features
[2025-10-17T22:47:21.027913] [INFO ] [CONFIGURE ] ABBV: Establishing baseline with no features...
[2025-10-17T22:47:21.162152] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:21.271625] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:47:21.377569] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:47:21.484225] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:21.636199] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:21.740668] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:47:21.852612] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:21.958038] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:22.132147] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:22.242662] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:22.242828] [INFO ] [CONFIGURE ] ABBV: Baseline score (no features): 80.00%
[2025-10-17T22:47:22.242882] [INFO ] [CONFIGURE ] ABBV: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:47:22.242917] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:47:22.364554] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:47:22.480386] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:22.596818] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:47:22.712865] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:22.841258] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:22.964950] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:47:23.085842] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:23.205589] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:23.327265] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:47:23.453045] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:23.453202] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-17T22:47:23.453251] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.2s/test | Remaining: 11019 tests
[2025-10-17T22:47:23.453287] [INFO ] [CONFIGURE ] ABBV: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:47:23.453320] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_cumulative_delta']
[2025-10-17T22:47:23.573492] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:47:23.703053] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:23.831166] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:47:23.954936] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:47:24.111127] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T22:47:24.244311] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:47:24.376486] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:47:24.499590] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:24.629820] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:47:24.754096] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:24.754271] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-17T22:47:24.754316] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.3s/test | Remaining: 11018 tests
[2025-10-17T22:47:24.754350] [INFO ] [CONFIGURE ] ABBV: Testing feature 3/29: add_daily_returns
[2025-10-17T22:47:24.754381] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_daily_returns']
[2025-10-17T22:47:24.862572] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:24.969869] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:25.082546] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:47:25.195427] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:25.312777] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:25.426850] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:47:25.540481] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:47:25.655770] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:25.768846] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:47:25.883160] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:25.883310] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T22:47:25.883353] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.2s/test | Remaining: 11017 tests
[2025-10-17T22:47:25.883430] [INFO ] [CONFIGURE ] ABBV: Testing feature 4/29: add_ema
[2025-10-17T22:47:25.883482] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_ema']
[2025-10-17T22:47:26.008406] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:26.140124] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:47:26.284968] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:47:26.427185] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:26.554038] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:26.693883] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:47:26.836446] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:26.963129] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:27.086290] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:47:27.209570] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:27.209741] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_ema (score: 70.00%)
[2025-10-17T22:47:27.209796] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.2s/test | Remaining: 11016 tests
[2025-10-17T22:47:27.209833] [INFO ] [CONFIGURE ] ABBV: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:47:27.209865] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:47:27.338522] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:27.470129] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:47:27.600833] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:47:27.748531] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:27.903412] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:28.050430] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:47:28.200460] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:47:28.335988] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:28.473842] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:28.610091] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:28.610277] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-17T22:47:28.610321] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.3s/test | Remaining: 11015 tests
[2025-10-17T22:47:28.610355] [INFO ] [CONFIGURE ] ABBV: Testing feature 6/29: add_failed_moves
[2025-10-17T22:47:28.610385] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_failed_moves']
[2025-10-17T22:47:28.720786] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:28.834030] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:47:28.945263] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:47:29.068020] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:29.190286] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:29.310096] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:47:29.425068] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:29.539710] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:29.654374] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:29.765809] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:29.765990] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T22:47:29.766034] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.3s/test | Remaining: 11014 tests
[2025-10-17T22:47:29.766067] [INFO ] [CONFIGURE ] ABBV: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:47:29.766097] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_lag_shelf']
[2025-10-17T22:47:29.865909] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:29.966516] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:47:30.072486] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:47:30.182487] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:30.286544] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:30.391406] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:47:30.501906] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:30.635188] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:30.741087] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:30.848476] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:30.848680] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-17T22:47:30.848758] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.2s/test | Remaining: 11013 tests
[2025-10-17T22:47:30.848818] [INFO ] [CONFIGURE ] ABBV: Testing feature 8/29: add_macd
[2025-10-17T22:47:30.848854] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T22:47:30.990212] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:31.134406] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:31.277247] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:47:31.421874] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:47:31.566417] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:31.713225] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:47:31.859440] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:47:32.007222] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:32.153046] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:47:32.301449] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:32.301684] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_macd (score: 60.00%)
[2025-10-17T22:47:32.301761] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.3s/test | Remaining: 11012 tests
[2025-10-17T22:47:32.301808] [INFO ] [CONFIGURE ] ABBV: Testing feature 9/29: add_mfi
[2025-10-17T22:47:32.301843] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_mfi']
[2025-10-17T22:47:32.431388] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:47:32.551470] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:47:32.675009] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:47:32.798758] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:32.925859] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:33.060990] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:47:33.210962] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:33.334380] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:33.455980] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:47:33.577319] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:33.577500] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T22:47:33.577544] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.3s/test | Remaining: 11011 tests
[2025-10-17T22:47:33.577579] [INFO ] [CONFIGURE ] ABBV: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:47:33.577610] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:47:33.710753] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:47:33.849258] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:33.983168] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:47:34.119548] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:34.257944] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:34.409390] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:47:34.551157] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:34.692376] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:34.834850] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:47:34.976407] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:34.976678] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T22:47:34.976745] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.3s/test | Remaining: 11010 tests
[2025-10-17T22:47:34.976785] [INFO ] [CONFIGURE ] ABBV: Testing feature 11/29: add_obv_daily
[2025-10-17T22:47:34.976819] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_daily']
[2025-10-17T22:47:35.088192] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:35.213242] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:47:35.328662] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:47:35.454093] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:35.572748] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:35.700953] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:47:35.818766] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:47:35.937351] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:36.057884] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:47:36.175910] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:36.176084] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T22:47:36.176149] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.3s/test | Remaining: 11009 tests
[2025-10-17T22:47:36.176186] [INFO ] [CONFIGURE ] ABBV: Testing feature 12/29: add_obv_interval
[2025-10-17T22:47:36.176218] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval']
[2025-10-17T22:47:36.299986] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:36.417963] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:36.536075] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:47:36.654164] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:36.772945] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:36.890875] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:47:37.008995] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:37.128358] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:37.251267] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:37.371095] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:37.371252] [INFO ] [CONFIGURE ] ABBV: KEPT add_obv_interval (score: 90.00%)
[2025-10-17T22:47:37.371297] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.3s/test | Remaining: 11008 tests
[2025-10-17T22:47:37.371332] [INFO ] [CONFIGURE ] ABBV: Testing feature 13/29: add_opening_strength
[2025-10-17T22:47:37.371364] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T22:47:37.497597] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:37.623614] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:37.754340] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:47:37.886183] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:38.025848] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:38.156837] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:47:38.288410] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:38.420788] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:38.556245] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:38.694933] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:38.695089] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_opening_strength (score: 90.00%)
[2025-10-17T22:47:38.695134] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.3s/test | Remaining: 11007 tests
[2025-10-17T22:47:38.695168] [INFO ] [CONFIGURE ] ABBV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:47:38.695200] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-10-17T22:47:38.835803] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:38.974537] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:39.109050] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:47:39.244140] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:39.420744] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:39.568512] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:47:39.722810] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:39.880112] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:40.033112] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:40.181563] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:40.181790] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-10-17T22:47:40.181853] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.3s/test | Remaining: 11006 tests
[2025-10-17T22:47:40.181891] [INFO ] [CONFIGURE ] ABBV: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T22:47:40.181922] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-17T22:47:40.299627] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:40.417987] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:40.537316] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:47:40.656673] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:40.775858] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:40.896393] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:47:41.019465] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:41.147523] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:41.273935] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:41.422079] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:41.422259] [INFO ] [CONFIGURE ] ABBV: KEPT add_pbf_morning_momentum (score: 100.00%)
[2025-10-17T22:47:41.422316] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.3s/test | Remaining: 11005 tests
[2025-10-17T22:47:41.422354] [INFO ] [CONFIGURE ] ABBV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:47:41.422388] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-17T22:47:41.556974] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:41.693722] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:47:41.829791] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:47:41.964068] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:42.100959] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:42.237312] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:47:42.371489] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:42.508760] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:42.650144] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:42.786897] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:42.787070] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_overnight_gap (score: 90.00%)
[2025-10-17T22:47:42.787113] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.3s/test | Remaining: 11004 tests
[2025-10-17T22:47:42.787204] [INFO ] [CONFIGURE ] ABBV: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:47:42.787261] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-17T22:47:42.926080] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:43.076537] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:43.218080] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:47:43.356745] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:43.501573] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:43.643274] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:47:43.785329] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:43.923269] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:44.064855] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:44.205810] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:44.205989] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_return_2d (score: 100.00%)
[2025-10-17T22:47:44.206032] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.3s/test | Remaining: 11003 tests
[2025-10-17T22:47:44.206066] [INFO ] [CONFIGURE ] ABBV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:47:44.206098] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-17T22:47:44.331847] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:44.456300] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:44.582851] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:47:44.713755] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:44.841103] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:44.969183] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:47:45.096821] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:45.225352] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:45.353037] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:45.479342] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:45.479523] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-17T22:47:45.479566] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.3s/test | Remaining: 11002 tests
[2025-10-17T22:47:45.479601] [INFO ] [CONFIGURE ] ABBV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:47:45.479633] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-17T22:47:45.600623] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:45.720740] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:45.847775] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:47:45.969694] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:46.101097] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:46.236546] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:47:46.363069] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:46.488179] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:46.607886] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:46.729017] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:46.729218] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-17T22:47:46.729262] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.3s/test | Remaining: 11001 tests
[2025-10-17T22:47:46.729296] [INFO ] [CONFIGURE ] ABBV: Testing feature 20/29: add_price_rejection
[2025-10-17T22:47:46.729327] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-17T22:47:46.860943] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:47:46.989708] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:47.119416] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:47:47.249135] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:47.380813] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:47.510426] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:47:47.646928] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:47:47.782951] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:47.918639] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:48.053417] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:48.053602] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-17T22:47:48.053684] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.3s/test | Remaining: 11000 tests
[2025-10-17T22:47:48.053746] [INFO ] [CONFIGURE ] ABBV: Testing feature 21/29: add_range_position
[2025-10-17T22:47:48.053780] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-17T22:47:48.189819] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:47:48.326804] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:48.496307] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:47:48.633868] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:48.770973] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:48.912244] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:47:49.064389] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:49.234745] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:49.411737] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:49.613974] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:49.614214] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_range_position (score: 80.00%)
[2025-10-17T22:47:49.614285] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.3s/test | Remaining: 10999 tests
[2025-10-17T22:47:49.614347] [INFO ] [CONFIGURE ] ABBV: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:47:49.614404] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-17T22:47:49.836765] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:50.044233] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:50.223997] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:47:50.380256] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:50.535116] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:50.688343] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:47:50.841245] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:50.995082] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:51.148485] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:51.304711] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:51.304867] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-17T22:47:51.304911] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.3s/test | Remaining: 10998 tests
[2025-10-17T22:47:51.304946] [INFO ] [CONFIGURE ] ABBV: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:47:51.304977] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-17T22:47:51.429332] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:51.554347] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:51.679601] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:47:51.804685] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:51.932468] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:52.058523] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:47:52.186594] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:52.314634] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:52.449578] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:52.582332] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:52.582515] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-17T22:47:52.582583] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.3s/test | Remaining: 10997 tests
[2025-10-17T22:47:52.582675] [INFO ] [CONFIGURE ] ABBV: Testing feature 24/29: add_rsi
[2025-10-17T22:47:52.582736] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-17T22:47:52.737068] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:52.894599] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:53.052590] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:47:53.213913] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:53.379469] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:53.537391] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:47:53.683858] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:53.832221] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:53.979856] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:54.128457] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:54.128612] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_rsi (score: 90.00%)
[2025-10-17T22:47:54.128694] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.3s/test | Remaining: 10996 tests
[2025-10-17T22:47:54.128748] [INFO ] [CONFIGURE ] ABBV: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:47:54.128781] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-17T22:47:54.247619] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:47:54.367169] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:54.488754] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:47:54.621344] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:54.757864] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:54.889144] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:47:55.024082] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:55.163126] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:55.302770] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:55.452920] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:55.453389] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-17T22:47:55.453449] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.3s/test | Remaining: 10995 tests
[2025-10-17T22:47:55.453487] [INFO ] [CONFIGURE ] ABBV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:47:55.453519] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-17T22:47:55.590113] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:55.726453] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:55.866267] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:47:56.000835] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:56.128663] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:56.259670] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:47:56.389467] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:56.534414] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:56.673358] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:56.815793] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:56.815962] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-17T22:47:56.816008] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.3s/test | Remaining: 10994 tests
[2025-10-17T22:47:56.816044] [INFO ] [CONFIGURE ] ABBV: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T22:47:56.816076] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-10-17T22:47:56.967022] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:57.118837] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:57.249952] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:47:57.378285] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:57.507925] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:57.639848] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:47:57.771262] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:57.902131] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:58.043285] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:58.180724] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:58.180887] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-17T22:47:58.180959] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.3s/test | Remaining: 10993 tests
[2025-10-17T22:47:58.181018] [INFO ] [CONFIGURE ] ABBV: Testing feature 28/29: add_volume_profile
[2025-10-17T22:47:58.181052] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-10-17T22:47:58.303952] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:58.428783] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:58.556447] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:47:58.680631] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:47:58.823489] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:47:58.966850] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:47:59.093828] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:47:59.217962] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:47:59.342431] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:47:59.469323] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:47:59.469482] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-17T22:47:59.469524] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.3s/test | Remaining: 10992 tests
[2025-10-17T22:47:59.469558] [INFO ] [CONFIGURE ] ABBV: Testing feature 29/29: add_vwap
[2025-10-17T22:47:59.469589] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum', 'add_vwap']
[2025-10-17T22:47:59.592511] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:47:59.719030] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:47:59.845912] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:47:59.972911] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:48:00.103632] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:48:00.231739] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:48:00.358757] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:48:00.489804] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:48:00.617743] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:48:00.747598] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:48:00.747999] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_vwap (score: 90.00%)
[2025-10-17T22:48:00.748111] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.3s/test | Remaining: 10991 tests
[2025-10-17T22:48:00.748189] [INFO ] [CONFIGURE ] ABBV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T22:48:00.748249] [INFO ] [CONFIGURE ] ABBV: Best accuracy: 100.00%
[2025-10-17T22:48:00.748310] [INFO ] [CONFIGURE ] ABBV: Best feature set (2 features): ['add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-17T22:48:00.748366] [INFO ] [CONFIGURE ] ABBV: Improvement over baseline: 20.00%
[2025-10-17T22:48:00.748422] [INFO ] [CONFIGURE ] ABBV: Total time: 38.5 seconds
[2025-10-17T22:48:00.748474] [INFO ] [CONFIGURE ] ABBV: Average time per feature: 1.3 seconds
[2025-10-17T22:48:00.748550] [INFO ] [CONFIGURE ] ABBV: Average speed: 0.75 features/sec
[2025-10-17T22:48:00.749507] [INFO ] [LOCAL     ] Saved configuration for ABBV: 2 features, 100.00% accuracy -> ./output/feature-sets/ABBV.json
[2025-10-17T22:48:00.749572] [INFO ] [CONFIGURE ] ABBV: Configuration saved successfully: 2 features, 100.00% accuracy.
[2025-10-17T22:48:00.749668] [INFO ] [sig       ] [1/380] Successfully configured ABBV | 0.03 sym/s | Total: 40s | ETA: 4.2h
[2025-10-17T22:48:00.749739] [INFO ] [sig       ] [2/380] Configuring ACA...
[2025-10-17T22:48:00.749805] [INFO ] [CONFIGURE ] ACA: Configurate test run.
[2025-10-17T22:48:00.749881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-10-17T22:48:00.761983] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ACA'.
[2025-10-17T22:48:00.762386] [INFO ] [CONFIGURE ] ACA: Testing with 29 available features
[2025-10-17T22:48:00.762443] [INFO ] [CONFIGURE ] ACA: Establishing baseline with no features...
[2025-10-17T22:48:00.861791] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:00.960055] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:01.069266] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:01.191291] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:01.309114] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:01.431489] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:01.560494] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:48:01.681550] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:01.814192] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:01.929636] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:01.929840] [INFO ] [CONFIGURE ] ACA: Baseline score (no features): 70.00%
[2025-10-17T22:48:01.929903] [INFO ] [CONFIGURE ] ACA: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:48:01.929939] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:48:02.050409] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:02.174192] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:02.296004] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:02.418359] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:02.542751] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:02.670247] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:02.794165] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:02.917899] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:03.042879] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:03.177145] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:03.177330] [INFO ] [CONFIGURE ] ACA: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-17T22:48:03.177385] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.3s/test | Remaining: 10990 tests
[2025-10-17T22:48:03.177421] [INFO ] [CONFIGURE ] ACA: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:48:03.177453] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T22:48:03.320690] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:03.467290] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:03.639274] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:03.781693] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:48:03.923084] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:04.065805] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:04.212295] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:04.356409] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:04.492817] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:04.635626] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:04.635856] [INFO ] [CONFIGURE ] ACA: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-17T22:48:04.635920] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.3s/test | Remaining: 10989 tests
[2025-10-17T22:48:04.635959] [INFO ] [CONFIGURE ] ACA: Testing feature 3/29: add_daily_returns
[2025-10-17T22:48:04.636002] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T22:48:04.755853] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:04.875358] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:04.996390] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:05.117058] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:05.243814] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:05.370916] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:05.498022] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:05.629683] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:48:05.758172] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:05.894372] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:05.894557] [INFO ] [CONFIGURE ] ACA: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T22:48:05.894602] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.3s/test | Remaining: 10988 tests
[2025-10-17T22:48:05.894636] [INFO ] [CONFIGURE ] ACA: Testing feature 4/29: add_ema
[2025-10-17T22:48:05.894710] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T22:48:06.035095] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:06.166882] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:06.308964] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:06.442889] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:06.582870] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:06.725875] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:06.869572] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:07.012878] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:07.154869] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:07.292633] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:07.292836] [INFO ] [CONFIGURE ] ACA: DISCARDED add_ema (score: 80.00%)
[2025-10-17T22:48:07.292884] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.3s/test | Remaining: 10987 tests
[2025-10-17T22:48:07.292920] [INFO ] [CONFIGURE ] ACA: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:48:07.292952] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:48:07.433587] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:07.574357] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:07.722584] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:07.867378] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:08.009970] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:08.153204] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:08.297134] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:08.444010] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:08.588087] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:08.732132] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:08.732289] [INFO ] [CONFIGURE ] ACA: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-17T22:48:08.732335] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.3s/test | Remaining: 10986 tests
[2025-10-17T22:48:08.732370] [INFO ] [CONFIGURE ] ACA: Testing feature 6/29: add_failed_moves
[2025-10-17T22:48:08.732402] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T22:48:08.854919] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:08.978226] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:09.099672] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:09.224042] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:09.351591] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:09.477232] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:09.601339] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:09.725853] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:09.854861] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:09.983100] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:09.983275] [INFO ] [CONFIGURE ] ACA: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T22:48:09.983322] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.3s/test | Remaining: 10985 tests
[2025-10-17T22:48:09.983382] [INFO ] [CONFIGURE ] ACA: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:48:09.983440] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T22:48:10.097172] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:10.211812] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:10.327423] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:10.443485] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:10.559818] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:10.678743] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:10.796832] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:10.921621] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:11.044825] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:48:11.168921] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:11.169065] [INFO ] [CONFIGURE ] ACA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T22:48:11.169109] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.3s/test | Remaining: 10984 tests
[2025-10-17T22:48:11.169144] [INFO ] [CONFIGURE ] ACA: Testing feature 8/29: add_macd
[2025-10-17T22:48:11.169176] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T22:48:11.322020] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:48:11.479757] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:11.636357] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:11.799296] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:11.958585] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:12.125078] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:12.292590] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:12.458764] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:12.619198] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:12.877444] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:12.877623] [INFO ] [CONFIGURE ] ACA: KEPT add_macd (score: 90.00%)
[2025-10-17T22:48:12.877700] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.3s/test | Remaining: 10983 tests
[2025-10-17T22:48:12.877771] [INFO ] [CONFIGURE ] ACA: Testing feature 9/29: add_mfi
[2025-10-17T22:48:12.877807] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-17T22:48:13.045078] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:48:13.214675] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:13.385999] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:13.557263] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:13.728439] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:13.908778] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:14.090019] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:14.263112] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:14.444593] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:14.624983] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:14.625157] [INFO ] [CONFIGURE ] ACA: DISCARDED add_mfi (score: 90.00%)
[2025-10-17T22:48:14.625202] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.3s/test | Remaining: 10982 tests
[2025-10-17T22:48:14.625236] [INFO ] [CONFIGURE ] ACA: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:48:14.625266] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:48:14.811050] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:48:14.997933] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:15.183580] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:15.372137] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:15.570562] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:15.791423] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:15.982471] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:16.174109] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:16.385949] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:16.583431] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:16.583667] [INFO ] [CONFIGURE ] ACA: DISCARDED add_momentum_acceleration (score: 90.00%)
[2025-10-17T22:48:16.583731] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10981 tests
[2025-10-17T22:48:16.583770] [INFO ] [CONFIGURE ] ACA: Testing feature 11/29: add_obv_daily
[2025-10-17T22:48:16.583804] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-17T22:48:16.758872] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:16.927190] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:17.107758] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:17.291065] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:17.462234] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:17.642435] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:17.821027] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:17.995974] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:48:18.170331] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:18.357978] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:18.358183] [INFO ] [CONFIGURE ] ACA: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T22:48:18.358280] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10980 tests
[2025-10-17T22:48:18.358335] [INFO ] [CONFIGURE ] ACA: Testing feature 12/29: add_obv_interval
[2025-10-17T22:48:18.358370] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-17T22:48:18.524030] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:18.696498] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:48:18.864163] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:19.026014] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:19.188775] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:19.352443] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:19.516877] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:19.701949] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:48:19.872570] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:20.043222] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:20.043386] [INFO ] [CONFIGURE ] ACA: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T22:48:20.043433] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10979 tests
[2025-10-17T22:48:20.043469] [INFO ] [CONFIGURE ] ACA: Testing feature 13/29: add_opening_strength
[2025-10-17T22:48:20.043502] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T22:48:20.226437] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:20.401864] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:20.580665] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:20.761985] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:20.946195] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:21.128361] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:21.306996] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:21.480403] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:21.661979] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:21.859115] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:21.859325] [INFO ] [CONFIGURE ] ACA: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-17T22:48:21.859374] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10978 tests
[2025-10-17T22:48:21.859411] [INFO ] [CONFIGURE ] ACA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:48:21.859445] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-17T22:48:22.037340] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:22.210162] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:22.384049] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:22.582319] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:22.779952] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:22.975943] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:23.166382] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:23.355151] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:23.547290] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:23.739409] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:23.739604] [INFO ] [CONFIGURE ] ACA: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-17T22:48:23.739738] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10977 tests
[2025-10-17T22:48:23.739781] [INFO ] [CONFIGURE ] ACA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T22:48:23.739814] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-17T22:48:23.901941] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:24.058998] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:24.220399] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:24.387931] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:24.554487] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:24.717123] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:24.879096] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:25.043534] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:25.205845] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:25.369226] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:25.369413] [INFO ] [CONFIGURE ] ACA: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T22:48:25.369485] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10976 tests
[2025-10-17T22:48:25.369547] [INFO ] [CONFIGURE ] ACA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:48:25.369586] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-17T22:48:25.535122] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:25.704215] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:25.879043] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:26.052595] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:26.225753] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:26.400946] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:26.571706] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:26.739545] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:26.917632] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:27.099997] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:27.100179] [INFO ] [CONFIGURE ] ACA: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-17T22:48:27.100224] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10975 tests
[2025-10-17T22:48:27.100259] [INFO ] [CONFIGURE ] ACA: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:48:27.100312] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-17T22:48:27.276857] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:48:27.453934] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:27.629719] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:27.804943] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:27.975900] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:28.147142] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:28.324459] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:28.499973] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:48:28.679321] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:28.855515] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:28.855722] [INFO ] [CONFIGURE ] ACA: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-17T22:48:28.855781] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10974 tests
[2025-10-17T22:48:28.855818] [INFO ] [CONFIGURE ] ACA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:48:28.855851] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-17T22:48:29.018439] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:48:29.196705] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:29.371574] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:29.530064] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:29.689964] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:29.870883] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:30.034254] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:30.217029] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:30.395156] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:30.585343] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:30.585605] [INFO ] [CONFIGURE ] ACA: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-17T22:48:30.585697] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.4s/test | Remaining: 10973 tests
[2025-10-17T22:48:30.585747] [INFO ] [CONFIGURE ] ACA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:48:30.585782] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-17T22:48:30.757533] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:48:30.931005] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:31.096162] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:31.254530] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:31.413162] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:31.572093] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:31.731690] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:31.886154] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:32.041175] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:32.196748] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:32.196904] [INFO ] [CONFIGURE ] ACA: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-17T22:48:32.196950] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.4s/test | Remaining: 10972 tests
[2025-10-17T22:48:32.196986] [INFO ] [CONFIGURE ] ACA: Testing feature 20/29: add_price_rejection
[2025-10-17T22:48:32.197021] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-17T22:48:32.373238] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:48:32.537511] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:32.700224] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:32.869716] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:33.035570] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:33.200911] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:33.384684] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:33.570456] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:33.738994] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:33.945226] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:33.945396] [INFO ] [CONFIGURE ] ACA: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-17T22:48:33.945443] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.4s/test | Remaining: 10971 tests
[2025-10-17T22:48:33.945477] [INFO ] [CONFIGURE ] ACA: Testing feature 21/29: add_range_position
[2025-10-17T22:48:33.945510] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-17T22:48:34.117614] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:48:34.302621] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:34.474542] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:34.653337] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:34.830848] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:35.005801] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:35.186585] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:35.372487] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:35.556573] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:35.737796] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:35.738014] [INFO ] [CONFIGURE ] ACA: DISCARDED add_range_position (score: 90.00%)
[2025-10-17T22:48:35.738084] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.4s/test | Remaining: 10970 tests
[2025-10-17T22:48:35.738125] [INFO ] [CONFIGURE ] ACA: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:48:35.738160] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-17T22:48:35.935666] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:36.130563] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:36.324731] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:36.517424] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:36.711538] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:36.908094] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:37.113425] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:37.314417] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:37.510980] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:37.706039] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:37.706257] [INFO ] [CONFIGURE ] ACA: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-17T22:48:37.706321] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10969 tests
[2025-10-17T22:48:37.706360] [INFO ] [CONFIGURE ] ACA: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:48:37.706393] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-17T22:48:37.873950] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:48:38.038055] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:38.202792] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:38.368497] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:38.538007] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:38.725126] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:38.910697] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:39.095135] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:39.281321] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:39.450230] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:39.450416] [INFO ] [CONFIGURE ] ACA: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-17T22:48:39.450461] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10968 tests
[2025-10-17T22:48:39.450495] [INFO ] [CONFIGURE ] ACA: Testing feature 24/29: add_rsi
[2025-10-17T22:48:39.450527] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-17T22:48:39.629558] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:39.809832] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:48:40.016770] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:40.196204] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:40.375498] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:40.556134] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:40.740606] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:40.942154] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:48:41.125028] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:48:41.313214] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:41.313419] [INFO ] [CONFIGURE ] ACA: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T22:48:41.313468] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10967 tests
[2025-10-17T22:48:41.313506] [INFO ] [CONFIGURE ] ACA: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:48:41.313540] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-17T22:48:41.482465] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:48:41.670440] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:41.879079] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:42.109467] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:42.329021] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:42.562934] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:42.751357] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:42.911803] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:43.074353] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:43.237727] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:43.237880] [INFO ] [CONFIGURE ] ACA: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-17T22:48:43.237925] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10966 tests
[2025-10-17T22:48:43.237960] [INFO ] [CONFIGURE ] ACA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:48:43.237991] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-17T22:48:43.399348] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:48:43.562084] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:43.722161] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:43.885618] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:44.052671] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:44.218679] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:44.388193] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:44.554602] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:48:44.719720] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:44.886538] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:44.886739] [INFO ] [CONFIGURE ] ACA: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-17T22:48:44.886797] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10965 tests
[2025-10-17T22:48:44.886835] [INFO ] [CONFIGURE ] ACA: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T22:48:44.886869] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-17T22:48:45.056809] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:45.228526] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:48:45.400784] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:45.573307] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:45.745572] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:45.918868] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:46.098609] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:46.272032] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:48:46.446260] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:46.621076] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:46.621220] [INFO ] [CONFIGURE ] ACA: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T22:48:46.621266] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10964 tests
[2025-10-17T22:48:46.621304] [INFO ] [CONFIGURE ] ACA: Testing feature 28/29: add_volume_profile
[2025-10-17T22:48:46.621339] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-17T22:48:46.784771] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:46.951895] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:48:47.120600] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:48:47.289489] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:48:47.465735] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:48:47.636611] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:47.811736] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:47.982665] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:48.153410] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:48:48.323712] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:48:48.323900] [INFO ] [CONFIGURE ] ACA: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T22:48:48.323951] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10963 tests
[2025-10-17T22:48:48.323992] [INFO ] [CONFIGURE ] ACA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T22:48:48.324026] [INFO ] [CONFIGURE ] ACA: Best accuracy: 90.00%
[2025-10-17T22:48:48.324059] [INFO ] [CONFIGURE ] ACA: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T22:48:48.324089] [INFO ] [CONFIGURE ] ACA: Improvement over baseline: 20.00%
[2025-10-17T22:48:48.324200] [INFO ] [CONFIGURE ] ACA: Total time: 46.4 seconds
[2025-10-17T22:48:48.324250] [INFO ] [CONFIGURE ] ACA: Average time per feature: 1.7 seconds
[2025-10-17T22:48:48.324289] [INFO ] [CONFIGURE ] ACA: Average speed: 0.63 features/sec
[2025-10-17T22:48:48.324785] [INFO ] [LOCAL     ] Saved configuration for ACA: 3 features, 90.00% accuracy -> ./output/feature-sets/ACA.json
[2025-10-17T22:48:48.324848] [INFO ] [CONFIGURE ] ACA: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-17T22:48:48.324910] [INFO ] [sig       ] [2/380] Successfully configured ACA | 0.02 sym/s | Total: 1.5m | ETA: 4.6h
[2025-10-17T22:48:48.324981] [INFO ] [sig       ] [3/380] Configuring ADC...
[2025-10-17T22:48:48.325049] [INFO ] [CONFIGURE ] ADC: Configurate test run.
[2025-10-17T22:48:48.325105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-10-17T22:48:48.337876] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ADC'.
[2025-10-17T22:48:48.338354] [INFO ] [CONFIGURE ] ADC: Testing with 29 available features
[2025-10-17T22:48:48.338412] [INFO ] [CONFIGURE ] ADC: Establishing baseline with no features...
[2025-10-17T22:48:48.442058] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:48.542959] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:48:48.643274] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:48:48.745152] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:48:48.847235] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:48:48.952165] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:48:49.066889] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:49.176225] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:48:49.281483] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:48:49.384002] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:48:49.384140] [INFO ] [CONFIGURE ] ADC: Baseline score (no features): 30.00%
[2025-10-17T22:48:49.384183] [INFO ] [CONFIGURE ] ADC: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:48:49.384217] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:48:49.495029] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:49.607536] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:48:49.721299] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:48:49.836208] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:48:49.950791] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T22:48:50.073097] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:48:50.189919] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:50.307838] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:50.425279] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:48:50.542752] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:48:50.542899] [INFO ] [CONFIGURE ] ADC: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-17T22:48:50.542942] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10962 tests
[2025-10-17T22:48:50.542976] [INFO ] [CONFIGURE ] ADC: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:48:50.543007] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta']
[2025-10-17T22:48:50.663714] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:50.781290] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:48:50.901216] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:48:51.026974] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:48:51.155037] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:48:51.283993] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:48:51.411312] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:51.538010] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:48:51.670314] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:48:51.804315] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:48:51.804492] [INFO ] [CONFIGURE ] ADC: KEPT add_cumulative_delta (score: 40.00%)
[2025-10-17T22:48:51.804536] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10961 tests
[2025-10-17T22:48:51.804570] [INFO ] [CONFIGURE ] ADC: Testing feature 3/29: add_daily_returns
[2025-10-17T22:48:51.804601] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T22:48:51.936552] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:52.093147] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:48:52.221173] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:48:52.349881] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:48:52.495735] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:48:52.636290] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:52.773838] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:52.907032] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:48:53.043296] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:48:53.177987] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:48:53.178174] [INFO ] [CONFIGURE ] ADC: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-17T22:48:53.178220] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10960 tests
[2025-10-17T22:48:53.178254] [INFO ] [CONFIGURE ] ADC: Testing feature 4/29: add_ema
[2025-10-17T22:48:53.178285] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-17T22:48:53.322139] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:53.467397] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:48:53.615431] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:48:53.770075] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:48:53.923032] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T22:48:54.078717] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:48:54.230574] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:54.388466] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:48:54.541482] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:48:54.698908] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:48:54.699091] [INFO ] [CONFIGURE ] ADC: DISCARDED add_ema (score: 20.00%)
[2025-10-17T22:48:54.699137] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10959 tests
[2025-10-17T22:48:54.699171] [INFO ] [CONFIGURE ] ADC: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:48:54.699202] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:48:54.857298] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:55.012613] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:48:55.172727] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:48:55.350340] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:48:55.518492] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:48:55.673589] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:55.827104] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:55.981316] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:56.135342] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:48:56.293756] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:48:56.293951] [INFO ] [CONFIGURE ] ADC: KEPT add_exhaustion_signals (score: 50.00%)
[2025-10-17T22:48:56.293998] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10958 tests
[2025-10-17T22:48:56.294032] [INFO ] [CONFIGURE ] ADC: Testing feature 6/29: add_failed_moves
[2025-10-17T22:48:56.294063] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-17T22:48:56.452837] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:56.609413] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:48:56.766748] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:48:56.924602] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:48:57.089614] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:48:57.250521] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:48:57.411337] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:57.573825] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:48:57.737260] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:48:57.902596] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:48:57.902787] [INFO ] [CONFIGURE ] ADC: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T22:48:57.902839] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10957 tests
[2025-10-17T22:48:57.902875] [INFO ] [CONFIGURE ] ADC: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:48:57.902906] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-17T22:48:58.055168] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:58.212588] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:48:58.377854] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:48:58.538017] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:48:58.695581] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:48:58.849231] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:48:59.004848] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:48:59.160938] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:48:59.314073] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:48:59.471059] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:48:59.471219] [INFO ] [CONFIGURE ] ADC: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-17T22:48:59.471264] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10956 tests
[2025-10-17T22:48:59.471298] [INFO ] [CONFIGURE ] ADC: Testing feature 8/29: add_macd
[2025-10-17T22:48:59.471329] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-17T22:48:59.656401] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:48:59.847700] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:00.040596] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:00.237270] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:49:00.423705] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:49:00.601768] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:00.777492] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:00.953259] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:49:01.169512] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:49:01.356325] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:49:01.356502] [INFO ] [CONFIGURE ] ADC: DISCARDED add_macd (score: 40.00%)
[2025-10-17T22:49:01.356546] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10955 tests
[2025-10-17T22:49:01.356581] [INFO ] [CONFIGURE ] ADC: Testing feature 9/29: add_mfi
[2025-10-17T22:49:01.356689] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-17T22:49:01.533268] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:01.724546] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:01.932111] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:02.135853] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:02.342195] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:49:02.543550] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:49:02.729890] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:02.917848] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:03.101807] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:49:03.284282] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:49:03.284446] [INFO ] [CONFIGURE ] ADC: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T22:49:03.284492] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10954 tests
[2025-10-17T22:49:03.284528] [INFO ] [CONFIGURE ] ADC: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:49:03.284563] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:49:03.482894] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:03.675582] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:03.865784] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:04.055390] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:04.268417] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:49:04.459227] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:04.650691] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:04.973496] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:05.166455] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:49:05.360547] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:49:05.360734] [INFO ] [CONFIGURE ] ADC: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-17T22:49:05.360789] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10953 tests
[2025-10-17T22:49:05.360824] [INFO ] [CONFIGURE ] ADC: Testing feature 11/29: add_obv_daily
[2025-10-17T22:49:05.360855] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-17T22:49:05.526129] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:05.693254] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:05.861953] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:06.027544] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:06.196713] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:49:06.363451] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:06.529475] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:06.705051] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:49:06.882694] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:49:07.052791] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:49:07.052949] [INFO ] [CONFIGURE ] ADC: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-17T22:49:07.052993] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10952 tests
[2025-10-17T22:49:07.053028] [INFO ] [CONFIGURE ] ADC: Testing feature 12/29: add_obv_interval
[2025-10-17T22:49:07.053058] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-17T22:49:07.218693] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:07.402454] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:07.571222] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:07.740792] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:07.910438] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:49:08.082147] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:08.256179] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:08.434981] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:49:08.608242] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:49:08.784820] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:49:08.785037] [INFO ] [CONFIGURE ] ADC: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-17T22:49:08.785103] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10951 tests
[2025-10-17T22:49:08.785141] [INFO ] [CONFIGURE ] ADC: Testing feature 13/29: add_opening_strength
[2025-10-17T22:49:08.785173] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T22:49:08.958225] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:09.129513] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:09.305720] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:09.484530] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:09.658617] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T22:49:09.836725] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:49:10.023667] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:10.204102] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:10.418564] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:49:10.597544] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:49:10.597773] [INFO ] [CONFIGURE ] ADC: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-17T22:49:10.597834] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10950 tests
[2025-10-17T22:49:10.597872] [INFO ] [CONFIGURE ] ADC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:49:10.597904] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-17T22:49:10.774751] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:10.947167] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:11.119326] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:11.295868] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:11.490599] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:49:11.697519] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:11.908868] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:12.100733] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:49:12.294669] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:12.477004] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:49:12.477184] [INFO ] [CONFIGURE ] ADC: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-17T22:49:12.477231] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10949 tests
[2025-10-17T22:49:12.477265] [INFO ] [CONFIGURE ] ADC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T22:49:12.477296] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-17T22:49:12.636864] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:12.801325] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:12.961278] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:13.121195] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:13.281988] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:49:13.481488] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:13.645624] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:13.810679] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:49:13.971171] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:49:14.143313] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:49:14.143491] [INFO ] [CONFIGURE ] ADC: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-17T22:49:14.143537] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10948 tests
[2025-10-17T22:49:14.143572] [INFO ] [CONFIGURE ] ADC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:49:14.143605] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-17T22:49:14.308817] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:14.474270] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:14.642115] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:14.815928] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:14.984299] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T22:49:15.159251] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:49:15.332850] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:15.519729] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:49:15.698870] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:49:15.871930] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:49:15.872122] [INFO ] [CONFIGURE ] ADC: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-17T22:49:15.872169] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10947 tests
[2025-10-17T22:49:15.872204] [INFO ] [CONFIGURE ] ADC: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:49:15.872237] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-17T22:49:16.040320] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:16.214549] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:16.382400] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:16.549915] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:16.722238] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:49:16.898396] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:17.074568] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:17.247316] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:17.424371] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:49:17.597770] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:49:17.598001] [INFO ] [CONFIGURE ] ADC: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-17T22:49:17.598049] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10946 tests
[2025-10-17T22:49:17.598083] [INFO ] [CONFIGURE ] ADC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:49:17.598115] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-17T22:49:17.757013] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:17.915803] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:18.076225] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:18.239683] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:18.398797] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:49:18.559768] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:49:18.719374] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:18.888938] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:19.050884] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:19.213470] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:49:19.213670] [INFO ] [CONFIGURE ] ADC: KEPT add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T22:49:19.213733] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 1.5s/test | Remaining: 10945 tests
[2025-10-17T22:49:19.213771] [INFO ] [CONFIGURE ] ADC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:49:19.213804] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-17T22:49:19.375485] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:19.576402] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:19.753556] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:19.916373] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:20.077852] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:49:20.243917] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:49:20.407800] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:20.605445] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:20.767911] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:20.936054] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:49:20.936274] [INFO ] [CONFIGURE ] ADC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T22:49:20.936343] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 1.5s/test | Remaining: 10944 tests
[2025-10-17T22:49:20.936401] [INFO ] [CONFIGURE ] ADC: Testing feature 20/29: add_price_rejection
[2025-10-17T22:49:20.936435] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-17T22:49:21.108688] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:21.271165] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:21.436328] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:21.602561] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:21.770113] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T22:49:21.937222] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:22.106784] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:22.272779] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:22.440779] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:22.610388] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:49:22.610615] [INFO ] [CONFIGURE ] ADC: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-17T22:49:22.610697] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 1.5s/test | Remaining: 10943 tests
[2025-10-17T22:49:22.610745] [INFO ] [CONFIGURE ] ADC: Testing feature 21/29: add_range_position
[2025-10-17T22:49:22.610779] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-17T22:49:22.782802] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:22.975827] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:23.153279] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:23.332011] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:23.512710] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T22:49:23.690227] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:23.867472] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:24.050041] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:24.235896] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:24.416599] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:49:24.416774] [INFO ] [CONFIGURE ] ADC: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T22:49:24.416824] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 1.5s/test | Remaining: 10942 tests
[2025-10-17T22:49:24.416860] [INFO ] [CONFIGURE ] ADC: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:49:24.416892] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-17T22:49:24.615674] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:24.808143] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:24.995715] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:25.189598] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:25.378679] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:49:25.567084] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:49:25.760472] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:25.961141] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:26.153936] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:26.346397] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:49:26.346579] [INFO ] [CONFIGURE ] ADC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T22:49:26.346623] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 1.5s/test | Remaining: 10941 tests
[2025-10-17T22:49:26.346690] [INFO ] [CONFIGURE ] ADC: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:49:26.346738] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-17T22:49:26.505927] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:26.664857] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:26.832794] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:27.003253] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:27.165970] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:49:27.329393] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:49:27.502956] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:27.665209] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:27.830033] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:27.994402] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:49:27.994659] [INFO ] [CONFIGURE ] ADC: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T22:49:27.994725] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 1.5s/test | Remaining: 10940 tests
[2025-10-17T22:49:27.994765] [INFO ] [CONFIGURE ] ADC: Testing feature 24/29: add_rsi
[2025-10-17T22:49:27.994798] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-17T22:49:28.177228] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:28.363894] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:28.553261] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:28.737601] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:28.922085] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:49:29.116006] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:49:29.336206] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:29.552836] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:29.746634] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:29.935869] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:49:29.936041] [INFO ] [CONFIGURE ] ADC: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T22:49:29.936085] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 1.5s/test | Remaining: 10939 tests
[2025-10-17T22:49:29.936122] [INFO ] [CONFIGURE ] ADC: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:49:29.936154] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-17T22:49:30.097831] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:30.260107] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:30.426265] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:30.592430] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:30.757348] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:49:30.922934] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:49:31.087903] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:31.253875] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:31.424175] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:31.591582] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:49:31.591965] [INFO ] [CONFIGURE ] ADC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T22:49:31.592011] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 1.5s/test | Remaining: 10938 tests
[2025-10-17T22:49:31.592044] [INFO ] [CONFIGURE ] ADC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:49:31.592075] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-17T22:49:31.755353] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:31.919473] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:32.086794] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:32.252420] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:32.419063] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:49:32.586079] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:49:32.750550] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:32.916815] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:33.088090] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:33.255055] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:49:33.255218] [INFO ] [CONFIGURE ] ADC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T22:49:33.255271] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 1.6s/test | Remaining: 10937 tests
[2025-10-17T22:49:33.255314] [INFO ] [CONFIGURE ] ADC: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T22:49:33.255353] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-17T22:49:33.423995] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:33.594351] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:33.765171] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:33.934089] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:34.105256] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:49:34.276491] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:49:34.449809] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:34.629285] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:34.846333] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:35.051514] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:49:35.051758] [INFO ] [CONFIGURE ] ADC: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T22:49:35.051818] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 1.6s/test | Remaining: 10936 tests
[2025-10-17T22:49:35.051857] [INFO ] [CONFIGURE ] ADC: Testing feature 28/29: add_volume_profile
[2025-10-17T22:49:35.051891] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-17T22:49:35.253251] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:49:35.502019] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:49:35.728356] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:35.933242] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:49:36.104195] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:49:36.269504] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:49:36.435766] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:49:36.598558] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:36.760566] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:36.925511] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:49:36.925680] [INFO ] [CONFIGURE ] ADC: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T22:49:36.925742] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 1.6s/test | Remaining: 10935 tests
[2025-10-17T22:49:36.925780] [INFO ] [CONFIGURE ] ADC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T22:49:36.925810] [INFO ] [CONFIGURE ] ADC: Best accuracy: 70.00%
[2025-10-17T22:49:36.925841] [INFO ] [CONFIGURE ] ADC: Best feature set (4 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-17T22:49:36.925868] [INFO ] [CONFIGURE ] ADC: Improvement over baseline: 40.00%
[2025-10-17T22:49:36.925894] [INFO ] [CONFIGURE ] ADC: Total time: 47.5 seconds
[2025-10-17T22:49:36.925920] [INFO ] [CONFIGURE ] ADC: Average time per feature: 1.7 seconds
[2025-10-17T22:49:36.925945] [INFO ] [CONFIGURE ] ADC: Average speed: 0.61 features/sec
[2025-10-17T22:49:36.926507] [INFO ] [LOCAL     ] Saved configuration for ADC: 4 features, 70.00% accuracy -> ./output/feature-sets/ADC.json
[2025-10-17T22:49:36.926577] [INFO ] [CONFIGURE ] ADC: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-10-17T22:49:36.926673] [INFO ] [sig       ] [3/380] Successfully configured ADC | 0.02 sym/s | Total: 2.3m | ETA: 4.7h
[2025-10-17T22:49:36.926741] [INFO ] [sig       ] [4/380] Configuring ADM...
[2025-10-17T22:49:36.926807] [INFO ] [CONFIGURE ] ADM: Configurate test run.
[2025-10-17T22:49:36.926862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-10-17T22:49:36.940513] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ADM'.
[2025-10-17T22:49:36.940992] [INFO ] [CONFIGURE ] ADM: Testing with 29 available features
[2025-10-17T22:49:36.941051] [INFO ] [CONFIGURE ] ADM: Establishing baseline with no features...
[2025-10-17T22:49:37.053803] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:49:37.162247] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:49:37.276050] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:37.384673] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:49:37.493260] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:49:37.601384] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:37.708868] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:49:37.812020] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:37.915961] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:38.020600] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:49:38.020793] [INFO ] [CONFIGURE ] ADM: Baseline score (no features): 70.00%
[2025-10-17T22:49:38.020844] [INFO ] [CONFIGURE ] ADM: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:49:38.020878] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:49:38.135178] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:49:38.251203] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:49:38.367292] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:38.487668] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:49:38.607855] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:49:38.730869] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:38.851845] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:49:38.971292] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:39.089003] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:39.207092] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:49:39.207271] [INFO ] [CONFIGURE ] ADM: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-17T22:49:39.207333] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 1.6s/test | Remaining: 10934 tests
[2025-10-17T22:49:39.207371] [INFO ] [CONFIGURE ] ADM: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:49:39.207402] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_cumulative_delta']
[2025-10-17T22:49:39.328030] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:49:39.448875] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:49:39.570037] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:49:39.697358] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:49:39.823846] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:49:39.947218] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:40.070957] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:49:40.195261] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:40.321813] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:40.449450] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:49:40.449608] [INFO ] [CONFIGURE ] ADM: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T22:49:40.449679] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 1.6s/test | Remaining: 10933 tests
[2025-10-17T22:49:40.449732] [INFO ] [CONFIGURE ] ADM: Testing feature 3/29: add_daily_returns
[2025-10-17T22:49:40.449765] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns']
[2025-10-17T22:49:40.554786] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:49:40.660637] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:49:40.766554] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:40.873558] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:49:40.981023] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:49:41.103011] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:41.214806] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:49:41.327204] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:41.435986] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:41.547427] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:49:41.547596] [INFO ] [CONFIGURE ] ADM: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T22:49:41.547662] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 1.5s/test | Remaining: 10932 tests
[2025-10-17T22:49:41.547747] [INFO ] [CONFIGURE ] ADM: Testing feature 4/29: add_ema
[2025-10-17T22:49:41.547802] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_ema']
[2025-10-17T22:49:41.675270] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:49:41.805143] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:49:41.928526] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:42.052067] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:49:42.175158] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:49:42.296415] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:42.417201] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:49:42.545337] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:42.672938] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:49:42.798449] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:49:42.798610] [INFO ] [CONFIGURE ] ADM: DISCARDED add_ema (score: 60.00%)
[2025-10-17T22:49:42.798683] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 1.5s/test | Remaining: 10931 tests
[2025-10-17T22:49:42.798736] [INFO ] [CONFIGURE ] ADM: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:49:42.798769] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:49:42.931099] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:49:43.063122] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:49:43.196669] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:43.331116] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:49:43.471809] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:49:43.605814] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:43.768406] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:49:43.900738] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:49:44.031226] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:49:44.162062] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:49:44.162278] [INFO ] [CONFIGURE ] ADM: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T22:49:44.162338] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 1.5s/test | Remaining: 10930 tests
[2025-10-17T22:49:44.162374] [INFO ] [CONFIGURE ] ADM: Testing feature 6/29: add_failed_moves
[2025-10-17T22:49:44.162405] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_failed_moves']
[2025-10-17T22:49:44.276183] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:49:44.385306] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:49:44.493635] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:44.604045] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:49:44.716138] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:49:44.825712] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:44.935719] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:49:45.046916] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:45.161049] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:45.274932] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:49:45.275093] [INFO ] [CONFIGURE ] ADM: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T22:49:45.275143] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 1.5s/test | Remaining: 10929 tests
[2025-10-17T22:49:45.275176] [INFO ] [CONFIGURE ] ADM: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:49:45.275206] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_lag_shelf']
[2025-10-17T22:49:45.374513] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:49:45.474625] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:49:45.574493] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:45.675813] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:49:45.777037] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:49:45.880013] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:45.981416] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:49:46.084753] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:46.186923] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:46.290200] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:49:46.290302] [INFO ] [CONFIGURE ] ADM: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T22:49:46.290344] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10928 tests
[2025-10-17T22:49:46.290377] [INFO ] [CONFIGURE ] ADM: Testing feature 8/29: add_macd
[2025-10-17T22:49:46.290407] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T22:49:46.434411] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:49:46.578031] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:49:46.720903] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:49:46.859713] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:49:47.000865] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:49:47.141291] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:47.283471] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:49:47.430250] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:49:47.575103] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:49:47.720034] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:49:47.720211] [INFO ] [CONFIGURE ] ADM: DISCARDED add_macd (score: 50.00%)
[2025-10-17T22:49:47.720256] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10927 tests
[2025-10-17T22:49:47.720290] [INFO ] [CONFIGURE ] ADM: Testing feature 9/29: add_mfi
[2025-10-17T22:49:47.720320] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_mfi']
[2025-10-17T22:49:47.837759] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:49:47.954750] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:49:48.071475] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:48.188882] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:49:48.305963] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:49:48.431010] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:48.548814] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:49:48.670355] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:48.792045] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:48.913085] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:49:48.913295] [INFO ] [CONFIGURE ] ADM: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T22:49:48.913340] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10926 tests
[2025-10-17T22:49:48.913374] [INFO ] [CONFIGURE ] ADM: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:49:48.913405] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:49:49.045149] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:49:49.180279] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:49:49.315448] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:49.448591] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:49:49.582928] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:49:49.715760] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:49.848559] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:49:49.985753] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:50.120722] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:50.258087] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:49:50.258274] [INFO ] [CONFIGURE ] ADM: KEPT add_momentum_acceleration (score: 80.00%)
[2025-10-17T22:49:50.258319] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10925 tests
[2025-10-17T22:49:50.258353] [INFO ] [CONFIGURE ] ADM: Testing feature 11/29: add_obv_daily
[2025-10-17T22:49:50.258385] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-17T22:49:50.401175] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:49:50.546128] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:49:50.692505] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:50.835590] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:49:50.981876] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:49:51.127821] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:51.271379] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:49:51.415525] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:51.562265] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:49:51.706311] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:49:51.706479] [INFO ] [CONFIGURE ] ADM: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T22:49:51.706526] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10924 tests
[2025-10-17T22:49:51.706560] [INFO ] [CONFIGURE ] ADM: Testing feature 12/29: add_obv_interval
[2025-10-17T22:49:51.706591] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-17T22:49:51.850043] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:49:51.992380] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:49:52.130894] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:49:52.277130] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:49:52.422253] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:49:52.564459] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:52.704496] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:49:52.861751] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:53.001858] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:53.146072] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:49:53.146272] [INFO ] [CONFIGURE ] ADM: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T22:49:53.146335] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10923 tests
[2025-10-17T22:49:53.146372] [INFO ] [CONFIGURE ] ADM: Testing feature 13/29: add_opening_strength
[2025-10-17T22:49:53.146403] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T22:49:53.296054] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:49:53.443298] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:49:53.591303] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:53.739638] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:49:53.895381] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:49:54.049988] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:54.203774] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:49:54.357941] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:54.514958] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:54.668408] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:49:54.668557] [INFO ] [CONFIGURE ] ADM: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-17T22:49:54.668600] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10922 tests
[2025-10-17T22:49:54.668636] [INFO ] [CONFIGURE ] ADM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:49:54.668710] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-17T22:49:54.818788] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:49:54.975402] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:49:55.128873] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:55.280601] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:49:55.432037] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:49:55.583080] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:55.738978] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:49:55.899078] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:56.054567] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:56.208827] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:49:56.208964] [INFO ] [CONFIGURE ] ADM: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-17T22:49:56.209008] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10921 tests
[2025-10-17T22:49:56.209041] [INFO ] [CONFIGURE ] ADM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:49:56.209070] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-17T22:49:56.344506] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:49:56.482991] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:49:56.628744] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:49:56.773022] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:49:56.918285] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:49:57.072437] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:57.225970] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:49:57.379461] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:57.529926] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:57.680629] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:49:57.680808] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T22:49:57.680856] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10920 tests
[2025-10-17T22:49:57.680892] [INFO ] [CONFIGURE ] ADM: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:49:57.680922] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-17T22:49:57.832314] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:49:57.987798] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:49:58.144661] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:58.298311] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:49:58.457076] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:49:58.611126] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:49:58.764764] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:49:58.934104] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:49:59.088295] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:49:59.243223] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:49:59.243390] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-17T22:49:59.243433] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10919 tests
[2025-10-17T22:49:59.243467] [INFO ] [CONFIGURE ] ADM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:49:59.243499] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-17T22:49:59.386104] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:49:59.523186] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:49:59.659797] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:49:59.796800] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:49:59.935175] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:00.075530] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:50:00.223450] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:50:00.365101] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:50:00.514673] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:00.663177] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:00.663350] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T22:50:00.663396] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10918 tests
[2025-10-17T22:50:00.663432] [INFO ] [CONFIGURE ] ADM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:50:00.663465] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-17T22:50:00.808814] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:50:00.958032] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:50:01.108177] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:50:01.258425] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:01.411761] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:01.553928] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:50:01.698072] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:50:01.836257] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:50:01.986743] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:02.157168] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:02.157397] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T22:50:02.157483] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10917 tests
[2025-10-17T22:50:02.157553] [INFO ] [CONFIGURE ] ADM: Testing feature 20/29: add_price_rejection
[2025-10-17T22:50:02.157615] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-17T22:50:02.333514] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:50:02.487814] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:50:02.636603] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:50:02.784215] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:02.931404] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:03.084513] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:50:03.232729] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:50:03.380521] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:50:03.530921] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:03.683765] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:03.683969] [INFO ] [CONFIGURE ] ADM: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T22:50:03.684031] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10916 tests
[2025-10-17T22:50:03.684071] [INFO ] [CONFIGURE ] ADM: Testing feature 21/29: add_range_position
[2025-10-17T22:50:03.684102] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-17T22:50:03.846053] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:50:03.998701] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:50:04.152627] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:50:04.309964] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:04.464359] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:04.626448] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:50:04.781930] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:50:04.937318] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:50:05.097776] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:50:05.259291] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:05.259491] [INFO ] [CONFIGURE ] ADM: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T22:50:05.259552] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10915 tests
[2025-10-17T22:50:05.259611] [INFO ] [CONFIGURE ] ADM: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:50:05.259670] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-17T22:50:05.428841] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:50:05.598529] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:50:05.770777] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:50:05.944402] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:06.121486] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:06.292633] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:50:06.466530] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:50:06.641192] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:50:06.818753] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:06.992257] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:06.992411] [INFO ] [CONFIGURE ] ADM: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-17T22:50:06.992455] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10914 tests
[2025-10-17T22:50:06.992490] [INFO ] [CONFIGURE ] ADM: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:50:06.992594] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-17T22:50:07.135753] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:50:07.278586] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:50:07.424743] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:50:07.577210] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:07.724807] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:07.871792] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:50:08.038447] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:50:08.192929] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:50:08.353529] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:08.520470] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:08.520635] [INFO ] [CONFIGURE ] ADM: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T22:50:08.520729] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10913 tests
[2025-10-17T22:50:08.520771] [INFO ] [CONFIGURE ] ADM: Testing feature 24/29: add_rsi
[2025-10-17T22:50:08.520804] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-17T22:50:08.700530] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:50:08.880980] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:50:09.063632] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:50:09.242968] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:09.416281] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:09.583460] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:50:09.749485] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:50:09.917815] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:50:10.089496] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:10.263155] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:10.263409] [INFO ] [CONFIGURE ] ADM: DISCARDED add_rsi (score: 80.00%)
[2025-10-17T22:50:10.263481] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10912 tests
[2025-10-17T22:50:10.263540] [INFO ] [CONFIGURE ] ADM: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:50:10.263576] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-17T22:50:10.410945] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:50:10.556839] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:50:10.709409] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:50:10.859127] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:11.008733] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:11.156794] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:50:11.306955] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:50:11.458968] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:50:11.612499] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:11.764463] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:11.764623] [INFO ] [CONFIGURE ] ADM: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T22:50:11.764710] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10911 tests
[2025-10-17T22:50:11.764758] [INFO ] [CONFIGURE ] ADM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:50:11.764790] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-17T22:50:11.918332] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:50:12.072120] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:50:12.221410] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:50:12.374659] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:12.524669] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:12.676029] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:50:12.827198] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:50:12.978383] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:50:13.142024] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:13.296351] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:13.296516] [INFO ] [CONFIGURE ] ADM: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T22:50:13.296564] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10910 tests
[2025-10-17T22:50:13.296607] [INFO ] [CONFIGURE ] ADM: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T22:50:13.296639] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-17T22:50:13.451518] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:50:13.608798] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:50:13.767191] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:50:13.923549] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:14.112862] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:14.272482] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:50:14.432095] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:50:14.587301] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:50:14.747839] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:50:14.913913] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:14.914154] [INFO ] [CONFIGURE ] ADM: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T22:50:14.914208] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10909 tests
[2025-10-17T22:50:14.914246] [INFO ] [CONFIGURE ] ADM: Testing feature 28/29: add_volume_profile
[2025-10-17T22:50:14.914281] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-17T22:50:15.061369] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:50:15.204015] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:50:15.348849] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:50:15.501435] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:15.652769] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:15.807779] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:50:15.962798] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:50:16.114385] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:50:16.268091] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:16.423716] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:16.423883] [INFO ] [CONFIGURE ] ADM: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T22:50:16.423927] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10908 tests
[2025-10-17T22:50:16.423961] [INFO ] [CONFIGURE ] ADM: Testing feature 29/29: add_vwap
[2025-10-17T22:50:16.423992] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-17T22:50:16.570969] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:50:16.718540] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:50:16.871325] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:50:17.022453] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:17.179499] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:17.330956] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:50:17.483677] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:50:17.635815] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:50:17.787827] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:50:17.944167] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:17.944371] [INFO ] [CONFIGURE ] ADM: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T22:50:17.944457] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10907 tests
[2025-10-17T22:50:17.944498] [INFO ] [CONFIGURE ] ADM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T22:50:17.944528] [INFO ] [CONFIGURE ] ADM: Best accuracy: 80.00%
[2025-10-17T22:50:17.944558] [INFO ] [CONFIGURE ] ADM: Best feature set (2 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:50:17.944586] [INFO ] [CONFIGURE ] ADM: Improvement over baseline: 10.00%
[2025-10-17T22:50:17.944613] [INFO ] [CONFIGURE ] ADM: Total time: 39.9 seconds
[2025-10-17T22:50:17.944639] [INFO ] [CONFIGURE ] ADM: Average time per feature: 1.4 seconds
[2025-10-17T22:50:17.944718] [INFO ] [CONFIGURE ] ADM: Average speed: 0.73 features/sec
[2025-10-17T22:50:17.945262] [INFO ] [LOCAL     ] Saved configuration for ADM: 2 features, 80.00% accuracy -> ./output/feature-sets/ADM.json
[2025-10-17T22:50:17.945333] [INFO ] [CONFIGURE ] ADM: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-17T22:50:17.945429] [INFO ] [sig       ] [4/380] Successfully configured ADM | 0.02 sym/s | Total: 2.9m | ETA: 4.6h
[2025-10-17T22:50:17.945507] [INFO ] [sig       ] [5/380] Configuring AEFC...
[2025-10-17T22:50:17.945573] [INFO ] [CONFIGURE ] AEFC: Configurate test run.
[2025-10-17T22:50:17.945630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-10-17T22:50:17.959869] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AEFC'.
[2025-10-17T22:50:17.960294] [INFO ] [CONFIGURE ] AEFC: Testing with 29 available features
[2025-10-17T22:50:17.960363] [INFO ] [CONFIGURE ] AEFC: Establishing baseline with no features...
[2025-10-17T22:50:18.070362] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:50:18.172973] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:18.276879] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:18.380500] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:18.483314] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:18.588810] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:18.699624] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:18.805281] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:18.908964] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:50:19.014962] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:50:19.015124] [INFO ] [CONFIGURE ] AEFC: Baseline score (no features): 30.00%
[2025-10-17T22:50:19.015168] [INFO ] [CONFIGURE ] AEFC: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:50:19.015201] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:50:19.129719] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:50:19.243956] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:19.359240] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:19.480334] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:19.596940] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:19.716465] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:19.834381] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:19.950880] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:20.068600] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:50:20.188828] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:20.188993] [INFO ] [CONFIGURE ] AEFC: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-17T22:50:20.189040] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10906 tests
[2025-10-17T22:50:20.189074] [INFO ] [CONFIGURE ] AEFC: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:50:20.189104] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T22:50:20.323031] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:50:20.457348] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:20.593324] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:20.736559] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:20.884928] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:21.036566] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:21.176983] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:21.339832] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:21.484089] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:21.635811] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:21.635979] [INFO ] [CONFIGURE ] AEFC: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-17T22:50:21.636025] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10905 tests
[2025-10-17T22:50:21.636062] [INFO ] [CONFIGURE ] AEFC: Testing feature 3/29: add_daily_returns
[2025-10-17T22:50:21.636093] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-17T22:50:21.790385] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:50:21.964200] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:22.116528] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:22.258474] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:22.400624] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:22.544626] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:22.697745] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:22.840575] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:22.987391] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:50:23.152597] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:23.152808] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T22:50:23.152867] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10904 tests
[2025-10-17T22:50:23.152904] [INFO ] [CONFIGURE ] AEFC: Testing feature 4/29: add_ema
[2025-10-17T22:50:23.152941] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-17T22:50:23.315039] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:50:23.477789] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:23.649580] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:23.813877] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:23.971116] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:24.132070] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:24.292672] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:24.452074] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:24.609060] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:24.769468] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:24.769623] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_ema (score: 50.00%)
[2025-10-17T22:50:24.769709] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10903 tests
[2025-10-17T22:50:24.769756] [INFO ] [CONFIGURE ] AEFC: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:50:24.769789] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:50:24.931715] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:50:25.096562] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:25.262499] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:25.428563] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:25.607093] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:25.773004] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:25.937803] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:26.111017] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:26.278507] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:50:26.447235] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:50:26.447400] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-17T22:50:26.447443] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10902 tests
[2025-10-17T22:50:26.447478] [INFO ] [CONFIGURE ] AEFC: Testing feature 6/29: add_failed_moves
[2025-10-17T22:50:26.447509] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-17T22:50:26.590839] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:50:26.739448] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:26.882275] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:27.028961] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:27.175370] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:27.327926] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:27.485942] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:27.629210] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:27.773543] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:27.917794] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:27.917971] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T22:50:27.918015] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10901 tests
[2025-10-17T22:50:27.918049] [INFO ] [CONFIGURE ] AEFC: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:50:27.918080] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T22:50:28.051256] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:50:28.185102] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:28.322725] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:50:28.459623] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:28.595986] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:28.735483] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:28.872408] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:29.009987] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:29.147978] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:29.286973] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:29.287087] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T22:50:29.287131] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10900 tests
[2025-10-17T22:50:29.287165] [INFO ] [CONFIGURE ] AEFC: Testing feature 8/29: add_macd
[2025-10-17T22:50:29.287198] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T22:50:29.455506] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:50:29.623332] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:29.796469] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:29.971529] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:50:30.147492] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:30.325821] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:30.500427] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:30.676124] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:30.849845] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:31.023143] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:50:31.023326] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_macd (score: 40.00%)
[2025-10-17T22:50:31.023372] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10899 tests
[2025-10-17T22:50:31.023407] [INFO ] [CONFIGURE ] AEFC: Testing feature 9/29: add_mfi
[2025-10-17T22:50:31.023438] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-17T22:50:31.167993] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:50:31.317571] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:31.470423] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:31.624221] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:31.779073] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:31.935184] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:32.091413] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:32.278347] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:32.431136] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:32.586350] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:32.586587] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T22:50:32.586635] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10898 tests
[2025-10-17T22:50:32.586714] [INFO ] [CONFIGURE ] AEFC: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:50:32.586755] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:50:32.758760] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:50:32.924926] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:33.099727] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:33.269660] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:33.439532] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:33.609574] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:33.781389] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:33.956023] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:34.133839] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:34.310303] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:50:34.310485] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T22:50:34.310547] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10897 tests
[2025-10-17T22:50:34.310584] [INFO ] [CONFIGURE ] AEFC: Testing feature 11/29: add_obv_daily
[2025-10-17T22:50:34.310615] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-17T22:50:34.456633] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:50:34.604524] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:34.754588] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:34.910119] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:35.062550] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:35.217067] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:35.372066] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:35.529528] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:35.700493] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:50:35.858863] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:35.859073] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T22:50:35.859118] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10896 tests
[2025-10-17T22:50:35.859154] [INFO ] [CONFIGURE ] AEFC: Testing feature 12/29: add_obv_interval
[2025-10-17T22:50:35.859185] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-17T22:50:36.007154] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:50:36.155436] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:36.309943] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:50:36.464874] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:36.615395] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:36.768537] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:50:36.922827] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:37.089954] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:37.247966] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:37.404585] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:50:37.404779] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-17T22:50:37.404831] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10895 tests
[2025-10-17T22:50:37.404891] [INFO ] [CONFIGURE ] AEFC: Testing feature 13/29: add_opening_strength
[2025-10-17T22:50:37.404949] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T22:50:37.566883] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:50:37.728724] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:37.897138] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:38.064376] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:38.227816] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:38.397864] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:38.567454] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:38.733502] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:38.909924] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:50:39.077870] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:50:39.078055] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T22:50:39.078101] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10894 tests
[2025-10-17T22:50:39.078137] [INFO ] [CONFIGURE ] AEFC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:50:39.078169] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-17T22:50:39.237901] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:50:39.397311] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:39.555606] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:39.715339] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:50:39.874024] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:40.042044] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:50:40.203872] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:40.365239] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:40.527563] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:40.690774] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:50:40.690936] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_order_flow_imbalance (score: 20.00%)
[2025-10-17T22:50:40.690981] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10893 tests
[2025-10-17T22:50:40.691015] [INFO ] [CONFIGURE ] AEFC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T22:50:40.691046] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-17T22:50:40.831178] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:50:40.974304] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:41.120788] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:41.267230] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:41.501239] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:41.661441] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:41.808284] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:41.952055] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:42.099764] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:42.255017] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:50:42.255185] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-17T22:50:42.255231] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10892 tests
[2025-10-17T22:50:42.255266] [INFO ] [CONFIGURE ] AEFC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:50:42.255388] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-17T22:50:42.405870] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:50:42.559397] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:42.727414] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:42.899868] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:43.057811] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:43.232306] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:43.406927] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:43.606872] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:43.810230] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:50:44.042765] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:44.043021] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-17T22:50:44.043083] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10891 tests
[2025-10-17T22:50:44.043122] [INFO ] [CONFIGURE ] AEFC: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:50:44.043154] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-17T22:50:44.215140] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:50:44.402458] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:44.554615] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:44.699891] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:44.844412] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:44.989597] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:45.137339] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:45.286463] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:45.436584] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:50:45.588021] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:45.588221] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-17T22:50:45.588267] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10890 tests
[2025-10-17T22:50:45.588302] [INFO ] [CONFIGURE ] AEFC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:50:45.588333] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-17T22:50:45.722805] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:50:45.861411] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:46.002732] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:46.141604] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:50:46.278147] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:46.415213] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:46.558923] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:46.717032] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:46.869440] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:47.009096] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:47.009271] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-17T22:50:47.009314] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10889 tests
[2025-10-17T22:50:47.009349] [INFO ] [CONFIGURE ] AEFC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:50:47.009381] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-17T22:50:47.149313] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:50:47.282569] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:47.426075] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:47.580075] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:47.720517] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:47.861291] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:48.004563] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:48.146152] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:48.292163] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:48.435259] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:48.435435] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-17T22:50:48.435480] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10888 tests
[2025-10-17T22:50:48.435515] [INFO ] [CONFIGURE ] AEFC: Testing feature 20/29: add_price_rejection
[2025-10-17T22:50:48.435546] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-17T22:50:48.586473] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:50:48.729368] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:48.874818] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:49.026180] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:49.174155] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:49.323190] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:49.472252] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:49.621547] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:49.770102] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:49.923968] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:49.924109] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T22:50:49.924155] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10887 tests
[2025-10-17T22:50:49.924190] [INFO ] [CONFIGURE ] AEFC: Testing feature 21/29: add_range_position
[2025-10-17T22:50:49.924221] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-10-17T22:50:50.084447] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:50:50.237729] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:50.391610] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:50.548899] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:50.709785] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:50.866248] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:51.024169] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:51.182214] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:51.341315] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:51.514441] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:51.514632] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T22:50:51.514718] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10886 tests
[2025-10-17T22:50:51.514795] [INFO ] [CONFIGURE ] AEFC: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:50:51.514848] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-17T22:50:51.681116] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:50:51.851476] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:52.021508] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:52.228490] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:50:52.418317] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:50:52.601380] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:52.782154] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:52.964072] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:53.148997] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:50:53.354247] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:53.354412] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-17T22:50:53.354455] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10885 tests
[2025-10-17T22:50:53.354490] [INFO ] [CONFIGURE ] AEFC: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:50:53.354520] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-10-17T22:50:53.504100] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:50:53.672897] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:53.824188] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:53.974519] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:54.130221] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:54.284830] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:54.444000] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:54.599136] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:54.756730] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:54.921547] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:54.921731] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-17T22:50:54.921789] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10884 tests
[2025-10-17T22:50:54.921827] [INFO ] [CONFIGURE ] AEFC: Testing feature 24/29: add_rsi
[2025-10-17T22:50:54.921862] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-17T22:50:55.087114] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:50:55.253775] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:55.418104] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:55.583743] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:55.761037] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:55.936035] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:56.111687] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:56.290246] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:56.468837] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:56.674443] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:56.674611] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T22:50:56.674690] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10883 tests
[2025-10-17T22:50:56.674772] [INFO ] [CONFIGURE ] AEFC: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:50:56.674830] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-10-17T22:50:56.822983] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:50:56.971435] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:57.123554] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:57.289384] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:57.455497] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:57.608316] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:57.759629] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:57.916102] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:58.070742] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:58.224540] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:58.224718] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T22:50:58.224774] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10882 tests
[2025-10-17T22:50:58.224809] [INFO ] [CONFIGURE ] AEFC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:50:58.224840] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-17T22:50:58.375231] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:50:58.529527] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:50:58.696915] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:50:58.855934] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:50:59.012082] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:50:59.168354] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:50:59.323105] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:50:59.476712] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:50:59.632800] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:50:59.788242] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:50:59.788418] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T22:50:59.788464] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10881 tests
[2025-10-17T22:50:59.788520] [INFO ] [CONFIGURE ] AEFC: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T22:50:59.788552] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-17T22:50:59.949770] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:00.115730] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:51:00.277375] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:51:00.437497] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:00.612523] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:00.781289] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:51:00.943396] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:01.110971] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T22:51:01.291911] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:01.457930] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:01.458117] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-17T22:51:01.458186] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10880 tests
[2025-10-17T22:51:01.458245] [INFO ] [CONFIGURE ] AEFC: Testing feature 28/29: add_volume_profile
[2025-10-17T22:51:01.458279] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-10-17T22:51:01.603597] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:01.747272] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:51:01.897186] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:51:02.053616] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:02.215822] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:02.377439] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:51:02.539808] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:02.741190] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:51:02.910773] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:03.068015] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:03.068237] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-17T22:51:03.068288] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10879 tests
[2025-10-17T22:51:03.068324] [INFO ] [CONFIGURE ] AEFC: Testing feature 29/29: add_vwap
[2025-10-17T22:51:03.068355] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-10-17T22:51:03.214106] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:03.360608] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:51:03.513945] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:51:03.670372] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:03.849261] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:03.996668] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:51:04.155108] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:04.320190] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T22:51:04.469689] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:51:04.626410] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:51:04.626669] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_vwap (score: 30.00%)
[2025-10-17T22:51:04.626735] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10878 tests
[2025-10-17T22:51:04.626775] [INFO ] [CONFIGURE ] AEFC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T22:51:04.626807] [INFO ] [CONFIGURE ] AEFC: Best accuracy: 60.00%
[2025-10-17T22:51:04.626840] [INFO ] [CONFIGURE ] AEFC: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T22:51:04.626927] [INFO ] [CONFIGURE ] AEFC: Improvement over baseline: 30.00%
[2025-10-17T22:51:04.626965] [INFO ] [CONFIGURE ] AEFC: Total time: 45.6 seconds
[2025-10-17T22:51:04.626994] [INFO ] [CONFIGURE ] AEFC: Average time per feature: 1.6 seconds
[2025-10-17T22:51:04.627023] [INFO ] [CONFIGURE ] AEFC: Average speed: 0.64 features/sec
[2025-10-17T22:51:04.627589] [INFO ] [LOCAL     ] Saved configuration for AEFC: 2 features, 60.00% accuracy -> ./output/feature-sets/AEFC.json
[2025-10-17T22:51:04.627682] [INFO ] [CONFIGURE ] AEFC: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-17T22:51:04.627805] [INFO ] [sig       ] [5/380] Successfully configured AEFC | 0.02 sym/s | Total: 3.7m | ETA: 4.7h
[2025-10-17T22:51:04.627884] [INFO ] [sig       ] [6/380] Configuring ALTG...
[2025-10-17T22:51:04.627951] [INFO ] [CONFIGURE ] ALTG: Configurate test run.
[2025-10-17T22:51:04.628007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-10-17T22:51:04.642036] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ALTG'.
[2025-10-17T22:51:04.642455] [INFO ] [CONFIGURE ] ALTG: Testing with 29 available features
[2025-10-17T22:51:04.642513] [INFO ] [CONFIGURE ] ALTG: Establishing baseline with no features...
[2025-10-17T22:51:04.815223] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:04.917348] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:05.018616] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:51:05.121918] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:05.226915] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:05.331137] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:51:05.435501] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:05.539579] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:05.644916] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:05.777366] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:05.777549] [INFO ] [CONFIGURE ] ALTG: Baseline score (no features): 30.00%
[2025-10-17T22:51:05.777601] [INFO ] [CONFIGURE ] ALTG: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:51:05.777634] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:51:05.896310] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:06.011003] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:06.128439] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:51:06.249379] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:06.367506] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:06.483396] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:06.601662] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:06.723536] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:06.845055] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:06.965066] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:06.965239] [INFO ] [CONFIGURE ] ALTG: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-17T22:51:06.965283] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10877 tests
[2025-10-17T22:51:06.965320] [INFO ] [CONFIGURE ] ALTG: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:51:06.965352] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T22:51:07.098120] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:07.231049] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:07.371204] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:51:07.517548] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:07.657224] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:07.794253] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:07.936207] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:08.081199] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:51:08.242675] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:08.380531] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:08.380745] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-17T22:51:08.380809] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10876 tests
[2025-10-17T22:51:08.380847] [INFO ] [CONFIGURE ] ALTG: Testing feature 3/29: add_daily_returns
[2025-10-17T22:51:08.380882] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T22:51:08.501820] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:08.619011] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:08.738270] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:51:08.860441] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:08.979335] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:09.105394] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:09.228764] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:09.351511] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:09.491562] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:51:09.615782] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:09.615981] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_daily_returns (score: 10.00%)
[2025-10-17T22:51:09.616026] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10875 tests
[2025-10-17T22:51:09.616063] [INFO ] [CONFIGURE ] ALTG: Testing feature 4/29: add_ema
[2025-10-17T22:51:09.616097] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T22:51:09.758557] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:09.905263] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:51:10.043435] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:51:10.188686] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:10.338367] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:10.474517] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:10.608085] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:10.744626] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:10.883434] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:11.019420] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:11.019606] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_ema (score: 30.00%)
[2025-10-17T22:51:11.019674] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10874 tests
[2025-10-17T22:51:11.019731] [INFO ] [CONFIGURE ] ALTG: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:51:11.019767] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:51:11.159727] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:11.299383] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:11.443608] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:51:11.584461] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:11.726690] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:11.872856] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:51:12.015877] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:12.166427] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:51:12.320038] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:12.464960] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:12.465134] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-17T22:51:12.465177] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10873 tests
[2025-10-17T22:51:12.465212] [INFO ] [CONFIGURE ] ALTG: Testing feature 6/29: add_failed_moves
[2025-10-17T22:51:12.465244] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T22:51:12.586626] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:12.713824] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:12.838858] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:51:12.963165] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:13.090912] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:13.214446] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:13.338826] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:13.464977] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:13.590988] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:13.719347] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:13.719509] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T22:51:13.719552] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10872 tests
[2025-10-17T22:51:13.719586] [INFO ] [CONFIGURE ] ALTG: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:51:13.719618] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T22:51:13.833742] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:13.948986] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:14.065713] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:51:14.182674] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:14.298255] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:14.414148] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:14.531129] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:14.647784] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:14.768486] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:14.898047] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:14.898212] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_lag_shelf (score: 20.00%)
[2025-10-17T22:51:14.898255] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10871 tests
[2025-10-17T22:51:14.898289] [INFO ] [CONFIGURE ] ALTG: Testing feature 8/29: add_macd
[2025-10-17T22:51:14.898321] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T22:51:15.058677] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:15.213594] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:15.366429] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:51:15.530833] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:15.701958] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:15.859738] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:51:16.017495] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:16.176914] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:51:16.336175] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:16.495929] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:16.496146] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_macd (score: 50.00%)
[2025-10-17T22:51:16.496279] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10870 tests
[2025-10-17T22:51:16.496341] [INFO ] [CONFIGURE ] ALTG: Testing feature 9/29: add_mfi
[2025-10-17T22:51:16.496378] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T22:51:16.626688] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:16.756945] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:16.886993] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:51:17.037430] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:17.168769] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:17.305626] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:17.437955] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:17.572962] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:17.706807] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:17.872270] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:17.872441] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_mfi (score: 40.00%)
[2025-10-17T22:51:17.872486] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10869 tests
[2025-10-17T22:51:17.872523] [INFO ] [CONFIGURE ] ALTG: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:51:17.872556] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:51:18.021922] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:18.171726] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:18.322038] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:51:18.479118] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:18.637277] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:18.800474] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:18.954747] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:19.109145] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:19.268380] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:19.429411] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:19.429613] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-17T22:51:19.429698] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10868 tests
[2025-10-17T22:51:19.429780] [INFO ] [CONFIGURE ] ALTG: Testing feature 11/29: add_obv_daily
[2025-10-17T22:51:19.429839] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-17T22:51:19.554859] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:19.687517] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:19.812439] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:51:19.932474] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:20.053392] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:20.174476] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:20.301557] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:20.425683] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:20.554489] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:20.680857] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:20.681013] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-17T22:51:20.681057] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10867 tests
[2025-10-17T22:51:20.681092] [INFO ] [CONFIGURE ] ALTG: Testing feature 12/29: add_obv_interval
[2025-10-17T22:51:20.681122] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-17T22:51:20.800105] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:20.924467] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:51:21.044949] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:51:21.166509] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:21.294753] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:21.422750] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:21.554319] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:21.689376] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:21.819563] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:21.955327] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:21.955506] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-17T22:51:21.955564] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10866 tests
[2025-10-17T22:51:21.955601] [INFO ] [CONFIGURE ] ALTG: Testing feature 13/29: add_opening_strength
[2025-10-17T22:51:21.955633] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T22:51:22.096065] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:22.246303] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:22.391972] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:51:22.534381] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:22.671973] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:22.814283] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:22.962277] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:51:23.103431] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:23.246578] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:23.388099] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:23.388257] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-17T22:51:23.388304] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10865 tests
[2025-10-17T22:51:23.388339] [INFO ] [CONFIGURE ] ALTG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:51:23.388371] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-17T22:51:23.531930] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:23.680256] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:23.822962] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:51:23.969204] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:24.116091] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:24.263538] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:24.414083] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:24.569818] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:24.718780] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:24.869480] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:24.869637] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_order_flow_imbalance (score: 20.00%)
[2025-10-17T22:51:24.869719] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10864 tests
[2025-10-17T22:51:24.869781] [INFO ] [CONFIGURE ] ALTG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T22:51:24.869837] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-17T22:51:24.994059] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:25.124274] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:25.252568] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:51:25.378720] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:25.508226] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:25.635096] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:25.768005] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:25.902119] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:26.030855] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:26.162059] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:26.162232] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T22:51:26.162295] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10863 tests
[2025-10-17T22:51:26.162334] [INFO ] [CONFIGURE ] ALTG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:51:26.162366] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-17T22:51:26.296810] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:26.436840] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:26.572894] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:51:26.715606] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:26.854233] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:26.998310] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:27.142176] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:27.290890] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:51:27.431282] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:27.573792] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:27.573959] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-17T22:51:27.574007] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10862 tests
[2025-10-17T22:51:27.574045] [INFO ] [CONFIGURE ] ALTG: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:51:27.574076] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-17T22:51:27.714248] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:27.857036] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:27.997236] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:51:28.138190] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:28.280187] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:28.420459] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:28.560501] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:28.705488] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:28.846712] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:28.989974] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:28.990135] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-17T22:51:28.990178] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10861 tests
[2025-10-17T22:51:28.990212] [INFO ] [CONFIGURE ] ALTG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:51:28.990243] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-17T22:51:29.122101] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:29.250041] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:29.382887] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:51:29.508609] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:29.635347] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:29.762602] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:29.895547] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:30.027521] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:30.167523] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:30.305391] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:30.305607] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-17T22:51:30.305703] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10860 tests
[2025-10-17T22:51:30.305764] [INFO ] [CONFIGURE ] ALTG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:51:30.305800] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-17T22:51:30.431492] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:30.556879] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:30.685531] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:51:30.812384] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:30.939384] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:31.067044] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:31.205306] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:31.354377] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:31.500478] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:31.634165] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:31.634339] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-17T22:51:31.634382] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10859 tests
[2025-10-17T22:51:31.634416] [INFO ] [CONFIGURE ] ALTG: Testing feature 20/29: add_price_rejection
[2025-10-17T22:51:31.634447] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-17T22:51:31.774085] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:31.912439] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:32.049819] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:51:32.194782] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:32.336568] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:32.474628] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:32.613600] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:32.751462] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:32.897842] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:33.068559] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:33.068736] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_price_rejection (score: 20.00%)
[2025-10-17T22:51:33.068802] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10858 tests
[2025-10-17T22:51:33.068860] [INFO ] [CONFIGURE ] ALTG: Testing feature 21/29: add_range_position
[2025-10-17T22:51:33.068894] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-17T22:51:33.212184] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:33.355209] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:51:33.499830] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:51:33.649286] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:33.793421] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:33.941232] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:34.094760] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:34.242488] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:34.391770] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:34.542638] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:34.542887] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_range_position (score: 30.00%)
[2025-10-17T22:51:34.542947] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10857 tests
[2025-10-17T22:51:34.542986] [INFO ] [CONFIGURE ] ALTG: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:51:34.543021] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-17T22:51:34.727618] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:34.908484] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:35.085466] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:51:35.250388] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:35.410945] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:35.570987] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:51:35.737451] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:35.920374] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:36.139092] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:36.348072] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:36.348373] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-17T22:51:36.348450] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10856 tests
[2025-10-17T22:51:36.348511] [INFO ] [CONFIGURE ] ALTG: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:51:36.348568] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-17T22:51:36.535851] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:36.718932] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:36.905623] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:51:37.047094] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:37.185963] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:37.320149] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:37.452805] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:37.584822] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:37.718007] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:37.854549] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:37.854728] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-17T22:51:37.854784] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10855 tests
[2025-10-17T22:51:37.854820] [INFO ] [CONFIGURE ] ALTG: Testing feature 24/29: add_rsi
[2025-10-17T22:51:37.854853] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-17T22:51:38.002716] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:38.148600] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:38.295455] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:51:38.442518] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:38.595049] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:38.744848] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:38.906157] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:39.055502] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:39.218476] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:39.377027] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:39.377278] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T22:51:39.377343] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10854 tests
[2025-10-17T22:51:39.377381] [INFO ] [CONFIGURE ] ALTG: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:51:39.377413] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-17T22:51:39.508110] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:39.632278] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:39.756737] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:51:39.876211] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:40.000180] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:40.120587] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:40.241348] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:40.363211] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:40.486098] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:40.614149] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:40.614341] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-17T22:51:40.614390] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10853 tests
[2025-10-17T22:51:40.614426] [INFO ] [CONFIGURE ] ALTG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:51:40.614456] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-17T22:51:40.734210] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:40.855558] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:40.977476] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:51:41.104308] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:41.226183] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:41.349872] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:51:41.476787] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:41.601364] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:41.725918] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:41.854759] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:41.854893] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-17T22:51:41.854983] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10852 tests
[2025-10-17T22:51:41.855036] [INFO ] [CONFIGURE ] ALTG: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T22:51:41.855069] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-17T22:51:41.983126] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:42.113003] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:42.246510] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:51:42.386294] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:42.516521] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:42.645859] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:42.776351] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:42.910438] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:43.045094] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:43.181046] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:43.181195] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-17T22:51:43.181238] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 1.5s/test | Remaining: 10851 tests
[2025-10-17T22:51:43.181272] [INFO ] [CONFIGURE ] ALTG: Testing feature 28/29: add_volume_profile
[2025-10-17T22:51:43.181356] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T22:51:43.304416] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:43.425765] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:43.548219] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:51:43.671310] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:43.793842] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:43.917586] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:51:44.043458] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:44.168884] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:44.301777] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:44.434626] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:44.434783] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-17T22:51:44.434830] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10850 tests
[2025-10-17T22:51:44.434865] [INFO ] [CONFIGURE ] ALTG: Testing feature 29/29: add_vwap
[2025-10-17T22:51:44.434896] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-17T22:51:44.560815] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:44.685190] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:51:44.810272] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:51:44.931869] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:45.055078] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:51:45.179309] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:51:45.305425] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:45.432287] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:45.557047] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:51:45.683749] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:51:45.683880] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_vwap (score: 40.00%)
[2025-10-17T22:51:45.683923] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10849 tests
[2025-10-17T22:51:45.683958] [INFO ] [CONFIGURE ] ALTG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T22:51:45.683988] [INFO ] [CONFIGURE ] ALTG: Best accuracy: 50.00%
[2025-10-17T22:51:45.684017] [INFO ] [CONFIGURE ] ALTG: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-17T22:51:45.684045] [INFO ] [CONFIGURE ] ALTG: Improvement over baseline: 20.00%
[2025-10-17T22:51:45.684072] [INFO ] [CONFIGURE ] ALTG: Total time: 39.9 seconds
[2025-10-17T22:51:45.684099] [INFO ] [CONFIGURE ] ALTG: Average time per feature: 1.4 seconds
[2025-10-17T22:51:45.684127] [INFO ] [CONFIGURE ] ALTG: Average speed: 0.73 features/sec
[2025-10-17T22:51:45.684607] [INFO ] [LOCAL     ] Saved configuration for ALTG: 1 features, 50.00% accuracy -> ./output/feature-sets/ALTG.json
[2025-10-17T22:51:45.684699] [INFO ] [CONFIGURE ] ALTG: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-17T22:51:45.684778] [INFO ] [sig       ] [6/380] Successfully configured ALTG | 0.02 sym/s | Total: 4.4m | ETA: 4.6h
[2025-10-17T22:51:45.684844] [INFO ] [sig       ] [7/380] Configuring AOMR...
[2025-10-17T22:51:45.684909] [INFO ] [CONFIGURE ] AOMR: Configurate test run.
[2025-10-17T22:51:45.684964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOMR' from 'https://tdm.silogroup.org/data/derivative_storage/AOMR.csv'.
[2025-10-17T22:51:45.698242] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AOMR'.
[2025-10-17T22:51:45.698634] [INFO ] [CONFIGURE ] AOMR: Testing with 29 available features
[2025-10-17T22:51:45.698712] [INFO ] [CONFIGURE ] AOMR: Establishing baseline with no features...
[2025-10-17T22:51:45.796714] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:45.906406] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:51:46.005317] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:51:46.103758] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:46.203160] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:51:46.302554] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:51:46.402224] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:46.501913] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:51:46.602489] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:51:46.707376] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:51:46.707490] [INFO ] [CONFIGURE ] AOMR: Baseline score (no features): 60.00%
[2025-10-17T22:51:46.707532] [INFO ] [CONFIGURE ] AOMR: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:51:46.707564] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:51:46.818494] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:46.931389] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:51:47.045008] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:51:47.159169] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:47.276389] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:51:47.387841] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:51:47.503929] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:47.614949] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:51:47.739591] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:51:47.855596] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:51:47.855756] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-17T22:51:47.855806] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10848 tests
[2025-10-17T22:51:47.855841] [INFO ] [CONFIGURE ] AOMR: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:51:47.855964] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta']
[2025-10-17T22:51:47.975675] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:48.107108] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:51:48.237018] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:51:48.363301] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:48.480750] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:51:48.601495] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:51:48.719229] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:48.898507] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:51:49.026991] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:51:49.149583] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:51:49.149773] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T22:51:49.149824] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10847 tests
[2025-10-17T22:51:49.149859] [INFO ] [CONFIGURE ] AOMR: Testing feature 3/29: add_daily_returns
[2025-10-17T22:51:49.149888] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_daily_returns']
[2025-10-17T22:51:49.253583] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:49.357628] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:51:49.463144] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:51:49.571819] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:49.680724] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:51:49.787848] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:51:49.897750] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:50.003764] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:51:50.109470] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:51:50.215902] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:51:50.216049] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T22:51:50.216093] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10846 tests
[2025-10-17T22:51:50.216126] [INFO ] [CONFIGURE ] AOMR: Testing feature 4/29: add_ema
[2025-10-17T22:51:50.216156] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_ema']
[2025-10-17T22:51:50.332610] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:50.449514] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:51:50.567576] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:51:50.699770] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:50.823355] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:51:50.945027] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:51:51.066591] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:51.193334] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:51.321999] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:51:51.481003] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:51:51.481146] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_ema (score: 50.00%)
[2025-10-17T22:51:51.481190] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10845 tests
[2025-10-17T22:51:51.481224] [INFO ] [CONFIGURE ] AOMR: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:51:51.481254] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:51:51.611748] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:51.747822] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:51:51.882665] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:51:52.013988] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:52.145206] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:51:52.279999] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:51:52.408360] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:51:52.538177] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:52.667147] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:51:52.797325] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:51:52.797504] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T22:51:52.797549] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10844 tests
[2025-10-17T22:51:52.797583] [INFO ] [CONFIGURE ] AOMR: Testing feature 6/29: add_failed_moves
[2025-10-17T22:51:52.797614] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_failed_moves']
[2025-10-17T22:51:52.908250] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:53.022385] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:51:53.132176] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:51:53.244232] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:53.353785] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:51:53.464915] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:51:53.575670] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:53.686293] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:51:53.798247] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:51:53.916860] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:51:53.917027] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T22:51:53.917115] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10843 tests
[2025-10-17T22:51:53.917158] [INFO ] [CONFIGURE ] AOMR: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:51:53.917190] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_lag_shelf']
[2025-10-17T22:51:54.027195] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:54.129087] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:51:54.235005] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:51:54.339859] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:54.462629] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:51:54.565610] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:51:54.669268] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:54.773258] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:51:54.884327] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:51:54.993303] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:51:54.993454] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T22:51:54.993498] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10842 tests
[2025-10-17T22:51:54.993532] [INFO ] [CONFIGURE ] AOMR: Testing feature 8/29: add_macd
[2025-10-17T22:51:54.993564] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T22:51:55.132928] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:55.268934] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:51:55.407093] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:51:55.553476] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:55.701257] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:51:55.844160] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:51:55.986315] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:56.129672] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:51:56.276346] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:51:56.428829] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:51:56.429057] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_macd (score: 50.00%)
[2025-10-17T22:51:56.429121] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10841 tests
[2025-10-17T22:51:56.429170] [INFO ] [CONFIGURE ] AOMR: Testing feature 9/29: add_mfi
[2025-10-17T22:51:56.429226] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi']
[2025-10-17T22:51:56.547448] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:56.667479] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:51:56.787120] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:51:56.909477] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:57.031543] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:51:57.167838] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:51:57.293327] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:57.417226] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:51:57.541776] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:51:57.663287] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:51:57.663478] [INFO ] [CONFIGURE ] AOMR: KEPT add_mfi (score: 80.00%)
[2025-10-17T22:51:57.663524] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10840 tests
[2025-10-17T22:51:57.663558] [INFO ] [CONFIGURE ] AOMR: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:51:57.663591] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:51:57.815614] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:51:57.969055] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:51:58.120801] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:51:58.274848] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:51:58.431602] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:51:58.588787] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:51:58.749747] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:51:58.909721] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:51:59.071123] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:51:59.230907] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:51:59.231109] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T22:51:59.231154] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10839 tests
[2025-10-17T22:51:59.231190] [INFO ] [CONFIGURE ] AOMR: Testing feature 11/29: add_obv_daily
[2025-10-17T22:51:59.231221] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-17T22:51:59.365558] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:51:59.505716] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:51:59.641159] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:51:59.780783] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:51:59.920113] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:00.059741] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:00.195288] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:00.331612] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:52:00.463332] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:00.603598] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:00.603797] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_obv_daily (score: 20.00%)
[2025-10-17T22:52:00.603849] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10838 tests
[2025-10-17T22:52:00.603885] [INFO ] [CONFIGURE ] AOMR: Testing feature 12/29: add_obv_interval
[2025-10-17T22:52:00.603916] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-17T22:52:00.735956] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:52:00.866414] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:00.997187] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:01.159317] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:52:01.300528] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:52:01.442205] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:01.584622] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:01.722192] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:01.857617] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:02.003364] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:02.003552] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-17T22:52:02.003600] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10837 tests
[2025-10-17T22:52:02.003638] [INFO ] [CONFIGURE ] AOMR: Testing feature 13/29: add_opening_strength
[2025-10-17T22:52:02.003729] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T22:52:02.151790] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:02.294529] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:02.442212] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:02.589196] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:02.749522] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:52:02.901296] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:03.077931] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:03.228718] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:52:03.377099] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:03.529987] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:03.530135] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T22:52:03.530181] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10836 tests
[2025-10-17T22:52:03.530216] [INFO ] [CONFIGURE ] AOMR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:52:03.530248] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-10-17T22:52:03.678846] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:52:03.824063] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:03.969041] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:04.111820] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:04.256881] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:52:04.402800] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:04.576631] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:04.737362] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:04.891704] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:05.038845] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:52:05.038998] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-17T22:52:05.039041] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10835 tests
[2025-10-17T22:52:05.039074] [INFO ] [CONFIGURE ] AOMR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T22:52:05.039105] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-17T22:52:05.164587] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:05.291836] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:05.420980] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:05.549532] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:05.678747] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:52:05.810977] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:05.942852] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:06.071349] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:06.202791] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:06.334102] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:06.334249] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-17T22:52:06.334292] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10834 tests
[2025-10-17T22:52:06.334326] [INFO ] [CONFIGURE ] AOMR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:52:06.334356] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-10-17T22:52:06.470875] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:06.635039] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:06.770303] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:06.907529] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:07.052751] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:52:07.188367] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:07.326069] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:07.468513] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:07.611411] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:07.749758] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:07.749946] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T22:52:07.750011] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10833 tests
[2025-10-17T22:52:07.750048] [INFO ] [CONFIGURE ] AOMR: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:52:07.750077] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-10-17T22:52:07.890440] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:08.025796] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:08.162107] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:08.299190] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:08.438813] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:52:08.579836] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:08.718303] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:08.857985] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:52:09.001714] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:09.146504] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:09.146677] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-17T22:52:09.146738] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10832 tests
[2025-10-17T22:52:09.146776] [INFO ] [CONFIGURE ] AOMR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:52:09.146807] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-10-17T22:52:09.272082] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:09.398630] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:52:09.525005] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:09.675219] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:09.804508] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:52:09.932805] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:10.062915] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:10.197269] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:10.328544] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:10.460304] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:10.460480] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T22:52:10.460525] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10831 tests
[2025-10-17T22:52:10.460559] [INFO ] [CONFIGURE ] AOMR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:52:10.460591] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-10-17T22:52:10.587229] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:10.731151] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:52:10.872111] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:11.006824] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:11.141119] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:52:11.273041] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:11.406934] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:11.540700] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:11.675057] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:11.821404] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:11.821593] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T22:52:11.821638] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10830 tests
[2025-10-17T22:52:11.821717] [INFO ] [CONFIGURE ] AOMR: Testing feature 20/29: add_price_rejection
[2025-10-17T22:52:11.821753] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-10-17T22:52:11.960613] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:12.098144] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:52:12.230305] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:12.363744] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:12.503475] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:52:12.644377] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:12.779278] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:12.916243] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:13.052306] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:13.187200] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:13.187390] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-17T22:52:13.187435] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10829 tests
[2025-10-17T22:52:13.187469] [INFO ] [CONFIGURE ] AOMR: Testing feature 21/29: add_range_position
[2025-10-17T22:52:13.187500] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_range_position']
[2025-10-17T22:52:13.332557] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:13.481376] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:52:13.634012] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:13.783633] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:13.938413] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:52:14.083887] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:14.230827] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:14.384796] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:14.534202] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:14.679486] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:14.679694] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_range_position (score: 80.00%)
[2025-10-17T22:52:14.679758] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10828 tests
[2025-10-17T22:52:14.679799] [INFO ] [CONFIGURE ] AOMR: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:52:14.679830] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-10-17T22:52:14.839771] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:15.002025] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:52:15.168321] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:15.330616] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:15.493209] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:52:15.656362] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:15.825565] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:15.989831] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:16.156072] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:16.340241] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:16.340446] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T22:52:16.340498] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10827 tests
[2025-10-17T22:52:16.340546] [INFO ] [CONFIGURE ] AOMR: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:52:16.340603] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-10-17T22:52:16.479520] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:52:16.613944] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:52:16.749710] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:16.888516] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:17.026825] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:52:17.163624] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:17.304177] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:17.446512] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:17.584331] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:17.719417] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:17.719579] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T22:52:17.719624] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10826 tests
[2025-10-17T22:52:17.719695] [INFO ] [CONFIGURE ] AOMR: Testing feature 24/29: add_rsi
[2025-10-17T22:52:17.719741] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-10-17T22:52:17.872335] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:52:18.021757] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:18.183568] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:18.339980] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:18.496401] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:52:18.658238] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:18.823545] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:18.991333] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:52:19.154826] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:19.314452] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:19.314738] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T22:52:19.314794] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10825 tests
[2025-10-17T22:52:19.314831] [INFO ] [CONFIGURE ] AOMR: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:52:19.314862] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-10-17T22:52:19.443736] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:19.573491] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:52:19.704078] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:19.841163] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:19.979578] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:52:20.113246] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:20.245734] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:20.378530] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:20.517670] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:20.648965] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:20.649128] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-17T22:52:20.649172] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10824 tests
[2025-10-17T22:52:20.649209] [INFO ] [CONFIGURE ] AOMR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:52:20.649239] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation']
[2025-10-17T22:52:20.779044] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:52:20.908536] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:21.044824] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:21.179187] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:21.313404] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:52:21.444665] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:21.577852] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:21.716443] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:21.846087] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:21.979861] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:21.980011] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-17T22:52:21.980054] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10823 tests
[2025-10-17T22:52:21.980087] [INFO ] [CONFIGURE ] AOMR: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T22:52:21.980116] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_volume_price_divergence']
[2025-10-17T22:52:22.120832] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:22.266058] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:22.408569] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:22.552527] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:22.693885] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:52:22.841440] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:22.987530] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:23.132857] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:23.275854] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:23.423729] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:23.423926] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T22:52:23.423993] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10822 tests
[2025-10-17T22:52:23.424051] [INFO ] [CONFIGURE ] AOMR: Testing feature 28/29: add_volume_profile
[2025-10-17T22:52:23.424086] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_volume_profile']
[2025-10-17T22:52:23.555789] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:23.704710] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:52:23.836879] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:23.972036] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:24.102690] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:24.235760] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:24.385560] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:24.529329] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:24.670781] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:24.835205] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:24.835419] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T22:52:24.835468] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10821 tests
[2025-10-17T22:52:24.835505] [INFO ] [CONFIGURE ] AOMR: Testing feature 29/29: add_vwap
[2025-10-17T22:52:24.835536] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi', 'add_vwap']
[2025-10-17T22:52:24.971007] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:25.106810] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:25.240968] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:25.375403] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:25.510168] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:52:25.650060] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:25.788570] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:52:25.934348] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:52:26.075539] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:52:26.216403] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:26.216587] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T22:52:26.216632] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10820 tests
[2025-10-17T22:52:26.216707] [INFO ] [CONFIGURE ] AOMR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T22:52:26.216747] [INFO ] [CONFIGURE ] AOMR: Best accuracy: 80.00%
[2025-10-17T22:52:26.216778] [INFO ] [CONFIGURE ] AOMR: Best feature set (1 features): ['add_mfi']
[2025-10-17T22:52:26.216806] [INFO ] [CONFIGURE ] AOMR: Improvement over baseline: 20.00%
[2025-10-17T22:52:26.216831] [INFO ] [CONFIGURE ] AOMR: Total time: 39.5 seconds
[2025-10-17T22:52:26.216857] [INFO ] [CONFIGURE ] AOMR: Average time per feature: 1.4 seconds
[2025-10-17T22:52:26.216882] [INFO ] [CONFIGURE ] AOMR: Average speed: 0.73 features/sec
[2025-10-17T22:52:26.217432] [INFO ] [LOCAL     ] Saved configuration for AOMR: 1 features, 80.00% accuracy -> ./output/feature-sets/AOMR.json
[2025-10-17T22:52:26.217502] [INFO ] [CONFIGURE ] AOMR: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-17T22:52:26.217615] [INFO ] [sig       ] [7/380] Successfully configured AOMR | 0.02 sym/s | Total: 5.1m | ETA: 4.5h
[2025-10-17T22:52:26.217704] [INFO ] [sig       ] [8/380] Configuring AOS...
[2025-10-17T22:52:26.217793] [INFO ] [CONFIGURE ] AOS: Configurate test run.
[2025-10-17T22:52:26.217849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-10-17T22:52:26.232905] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AOS'.
[2025-10-17T22:52:26.233288] [INFO ] [CONFIGURE ] AOS: Testing with 29 available features
[2025-10-17T22:52:26.233345] [INFO ] [CONFIGURE ] AOS: Establishing baseline with no features...
[2025-10-17T22:52:26.341288] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:26.449901] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:52:26.561388] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:26.676747] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:26.786314] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:26.898276] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:52:27.014248] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:52:27.128056] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:27.242080] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:27.357023] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:52:27.357171] [INFO ] [CONFIGURE ] AOS: Baseline score (no features): 50.00%
[2025-10-17T22:52:27.357214] [INFO ] [CONFIGURE ] AOS: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:52:27.357246] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:52:27.483798] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:27.605424] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:27.744582] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:27.869322] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:27.994453] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:28.117783] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:28.240494] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:28.365751] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:28.495253] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:28.628062] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:28.628273] [INFO ] [CONFIGURE ] AOS: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-17T22:52:28.628336] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10819 tests
[2025-10-17T22:52:28.628372] [INFO ] [CONFIGURE ] AOS: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:52:28.628404] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T22:52:28.770055] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:28.932200] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:29.151540] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:29.336043] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:29.511564] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:29.679721] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:52:29.847634] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:30.007350] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:30.147834] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:30.292164] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:30.292345] [INFO ] [CONFIGURE ] AOS: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T22:52:30.292388] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10818 tests
[2025-10-17T22:52:30.292423] [INFO ] [CONFIGURE ] AOS: Testing feature 3/29: add_daily_returns
[2025-10-17T22:52:30.292454] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T22:52:30.412263] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:30.532970] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:30.655205] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:30.777737] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:30.899102] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:31.021736] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:31.148794] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:31.272867] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:31.402834] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:31.532597] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:31.532781] [INFO ] [CONFIGURE ] AOS: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T22:52:31.532832] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10817 tests
[2025-10-17T22:52:31.532870] [INFO ] [CONFIGURE ] AOS: Testing feature 4/29: add_ema
[2025-10-17T22:52:31.532903] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T22:52:31.671919] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:31.811358] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:31.948884] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:32.106992] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:32.251804] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:32.402003] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:32.554486] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:52:32.710165] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:32.860282] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:32.997099] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:32.997287] [INFO ] [CONFIGURE ] AOS: DISCARDED add_ema (score: 60.00%)
[2025-10-17T22:52:32.997333] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10816 tests
[2025-10-17T22:52:32.997369] [INFO ] [CONFIGURE ] AOS: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:52:32.997401] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:52:33.143000] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:52:33.286500] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:33.431639] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:33.575493] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:33.723487] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:33.898781] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:52:34.043570] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:52:34.185506] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:34.328142] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:34.470158] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:52:34.470333] [INFO ] [CONFIGURE ] AOS: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-17T22:52:34.470377] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10815 tests
[2025-10-17T22:52:34.470411] [INFO ] [CONFIGURE ] AOS: Testing feature 6/29: add_failed_moves
[2025-10-17T22:52:34.470442] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T22:52:34.588337] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:34.712826] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:34.838402] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:34.960064] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:35.083102] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:35.205469] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:35.342825] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:35.481577] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:35.619614] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:35.759109] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:35.759308] [INFO ] [CONFIGURE ] AOS: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T22:52:35.759369] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10814 tests
[2025-10-17T22:52:35.759406] [INFO ] [CONFIGURE ] AOS: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:52:35.759439] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T22:52:35.887800] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:36.014699] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:36.143207] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:36.275284] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:36.401144] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:36.521782] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:36.642821] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:36.762190] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:36.917971] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:37.040955] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:37.041137] [INFO ] [CONFIGURE ] AOS: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T22:52:37.041183] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10813 tests
[2025-10-17T22:52:37.041218] [INFO ] [CONFIGURE ] AOS: Testing feature 8/29: add_macd
[2025-10-17T22:52:37.041252] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T22:52:37.201907] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:37.357554] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:37.509772] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:37.669782] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:52:37.832103] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:37.990469] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:38.148213] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:38.302080] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:38.459735] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:38.615595] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:52:38.615809] [INFO ] [CONFIGURE ] AOS: DISCARDED add_macd (score: 50.00%)
[2025-10-17T22:52:38.615861] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10812 tests
[2025-10-17T22:52:38.615900] [INFO ] [CONFIGURE ] AOS: Testing feature 9/29: add_mfi
[2025-10-17T22:52:38.615932] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T22:52:38.745175] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:38.877404] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:39.011382] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:39.141360] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:39.269992] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:39.403196] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:39.541443] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:39.673608] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:39.809117] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:39.981523] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:39.981747] [INFO ] [CONFIGURE ] AOS: DISCARDED add_mfi (score: 80.00%)
[2025-10-17T22:52:39.981811] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10811 tests
[2025-10-17T22:52:39.981943] [INFO ] [CONFIGURE ] AOS: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:52:39.982000] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:52:40.127757] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:40.273617] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:40.420188] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:40.568763] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:40.715542] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:40.867886] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:41.024001] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:41.185099] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:41.357360] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:41.530016] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:41.530196] [INFO ] [CONFIGURE ] AOS: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T22:52:41.530240] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10810 tests
[2025-10-17T22:52:41.530275] [INFO ] [CONFIGURE ] AOS: Testing feature 11/29: add_obv_daily
[2025-10-17T22:52:41.530308] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-17T22:52:41.671843] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:41.812301] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:52:41.954884] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:42.088827] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:52:42.218455] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:42.345335] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:52:42.483986] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:42.615225] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:42.745987] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:42.876414] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:42.876547] [INFO ] [CONFIGURE ] AOS: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T22:52:42.876590] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 1.5s/test | Remaining: 10809 tests
[2025-10-17T22:52:42.876624] [INFO ] [CONFIGURE ] AOS: Testing feature 12/29: add_obv_interval
[2025-10-17T22:52:42.876687] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-17T22:52:43.021007] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:43.145669] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:43.271847] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:43.398880] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:43.531184] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:43.665215] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:52:43.793620] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:52:43.924039] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:44.053067] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:44.183387] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:44.183560] [INFO ] [CONFIGURE ] AOS: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T22:52:44.183603] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10808 tests
[2025-10-17T22:52:44.183638] [INFO ] [CONFIGURE ] AOS: Testing feature 13/29: add_opening_strength
[2025-10-17T22:52:44.183716] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T22:52:44.324776] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:44.460520] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:44.589769] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:44.720586] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:52:44.857290] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:44.989396] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:45.125889] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:45.258294] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:45.394259] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:45.542614] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:52:45.542808] [INFO ] [CONFIGURE ] AOS: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T22:52:45.542859] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10807 tests
[2025-10-17T22:52:45.542895] [INFO ] [CONFIGURE ] AOS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:52:45.542927] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-17T22:52:45.690309] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:45.838903] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:52:45.999814] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:46.154782] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:46.301876] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:46.446224] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:46.587692] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:46.735412] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:46.877455] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:47.021540] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:47.021743] [INFO ] [CONFIGURE ] AOS: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-17T22:52:47.021797] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10806 tests
[2025-10-17T22:52:47.021833] [INFO ] [CONFIGURE ] AOS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T22:52:47.021865] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-17T22:52:47.145403] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:47.263813] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:47.382382] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:47.509249] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:47.637129] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:47.768216] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:47.889879] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:48.012922] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:48.135790] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:48.262806] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:48.263003] [INFO ] [CONFIGURE ] AOS: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T22:52:48.263076] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10805 tests
[2025-10-17T22:52:48.263134] [INFO ] [CONFIGURE ] AOS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:52:48.263170] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-17T22:52:48.386332] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:48.515218] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:48.640369] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:48.764402] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:52:48.889850] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:49.015390] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:49.142834] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:49.268696] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:49.395211] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:49.527893] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:49.528104] [INFO ] [CONFIGURE ] AOS: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T22:52:49.528155] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10804 tests
[2025-10-17T22:52:49.528192] [INFO ] [CONFIGURE ] AOS: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:52:49.528225] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-17T22:52:49.659690] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:49.790167] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:49.927174] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:50.056198] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:50.185220] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:50.314682] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:50.444021] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:50.578563] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:50.719311] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:50.854980] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:50.855129] [INFO ] [CONFIGURE ] AOS: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-17T22:52:50.855173] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10803 tests
[2025-10-17T22:52:50.855207] [INFO ] [CONFIGURE ] AOS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:52:50.855238] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-17T22:52:50.970795] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:51.086723] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:51.202416] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:51.319933] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:51.438797] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:51.564389] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:51.690014] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:51.820534] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:51.947624] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:52.098896] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:52.099052] [INFO ] [CONFIGURE ] AOS: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T22:52:52.099096] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10802 tests
[2025-10-17T22:52:52.099130] [INFO ] [CONFIGURE ] AOS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:52:52.099161] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-17T22:52:52.216224] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:52.335536] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:52.452690] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:52.579218] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:52.696805] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:52.822745] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:52.954638] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:53.085155] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:53.211585] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:53.343747] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:53.343951] [INFO ] [CONFIGURE ] AOS: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T22:52:53.344008] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10801 tests
[2025-10-17T22:52:53.344045] [INFO ] [CONFIGURE ] AOS: Testing feature 20/29: add_price_rejection
[2025-10-17T22:52:53.344077] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-17T22:52:53.479925] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:53.613087] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:53.750971] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:53.885402] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:54.018389] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:54.156332] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:52:54.294970] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:54.434274] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:54.570974] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:54.705553] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:54.705734] [INFO ] [CONFIGURE ] AOS: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T22:52:54.705787] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10800 tests
[2025-10-17T22:52:54.705822] [INFO ] [CONFIGURE ] AOS: Testing feature 21/29: add_range_position
[2025-10-17T22:52:54.705852] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-17T22:52:54.848814] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:54.988667] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:55.164722] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:55.313116] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:55.454557] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:55.598568] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:55.742959] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:55.889784] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:56.038596] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:56.186165] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:52:56.186337] [INFO ] [CONFIGURE ] AOS: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T22:52:56.186381] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10799 tests
[2025-10-17T22:52:56.186416] [INFO ] [CONFIGURE ] AOS: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:52:56.186447] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-17T22:52:56.349167] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:56.515787] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:56.673739] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:56.832052] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:56.995628] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:57.166469] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:57.330581] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:57.495840] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:57.665276] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:57.826459] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:57.826635] [INFO ] [CONFIGURE ] AOS: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-17T22:52:57.826741] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10798 tests
[2025-10-17T22:52:57.826799] [INFO ] [CONFIGURE ] AOS: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:52:57.826833] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-17T22:52:57.957838] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:58.087676] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:52:58.220835] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:52:58.354949] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:58.490560] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:52:58.624527] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:52:58.760274] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:52:58.895837] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:52:59.027772] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:52:59.158133] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:52:59.158287] [INFO ] [CONFIGURE ] AOS: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T22:52:59.158331] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10797 tests
[2025-10-17T22:52:59.158365] [INFO ] [CONFIGURE ] AOS: Testing feature 24/29: add_rsi
[2025-10-17T22:52:59.158396] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-17T22:52:59.305459] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:52:59.451660] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:52:59.599917] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:52:59.758724] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:52:59.907810] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:53:00.062827] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:53:00.215334] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:53:00.370498] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:00.522039] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:53:00.677388] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:53:00.677550] [INFO ] [CONFIGURE ] AOS: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T22:53:00.677596] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10796 tests
[2025-10-17T22:53:00.677632] [INFO ] [CONFIGURE ] AOS: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:53:00.677751] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-17T22:53:00.804048] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:53:00.931375] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:01.061850] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:53:01.229138] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:01.369676] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:53:01.640293] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:53:01.775140] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:53:01.918411] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:02.052547] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:53:02.187046] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:53:02.187234] [INFO ] [CONFIGURE ] AOS: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-17T22:53:02.187302] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10795 tests
[2025-10-17T22:53:02.187362] [INFO ] [CONFIGURE ] AOS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:53:02.187398] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-17T22:53:02.320303] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:53:02.451408] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:02.586623] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:53:02.717473] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:02.844667] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:53:02.971154] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:03.097245] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:53:03.224420] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:03.351667] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:53:03.480041] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:53:03.480193] [INFO ] [CONFIGURE ] AOS: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T22:53:03.480244] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10794 tests
[2025-10-17T22:53:03.480279] [INFO ] [CONFIGURE ] AOS: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T22:53:03.480310] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-17T22:53:03.619461] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:53:03.775203] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:03.930802] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:53:04.076406] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:04.250888] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:53:04.400595] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:04.560861] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:53:04.707601] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:04.852808] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:53:05.001899] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:53:05.002072] [INFO ] [CONFIGURE ] AOS: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T22:53:05.002116] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10793 tests
[2025-10-17T22:53:05.002151] [INFO ] [CONFIGURE ] AOS: Testing feature 28/29: add_volume_profile
[2025-10-17T22:53:05.002182] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T22:53:05.142396] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:53:05.276548] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:05.409631] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:53:05.542562] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:05.678186] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:53:05.816808] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:53:05.957867] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:53:06.095456] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:06.230496] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:53:06.372633] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:53:06.372822] [INFO ] [CONFIGURE ] AOS: KEPT add_volume_profile (score: 90.00%)
[2025-10-17T22:53:06.372873] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10792 tests
[2025-10-17T22:53:06.372907] [INFO ] [CONFIGURE ] AOS: Testing feature 29/29: add_vwap
[2025-10-17T22:53:06.372939] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_volume_profile', 'add_vwap']
[2025-10-17T22:53:06.519176] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:53:06.672042] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:06.818863] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:53:06.964579] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:07.111503] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:53:07.293126] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:53:07.440509] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:53:07.591676] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:07.750081] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:53:07.911206] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:53:07.911421] [INFO ] [CONFIGURE ] AOS: DISCARDED add_vwap (score: 70.00%)
[2025-10-17T22:53:07.911489] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10791 tests
[2025-10-17T22:53:07.911546] [INFO ] [CONFIGURE ] AOS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T22:53:07.911594] [INFO ] [CONFIGURE ] AOS: Best accuracy: 90.00%
[2025-10-17T22:53:07.911667] [INFO ] [CONFIGURE ] AOS: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T22:53:07.911733] [INFO ] [CONFIGURE ] AOS: Improvement over baseline: 40.00%
[2025-10-17T22:53:07.911832] [INFO ] [CONFIGURE ] AOS: Total time: 40.6 seconds
[2025-10-17T22:53:07.911896] [INFO ] [CONFIGURE ] AOS: Average time per feature: 1.4 seconds
[2025-10-17T22:53:07.911941] [INFO ] [CONFIGURE ] AOS: Average speed: 0.72 features/sec
[2025-10-17T22:53:07.912607] [INFO ] [LOCAL     ] Saved configuration for AOS: 2 features, 90.00% accuracy -> ./output/feature-sets/AOS.json
[2025-10-17T22:53:07.912715] [INFO ] [CONFIGURE ] AOS: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-17T22:53:07.912823] [INFO ] [sig       ] [8/380] Successfully configured AOS | 0.02 sym/s | Total: 5.8m | ETA: 4.5h
[2025-10-17T22:53:07.912907] [INFO ] [sig       ] [9/380] Configuring APAM...
[2025-10-17T22:53:07.912987] [INFO ] [CONFIGURE ] APAM: Configurate test run.
[2025-10-17T22:53:07.913055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-10-17T22:53:07.932092] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APAM'.
[2025-10-17T22:53:07.932728] [INFO ] [CONFIGURE ] APAM: Testing with 29 available features
[2025-10-17T22:53:07.932802] [INFO ] [CONFIGURE ] APAM: Establishing baseline with no features...
[2025-10-17T22:53:08.053864] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:08.166010] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:08.280669] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:08.394808] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:08.511219] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:08.624754] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:08.737764] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:53:08.857706] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:08.966228] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:53:09.083276] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:09.083475] [INFO ] [CONFIGURE ] APAM: Baseline score (no features): 60.00%
[2025-10-17T22:53:09.083541] [INFO ] [CONFIGURE ] APAM: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:53:09.083580] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:53:09.199885] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:09.322002] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:09.435858] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:53:09.549722] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:09.665890] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:09.782284] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:09.898720] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:53:10.021053] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:10.143302] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:10.261326] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:10.261517] [INFO ] [CONFIGURE ] APAM: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-17T22:53:10.261563] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10790 tests
[2025-10-17T22:53:10.261621] [INFO ] [CONFIGURE ] APAM: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:53:10.261685] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_cumulative_delta']
[2025-10-17T22:53:10.404351] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:10.526442] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:10.649829] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:53:10.776769] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:10.899330] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:11.022207] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:11.145229] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:53:11.269840] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:11.398397] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:11.529791] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:11.529966] [INFO ] [CONFIGURE ] APAM: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T22:53:11.530008] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10789 tests
[2025-10-17T22:53:11.530045] [INFO ] [CONFIGURE ] APAM: Testing feature 3/29: add_daily_returns
[2025-10-17T22:53:11.530077] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns']
[2025-10-17T22:53:11.641391] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:11.758716] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:11.865253] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:11.975314] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:12.085617] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:12.196538] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:12.307330] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:53:12.416087] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:12.531328] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:53:12.641968] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:12.642148] [INFO ] [CONFIGURE ] APAM: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T22:53:12.642194] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10788 tests
[2025-10-17T22:53:12.642228] [INFO ] [CONFIGURE ] APAM: Testing feature 4/29: add_ema
[2025-10-17T22:53:12.642260] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_ema']
[2025-10-17T22:53:12.760768] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:12.879827] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:12.999352] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:53:13.126924] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:13.266072] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:13.400627] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:13.543604] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:53:13.678288] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:13.814377] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:13.950830] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:13.951007] [INFO ] [CONFIGURE ] APAM: DISCARDED add_ema (score: 60.00%)
[2025-10-17T22:53:13.951054] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10787 tests
[2025-10-17T22:53:13.951090] [INFO ] [CONFIGURE ] APAM: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:53:13.951122] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:53:14.094043] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:14.239167] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:14.381400] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:53:14.528224] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:14.672831] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:53:14.828363] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:14.972614] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:53:15.124185] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:15.266168] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:15.408586] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:53:15.408783] [INFO ] [CONFIGURE ] APAM: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T22:53:15.408834] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10786 tests
[2025-10-17T22:53:15.408870] [INFO ] [CONFIGURE ] APAM: Testing feature 6/29: add_failed_moves
[2025-10-17T22:53:15.408901] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_failed_moves']
[2025-10-17T22:53:15.533329] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:15.649174] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:15.775714] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:15.902068] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:16.024169] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:16.147746] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:16.271999] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:53:16.396815] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:16.543378] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:53:16.665496] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:16.665685] [INFO ] [CONFIGURE ] APAM: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T22:53:16.665748] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10785 tests
[2025-10-17T22:53:16.665785] [INFO ] [CONFIGURE ] APAM: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:53:16.665816] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_lag_shelf']
[2025-10-17T22:53:16.777937] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:16.889341] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:17.001334] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:17.119047] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:17.232097] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:17.336817] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:17.439473] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:53:17.544788] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:17.651081] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:53:17.759629] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:17.759827] [INFO ] [CONFIGURE ] APAM: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T22:53:17.759875] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10784 tests
[2025-10-17T22:53:17.759908] [INFO ] [CONFIGURE ] APAM: Testing feature 8/29: add_macd
[2025-10-17T22:53:17.759940] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T22:53:17.898479] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:18.036938] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:18.180785] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:53:18.326522] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:18.486010] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:53:18.632620] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:18.781596] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:53:18.923264] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:19.069363] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:19.210846] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:19.211029] [INFO ] [CONFIGURE ] APAM: DISCARDED add_macd (score: 40.00%)
[2025-10-17T22:53:19.211074] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10783 tests
[2025-10-17T22:53:19.211108] [INFO ] [CONFIGURE ] APAM: Testing feature 9/29: add_mfi
[2025-10-17T22:53:19.211138] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_mfi']
[2025-10-17T22:53:19.326454] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:19.441481] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:19.565373] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:19.681235] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:19.804562] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:19.926969] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:20.046382] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:53:20.166467] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:20.286147] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:53:20.406583] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:20.406783] [INFO ] [CONFIGURE ] APAM: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T22:53:20.406858] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10782 tests
[2025-10-17T22:53:20.406895] [INFO ] [CONFIGURE ] APAM: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:53:20.406927] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:53:20.537854] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:53:20.680497] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:20.810543] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:53:20.943320] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:21.087266] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:21.229173] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:21.378363] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:53:21.547171] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:21.718157] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:21.938673] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:21.938934] [INFO ] [CONFIGURE ] APAM: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T22:53:21.939009] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10781 tests
[2025-10-17T22:53:21.939074] [INFO ] [CONFIGURE ] APAM: Testing feature 11/29: add_obv_daily
[2025-10-17T22:53:21.939134] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_obv_daily']
[2025-10-17T22:53:22.070259] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:22.218257] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:22.342893] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:22.469421] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:22.597489] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:53:22.729185] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:22.840750] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:53:22.952586] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:23.063761] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:23.175608] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:23.175800] [INFO ] [CONFIGURE ] APAM: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T22:53:23.175862] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10780 tests
[2025-10-17T22:53:23.175907] [INFO ] [CONFIGURE ] APAM: Testing feature 12/29: add_obv_interval
[2025-10-17T22:53:23.175962] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_obv_interval']
[2025-10-17T22:53:23.283093] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:23.403421] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:23.522566] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:23.636541] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:23.751666] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:23.868544] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:23.982687] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:53:24.096237] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:24.205837] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:53:24.322882] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:24.323026] [INFO ] [CONFIGURE ] APAM: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T22:53:24.323069] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10779 tests
[2025-10-17T22:53:24.323104] [INFO ] [CONFIGURE ] APAM: Testing feature 13/29: add_opening_strength
[2025-10-17T22:53:24.323135] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T22:53:24.451713] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:24.569162] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:24.687584] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:24.804528] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:24.922296] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:25.040733] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:25.163543] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:53:25.283336] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:25.402496] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:53:25.522303] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:53:25.522458] [INFO ] [CONFIGURE ] APAM: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T22:53:25.522500] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10778 tests
[2025-10-17T22:53:25.522535] [INFO ] [CONFIGURE ] APAM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:53:25.522566] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T22:53:25.641686] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:25.761113] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:25.882057] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:53:26.003219] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:26.127622] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:26.254659] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:53:26.381596] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:53:26.517962] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:26.648707] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:53:26.784934] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:26.785136] [INFO ] [CONFIGURE ] APAM: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T22:53:26.785184] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10777 tests
[2025-10-17T22:53:26.785222] [INFO ] [CONFIGURE ] APAM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T22:53:26.785254] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T22:53:26.896172] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:27.007603] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:27.119570] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:53:27.247379] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:27.360503] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:27.474127] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:27.591154] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:53:27.710426] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:27.830063] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:53:27.945335] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:27.945492] [INFO ] [CONFIGURE ] APAM: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T22:53:27.945535] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10776 tests
[2025-10-17T22:53:27.945569] [INFO ] [CONFIGURE ] APAM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:53:27.945600] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T22:53:28.065770] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:28.182695] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:28.304622] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:28.425937] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:28.550238] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:28.672249] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:53:28.793380] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:53:28.913450] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:29.035952] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:29.164874] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:53:29.165038] [INFO ] [CONFIGURE ] APAM: KEPT add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T22:53:29.165091] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10775 tests
[2025-10-17T22:53:29.165127] [INFO ] [CONFIGURE ] APAM: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:53:29.165167] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-17T22:53:29.301225] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:29.438366] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:29.575111] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:29.710215] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:29.845449] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:29.981942] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:53:30.118770] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:53:30.256083] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:30.391773] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:30.534366] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:53:30.534548] [INFO ] [CONFIGURE ] APAM: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-17T22:53:30.534592] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10774 tests
[2025-10-17T22:53:30.534715] [INFO ] [CONFIGURE ] APAM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:53:30.534762] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-17T22:53:30.655290] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:30.777400] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:30.908547] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:31.034225] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:31.159475] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:31.287529] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:53:31.410772] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:53:31.539865] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:31.693167] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:31.824336] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:53:31.824529] [INFO ] [CONFIGURE ] APAM: KEPT add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T22:53:31.824587] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10773 tests
[2025-10-17T22:53:31.824624] [INFO ] [CONFIGURE ] APAM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:53:31.824697] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-17T22:53:31.951911] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:32.077393] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:32.204131] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:32.336435] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:32.462450] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:32.591185] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:53:32.718068] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:53:32.845809] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:32.968972] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:33.095903] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:53:33.096088] [INFO ] [CONFIGURE ] APAM: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T22:53:33.096146] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10772 tests
[2025-10-17T22:53:33.096187] [INFO ] [CONFIGURE ] APAM: Testing feature 20/29: add_price_rejection
[2025-10-17T22:53:33.096219] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-17T22:53:33.237584] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:33.372117] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:33.501711] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:33.632526] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:33.767889] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:33.902265] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:53:34.037841] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:53:34.168815] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:34.302207] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:34.434161] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:34.434300] [INFO ] [CONFIGURE ] APAM: KEPT add_price_rejection (score: 90.00%)
[2025-10-17T22:53:34.434344] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10771 tests
[2025-10-17T22:53:34.434379] [INFO ] [CONFIGURE ] APAM: Testing feature 21/29: add_range_position
[2025-10-17T22:53:34.434409] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_price_rejection', 'add_range_position']
[2025-10-17T22:53:34.584893] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:34.733597] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:34.878916] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:35.024002] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:35.170213] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:35.318413] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:35.466517] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:53:35.616633] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:35.766801] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:35.921776] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:35.922013] [INFO ] [CONFIGURE ] APAM: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T22:53:35.922075] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10770 tests
[2025-10-17T22:53:35.922112] [INFO ] [CONFIGURE ] APAM: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:53:35.922146] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_price_rejection', 'add_realized_volatility']
[2025-10-17T22:53:36.086120] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:36.254670] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:36.427892] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:36.600295] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:36.771120] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:36.940824] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:53:37.111148] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:53:37.288368] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:37.461474] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:37.637038] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:37.637195] [INFO ] [CONFIGURE ] APAM: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-17T22:53:37.637240] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10769 tests
[2025-10-17T22:53:37.637275] [INFO ] [CONFIGURE ] APAM: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:53:37.637305] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_price_rejection', 'add_recent_range_context']
[2025-10-17T22:53:37.792442] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:37.939462] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:38.083351] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:38.225315] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:38.370444] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:38.513818] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:53:38.663300] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:53:38.807181] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:38.953551] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:39.101970] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:39.102167] [INFO ] [CONFIGURE ] APAM: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-17T22:53:39.102213] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10768 tests
[2025-10-17T22:53:39.102249] [INFO ] [CONFIGURE ] APAM: Testing feature 24/29: add_rsi
[2025-10-17T22:53:39.102283] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_price_rejection', 'add_ema', 'add_rsi']
[2025-10-17T22:53:39.264024] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:39.423360] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:39.583841] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:53:39.756778] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:39.928238] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:40.091280] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:53:40.253183] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:53:40.416366] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:40.579601] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:40.774872] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:53:40.775037] [INFO ] [CONFIGURE ] APAM: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T22:53:40.775083] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10767 tests
[2025-10-17T22:53:40.775119] [INFO ] [CONFIGURE ] APAM: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:53:40.775153] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_price_rejection', 'add_tick_distribution']
[2025-10-17T22:53:40.918084] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:41.060951] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:41.203287] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:41.351192] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:41.496905] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:41.647620] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:53:41.804122] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:53:41.961983] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:42.107210] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:42.248740] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:42.248915] [INFO ] [CONFIGURE ] APAM: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-17T22:53:42.248959] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10766 tests
[2025-10-17T22:53:42.248994] [INFO ] [CONFIGURE ] APAM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:53:42.249027] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_price_rejection', 'add_volume_momentum_confirmation']
[2025-10-17T22:53:42.392623] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:42.535403] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:42.687639] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:42.831224] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:42.973017] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:43.114276] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:53:43.256628] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:53:43.406913] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:43.565865] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:43.717074] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:43.717284] [INFO ] [CONFIGURE ] APAM: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-17T22:53:43.717336] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10765 tests
[2025-10-17T22:53:43.717373] [INFO ] [CONFIGURE ] APAM: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T22:53:43.717407] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_price_rejection', 'add_volume_price_divergence']
[2025-10-17T22:53:43.873317] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:44.034800] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:44.193925] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:53:44.370248] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:44.533558] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:44.688357] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:53:44.848376] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:53:45.010688] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:45.168953] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:45.351264] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:45.351469] [INFO ] [CONFIGURE ] APAM: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-17T22:53:45.351523] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10764 tests
[2025-10-17T22:53:45.351559] [INFO ] [CONFIGURE ] APAM: Testing feature 28/29: add_volume_profile
[2025-10-17T22:53:45.351592] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_price_rejection', 'add_volume_profile']
[2025-10-17T22:53:45.498504] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:45.677778] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:45.824783] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:45.977384] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:46.118179] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:46.262286] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:53:46.405152] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:53:46.547134] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:46.695595] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:46.850173] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:46.850340] [INFO ] [CONFIGURE ] APAM: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-17T22:53:46.850382] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10763 tests
[2025-10-17T22:53:46.850416] [INFO ] [CONFIGURE ] APAM: Testing feature 29/29: add_vwap
[2025-10-17T22:53:46.850448] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_price_rejection', 'add_vwap']
[2025-10-17T22:53:46.993187] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:47.146263] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:47.294016] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:47.445804] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:53:47.597264] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:47.755075] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:53:47.917044] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:53:48.077997] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:48.234021] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:53:48.392924] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:53:48.393092] [INFO ] [CONFIGURE ] APAM: DISCARDED add_vwap (score: 80.00%)
[2025-10-17T22:53:48.393161] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10762 tests
[2025-10-17T22:53:48.393220] [INFO ] [CONFIGURE ] APAM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T22:53:48.393254] [INFO ] [CONFIGURE ] APAM: Best accuracy: 90.00%
[2025-10-17T22:53:48.393284] [INFO ] [CONFIGURE ] APAM: Best feature set (3 features): ['add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-17T22:53:48.393312] [INFO ] [CONFIGURE ] APAM: Improvement over baseline: 30.00%
[2025-10-17T22:53:48.393398] [INFO ] [CONFIGURE ] APAM: Total time: 39.3 seconds
[2025-10-17T22:53:48.393672] [INFO ] [CONFIGURE ] APAM: Average time per feature: 1.4 seconds
[2025-10-17T22:53:48.393722] [INFO ] [CONFIGURE ] APAM: Average speed: 0.74 features/sec
[2025-10-17T22:53:48.394263] [INFO ] [LOCAL     ] Saved configuration for APAM: 3 features, 90.00% accuracy -> ./output/feature-sets/APAM.json
[2025-10-17T22:53:48.394332] [INFO ] [CONFIGURE ] APAM: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-17T22:53:48.394418] [INFO ] [sig       ] [9/380] Successfully configured APAM | 0.02 sym/s | Total: 6.5m | ETA: 4.4h
[2025-10-17T22:53:48.394484] [INFO ] [sig       ] [10/380] Configuring APH...
[2025-10-17T22:53:48.394549] [INFO ] [CONFIGURE ] APH: Configurate test run.
[2025-10-17T22:53:48.394604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-10-17T22:53:48.409172] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APH'.
[2025-10-17T22:53:48.409579] [INFO ] [CONFIGURE ] APH: Testing with 29 available features
[2025-10-17T22:53:48.409662] [INFO ] [CONFIGURE ] APH: Establishing baseline with no features...
[2025-10-17T22:53:48.517445] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:48.625807] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:48.733581] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:48.961329] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:49.070264] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:53:49.182524] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:53:49.294382] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:53:49.399995] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:49.510753] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:53:49.634290] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:49.634467] [INFO ] [CONFIGURE ] APH: Baseline score (no features): 80.00%
[2025-10-17T22:53:49.634514] [INFO ] [CONFIGURE ] APH: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:53:49.634547] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:53:49.756060] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:49.877205] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:49.999115] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:50.124301] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:50.244634] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:53:50.364274] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:53:50.484982] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:53:50.607194] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:50.734371] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:53:50.854229] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:50.854389] [INFO ] [CONFIGURE ] APH: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-17T22:53:50.854433] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10761 tests
[2025-10-17T22:53:50.854486] [INFO ] [CONFIGURE ] APH: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:53:50.854519] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_cumulative_delta']
[2025-10-17T22:53:50.974800] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:51.095869] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:51.216914] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:51.339628] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:51.461638] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:53:51.588034] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:53:51.719031] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:53:51.851351] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:53:51.980746] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:53:52.112274] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:53:52.112429] [INFO ] [CONFIGURE ] APH: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-17T22:53:52.112471] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10760 tests
[2025-10-17T22:53:52.112505] [INFO ] [CONFIGURE ] APH: Testing feature 3/29: add_daily_returns
[2025-10-17T22:53:52.112534] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns']
[2025-10-17T22:53:52.223120] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:52.338544] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:52.448279] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:52.557762] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:52.671525] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:53:52.784193] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:53:52.896615] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:53:53.012618] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:53.131313] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:53:53.247385] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:53:53.247543] [INFO ] [CONFIGURE ] APH: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T22:53:53.247586] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10759 tests
[2025-10-17T22:53:53.247621] [INFO ] [CONFIGURE ] APH: Testing feature 4/29: add_ema
[2025-10-17T22:53:53.247679] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_ema']
[2025-10-17T22:53:53.372774] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:53.498101] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:53.625756] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:53.755108] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:53.887075] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:53:54.015970] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:53:54.153885] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:53:54.292274] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:54.422561] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:53:54.554269] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:54.554488] [INFO ] [CONFIGURE ] APH: DISCARDED add_ema (score: 70.00%)
[2025-10-17T22:53:54.554539] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10758 tests
[2025-10-17T22:53:54.554574] [INFO ] [CONFIGURE ] APH: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:53:54.554604] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:53:54.692250] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:54.823462] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:54.959940] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:55.092077] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:55.225557] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:53:55.373938] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:53:55.525477] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:53:55.671402] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:53:55.818737] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:53:55.966203] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:55.966411] [INFO ] [CONFIGURE ] APH: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-17T22:53:55.966459] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10757 tests
[2025-10-17T22:53:55.966497] [INFO ] [CONFIGURE ] APH: Testing feature 6/29: add_failed_moves
[2025-10-17T22:53:55.966530] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_failed_moves']
[2025-10-17T22:53:56.091760] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:56.216113] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:56.344956] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:56.468326] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:56.594165] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:53:56.725245] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:53:56.853579] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:53:56.981716] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:57.124400] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:53:57.296737] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:57.296930] [INFO ] [CONFIGURE ] APH: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T22:53:57.297014] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10756 tests
[2025-10-17T22:53:57.297087] [INFO ] [CONFIGURE ] APH: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:53:57.297161] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_lag_shelf']
[2025-10-17T22:53:57.411017] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:57.516824] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:53:57.622779] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:57.728071] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:57.849471] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:53:57.969501] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:53:58.090964] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:53:58.209181] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:58.326753] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:53:58.449992] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:53:58.450140] [INFO ] [CONFIGURE ] APH: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-17T22:53:58.450184] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10755 tests
[2025-10-17T22:53:58.450218] [INFO ] [CONFIGURE ] APH: Testing feature 8/29: add_macd
[2025-10-17T22:53:58.450251] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T22:53:58.611944] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:53:58.774632] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:53:58.962908] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:53:59.124157] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:53:59.281618] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:53:59.444177] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:53:59.605855] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:53:59.778496] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:53:59.942188] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:00.104532] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:00.104777] [INFO ] [CONFIGURE ] APH: DISCARDED add_macd (score: 60.00%)
[2025-10-17T22:54:00.104843] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10754 tests
[2025-10-17T22:54:00.104880] [INFO ] [CONFIGURE ] APH: Testing feature 9/29: add_mfi
[2025-10-17T22:54:00.104912] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_mfi']
[2025-10-17T22:54:00.228839] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:00.357943] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:00.483067] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:54:00.611381] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:00.747796] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:00.884486] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:54:01.022389] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:54:01.188406] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:01.331669] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:01.468567] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:01.468805] [INFO ] [CONFIGURE ] APH: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T22:54:01.468857] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10753 tests
[2025-10-17T22:54:01.468918] [INFO ] [CONFIGURE ] APH: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:54:01.468954] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:54:01.614489] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:01.763711] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:01.923136] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:54:02.070865] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:02.224879] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:02.378564] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:54:02.521225] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:54:02.666693] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:02.813951] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:02.959027] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:02.959199] [INFO ] [CONFIGURE ] APH: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T22:54:02.959243] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10752 tests
[2025-10-17T22:54:02.959277] [INFO ] [CONFIGURE ] APH: Testing feature 11/29: add_obv_daily
[2025-10-17T22:54:02.959307] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_obv_daily']
[2025-10-17T22:54:03.076615] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:03.193328] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:54:03.308552] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:54:03.424722] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:03.548436] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:03.666891] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:54:03.785518] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:54:03.905041] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:04.025301] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:04.145939] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:04.146103] [INFO ] [CONFIGURE ] APH: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T22:54:04.146147] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10751 tests
[2025-10-17T22:54:04.146181] [INFO ] [CONFIGURE ] APH: Testing feature 12/29: add_obv_interval
[2025-10-17T22:54:04.146211] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_obv_interval']
[2025-10-17T22:54:04.261608] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:04.381203] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:54:04.496262] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:54:04.610582] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:04.723457] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:04.839256] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:54:04.963961] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:54:05.083895] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:05.206031] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:05.336581] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:05.336775] [INFO ] [CONFIGURE ] APH: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-17T22:54:05.336828] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10750 tests
[2025-10-17T22:54:05.336865] [INFO ] [CONFIGURE ] APH: Testing feature 13/29: add_opening_strength
[2025-10-17T22:54:05.336896] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T22:54:05.460608] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:05.587326] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:54:05.738219] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:54:05.867036] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:05.991402] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:06.115779] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:54:06.243746] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:54:06.367783] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:06.493115] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:54:06.617417] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:06.617605] [INFO ] [CONFIGURE ] APH: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T22:54:06.617675] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10749 tests
[2025-10-17T22:54:06.617749] [INFO ] [CONFIGURE ] APH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:54:06.617798] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T22:54:06.753295] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:06.888434] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:54:07.026528] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:54:07.163992] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:07.296047] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:54:07.432457] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:54:07.570511] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:54:07.706179] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:07.844431] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:07.995314] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:07.995530] [INFO ] [CONFIGURE ] APH: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T22:54:07.995584] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10748 tests
[2025-10-17T22:54:07.995623] [INFO ] [CONFIGURE ] APH: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T22:54:07.995696] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T22:54:08.127535] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:08.246168] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:08.363721] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:54:08.481568] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:08.602149] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:08.720215] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:54:08.842198] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:54:08.967356] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:09.095219] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:09.224972] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:09.225184] [INFO ] [CONFIGURE ] APH: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T22:54:09.225237] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10747 tests
[2025-10-17T22:54:09.225329] [INFO ] [CONFIGURE ] APH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:54:09.225371] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T22:54:09.364179] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:09.503704] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:54:09.635590] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:54:09.772225] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:09.904921] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:10.037928] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:54:10.169852] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:54:10.307848] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:10.444739] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:54:10.582073] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:54:10.582283] [INFO ] [CONFIGURE ] APH: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-17T22:54:10.582331] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10746 tests
[2025-10-17T22:54:10.582366] [INFO ] [CONFIGURE ] APH: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:54:10.582398] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_pbf_return_2d']
[2025-10-17T22:54:10.715896] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:10.850159] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:54:10.986447] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:54:11.122946] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:11.260990] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:11.396103] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:54:11.547105] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:54:11.686929] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:11.830636] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:11.970129] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:11.970349] [INFO ] [CONFIGURE ] APH: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T22:54:11.970408] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10745 tests
[2025-10-17T22:54:11.970448] [INFO ] [CONFIGURE ] APH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:54:11.970480] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_pbf_volatility_5d']
[2025-10-17T22:54:12.093205] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:12.215228] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:54:12.348032] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:54:12.476419] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:12.606036] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:12.739693] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:54:12.867607] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:54:13.001680] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:13.134949] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:13.269273] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:13.269530] [INFO ] [CONFIGURE ] APH: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-17T22:54:13.269614] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10744 tests
[2025-10-17T22:54:13.269711] [INFO ] [CONFIGURE ] APH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:54:13.269785] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-17T22:54:13.395799] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:13.525725] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:54:13.652936] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:54:13.783051] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:13.924886] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:14.054335] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:54:14.184841] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:54:14.321442] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:14.450336] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:14.592422] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:14.592598] [INFO ] [CONFIGURE ] APH: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-17T22:54:14.593962] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10743 tests
[2025-10-17T22:54:14.594195] [INFO ] [CONFIGURE ] APH: Testing feature 20/29: add_price_rejection
[2025-10-17T22:54:14.594242] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_price_rejection']
[2025-10-17T22:54:14.749317] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:14.872325] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:15.003361] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:54:15.130716] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:15.261091] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:15.389833] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:54:15.519804] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:54:15.654220] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:15.797786] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:15.930037] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:15.930204] [INFO ] [CONFIGURE ] APH: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T22:54:15.930426] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10742 tests
[2025-10-17T22:54:15.930470] [INFO ] [CONFIGURE ] APH: Testing feature 21/29: add_range_position
[2025-10-17T22:54:15.930503] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_range_position']
[2025-10-17T22:54:16.071512] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:16.209493] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:54:16.354396] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:54:16.492617] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:16.630299] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:16.768987] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:54:16.913487] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:54:17.065636] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:17.210523] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:17.364426] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:17.364735] [INFO ] [CONFIGURE ] APH: DISCARDED add_range_position (score: 40.00%)
[2025-10-17T22:54:17.364812] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10741 tests
[2025-10-17T22:54:17.364873] [INFO ] [CONFIGURE ] APH: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:54:17.364939] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_realized_volatility']
[2025-10-17T22:54:17.543240] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:17.706979] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:17.878464] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:54:18.041246] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:18.197967] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:54:18.356160] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:54:18.513704] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:54:18.670764] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:18.829484] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:18.983195] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:54:18.983371] [INFO ] [CONFIGURE ] APH: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T22:54:18.983415] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10740 tests
[2025-10-17T22:54:18.983448] [INFO ] [CONFIGURE ] APH: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:54:18.983479] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_recent_range_context']
[2025-10-17T22:54:19.102740] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:19.229247] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:54:19.372254] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:54:19.504251] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:19.631190] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:19.764622] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:54:19.894826] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:54:20.024906] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:20.160621] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:20.332257] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:20.332417] [INFO ] [CONFIGURE ] APH: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T22:54:20.332461] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10739 tests
[2025-10-17T22:54:20.332499] [INFO ] [CONFIGURE ] APH: Testing feature 24/29: add_rsi
[2025-10-17T22:54:20.332533] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_ema', 'add_rsi']
[2025-10-17T22:54:20.479540] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:20.649087] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:54:20.792541] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:54:20.933294] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:21.069359] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:54:21.205757] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:54:21.347207] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:54:21.482942] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:21.618929] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:21.755636] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:21.755829] [INFO ] [CONFIGURE ] APH: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T22:54:21.755875] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10738 tests
[2025-10-17T22:54:21.755911] [INFO ] [CONFIGURE ] APH: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:54:21.755942] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_tick_distribution']
[2025-10-17T22:54:21.868798] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:21.981258] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:22.091674] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:54:22.205632] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:22.330054] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:22.449293] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:54:22.570711] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:54:22.691771] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:22.810834] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:22.932780] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:22.932971] [INFO ] [CONFIGURE ] APH: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T22:54:22.933018] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10737 tests
[2025-10-17T22:54:22.933053] [INFO ] [CONFIGURE ] APH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:54:22.933083] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-17T22:54:23.051969] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:23.167334] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:23.284899] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:54:23.401146] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:23.525817] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:23.648717] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:54:23.814185] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:54:23.955511] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:24.083042] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:24.201839] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:24.202019] [INFO ] [CONFIGURE ] APH: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-17T22:54:24.202063] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10736 tests
[2025-10-17T22:54:24.202096] [INFO ] [CONFIGURE ] APH: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T22:54:24.202127] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_volume_price_divergence']
[2025-10-17T22:54:24.331039] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:24.463558] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:24.604834] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:54:24.744146] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:24.891933] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:25.033633] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:54:25.170634] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:54:25.306571] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:25.441584] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:25.572924] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:25.573091] [INFO ] [CONFIGURE ] APH: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T22:54:25.573135] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10735 tests
[2025-10-17T22:54:25.573168] [INFO ] [CONFIGURE ] APH: Testing feature 28/29: add_volume_profile
[2025-10-17T22:54:25.573198] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_volume_profile']
[2025-10-17T22:54:25.694482] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:25.824950] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:54:25.951563] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:54:26.092450] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:26.211475] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:26.364171] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:54:26.487583] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:54:26.612208] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:26.743866] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:26.872254] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:26.872411] [INFO ] [CONFIGURE ] APH: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T22:54:26.872454] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10734 tests
[2025-10-17T22:54:26.872486] [INFO ] [CONFIGURE ] APH: Testing feature 29/29: add_vwap
[2025-10-17T22:54:26.872517] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_vwap']
[2025-10-17T22:54:26.994712] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:27.120886] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:54:27.249288] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:54:27.380583] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:54:27.510192] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:54:27.644203] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:54:27.771806] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:54:27.905468] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:28.035983] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:28.165960] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:28.166113] [INFO ] [CONFIGURE ] APH: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T22:54:28.166158] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10733 tests
[2025-10-17T22:54:28.166217] [INFO ] [CONFIGURE ] APH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T22:54:28.166273] [INFO ] [CONFIGURE ] APH: Best accuracy: 80.00%
[2025-10-17T22:54:28.166306] [INFO ] [CONFIGURE ] APH: Best feature set (0 features): []
[2025-10-17T22:54:28.166334] [INFO ] [CONFIGURE ] APH: Improvement over baseline: 0.00%
[2025-10-17T22:54:28.166360] [INFO ] [CONFIGURE ] APH: Total time: 38.5 seconds
[2025-10-17T22:54:28.166385] [INFO ] [CONFIGURE ] APH: Average time per feature: 1.3 seconds
[2025-10-17T22:54:28.166413] [INFO ] [CONFIGURE ] APH: Average speed: 0.75 features/sec
[2025-10-17T22:54:28.166988] [INFO ] [LOCAL     ] Saved configuration for APH: 0 features, 80.00% accuracy -> ./output/feature-sets/APH.json
[2025-10-17T22:54:28.167061] [INFO ] [CONFIGURE ] APH: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-10-17T22:54:28.167123] [INFO ] [sig       ] [10/380] Successfully configured APH | 0.02 sym/s | Total: 7.1m | ETA: 4.4h
[2025-10-17T22:54:28.167170] [INFO ] [sig       ] [11/380] Configuring APTV...
[2025-10-17T22:54:28.167226] [INFO ] [CONFIGURE ] APTV: Configurate test run.
[2025-10-17T22:54:28.167305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APTV' from 'https://tdm.silogroup.org/data/derivative_storage/APTV.csv'.
[2025-10-17T22:54:28.180926] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'APTV'.
[2025-10-17T22:54:28.181324] [INFO ] [CONFIGURE ] APTV: Testing with 29 available features
[2025-10-17T22:54:28.181395] [INFO ] [CONFIGURE ] APTV: Establishing baseline with no features...
[2025-10-17T22:54:28.289596] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:28.396601] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:28.505872] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:54:28.629475] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:28.738400] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:54:28.846669] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:54:28.956234] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:29.066179] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:29.177662] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:29.291664] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:54:29.291806] [INFO ] [CONFIGURE ] APTV: Baseline score (no features): 70.00%
[2025-10-17T22:54:29.291850] [INFO ] [CONFIGURE ] APTV: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:54:29.291882] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:54:29.429163] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:54:29.544374] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:29.663286] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:54:29.788082] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:29.911227] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T22:54:30.033181] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:54:30.166142] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:30.290529] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:30.416314] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:30.542726] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:54:30.542897] [INFO ] [CONFIGURE ] APTV: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-17T22:54:30.542940] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10732 tests
[2025-10-17T22:54:30.542973] [INFO ] [CONFIGURE ] APTV: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:54:30.543002] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_cumulative_delta']
[2025-10-17T22:54:30.667745] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:30.793870] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:30.930009] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:54:31.058086] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:31.193417] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:54:31.331362] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:54:31.486349] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:31.640239] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:31.802750] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:31.987114] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:54:31.987342] [INFO ] [CONFIGURE ] APTV: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T22:54:31.987414] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10731 tests
[2025-10-17T22:54:31.987472] [INFO ] [CONFIGURE ] APTV: Testing feature 3/29: add_daily_returns
[2025-10-17T22:54:31.987524] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns']
[2025-10-17T22:54:32.140288] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:32.263090] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:32.383856] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:54:32.485822] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:32.596282] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:54:32.696370] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:54:32.804972] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:32.914355] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:33.022387] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:33.137819] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:54:33.138011] [INFO ] [CONFIGURE ] APTV: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T22:54:33.138056] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10730 tests
[2025-10-17T22:54:33.138089] [INFO ] [CONFIGURE ] APTV: Testing feature 4/29: add_ema
[2025-10-17T22:54:33.138119] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_ema']
[2025-10-17T22:54:33.256048] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:33.379509] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:33.493600] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:54:33.607098] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:33.725395] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:54:33.854124] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:54:33.976874] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:34.095127] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:34.217240] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:34.343848] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:54:34.344030] [INFO ] [CONFIGURE ] APTV: DISCARDED add_ema (score: 70.00%)
[2025-10-17T22:54:34.344075] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10729 tests
[2025-10-17T22:54:34.344110] [INFO ] [CONFIGURE ] APTV: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:54:34.344142] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:54:34.474440] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:34.607495] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:34.741994] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:54:34.875264] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:35.012070] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T22:54:35.145921] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:54:35.279864] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:35.421121] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:54:35.563906] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:54:35.699108] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:35.699287] [INFO ] [CONFIGURE ] APTV: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T22:54:35.699332] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10728 tests
[2025-10-17T22:54:35.699367] [INFO ] [CONFIGURE ] APTV: Testing feature 6/29: add_failed_moves
[2025-10-17T22:54:35.699398] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_failed_moves']
[2025-10-17T22:54:35.809740] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:35.932398] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:36.046091] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:54:36.164486] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:36.276203] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:54:36.394108] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:54:36.523173] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:36.640609] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:36.757203] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:36.879806] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:54:36.879995] [INFO ] [CONFIGURE ] APTV: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T22:54:36.880063] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10727 tests
[2025-10-17T22:54:36.880122] [INFO ] [CONFIGURE ] APTV: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:54:36.880158] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_lag_shelf']
[2025-10-17T22:54:36.986953] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:37.092990] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:37.197479] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:54:37.303955] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:37.409571] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:54:37.514310] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:54:37.624790] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:37.736326] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:37.844409] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:37.955423] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:54:37.955574] [INFO ] [CONFIGURE ] APTV: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T22:54:37.955617] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10726 tests
[2025-10-17T22:54:37.955679] [INFO ] [CONFIGURE ] APTV: Testing feature 8/29: add_macd
[2025-10-17T22:54:37.955786] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T22:54:38.101868] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:38.244324] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:38.388851] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:54:38.534095] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:38.692860] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:54:38.837012] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:54:38.986792] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:39.132180] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:39.276901] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:39.425382] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:39.425554] [INFO ] [CONFIGURE ] APTV: KEPT add_macd (score: 80.00%)
[2025-10-17T22:54:39.425599] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10725 tests
[2025-10-17T22:54:39.425634] [INFO ] [CONFIGURE ] APTV: Testing feature 9/29: add_mfi
[2025-10-17T22:54:39.425706] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-17T22:54:39.584397] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:39.743102] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:39.898113] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:54:40.055277] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:40.214587] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:54:40.376739] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:54:40.533458] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:40.693897] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:40.851160] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:41.009594] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:41.009835] [INFO ] [CONFIGURE ] APTV: DISCARDED add_mfi (score: 80.00%)
[2025-10-17T22:54:41.009897] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10724 tests
[2025-10-17T22:54:41.009937] [INFO ] [CONFIGURE ] APTV: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:54:41.009968] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:54:41.182491] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:41.352027] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:41.543854] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:54:41.710316] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:41.878739] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T22:54:42.050537] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:54:42.227696] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:42.410190] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:42.592603] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:42.775482] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:42.775615] [INFO ] [CONFIGURE ] APTV: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T22:54:42.775688] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10723 tests
[2025-10-17T22:54:42.775739] [INFO ] [CONFIGURE ] APTV: Testing feature 11/29: add_obv_daily
[2025-10-17T22:54:42.775771] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-17T22:54:42.931430] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:54:43.086146] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:43.241022] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:54:43.395512] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:43.560147] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T22:54:43.722243] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:54:43.880121] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:44.039069] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:44.198776] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:44.366116] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:44.366245] [INFO ] [CONFIGURE ] APTV: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T22:54:44.366289] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10722 tests
[2025-10-17T22:54:44.366324] [INFO ] [CONFIGURE ] APTV: Testing feature 12/29: add_obv_interval
[2025-10-17T22:54:44.366355] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-17T22:54:44.519825] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:44.671094] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:44.824559] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:54:44.979321] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:45.135723] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T22:54:45.288971] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:54:45.445351] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:45.602747] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:45.761789] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:45.924494] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:45.924736] [INFO ] [CONFIGURE ] APTV: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-17T22:54:45.924799] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10721 tests
[2025-10-17T22:54:45.924840] [INFO ] [CONFIGURE ] APTV: Testing feature 13/29: add_opening_strength
[2025-10-17T22:54:45.924873] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T22:54:46.091971] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:46.259333] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:46.431428] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:54:46.597080] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:46.767814] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:54:46.934090] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:54:47.101538] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:47.267998] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:47.438465] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:47.638431] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:54:47.638589] [INFO ] [CONFIGURE ] APTV: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T22:54:47.638636] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10720 tests
[2025-10-17T22:54:47.638715] [INFO ] [CONFIGURE ] APTV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:54:47.638752] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-17T22:54:47.803814] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:54:47.975801] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:48.140333] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:54:48.306167] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:48.471064] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T22:54:48.641081] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:54:48.809445] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:48.978072] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:49.154175] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:49.325944] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:49.326100] [INFO ] [CONFIGURE ] APTV: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T22:54:49.326145] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10719 tests
[2025-10-17T22:54:49.326179] [INFO ] [CONFIGURE ] APTV: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T22:54:49.326210] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-17T22:54:49.477999] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:49.627953] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:49.779554] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:54:49.943930] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:50.113988] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:54:50.273077] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:54:50.433247] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:50.591579] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:50.755158] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:50.916227] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:50.916397] [INFO ] [CONFIGURE ] APTV: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-17T22:54:50.916442] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10718 tests
[2025-10-17T22:54:50.916477] [INFO ] [CONFIGURE ] APTV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:54:50.916509] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-17T22:54:51.070014] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:51.223340] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:51.382745] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:54:51.545967] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:51.705249] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:54:51.867287] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:54:52.027357] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:52.191449] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:52.366508] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:52.530143] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:54:52.530319] [INFO ] [CONFIGURE ] APTV: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T22:54:52.530361] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10717 tests
[2025-10-17T22:54:52.530395] [INFO ] [CONFIGURE ] APTV: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:54:52.530426] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-17T22:54:52.694612] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:52.860919] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:53.024987] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:54:53.192808] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:53.355738] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:54:53.520508] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:54:53.706888] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:53.884026] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:54.060239] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:54.232469] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:54:54.232663] [INFO ] [CONFIGURE ] APTV: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-17T22:54:54.232727] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10716 tests
[2025-10-17T22:54:54.232765] [INFO ] [CONFIGURE ] APTV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:54:54.232797] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-17T22:54:54.391106] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:54.548026] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:54.708186] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:54:54.863864] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:55.016609] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:54:55.169719] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:54:55.326096] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:54:55.481050] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:55.643820] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:55.804455] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:55.804624] [INFO ] [CONFIGURE ] APTV: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T22:54:55.804706] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10715 tests
[2025-10-17T22:54:55.804785] [INFO ] [CONFIGURE ] APTV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:54:55.804839] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-17T22:54:55.962308] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:56.118529] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:56.274903] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:54:56.428140] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:56.583934] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:54:56.751337] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:54:56.907158] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:57.060874] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:57.214347] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:57.370378] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:57.370565] [INFO ] [CONFIGURE ] APTV: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T22:54:57.370612] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10714 tests
[2025-10-17T22:54:57.370675] [INFO ] [CONFIGURE ] APTV: Testing feature 20/29: add_price_rejection
[2025-10-17T22:54:57.370729] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-17T22:54:57.533904] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:54:57.697757] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:57.856665] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:54:58.018154] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:58.181562] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T22:54:58.348915] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:54:58.516129] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:54:58.679271] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:54:58.844760] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:54:59.002016] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:54:59.002159] [INFO ] [CONFIGURE ] APTV: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T22:54:59.002225] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10713 tests
[2025-10-17T22:54:59.002261] [INFO ] [CONFIGURE ] APTV: Testing feature 21/29: add_range_position
[2025-10-17T22:54:59.002292] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_range_position']
[2025-10-17T22:54:59.158748] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:54:59.316722] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:54:59.475343] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:54:59.634320] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:54:59.797955] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T22:54:59.963790] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:55:00.129368] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:55:00.291436] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:00.454911] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:00.619479] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:00.619712] [INFO ] [CONFIGURE ] APTV: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T22:55:00.619772] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10712 tests
[2025-10-17T22:55:00.619810] [INFO ] [CONFIGURE ] APTV: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:55:00.619841] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-17T22:55:00.796461] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:00.996739] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:55:01.217902] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:55:01.432992] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:55:01.627225] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T22:55:01.820852] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:55:02.014030] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:55:02.209732] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:02.408539] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:02.611350] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:55:02.611550] [INFO ] [CONFIGURE ] APTV: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T22:55:02.611635] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10711 tests
[2025-10-17T22:55:02.611730] [INFO ] [CONFIGURE ] APTV: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:55:02.611787] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-17T22:55:02.819435] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:03.016602] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:55:03.171919] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:55:03.331854] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:55:03.495772] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:55:03.660849] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:55:03.819295] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:55:03.979018] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:04.142923] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:04.304498] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:04.304695] [INFO ] [CONFIGURE ] APTV: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T22:55:04.304756] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10710 tests
[2025-10-17T22:55:04.304795] [INFO ] [CONFIGURE ] APTV: Testing feature 24/29: add_rsi
[2025-10-17T22:55:04.304891] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-17T22:55:04.477963] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:04.647178] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:55:04.825467] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:55:05.001034] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:55:05.176061] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:55:05.354327] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:55:05.535760] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:55:05.711483] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:05.884966] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:06.053866] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:55:06.054037] [INFO ] [CONFIGURE ] APTV: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T22:55:06.054081] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10709 tests
[2025-10-17T22:55:06.054140] [INFO ] [CONFIGURE ] APTV: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:55:06.054196] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-17T22:55:06.206073] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:06.353758] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:55:06.497451] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:55:06.640036] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:55:06.796299] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:55:06.948036] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:55:07.097403] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:55:07.242623] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:07.388556] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:07.540579] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:07.540754] [INFO ] [CONFIGURE ] APTV: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T22:55:07.540807] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10708 tests
[2025-10-17T22:55:07.540841] [INFO ] [CONFIGURE ] APTV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:55:07.540909] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-17T22:55:07.689782] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:07.839731] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:55:07.992217] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:55:08.151337] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:55:08.312787] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:55:08.473135] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:55:08.645571] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:55:08.835020] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:09.006075] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:09.179157] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:55:09.179312] [INFO ] [CONFIGURE ] APTV: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T22:55:09.179357] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10707 tests
[2025-10-17T22:55:09.179393] [INFO ] [CONFIGURE ] APTV: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T22:55:09.179424] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-17T22:55:09.348004] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:09.512857] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:55:09.680183] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T22:55:09.844483] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:55:10.013884] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:55:10.185403] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:55:10.355551] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:55:10.526855] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:10.704235] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:10.874103] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:55:10.874250] [INFO ] [CONFIGURE ] APTV: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T22:55:10.874294] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10706 tests
[2025-10-17T22:55:10.874329] [INFO ] [CONFIGURE ] APTV: Testing feature 28/29: add_volume_profile
[2025-10-17T22:55:10.874359] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-17T22:55:11.028276] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:11.180939] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:55:11.334336] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T22:55:11.488751] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:55:11.647916] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T22:55:11.815437] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:55:11.965529] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:55:12.122512] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:12.283149] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:12.450129] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:12.450397] [INFO ] [CONFIGURE ] APTV: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T22:55:12.450449] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10705 tests
[2025-10-17T22:55:12.450488] [INFO ] [CONFIGURE ] APTV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T22:55:12.450519] [INFO ] [CONFIGURE ] APTV: Best accuracy: 80.00%
[2025-10-17T22:55:12.450551] [INFO ] [CONFIGURE ] APTV: Best feature set (2 features): ['add_vwap', 'add_macd']
[2025-10-17T22:55:12.450580] [INFO ] [CONFIGURE ] APTV: Improvement over baseline: 10.00%
[2025-10-17T22:55:12.450607] [INFO ] [CONFIGURE ] APTV: Total time: 43.2 seconds
[2025-10-17T22:55:12.450634] [INFO ] [CONFIGURE ] APTV: Average time per feature: 1.5 seconds
[2025-10-17T22:55:12.450709] [INFO ] [CONFIGURE ] APTV: Average speed: 0.67 features/sec
[2025-10-17T22:55:12.451429] [INFO ] [LOCAL     ] Saved configuration for APTV: 2 features, 80.00% accuracy -> ./output/feature-sets/APTV.json
[2025-10-17T22:55:12.451500] [INFO ] [CONFIGURE ] APTV: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-17T22:55:12.451580] [INFO ] [sig       ] [11/380] Successfully configured APTV | 0.02 sym/s | Total: 7.9m | ETA: 4.4h
[2025-10-17T22:55:12.451678] [INFO ] [sig       ] [12/380] Configuring ARCO...
[2025-10-17T22:55:12.451745] [INFO ] [CONFIGURE ] ARCO: Configurate test run.
[2025-10-17T22:55:12.451801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-10-17T22:55:12.465342] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARCO'.
[2025-10-17T22:55:12.465755] [INFO ] [CONFIGURE ] ARCO: Testing with 29 available features
[2025-10-17T22:55:12.465813] [INFO ] [CONFIGURE ] ARCO: Establishing baseline with no features...
[2025-10-17T22:55:12.569582] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:12.678877] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:12.784352] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:12.893758] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:12.999762] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:13.106282] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:55:13.213005] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:13.321999] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:55:13.430669] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:55:13.540004] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:13.540127] [INFO ] [CONFIGURE ] ARCO: Baseline score (no features): 50.00%
[2025-10-17T22:55:13.540170] [INFO ] [CONFIGURE ] ARCO: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:55:13.540202] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:55:13.658282] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:13.780973] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:13.902543] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:14.022110] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:14.143143] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:14.268368] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:55:14.397147] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:14.522163] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:14.646872] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:55:14.777345] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:14.777501] [INFO ] [CONFIGURE ] ARCO: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-17T22:55:14.777546] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10704 tests
[2025-10-17T22:55:14.777601] [INFO ] [CONFIGURE ] ARCO: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:55:14.777680] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T22:55:14.936844] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:15.090490] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:15.236101] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:15.377662] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:15.518724] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:15.660404] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:55:15.803532] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:15.945759] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:16.097056] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:55:16.241357] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:16.241497] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T22:55:16.241542] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10703 tests
[2025-10-17T22:55:16.241577] [INFO ] [CONFIGURE ] ARCO: Testing feature 3/29: add_daily_returns
[2025-10-17T22:55:16.241608] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T22:55:16.372532] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:16.524531] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:16.664665] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:16.791265] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:16.917758] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:17.045199] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:55:17.178785] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:17.305636] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:17.434509] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:55:17.563850] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:17.564029] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T22:55:17.564077] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10702 tests
[2025-10-17T22:55:17.564128] [INFO ] [CONFIGURE ] ARCO: Testing feature 4/29: add_ema
[2025-10-17T22:55:17.564160] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T22:55:17.704430] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:17.845337] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:17.987900] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:18.128245] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:18.267501] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:18.407002] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:55:18.546610] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:18.691802] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:18.834799] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:55:18.978468] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:18.978627] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_ema (score: 60.00%)
[2025-10-17T22:55:18.978704] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10701 tests
[2025-10-17T22:55:18.978750] [INFO ] [CONFIGURE ] ARCO: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:55:18.978782] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:55:19.124765] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:19.273292] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:19.419815] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:19.572056] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:19.721331] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:19.870634] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:55:20.021460] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:55:20.172966] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:20.329000] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:55:20.480378] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:20.480554] [INFO ] [CONFIGURE ] ARCO: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-17T22:55:20.480599] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10700 tests
[2025-10-17T22:55:20.480633] [INFO ] [CONFIGURE ] ARCO: Testing feature 6/29: add_failed_moves
[2025-10-17T22:55:20.480702] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-17T22:55:20.634262] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:20.789514] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:20.973362] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:21.128540] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:21.284038] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:21.439909] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:55:21.597276] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:55:21.754970] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:21.914976] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:55:22.073565] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:22.073734] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T22:55:22.073787] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10699 tests
[2025-10-17T22:55:22.073823] [INFO ] [CONFIGURE ] ARCO: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:55:22.073853] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-17T22:55:22.217432] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:22.362868] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:22.510123] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:22.658193] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:22.818351] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:22.980017] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:55:23.132331] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:23.285205] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:23.443059] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:23.604764] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:23.604976] [INFO ] [CONFIGURE ] ARCO: KEPT add_lag_shelf (score: 80.00%)
[2025-10-17T22:55:23.605023] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10698 tests
[2025-10-17T22:55:23.605058] [INFO ] [CONFIGURE ] ARCO: Testing feature 8/29: add_macd
[2025-10-17T22:55:23.605090] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd']
[2025-10-17T22:55:23.814586] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:24.082169] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:24.330196] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:24.561068] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:24.749513] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:24.928913] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:55:25.104538] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:25.270812] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:25.436918] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:55:25.604190] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:25.604346] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_macd (score: 70.00%)
[2025-10-17T22:55:25.604390] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10697 tests
[2025-10-17T22:55:25.604425] [INFO ] [CONFIGURE ] ARCO: Testing feature 9/29: add_mfi
[2025-10-17T22:55:25.604456] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_mfi']
[2025-10-17T22:55:25.762573] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:25.921458] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:26.080427] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:26.240799] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:26.412252] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:26.574848] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:55:26.742102] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:26.909871] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:27.091775] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:27.255632] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:27.255820] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T22:55:27.255867] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10696 tests
[2025-10-17T22:55:27.255902] [INFO ] [CONFIGURE ] ARCO: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:55:27.255934] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:55:27.429821] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:27.605729] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:27.781809] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:27.961890] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:28.142356] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:28.322724] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:55:28.505796] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:28.687296] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:28.869638] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:29.052082] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:29.052236] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T22:55:29.052279] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10695 tests
[2025-10-17T22:55:29.052313] [INFO ] [CONFIGURE ] ARCO: Testing feature 11/29: add_obv_daily
[2025-10-17T22:55:29.052344] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_daily']
[2025-10-17T22:55:29.208110] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:29.369047] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:29.525341] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:29.683236] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:29.841269] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:30.001299] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:55:30.158310] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:30.314535] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:30.477186] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:30.635165] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:30.635316] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T22:55:30.635359] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10694 tests
[2025-10-17T22:55:30.635394] [INFO ] [CONFIGURE ] ARCO: Testing feature 12/29: add_obv_interval
[2025-10-17T22:55:30.635425] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval']
[2025-10-17T22:55:30.789192] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:30.938117] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:31.087361] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:31.238455] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:31.388674] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:31.539172] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:55:31.691120] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:31.847887] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:32.002864] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:32.156405] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:32.156565] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-17T22:55:32.156609] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10693 tests
[2025-10-17T22:55:32.156673] [INFO ] [CONFIGURE ] ARCO: Testing feature 13/29: add_opening_strength
[2025-10-17T22:55:32.156740] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T22:55:32.319386] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:32.482561] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:32.647573] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:32.811268] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:32.978908] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:33.145177] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:55:33.307059] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:33.469561] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:33.633366] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:33.801103] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:33.801272] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-17T22:55:33.801340] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10692 tests
[2025-10-17T22:55:33.801399] [INFO ] [CONFIGURE ] ARCO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:55:33.801481] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-17T22:55:33.966493] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:34.134723] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:34.342602] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:34.502819] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:34.665473] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:34.824834] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:55:35.004844] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:35.166732] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:35.330822] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:35.492266] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:35.492408] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-17T22:55:35.492452] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10691 tests
[2025-10-17T22:55:35.492486] [INFO ] [CONFIGURE ] ARCO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T22:55:35.492517] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-17T22:55:35.640496] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:35.794162] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:35.943997] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:36.093998] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:36.244435] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:36.396612] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:55:36.542114] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:36.687344] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:36.839563] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:36.992295] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:36.992440] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T22:55:36.992485] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10690 tests
[2025-10-17T22:55:36.992519] [INFO ] [CONFIGURE ] ARCO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:55:36.992549] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-10-17T22:55:37.149255] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:37.305636] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:55:37.463421] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:37.621921] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:37.780280] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:37.939090] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:55:38.110723] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:38.276284] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:38.443340] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:38.610206] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:38.610376] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T22:55:38.610420] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10689 tests
[2025-10-17T22:55:38.610454] [INFO ] [CONFIGURE ] ARCO: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:55:38.610485] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-17T22:55:38.780007] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:38.945260] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:39.111795] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:39.298591] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:39.463597] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:39.622005] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:55:39.798355] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:39.960776] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:40.122323] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:40.286639] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:40.286847] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-17T22:55:40.286942] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10688 tests
[2025-10-17T22:55:40.286987] [INFO ] [CONFIGURE ] ARCO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:55:40.287021] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-10-17T22:55:40.440935] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:40.594358] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:40.751997] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:40.908974] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:41.062731] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:41.215356] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:55:41.389103] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:41.548847] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:41.707192] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:41.864345] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:41.864512] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T22:55:41.864557] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10687 tests
[2025-10-17T22:55:41.864595] [INFO ] [CONFIGURE ] ARCO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:55:41.864699] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-10-17T22:55:42.013940] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:42.161636] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:42.315068] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:42.472911] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:42.630274] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:42.788020] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:55:42.947112] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:43.106778] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:43.268191] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:43.429504] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:43.429726] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T22:55:43.429813] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10686 tests
[2025-10-17T22:55:43.429877] [INFO ] [CONFIGURE ] ARCO: Testing feature 20/29: add_price_rejection
[2025-10-17T22:55:43.429916] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_price_rejection']
[2025-10-17T22:55:43.595969] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:43.762935] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:43.924903] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:44.089922] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:44.247698] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:44.413952] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:55:44.589408] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:44.759559] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:44.930537] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:45.100907] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:45.101075] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T22:55:45.101123] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10685 tests
[2025-10-17T22:55:45.101161] [INFO ] [CONFIGURE ] ARCO: Testing feature 21/29: add_range_position
[2025-10-17T22:55:45.101198] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_range_position']
[2025-10-17T22:55:45.275278] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:45.455627] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:45.637410] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:45.817063] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:46.000622] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:46.177036] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:55:46.350695] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:46.527528] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:46.717592] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:46.895950] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:46.896192] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_range_position (score: 80.00%)
[2025-10-17T22:55:46.896243] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10684 tests
[2025-10-17T22:55:46.896280] [INFO ] [CONFIGURE ] ARCO: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:55:46.896315] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_realized_volatility']
[2025-10-17T22:55:47.083389] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:47.267429] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:47.454096] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:47.636527] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:47.818969] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:48.007588] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:55:48.190209] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:48.379117] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:48.569105] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:55:48.768426] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:48.768688] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T22:55:48.768753] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10683 tests
[2025-10-17T22:55:48.768795] [INFO ] [CONFIGURE ] ARCO: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:55:48.768830] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_recent_range_context']
[2025-10-17T22:55:48.922973] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:49.075121] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:49.228009] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:49.385423] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:49.542009] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:49.702004] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:55:49.875905] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:50.042768] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:50.211748] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:50.372297] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:50.372471] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T22:55:50.372515] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10682 tests
[2025-10-17T22:55:50.372571] [INFO ] [CONFIGURE ] ARCO: Testing feature 24/29: add_rsi
[2025-10-17T22:55:50.372612] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-10-17T22:55:50.545526] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:50.719841] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:50.895491] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:51.072362] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:51.246557] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:51.447011] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:55:51.622546] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:51.806616] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:51.989330] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:55:52.165995] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:52.166165] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T22:55:52.166208] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10681 tests
[2025-10-17T22:55:52.166243] [INFO ] [CONFIGURE ] ARCO: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:55:52.166274] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_tick_distribution']
[2025-10-17T22:55:52.316886] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:52.468439] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:52.624780] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:52.781523] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:52.941155] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:53.097884] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:55:53.253094] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:53.408130] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:53.568254] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:55:53.729667] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:53.729853] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T22:55:53.729897] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10680 tests
[2025-10-17T22:55:53.729931] [INFO ] [CONFIGURE ] ARCO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:55:53.729963] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-10-17T22:55:53.890272] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:54.052043] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T22:55:54.215072] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:54.400895] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:54.560632] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:54.714841] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:55:54.872957] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:55.036937] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:55.199526] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:55.364356] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:55.364529] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T22:55:55.364570] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10679 tests
[2025-10-17T22:55:55.364604] [INFO ] [CONFIGURE ] ARCO: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T22:55:55.364636] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-10-17T22:55:55.539458] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:55.714173] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:55.893373] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:56.067491] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:56.241201] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:56.417870] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:55:56.618699] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:56.798501] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:56.980023] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:57.169334] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:57.169539] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-17T22:55:57.169586] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10678 tests
[2025-10-17T22:55:57.169620] [INFO ] [CONFIGURE ] ARCO: Testing feature 28/29: add_volume_profile
[2025-10-17T22:55:57.169683] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_profile']
[2025-10-17T22:55:57.332761] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:55:57.525188] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T22:55:57.690486] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:57.858395] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:55:58.028984] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:58.207089] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:55:58.377223] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:55:58.550483] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:58.728422] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:55:58.900954] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:55:58.901123] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-17T22:55:58.901166] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10677 tests
[2025-10-17T22:55:58.901254] [INFO ] [CONFIGURE ] ARCO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T22:55:58.901304] [INFO ] [CONFIGURE ] ARCO: Best accuracy: 80.00%
[2025-10-17T22:55:58.901339] [INFO ] [CONFIGURE ] ARCO: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-17T22:55:58.901368] [INFO ] [CONFIGURE ] ARCO: Improvement over baseline: 30.00%
[2025-10-17T22:55:58.901394] [INFO ] [CONFIGURE ] ARCO: Total time: 45.4 seconds
[2025-10-17T22:55:58.901419] [INFO ] [CONFIGURE ] ARCO: Average time per feature: 1.6 seconds
[2025-10-17T22:55:58.901446] [INFO ] [CONFIGURE ] ARCO: Average speed: 0.64 features/sec
[2025-10-17T22:55:58.901837] [INFO ] [LOCAL     ] Saved configuration for ARCO: 4 features, 80.00% accuracy -> ./output/feature-sets/ARCO.json
[2025-10-17T22:55:58.901894] [INFO ] [CONFIGURE ] ARCO: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-17T22:55:58.901954] [INFO ] [sig       ] [12/380] Successfully configured ARCO | 0.02 sym/s | Total: 8.6m | ETA: 4.4h
[2025-10-17T22:55:58.902029] [INFO ] [sig       ] [13/380] Configuring ARES...
[2025-10-17T22:55:58.902087] [INFO ] [CONFIGURE ] ARES: Configurate test run.
[2025-10-17T22:55:58.902144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-10-17T22:55:58.914502] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARES'.
[2025-10-17T22:55:58.914899] [INFO ] [CONFIGURE ] ARES: Testing with 29 available features
[2025-10-17T22:55:58.914960] [INFO ] [CONFIGURE ] ARES: Establishing baseline with no features...
[2025-10-17T22:55:59.027700] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:55:59.141483] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:55:59.252145] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:55:59.365415] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:55:59.478031] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:55:59.598013] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:55:59.726712] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:55:59.843230] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:55:59.959875] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:00.076404] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:00.076566] [INFO ] [CONFIGURE ] ARES: Baseline score (no features): 90.00%
[2025-10-17T22:56:00.076613] [INFO ] [CONFIGURE ] ARES: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:56:00.076677] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:56:00.205930] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:00.332966] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:00.463149] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:56:00.594292] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:00.723282] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:00.852244] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:56:00.981751] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:01.112602] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:01.249498] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:01.382960] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:01.383135] [INFO ] [CONFIGURE ] ARES: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-17T22:56:01.383180] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10676 tests
[2025-10-17T22:56:01.383215] [INFO ] [CONFIGURE ] ARES: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:56:01.383247] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_cumulative_delta']
[2025-10-17T22:56:01.506973] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:01.632059] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:01.757596] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:56:01.883555] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:02.019549] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:02.154964] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:02.287759] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:56:02.422122] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:02.556364] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:02.691277] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:02.691473] [INFO ] [CONFIGURE ] ARES: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-17T22:56:02.691517] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10675 tests
[2025-10-17T22:56:02.691551] [INFO ] [CONFIGURE ] ARES: Testing feature 3/29: add_daily_returns
[2025-10-17T22:56:02.691582] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_daily_returns']
[2025-10-17T22:56:02.810716] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:02.928345] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:03.044373] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:56:03.160001] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:03.275090] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:03.390523] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:03.539012] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:56:03.654898] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:03.776723] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:03.894266] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:03.894421] [INFO ] [CONFIGURE ] ARES: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T22:56:03.894483] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10674 tests
[2025-10-17T22:56:03.894520] [INFO ] [CONFIGURE ] ARES: Testing feature 4/29: add_ema
[2025-10-17T22:56:03.894550] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_ema']
[2025-10-17T22:56:04.023119] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:04.152802] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:04.295790] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:04.440866] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:04.587183] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:04.733538] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:04.865969] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:56:04.997733] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:05.133567] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:05.270758] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:05.270937] [INFO ] [CONFIGURE ] ARES: DISCARDED add_ema (score: 80.00%)
[2025-10-17T22:56:05.270983] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10673 tests
[2025-10-17T22:56:05.271017] [INFO ] [CONFIGURE ] ARES: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:56:05.271049] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:56:05.408927] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:05.548849] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:05.690161] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:56:05.832105] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:05.980407] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:06.121809] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:06.268582] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:56:06.413730] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:56:06.586979] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:06.734156] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:06.734338] [INFO ] [CONFIGURE ] ARES: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T22:56:06.734384] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10672 tests
[2025-10-17T22:56:06.734422] [INFO ] [CONFIGURE ] ARES: Testing feature 6/29: add_failed_moves
[2025-10-17T22:56:06.734454] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_failed_moves']
[2025-10-17T22:56:06.853810] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:06.990466] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:07.111858] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:07.233387] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:07.357873] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:07.479341] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:07.608263] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:07.734960] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:07.858844] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:07.983427] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:07.983600] [INFO ] [CONFIGURE ] ARES: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-17T22:56:07.983664] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 1.5s/test | Remaining: 10671 tests
[2025-10-17T22:56:07.983842] [INFO ] [CONFIGURE ] ARES: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:56:07.983885] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_lag_shelf']
[2025-10-17T22:56:08.097945] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:08.214140] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:08.327143] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:08.440378] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:08.558739] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:08.673485] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:08.788833] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:08.901927] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:09.020629] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:09.152262] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:09.152460] [INFO ] [CONFIGURE ] ARES: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-17T22:56:09.152506] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10670 tests
[2025-10-17T22:56:09.152542] [INFO ] [CONFIGURE ] ARES: Testing feature 8/29: add_macd
[2025-10-17T22:56:09.152574] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T22:56:09.313741] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:09.467984] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:09.657070] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:09.815008] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:09.975232] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:10.128921] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:10.286084] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:56:10.446390] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:56:10.613200] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:10.775169] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:10.775353] [INFO ] [CONFIGURE ] ARES: DISCARDED add_macd (score: 70.00%)
[2025-10-17T22:56:10.775400] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10669 tests
[2025-10-17T22:56:10.775434] [INFO ] [CONFIGURE ] ARES: Testing feature 9/29: add_mfi
[2025-10-17T22:56:10.775467] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_mfi']
[2025-10-17T22:56:10.899419] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:11.023068] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:11.154920] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:11.286204] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:11.415413] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:11.550579] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:11.682889] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:11.813481] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:11.946848] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:12.079703] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:12.079877] [INFO ] [CONFIGURE ] ARES: DISCARDED add_mfi (score: 90.00%)
[2025-10-17T22:56:12.079923] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10668 tests
[2025-10-17T22:56:12.079957] [INFO ] [CONFIGURE ] ARES: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:56:12.079988] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:56:12.224226] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:12.379323] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:12.526901] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:56:12.685093] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:12.826201] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:12.969028] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:13.115344] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:13.260321] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:13.409102] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:13.552594] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:13.552805] [INFO ] [CONFIGURE ] ARES: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-17T22:56:13.552870] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10667 tests
[2025-10-17T22:56:13.552908] [INFO ] [CONFIGURE ] ARES: Testing feature 11/29: add_obv_daily
[2025-10-17T22:56:13.552941] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_obv_daily']
[2025-10-17T22:56:13.668125] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:13.783484] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:13.897570] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:14.015010] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:14.132121] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:14.251804] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:14.371866] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:56:14.486023] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:56:14.600177] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:14.716187] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:14.716356] [INFO ] [CONFIGURE ] ARES: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T22:56:14.716484] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10666 tests
[2025-10-17T22:56:14.716529] [INFO ] [CONFIGURE ] ARES: Testing feature 12/29: add_obv_interval
[2025-10-17T22:56:14.716562] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_obv_interval']
[2025-10-17T22:56:14.828236] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:14.948098] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:15.069790] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:15.192579] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:15.310082] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:15.430400] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:56:15.555824] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:56:15.717244] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:15.833058] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:15.960240] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:15.960447] [INFO ] [CONFIGURE ] ARES: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-17T22:56:15.960501] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10665 tests
[2025-10-17T22:56:15.960537] [INFO ] [CONFIGURE ] ARES: Testing feature 13/29: add_opening_strength
[2025-10-17T22:56:15.960569] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T22:56:16.086682] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:16.224912] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:16.402865] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:56:16.595325] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:16.750723] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:16.934379] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:56:17.094270] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:17.249409] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:56:17.397291] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:17.546570] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:17.546785] [INFO ] [CONFIGURE ] ARES: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T22:56:17.546840] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10664 tests
[2025-10-17T22:56:17.546877] [INFO ] [CONFIGURE ] ARES: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:56:17.546911] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T22:56:17.684669] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:17.827496] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:17.959531] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:18.097394] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:18.230660] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:18.365140] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:56:18.500061] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:18.633797] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:56:18.774285] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:18.909856] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:18.910072] [INFO ] [CONFIGURE ] ARES: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-17T22:56:18.910119] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10663 tests
[2025-10-17T22:56:18.910153] [INFO ] [CONFIGURE ] ARES: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T22:56:18.910185] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T22:56:19.023001] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:19.139845] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:19.276573] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:56:19.407869] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:19.524230] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:19.641159] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:19.764322] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:19.889835] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:20.019232] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:20.140992] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:20.141176] [INFO ] [CONFIGURE ] ARES: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T22:56:20.141235] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10662 tests
[2025-10-17T22:56:20.141280] [INFO ] [CONFIGURE ] ARES: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:56:20.141335] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T22:56:20.261534] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:20.396086] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:20.534976] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:20.667087] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:20.797111] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:20.933226] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:21.060009] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:56:21.189759] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:21.313485] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:21.442416] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:21.442577] [INFO ] [CONFIGURE ] ARES: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-17T22:56:21.442621] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10661 tests
[2025-10-17T22:56:21.442686] [INFO ] [CONFIGURE ] ARES: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:56:21.442734] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_pbf_return_2d']
[2025-10-17T22:56:21.568797] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:21.695282] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:21.833122] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:56:21.969457] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:22.097307] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:22.224462] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:22.353944] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:22.484589] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:22.625342] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:22.764065] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:22.764240] [INFO ] [CONFIGURE ] ARES: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-17T22:56:22.764285] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10660 tests
[2025-10-17T22:56:22.764319] [INFO ] [CONFIGURE ] ARES: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:56:22.764349] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_pbf_volatility_5d']
[2025-10-17T22:56:22.878416] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:22.995197] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:23.114832] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:23.230438] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:23.351089] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:23.468717] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:56:23.592837] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:23.711603] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:23.835194] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:23.955615] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:23.955810] [INFO ] [CONFIGURE ] ARES: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T22:56:23.955859] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10659 tests
[2025-10-17T22:56:23.955893] [INFO ] [CONFIGURE ] ARES: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:56:23.955924] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-17T22:56:24.075204] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:24.196595] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:24.317846] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:24.440817] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:24.566608] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:24.683843] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:24.816141] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:24.925950] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:25.037118] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:25.148395] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:25.148574] [INFO ] [CONFIGURE ] ARES: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-17T22:56:25.148618] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10658 tests
[2025-10-17T22:56:25.148680] [INFO ] [CONFIGURE ] ARES: Testing feature 20/29: add_price_rejection
[2025-10-17T22:56:25.148752] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_price_rejection']
[2025-10-17T22:56:25.263584] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:25.378287] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:25.492138] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:25.606665] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:25.722767] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:25.841093] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:25.967067] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:26.080862] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:26.194540] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:26.306949] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:26.307097] [INFO ] [CONFIGURE ] ARES: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-17T22:56:26.307140] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10657 tests
[2025-10-17T22:56:26.307173] [INFO ] [CONFIGURE ] ARES: Testing feature 21/29: add_range_position
[2025-10-17T22:56:26.307202] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_range_position']
[2025-10-17T22:56:26.427759] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:26.552221] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:26.685569] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:26.824477] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:26.960737] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:27.106265] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:27.264011] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:56:27.407874] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:27.537291] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:27.665802] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:27.665984] [INFO ] [CONFIGURE ] ARES: DISCARDED add_range_position (score: 80.00%)
[2025-10-17T22:56:27.666029] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10656 tests
[2025-10-17T22:56:27.666063] [INFO ] [CONFIGURE ] ARES: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:56:27.666093] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_realized_volatility']
[2025-10-17T22:56:27.820912] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:27.964185] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:28.112006] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:28.256433] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:28.403266] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:28.552016] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:28.702482] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:28.853465] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:29.006004] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:29.158274] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:29.158467] [INFO ] [CONFIGURE ] ARES: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-17T22:56:29.158511] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10655 tests
[2025-10-17T22:56:29.158545] [INFO ] [CONFIGURE ] ARES: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:56:29.158575] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_recent_range_context']
[2025-10-17T22:56:29.287119] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:29.403614] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:29.516520] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:56:29.629776] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:29.744507] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:29.859937] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:56:29.979575] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:56:30.096502] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:30.220624] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:30.346848] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:30.347046] [INFO ] [CONFIGURE ] ARES: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T22:56:30.347093] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10654 tests
[2025-10-17T22:56:30.347129] [INFO ] [CONFIGURE ] ARES: Testing feature 24/29: add_rsi
[2025-10-17T22:56:30.347162] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_ema', 'add_rsi']
[2025-10-17T22:56:30.486577] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:30.637767] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:30.782301] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:30.944155] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:31.082170] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:31.217943] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:56:31.356772] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:31.494452] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:31.641165] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:31.784476] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:31.784630] [INFO ] [CONFIGURE ] ARES: DISCARDED add_rsi (score: 80.00%)
[2025-10-17T22:56:31.784732] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10653 tests
[2025-10-17T22:56:31.784792] [INFO ] [CONFIGURE ] ARES: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:56:31.784827] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_tick_distribution']
[2025-10-17T22:56:31.897847] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:32.009938] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:32.123447] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:32.236087] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:32.349156] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:32.461779] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:32.575779] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:32.691183] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:32.810285] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:32.925166] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:32.925310] [INFO ] [CONFIGURE ] ARES: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-17T22:56:32.925353] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10652 tests
[2025-10-17T22:56:32.925385] [INFO ] [CONFIGURE ] ARES: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:56:32.925415] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-17T22:56:33.040557] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:33.156395] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:33.270124] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:33.392282] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:33.515066] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:33.629449] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:56:33.751802] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:33.900774] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:56:34.018395] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:34.140024] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:34.140186] [INFO ] [CONFIGURE ] ARES: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-17T22:56:34.140228] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10651 tests
[2025-10-17T22:56:34.140263] [INFO ] [CONFIGURE ] ARES: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T22:56:34.140301] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_volume_price_divergence']
[2025-10-17T22:56:34.262887] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:34.388586] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:56:34.513218] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:34.642384] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:34.779436] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:34.907527] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:56:35.043538] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:35.211325] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:35.335295] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:35.463560] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:35.463800] [INFO ] [CONFIGURE ] ARES: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T22:56:35.463864] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10650 tests
[2025-10-17T22:56:35.463902] [INFO ] [CONFIGURE ] ARES: Testing feature 28/29: add_volume_profile
[2025-10-17T22:56:35.463935] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_volume_profile']
[2025-10-17T22:56:35.586021] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:35.707546] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:35.824366] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:56:35.940703] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:36.062229] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:36.177931] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:56:36.292030] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:36.410533] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:36.527337] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:36.644719] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:36.644883] [INFO ] [CONFIGURE ] ARES: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T22:56:36.644926] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10649 tests
[2025-10-17T22:56:36.644958] [INFO ] [CONFIGURE ] ARES: Testing feature 29/29: add_vwap
[2025-10-17T22:56:36.644990] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_vwap']
[2025-10-17T22:56:36.761049] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:36.878737] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:36.995525] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:37.119557] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:56:37.236603] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:56:37.356548] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:56:37.475142] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:37.594884] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:56:37.714400] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:56:37.834666] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:37.834908] [INFO ] [CONFIGURE ] ARES: DISCARDED add_vwap (score: 70.00%)
[2025-10-17T22:56:37.834971] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10648 tests
[2025-10-17T22:56:37.835008] [INFO ] [CONFIGURE ] ARES: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T22:56:37.835039] [INFO ] [CONFIGURE ] ARES: Best accuracy: 90.00%
[2025-10-17T22:56:37.835067] [INFO ] [CONFIGURE ] ARES: Best feature set (0 features): []
[2025-10-17T22:56:37.835095] [INFO ] [CONFIGURE ] ARES: Improvement over baseline: 0.00%
[2025-10-17T22:56:37.835122] [INFO ] [CONFIGURE ] ARES: Total time: 37.8 seconds
[2025-10-17T22:56:37.835149] [INFO ] [CONFIGURE ] ARES: Average time per feature: 1.3 seconds
[2025-10-17T22:56:37.835177] [INFO ] [CONFIGURE ] ARES: Average speed: 0.77 features/sec
[2025-10-17T22:56:37.835742] [INFO ] [LOCAL     ] Saved configuration for ARES: 0 features, 90.00% accuracy -> ./output/feature-sets/ARES.json
[2025-10-17T22:56:37.835834] [INFO ] [CONFIGURE ] ARES: Configuration saved successfully: 0 features, 90.00% accuracy.
[2025-10-17T22:56:37.835920] [INFO ] [sig       ] [13/380] Successfully configured ARES | 0.02 sym/s | Total: 9.3m | ETA: 4.4h
[2025-10-17T22:56:37.835987] [INFO ] [sig       ] [14/380] Configuring ARLO...
[2025-10-17T22:56:37.836052] [INFO ] [CONFIGURE ] ARLO: Configurate test run.
[2025-10-17T22:56:37.836107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-10-17T22:56:37.851007] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ARLO'.
[2025-10-17T22:56:37.851415] [INFO ] [CONFIGURE ] ARLO: Testing with 29 available features
[2025-10-17T22:56:37.851471] [INFO ] [CONFIGURE ] ARLO: Establishing baseline with no features...
[2025-10-17T22:56:37.965854] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:38.076092] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:38.184554] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:56:38.292046] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:56:38.402505] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:56:38.513608] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:56:38.627395] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:38.740068] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:38.850451] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:56:38.969070] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:56:38.969240] [INFO ] [CONFIGURE ] ARLO: Baseline score (no features): 60.00%
[2025-10-17T22:56:38.969285] [INFO ] [CONFIGURE ] ARLO: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:56:38.969319] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:56:39.093429] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:39.218303] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:39.345828] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:39.465623] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:56:39.596164] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:56:39.718856] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:56:39.843837] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:39.979357] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:40.099959] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:56:40.223612] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:40.223821] [INFO ] [CONFIGURE ] ARLO: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-17T22:56:40.223870] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10647 tests
[2025-10-17T22:56:40.223905] [INFO ] [CONFIGURE ] ARLO: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:56:40.223936] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T22:56:40.370244] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:40.510379] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:40.651209] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:40.790273] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:56:40.926383] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:56:41.064895] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:56:41.206289] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:41.346186] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:41.484824] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:56:41.623575] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:56:41.623741] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-17T22:56:41.623802] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10646 tests
[2025-10-17T22:56:41.623836] [INFO ] [CONFIGURE ] ARLO: Testing feature 3/29: add_daily_returns
[2025-10-17T22:56:41.623866] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T22:56:41.747127] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:41.878113] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:42.002866] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:42.126460] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:56:42.250808] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:56:42.375855] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:56:42.506065] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:42.635229] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:42.783712] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:56:42.914864] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:42.915034] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-17T22:56:42.915077] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10645 tests
[2025-10-17T22:56:42.915109] [INFO ] [CONFIGURE ] ARLO: Testing feature 4/29: add_ema
[2025-10-17T22:56:42.915140] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T22:56:43.054350] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:43.192024] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:43.332172] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:56:43.470906] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:56:43.612826] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:56:43.752569] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:56:43.919839] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:44.068172] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:44.212547] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:56:44.360353] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:44.360569] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_ema (score: 70.00%)
[2025-10-17T22:56:44.360617] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10644 tests
[2025-10-17T22:56:44.360686] [INFO ] [CONFIGURE ] ARLO: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:56:44.360739] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:56:44.514114] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:44.664078] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:44.815098] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:44.961796] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:56:45.131463] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:56:45.276284] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:56:45.423817] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:45.574696] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:56:45.733915] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:56:45.895950] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:45.896152] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-17T22:56:45.896199] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10643 tests
[2025-10-17T22:56:45.896237] [INFO ] [CONFIGURE ] ARLO: Testing feature 6/29: add_failed_moves
[2025-10-17T22:56:45.896271] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T22:56:46.052054] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:46.181625] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:46.312981] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:46.444311] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:56:46.574092] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:56:46.704536] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:56:46.834413] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:46.965261] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:47.096581] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:56:47.227045] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:47.227210] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T22:56:47.227255] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10642 tests
[2025-10-17T22:56:47.227290] [INFO ] [CONFIGURE ] ARLO: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:56:47.227321] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T22:56:47.346571] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:47.468754] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:47.600012] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:47.727832] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:56:47.853992] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:56:47.978867] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:56:48.104311] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:48.228070] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:48.354519] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:56:48.485911] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:48.486077] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-17T22:56:48.486122] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10641 tests
[2025-10-17T22:56:48.486156] [INFO ] [CONFIGURE ] ARLO: Testing feature 8/29: add_macd
[2025-10-17T22:56:48.486188] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T22:56:48.646699] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:48.862838] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:49.033699] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:56:49.206477] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:56:49.370271] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:56:49.534050] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:56:49.698953] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:49.863015] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:56:50.032568] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:56:50.203600] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:50.203797] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_macd (score: 60.00%)
[2025-10-17T22:56:50.203850] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10640 tests
[2025-10-17T22:56:50.203884] [INFO ] [CONFIGURE ] ARLO: Testing feature 9/29: add_mfi
[2025-10-17T22:56:50.203915] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T22:56:50.339529] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:50.476188] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:50.615090] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:56:50.755893] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:56:50.897532] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:56:51.037325] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:56:51.173950] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:51.313072] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:51.453099] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:56:51.601289] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:51.601461] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T22:56:51.601506] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10639 tests
[2025-10-17T22:56:51.601542] [INFO ] [CONFIGURE ] ARLO: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:56:51.601575] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:56:51.753076] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:56:51.907179] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:52.103792] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:56:52.255882] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:56:52.416057] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:56:52.568402] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:56:52.722292] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:52.878239] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:53.034063] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:56:53.196074] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:53.196241] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-17T22:56:53.196285] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10638 tests
[2025-10-17T22:56:53.196318] [INFO ] [CONFIGURE ] ARLO: Testing feature 11/29: add_obv_daily
[2025-10-17T22:56:53.196349] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-17T22:56:53.324454] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:56:53.453907] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:53.586618] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:56:53.719725] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:56:53.851472] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:56:53.991086] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:56:54.129206] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:54.264390] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:54.399119] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:56:54.537540] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:54.537761] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T22:56:54.537823] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10637 tests
[2025-10-17T22:56:54.537862] [INFO ] [CONFIGURE ] ARLO: Testing feature 12/29: add_obv_interval
[2025-10-17T22:56:54.537931] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-17T22:56:54.665837] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:56:54.803475] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:54.942435] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:55.078008] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:56:55.212195] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:56:55.345707] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:56:55.478349] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:55.612595] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:55.744470] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:56:55.875516] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:56:55.875712] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T22:56:55.875771] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10636 tests
[2025-10-17T22:56:55.875806] [INFO ] [CONFIGURE ] ARLO: Testing feature 13/29: add_opening_strength
[2025-10-17T22:56:55.875837] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T22:56:56.017377] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:56.157058] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:56.298327] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:56.449758] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:56:56.599463] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:56:56.752566] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:56:56.889904] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:57.029198] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:57.170727] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:56:57.309957] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:57.310138] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-17T22:56:57.310182] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10635 tests
[2025-10-17T22:56:57.310216] [INFO ] [CONFIGURE ] ARLO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:56:57.310245] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-17T22:56:57.449049] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:57.588862] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:57.732232] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:56:57.873732] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:56:58.012208] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:56:58.192293] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:56:58.337195] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:58.484170] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:58.633687] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:56:58.785677] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:56:58.785889] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-17T22:56:58.785953] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10634 tests
[2025-10-17T22:56:58.786000] [INFO ] [CONFIGURE ] ARLO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T22:56:58.786111] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-17T22:56:58.913053] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:56:59.038635] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:56:59.165144] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:56:59.295046] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:56:59.424102] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:56:59.559687] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:56:59.692607] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:56:59.818529] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:56:59.946429] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:57:00.083893] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:00.084069] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T22:57:00.084116] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10633 tests
[2025-10-17T22:57:00.084155] [INFO ] [CONFIGURE ] ARLO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:57:00.084189] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-17T22:57:00.219038] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:00.353309] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:00.484098] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:57:00.618511] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:57:00.751833] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:00.888986] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:57:01.028393] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:57:01.220234] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:01.385901] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:57:01.527229] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:57:01.527435] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-17T22:57:01.527489] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10632 tests
[2025-10-17T22:57:01.527528] [INFO ] [CONFIGURE ] ARLO: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:57:01.527561] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-17T22:57:01.664718] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:01.802209] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:01.941842] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:57:02.081386] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:57:02.219793] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:02.359100] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:57:02.503247] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:57:02.646031] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:02.792908] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:57:02.936162] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:57:02.936330] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-17T22:57:02.936374] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10631 tests
[2025-10-17T22:57:02.936409] [INFO ] [CONFIGURE ] ARLO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:57:02.936440] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-17T22:57:03.062112] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:03.186868] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:03.310928] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:57:03.436828] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:57:03.570270] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:03.704443] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:57:03.847897] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:57:03.977508] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:04.106497] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:57:04.256211] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:57:04.256422] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T22:57:04.256488] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10630 tests
[2025-10-17T22:57:04.256529] [INFO ] [CONFIGURE ] ARLO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:57:04.256591] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-17T22:57:04.391310] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:04.519909] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:04.650592] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:57:04.781771] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:57:04.911977] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:05.045711] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:57:05.183621] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:57:05.311552] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:05.439111] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:57:05.568676] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:57:05.568877] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T22:57:05.568925] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10629 tests
[2025-10-17T22:57:05.568960] [INFO ] [CONFIGURE ] ARLO: Testing feature 20/29: add_price_rejection
[2025-10-17T22:57:05.568991] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-17T22:57:05.707174] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:05.843394] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:05.983179] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:06.122180] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:57:06.261084] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:06.401131] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:57:06.537247] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:57:06.673373] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:06.815154] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:57:06.957131] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:57:06.957329] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-17T22:57:06.957377] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10628 tests
[2025-10-17T22:57:06.957413] [INFO ] [CONFIGURE ] ARLO: Testing feature 21/29: add_range_position
[2025-10-17T22:57:06.957445] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-17T22:57:07.107293] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:07.291086] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:07.438886] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:57:07.591388] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:57:07.741006] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:07.894568] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:57:08.046040] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:57:08.198773] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:08.351229] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:57:08.503742] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:57:08.503966] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T22:57:08.504046] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10627 tests
[2025-10-17T22:57:08.504094] [INFO ] [CONFIGURE ] ARLO: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:57:08.504127] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-17T22:57:08.669232] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:08.894320] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:09.086563] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:09.275336] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:57:09.466448] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:09.636967] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:57:09.833045] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:57:10.038833] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:10.209192] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:57:10.371845] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:57:10.372011] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-17T22:57:10.372105] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10626 tests
[2025-10-17T22:57:10.372158] [INFO ] [CONFIGURE ] ARLO: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:57:10.372190] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-17T22:57:10.504890] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:10.636558] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:10.771543] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:57:10.905566] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:57:11.039672] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:11.173066] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:57:11.306373] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:57:11.440452] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:11.576218] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:57:11.710259] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:57:11.710415] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T22:57:11.710458] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10625 tests
[2025-10-17T22:57:11.710492] [INFO ] [CONFIGURE ] ARLO: Testing feature 24/29: add_rsi
[2025-10-17T22:57:11.710522] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-17T22:57:11.857303] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:12.004055] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:12.155902] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:57:12.305223] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:57:12.455859] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:12.607253] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:57:12.754377] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:57:12.905964] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:13.057828] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:57:13.221368] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:57:13.221564] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T22:57:13.221609] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10624 tests
[2025-10-17T22:57:13.221663] [INFO ] [CONFIGURE ] ARLO: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:57:13.221721] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-17T22:57:13.350501] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:13.479786] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:13.630111] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:57:13.760970] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:57:13.897511] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:14.030422] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:57:14.165948] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:57:14.315109] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:14.459905] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:57:14.607253] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:57:14.607443] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T22:57:14.607500] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10623 tests
[2025-10-17T22:57:14.607536] [INFO ] [CONFIGURE ] ARLO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:57:14.607569] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-17T22:57:14.745061] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:14.879062] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:15.018347] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:15.157452] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:57:15.293690] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:15.430204] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:57:15.572901] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:57:15.711198] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:15.849756] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:57:15.984476] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:57:15.984634] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-17T22:57:15.984717] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10622 tests
[2025-10-17T22:57:15.984759] [INFO ] [CONFIGURE ] ARLO: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T22:57:15.984792] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-17T22:57:16.123004] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:57:16.267547] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:16.410629] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:16.551328] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:57:16.708684] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:16.852522] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:57:16.991833] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:57:17.144162] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:17.286218] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:57:17.426391] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:57:17.426555] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T22:57:17.426601] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10621 tests
[2025-10-17T22:57:17.426636] [INFO ] [CONFIGURE ] ARLO: Testing feature 28/29: add_volume_profile
[2025-10-17T22:57:17.426770] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T22:57:17.555965] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:17.685567] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:17.824268] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:57:17.955066] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:57:18.078786] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:18.211815] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:57:18.335235] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:57:18.460777] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:18.594151] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:57:18.733536] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:57:18.733745] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T22:57:18.733820] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10620 tests
[2025-10-17T22:57:18.733878] [INFO ] [CONFIGURE ] ARLO: Testing feature 29/29: add_vwap
[2025-10-17T22:57:18.733913] [INFO ] [CONFIGURE ] ARLO: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-17T22:57:18.860016] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:19.012078] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:19.139859] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:19.266352] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:57:19.393109] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:19.519816] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T22:57:19.650832] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:57:19.786438] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:57:19.918217] [DEBUG] [FORECASTER] ARLO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:57:20.050344] [DEBUG] [FORECASTER] ARLO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T22:57:20.050503] [INFO ] [CONFIGURE ] ARLO: DISCARDED add_vwap (score: 70.00%)
[2025-10-17T22:57:20.050569] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10619 tests
[2025-10-17T22:57:20.050629] [INFO ] [CONFIGURE ] ARLO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T22:57:20.050700] [INFO ] [CONFIGURE ] ARLO: Best accuracy: 80.00%
[2025-10-17T22:57:20.050743] [INFO ] [CONFIGURE ] ARLO: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-17T22:57:20.050774] [INFO ] [CONFIGURE ] ARLO: Improvement over baseline: 20.00%
[2025-10-17T22:57:20.050802] [INFO ] [CONFIGURE ] ARLO: Total time: 41.1 seconds
[2025-10-17T22:57:20.050830] [INFO ] [CONFIGURE ] ARLO: Average time per feature: 1.4 seconds
[2025-10-17T22:57:20.050858] [INFO ] [CONFIGURE ] ARLO: Average speed: 0.71 features/sec
[2025-10-17T22:57:20.051371] [INFO ] [LOCAL     ] Saved configuration for ARLO: 1 features, 80.00% accuracy -> ./output/feature-sets/ARLO.json
[2025-10-17T22:57:20.051441] [INFO ] [CONFIGURE ] ARLO: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-17T22:57:20.051521] [INFO ] [sig       ] [14/380] Successfully configured ARLO | 0.02 sym/s | Total: 10.0m | ETA: 4.4h
[2025-10-17T22:57:20.051597] [INFO ] [sig       ] [15/380] Configuring AROC...
[2025-10-17T22:57:20.051675] [INFO ] [CONFIGURE ] AROC: Configurate test run.
[2025-10-17T22:57:20.051726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-10-17T22:57:20.065267] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AROC'.
[2025-10-17T22:57:20.065611] [INFO ] [CONFIGURE ] AROC: Testing with 29 available features
[2025-10-17T22:57:20.065691] [INFO ] [CONFIGURE ] AROC: Establishing baseline with no features...
[2025-10-17T22:57:20.163181] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:20.263599] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:20.370901] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:20.481862] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:20.590620] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:20.696348] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:20.806135] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:57:20.914948] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:21.022034] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:21.126779] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:21.126941] [INFO ] [CONFIGURE ] AROC: Baseline score (no features): 80.00%
[2025-10-17T22:57:21.126985] [INFO ] [CONFIGURE ] AROC: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:57:21.127019] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:57:21.242566] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:21.356558] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:21.473902] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:21.595922] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:21.717978] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:21.843887] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:21.961717] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:57:22.084063] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:22.203728] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:57:22.320489] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:22.320665] [INFO ] [CONFIGURE ] AROC: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-17T22:57:22.320727] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10618 tests
[2025-10-17T22:57:22.320764] [INFO ] [CONFIGURE ] AROC: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:57:22.320796] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_cumulative_delta']
[2025-10-17T22:57:22.440800] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:22.567124] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:22.728788] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:22.857195] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:22.986676] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:23.115010] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:23.241686] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:57:23.366349] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:23.490299] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:23.619110] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:23.619266] [INFO ] [CONFIGURE ] AROC: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-17T22:57:23.619312] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10617 tests
[2025-10-17T22:57:23.619346] [INFO ] [CONFIGURE ] AROC: Testing feature 3/29: add_daily_returns
[2025-10-17T22:57:23.619378] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_daily_returns']
[2025-10-17T22:57:23.730952] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:23.837040] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:23.946777] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:24.056497] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:24.169793] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:24.283802] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:24.398130] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:57:24.509787] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:24.623277] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:24.732771] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:24.732924] [INFO ] [CONFIGURE ] AROC: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-17T22:57:24.732967] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10616 tests
[2025-10-17T22:57:24.733001] [INFO ] [CONFIGURE ] AROC: Testing feature 4/29: add_ema
[2025-10-17T22:57:24.733032] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_ema']
[2025-10-17T22:57:24.854215] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:24.979486] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:25.108834] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:25.228571] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:25.351382] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:25.471403] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:25.591014] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:57:25.717800] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:25.840043] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:57:25.962884] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:25.963066] [INFO ] [CONFIGURE ] AROC: DISCARDED add_ema (score: 70.00%)
[2025-10-17T22:57:25.963118] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10615 tests
[2025-10-17T22:57:25.963160] [INFO ] [CONFIGURE ] AROC: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:57:25.963222] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:57:26.090747] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:26.218735] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:26.348172] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:26.476787] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:26.606638] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:26.736423] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:26.874502] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:57:27.015345] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:27.153995] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:27.289895] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:27.290056] [INFO ] [CONFIGURE ] AROC: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-17T22:57:27.290100] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10614 tests
[2025-10-17T22:57:27.290133] [INFO ] [CONFIGURE ] AROC: Testing feature 6/29: add_failed_moves
[2025-10-17T22:57:27.290164] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_failed_moves']
[2025-10-17T22:57:27.407059] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:27.526424] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:27.642480] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:27.759527] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:27.876975] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:27.997020] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:28.115249] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:57:28.232924] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:28.358539] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:28.491287] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:28.491476] [INFO ] [CONFIGURE ] AROC: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T22:57:28.491522] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10613 tests
[2025-10-17T22:57:28.491556] [INFO ] [CONFIGURE ] AROC: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:57:28.491587] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_lag_shelf']
[2025-10-17T22:57:28.610902] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:28.726854] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:28.836742] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:28.944351] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:29.064115] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:29.179253] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:29.288096] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:57:29.406222] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:29.515924] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:29.628607] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:29.628808] [INFO ] [CONFIGURE ] AROC: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-17T22:57:29.628859] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10612 tests
[2025-10-17T22:57:29.628895] [INFO ] [CONFIGURE ] AROC: Testing feature 8/29: add_macd
[2025-10-17T22:57:29.628926] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T22:57:29.779698] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:57:29.923948] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:30.077931] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:30.228353] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:30.372956] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:30.518494] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:30.664955] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:57:30.814800] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:30.961535] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:57:31.109514] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:31.109732] [INFO ] [CONFIGURE ] AROC: DISCARDED add_macd (score: 60.00%)
[2025-10-17T22:57:31.109791] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.5s/test | Remaining: 10611 tests
[2025-10-17T22:57:31.109829] [INFO ] [CONFIGURE ] AROC: Testing feature 9/29: add_mfi
[2025-10-17T22:57:31.109861] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_mfi']
[2025-10-17T22:57:31.248812] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:31.381433] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:31.505344] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:31.633520] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:31.755671] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:31.870751] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:31.986816] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:57:32.101174] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:32.216027] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:32.331935] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:32.332051] [INFO ] [CONFIGURE ] AROC: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T22:57:32.332094] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10610 tests
[2025-10-17T22:57:32.332127] [INFO ] [CONFIGURE ] AROC: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:57:32.332157] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:57:32.459842] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:32.591441] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:32.725079] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:32.859295] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:32.993826] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:33.128241] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:33.262971] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:57:33.405407] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:33.544704] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:57:33.690237] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:33.690351] [INFO ] [CONFIGURE ] AROC: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-17T22:57:33.690408] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10609 tests
[2025-10-17T22:57:33.690465] [INFO ] [CONFIGURE ] AROC: Testing feature 11/29: add_obv_daily
[2025-10-17T22:57:33.690498] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_obv_daily']
[2025-10-17T22:57:33.805067] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:33.921634] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:34.039017] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:34.155318] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:34.273039] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:34.390343] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:34.508319] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:57:34.627807] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:34.745401] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:57:34.868429] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:34.868565] [INFO ] [CONFIGURE ] AROC: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T22:57:34.868622] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10608 tests
[2025-10-17T22:57:34.868689] [INFO ] [CONFIGURE ] AROC: Testing feature 12/29: add_obv_interval
[2025-10-17T22:57:34.868735] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_obv_interval']
[2025-10-17T22:57:34.983418] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:35.094125] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:35.206043] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:35.317820] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:35.430363] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:35.543445] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:35.658023] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:57:35.771124] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:35.885411] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:57:36.000659] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:36.000775] [INFO ] [CONFIGURE ] AROC: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-17T22:57:36.000841] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10607 tests
[2025-10-17T22:57:36.000875] [INFO ] [CONFIGURE ] AROC: Testing feature 13/29: add_opening_strength
[2025-10-17T22:57:36.000905] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T22:57:36.122137] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:36.243494] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:36.364471] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:36.485103] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:36.605954] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:36.728028] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:36.851073] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:57:36.975524] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:37.102858] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:37.226257] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:37.226411] [INFO ] [CONFIGURE ] AROC: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-17T22:57:37.226459] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10606 tests
[2025-10-17T22:57:37.226493] [INFO ] [CONFIGURE ] AROC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:57:37.226523] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T22:57:37.350957] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:37.474055] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:37.599873] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:37.725296] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:37.877638] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:38.007851] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:38.136760] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:57:38.265577] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:38.394761] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:57:38.525668] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:38.525788] [INFO ] [CONFIGURE ] AROC: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T22:57:38.525832] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10605 tests
[2025-10-17T22:57:38.525864] [INFO ] [CONFIGURE ] AROC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T22:57:38.525893] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T22:57:38.633541] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:38.736003] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:38.838226] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:38.940618] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:39.041915] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:39.144239] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:39.246438] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:57:39.349170] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:39.451900] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:39.555534] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:39.555637] [INFO ] [CONFIGURE ] AROC: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T22:57:39.555728] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10604 tests
[2025-10-17T22:57:39.555767] [INFO ] [CONFIGURE ] AROC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:57:39.555797] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T22:57:39.662271] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:39.770153] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:39.878122] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:39.994024] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:57:40.118871] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:40.240217] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:40.352309] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:57:40.461635] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:40.571048] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:40.681200] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:40.681310] [INFO ] [CONFIGURE ] AROC: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-17T22:57:40.681354] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10603 tests
[2025-10-17T22:57:40.681387] [INFO ] [CONFIGURE ] AROC: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:57:40.681417] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_pbf_return_2d']
[2025-10-17T22:57:40.793028] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:40.916666] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:41.029595] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:41.143212] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:41.256626] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:41.375095] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:41.488889] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:57:41.602811] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:41.716999] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:57:41.832348] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:41.832457] [INFO ] [CONFIGURE ] AROC: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-17T22:57:41.832500] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10602 tests
[2025-10-17T22:57:41.832533] [INFO ] [CONFIGURE ] AROC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:57:41.832615] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_pbf_volatility_5d']
[2025-10-17T22:57:41.933319] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:42.034068] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:42.135001] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:42.240070] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:42.341277] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:42.443308] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:42.545947] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:57:42.648425] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:42.751595] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:42.857477] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:42.857692] [INFO ] [CONFIGURE ] AROC: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T22:57:42.857784] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 1.4s/test | Remaining: 10601 tests
[2025-10-17T22:57:42.857831] [INFO ] [CONFIGURE ] AROC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:57:42.857865] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-17T22:57:42.976420] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:43.093457] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:43.207303] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:43.323787] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:43.444667] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:43.555153] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:43.658272] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:57:43.762561] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:43.868100] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:43.971352] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:43.971453] [INFO ] [CONFIGURE ] AROC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T22:57:43.971495] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10600 tests
[2025-10-17T22:57:43.971528] [INFO ] [CONFIGURE ] AROC: Testing feature 20/29: add_price_rejection
[2025-10-17T22:57:43.971558] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_price_rejection']
[2025-10-17T22:57:44.081568] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:44.191445] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:44.302117] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:44.413384] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:44.525107] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:44.636387] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:44.747965] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:57:44.861807] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:44.973638] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:45.087063] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:45.087187] [INFO ] [CONFIGURE ] AROC: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-17T22:57:45.087247] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10599 tests
[2025-10-17T22:57:45.087284] [INFO ] [CONFIGURE ] AROC: Testing feature 21/29: add_range_position
[2025-10-17T22:57:45.087313] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_range_position']
[2025-10-17T22:57:45.216289] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:45.341147] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:45.466933] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:57:45.595344] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:45.721926] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:45.847432] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:45.978790] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:57:46.106002] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:46.237147] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:57:46.367815] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:46.367929] [INFO ] [CONFIGURE ] AROC: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T22:57:46.367975] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10598 tests
[2025-10-17T22:57:46.368008] [INFO ] [CONFIGURE ] AROC: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:57:46.368038] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_realized_volatility']
[2025-10-17T22:57:46.507817] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:46.646049] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:46.789197] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:46.927814] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:57:47.064449] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:47.200071] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:47.335404] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:57:47.471547] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:47.612269] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:47.748944] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:47.749063] [INFO ] [CONFIGURE ] AROC: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-17T22:57:47.749154] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10597 tests
[2025-10-17T22:57:47.749196] [INFO ] [CONFIGURE ] AROC: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:57:47.749228] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_recent_range_context']
[2025-10-17T22:57:47.856516] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:47.963825] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:48.074842] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:48.183093] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:48.290801] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:48.402125] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:48.512253] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:57:48.622308] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:48.733073] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:57:48.844403] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:48.844532] [INFO ] [CONFIGURE ] AROC: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T22:57:48.844575] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10596 tests
[2025-10-17T22:57:48.844608] [INFO ] [CONFIGURE ] AROC: Testing feature 24/29: add_rsi
[2025-10-17T22:57:48.844639] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_ema', 'add_rsi']
[2025-10-17T22:57:48.973518] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:49.102071] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:49.235946] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:49.374754] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:49.504953] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:49.641889] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:49.773337] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:57:49.906044] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:50.041305] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:50.178956] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:50.179072] [INFO ] [CONFIGURE ] AROC: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T22:57:50.179115] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10595 tests
[2025-10-17T22:57:50.179149] [INFO ] [CONFIGURE ] AROC: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:57:50.179178] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_tick_distribution']
[2025-10-17T22:57:50.288403] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:50.397817] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:50.507013] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:50.617320] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:50.727583] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:50.838468] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:50.951022] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:57:51.063324] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:51.174936] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:57:51.288320] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:51.288425] [INFO ] [CONFIGURE ] AROC: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T22:57:51.288467] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10594 tests
[2025-10-17T22:57:51.288524] [INFO ] [CONFIGURE ] AROC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:57:51.288554] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-17T22:57:51.398727] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:51.508444] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:51.618978] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:51.731899] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:51.845252] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:51.958085] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:52.070504] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:57:52.183786] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:52.297795] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:57:52.417022] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:52.417158] [INFO ] [CONFIGURE ] AROC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T22:57:52.417215] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10593 tests
[2025-10-17T22:57:52.417251] [INFO ] [CONFIGURE ] AROC: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T22:57:52.417280] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_volume_price_divergence']
[2025-10-17T22:57:52.535793] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:57:52.654476] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:52.773604] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:52.892818] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:53.045934] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:53.166446] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:53.286444] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:57:53.430162] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:53.554780] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:53.677555] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:53.677708] [INFO ] [CONFIGURE ] AROC: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T22:57:53.677787] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10592 tests
[2025-10-17T22:57:53.677827] [INFO ] [CONFIGURE ] AROC: Testing feature 28/29: add_volume_profile
[2025-10-17T22:57:53.677857] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_volume_profile']
[2025-10-17T22:57:53.796002] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:53.913742] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:54.026602] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:54.139466] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:54.252858] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:54.366031] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:54.480864] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T22:57:54.595399] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:54.711269] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:54.825317] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:54.825422] [INFO ] [CONFIGURE ] AROC: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T22:57:54.825465] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10591 tests
[2025-10-17T22:57:54.825498] [INFO ] [CONFIGURE ] AROC: Testing feature 29/29: add_vwap
[2025-10-17T22:57:54.825527] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_vwap']
[2025-10-17T22:57:54.942472] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:57:55.061915] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:55.183250] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:55.302022] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:57:55.421913] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:55.542356] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:57:55.665372] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T22:57:55.793311] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:55.912217] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T22:57:56.064057] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:56.064204] [INFO ] [CONFIGURE ] AROC: DISCARDED add_vwap (score: 80.00%)
[2025-10-17T22:57:56.064265] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10590 tests
[2025-10-17T22:57:56.064302] [INFO ] [CONFIGURE ] AROC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T22:57:56.064332] [INFO ] [CONFIGURE ] AROC: Best accuracy: 80.00%
[2025-10-17T22:57:56.064359] [INFO ] [CONFIGURE ] AROC: Best feature set (0 features): []
[2025-10-17T22:57:56.064386] [INFO ] [CONFIGURE ] AROC: Improvement over baseline: 0.00%
[2025-10-17T22:57:56.064411] [INFO ] [CONFIGURE ] AROC: Total time: 34.9 seconds
[2025-10-17T22:57:56.064437] [INFO ] [CONFIGURE ] AROC: Average time per feature: 1.2 seconds
[2025-10-17T22:57:56.064463] [INFO ] [CONFIGURE ] AROC: Average speed: 0.83 features/sec
[2025-10-17T22:57:56.065009] [INFO ] [LOCAL     ] Saved configuration for AROC: 0 features, 80.00% accuracy -> ./output/feature-sets/AROC.json
[2025-10-17T22:57:56.065075] [INFO ] [CONFIGURE ] AROC: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-10-17T22:57:56.065144] [INFO ] [sig       ] [15/380] Successfully configured AROC | 0.02 sym/s | Total: 10.6m | ETA: 4.3h
[2025-10-17T22:57:56.065200] [INFO ] [sig       ] [16/380] Configuring AU...
[2025-10-17T22:57:56.065242] [INFO ] [CONFIGURE ] AU: Configurate test run.
[2025-10-17T22:57:56.065297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AU' from 'https://tdm.silogroup.org/data/derivative_storage/AU.csv'.
[2025-10-17T22:57:56.078991] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AU'.
[2025-10-17T22:57:56.079398] [INFO ] [CONFIGURE ] AU: Testing with 29 available features
[2025-10-17T22:57:56.079457] [INFO ] [CONFIGURE ] AU: Establishing baseline with no features...
[2025-10-17T22:57:56.184048] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:57:56.286746] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:56.394180] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:56.497856] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:57:56.606497] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:57:56.712459] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:57:56.819800] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:57:56.930779] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:57:57.110947] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:57:57.224866] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:57.225013] [INFO ] [CONFIGURE ] AU: Baseline score (no features): 70.00%
[2025-10-17T22:57:57.225057] [INFO ] [CONFIGURE ] AU: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:57:57.225089] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:57:57.343576] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:57:57.461319] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:57.579803] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:57.699444] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:57:57.821542] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:57:57.944267] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:57:58.066606] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:57:58.187591] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:57:58.308150] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:57:58.425795] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:58.425953] [INFO ] [CONFIGURE ] AU: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-17T22:57:58.426001] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10589 tests
[2025-10-17T22:57:58.426034] [INFO ] [CONFIGURE ] AU: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:57:58.426067] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_cumulative_delta']
[2025-10-17T22:57:58.553541] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:57:58.677442] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:57:58.804537] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:57:58.934032] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:57:59.065611] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:57:59.190258] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:57:59.322024] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:57:59.449175] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:57:59.583064] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:57:59.715393] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:57:59.715587] [INFO ] [CONFIGURE ] AU: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-17T22:57:59.715634] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10588 tests
[2025-10-17T22:57:59.715710] [INFO ] [CONFIGURE ] AU: Testing feature 3/29: add_daily_returns
[2025-10-17T22:57:59.715799] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns']
[2025-10-17T22:57:59.826763] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:57:59.940841] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:00.052310] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:00.165310] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:58:00.275406] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:00.390346] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:00.513564] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:00.642593] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:00.752346] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:00.862527] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:00.862720] [INFO ] [CONFIGURE ] AU: KEPT add_daily_returns (score: 80.00%)
[2025-10-17T22:58:00.862776] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10587 tests
[2025-10-17T22:58:00.862812] [INFO ] [CONFIGURE ] AU: Testing feature 4/29: add_ema
[2025-10-17T22:58:00.862843] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-17T22:58:00.993866] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:01.146268] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:01.299482] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:01.439319] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:58:01.574573] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:01.717306] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:01.862479] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:02.012745] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:02.178031] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:02.326843] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:02.327023] [INFO ] [CONFIGURE ] AU: DISCARDED add_ema (score: 80.00%)
[2025-10-17T22:58:02.327069] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10586 tests
[2025-10-17T22:58:02.327103] [INFO ] [CONFIGURE ] AU: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:58:02.327135] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:58:02.479948] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:02.634268] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:02.796954] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:02.931413] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:58:03.068426] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:03.203494] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:03.340126] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:03.496054] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:03.643023] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:03.780611] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:03.780795] [INFO ] [CONFIGURE ] AU: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-17T22:58:03.780844] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10585 tests
[2025-10-17T22:58:03.780879] [INFO ] [CONFIGURE ] AU: Testing feature 6/29: add_failed_moves
[2025-10-17T22:58:03.780910] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-17T22:58:03.902710] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:04.025932] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:04.144903] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:04.270601] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:58:04.401173] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:04.531174] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:04.662990] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:04.796464] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:04.929810] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:05.057542] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:05.057797] [INFO ] [CONFIGURE ] AU: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T22:58:05.057868] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10584 tests
[2025-10-17T22:58:05.057911] [INFO ] [CONFIGURE ] AU: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:58:05.057943] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-17T22:58:05.199911] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:05.313216] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:05.425212] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:05.540618] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:58:05.660520] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:05.775723] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:05.889483] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:06.007190] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:06.124825] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:06.243139] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:06.243350] [INFO ] [CONFIGURE ] AU: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-17T22:58:06.243405] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10583 tests
[2025-10-17T22:58:06.243442] [INFO ] [CONFIGURE ] AU: Testing feature 8/29: add_macd
[2025-10-17T22:58:06.243483] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-17T22:58:06.396331] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:06.550720] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:06.705476] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:06.855909] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:58:07.014064] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:07.167187] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:07.319784] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:07.472415] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:07.625689] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:07.785817] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:07.786003] [INFO ] [CONFIGURE ] AU: DISCARDED add_macd (score: 80.00%)
[2025-10-17T22:58:07.786046] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10582 tests
[2025-10-17T22:58:07.786081] [INFO ] [CONFIGURE ] AU: Testing feature 9/29: add_mfi
[2025-10-17T22:58:07.786111] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-17T22:58:07.914924] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:08.037756] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:08.210883] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:08.333792] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:58:08.465677] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:08.605666] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:08.736586] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:08.863554] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:08.992684] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:09.123600] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:09.123826] [INFO ] [CONFIGURE ] AU: DISCARDED add_mfi (score: 80.00%)
[2025-10-17T22:58:09.123917] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10581 tests
[2025-10-17T22:58:09.123977] [INFO ] [CONFIGURE ] AU: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:58:09.124014] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:58:09.264842] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:09.420001] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:09.565247] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:09.708480] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:58:09.850467] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:09.995553] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:10.135579] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:10.275124] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:10.413999] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:10.557628] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:10.557886] [INFO ] [CONFIGURE ] AU: KEPT add_momentum_acceleration (score: 90.00%)
[2025-10-17T22:58:10.557938] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10580 tests
[2025-10-17T22:58:10.558030] [INFO ] [CONFIGURE ] AU: Testing feature 11/29: add_obv_daily
[2025-10-17T22:58:10.558085] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-17T22:58:10.719875] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:10.878950] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:11.036822] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:11.192736] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:58:11.345411] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:11.503482] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:11.664673] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:11.833514] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:11.988073] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:12.141843] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:12.142025] [INFO ] [CONFIGURE ] AU: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-17T22:58:12.142072] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10579 tests
[2025-10-17T22:58:12.142107] [INFO ] [CONFIGURE ] AU: Testing feature 12/29: add_obv_interval
[2025-10-17T22:58:12.142138] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-17T22:58:12.290521] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:12.440806] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:12.590341] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:12.740565] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:58:12.890420] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:13.040619] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:13.190511] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:13.341885] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:13.492572] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:13.664091] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:13.664327] [INFO ] [CONFIGURE ] AU: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-17T22:58:13.664380] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10578 tests
[2025-10-17T22:58:13.664418] [INFO ] [CONFIGURE ] AU: Testing feature 13/29: add_opening_strength
[2025-10-17T22:58:13.664451] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength']
[2025-10-17T22:58:13.842040] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:14.011912] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:14.164510] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:14.322929] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:58:14.478031] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:14.630220] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:14.784226] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:14.938372] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:15.095633] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:15.252675] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:15.252838] [INFO ] [CONFIGURE ] AU: DISCARDED add_opening_strength (score: 90.00%)
[2025-10-17T22:58:15.252882] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10577 tests
[2025-10-17T22:58:15.252918] [INFO ] [CONFIGURE ] AU: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:58:15.252949] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-17T22:58:15.411287] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:15.573744] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:15.738179] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:15.901741] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:58:16.066104] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:16.231332] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:16.393104] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:16.555429] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:16.720251] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:16.890565] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:16.890965] [INFO ] [CONFIGURE ] AU: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-17T22:58:16.891017] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10576 tests
[2025-10-17T22:58:16.891054] [INFO ] [CONFIGURE ] AU: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:58:16.891088] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-17T22:58:17.074162] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:17.267349] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:17.511484] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:17.727534] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:58:17.916844] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:18.086515] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:18.248503] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:18.399634] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:18.565525] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:18.721722] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:18.721934] [INFO ] [CONFIGURE ] AU: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-17T22:58:18.721982] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10575 tests
[2025-10-17T22:58:18.722021] [INFO ] [CONFIGURE ] AU: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:58:18.722120] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-17T22:58:18.876317] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:19.039562] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:19.194913] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:19.347885] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:58:19.503416] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:19.660874] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:19.819469] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:19.973505] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:20.129046] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:20.284008] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:20.284224] [INFO ] [CONFIGURE ] AU: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-17T22:58:20.284298] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10574 tests
[2025-10-17T22:58:20.284344] [INFO ] [CONFIGURE ] AU: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:58:20.284378] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-17T22:58:20.430797] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T22:58:20.570348] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:20.711728] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:20.858216] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:58:21.003298] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:21.144512] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:21.286258] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:21.435358] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:21.581394] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:21.723518] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:21.723694] [INFO ] [CONFIGURE ] AU: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T22:58:21.723754] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10573 tests
[2025-10-17T22:58:21.723790] [INFO ] [CONFIGURE ] AU: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:58:21.723820] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-17T22:58:21.863915] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:22.007205] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:22.147603] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:22.288401] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:58:22.428427] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:22.569922] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:22.711561] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:22.852205] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:23.002391] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:23.147624] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:23.147820] [INFO ] [CONFIGURE ] AU: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-17T22:58:23.147872] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10572 tests
[2025-10-17T22:58:23.147907] [INFO ] [CONFIGURE ] AU: Testing feature 20/29: add_price_rejection
[2025-10-17T22:58:23.147938] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-17T22:58:23.297658] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:23.451768] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:23.608383] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:23.765814] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:58:23.923793] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:24.078425] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:24.240631] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:24.403622] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:24.560609] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:24.728581] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:24.728782] [INFO ] [CONFIGURE ] AU: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-17T22:58:24.728832] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10571 tests
[2025-10-17T22:58:24.728867] [INFO ] [CONFIGURE ] AU: Testing feature 21/29: add_range_position
[2025-10-17T22:58:24.728898] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-17T22:58:24.891263] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:25.062875] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:25.238842] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:25.410778] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:58:25.583532] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:25.751067] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:25.918986] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:26.086053] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:26.253941] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:26.424617] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:26.424857] [INFO ] [CONFIGURE ] AU: DISCARDED add_range_position (score: 90.00%)
[2025-10-17T22:58:26.424911] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10570 tests
[2025-10-17T22:58:26.424948] [INFO ] [CONFIGURE ] AU: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:58:26.424980] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-17T22:58:26.605123] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:26.799258] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:27.004867] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:27.197966] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:58:27.390502] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:27.592694] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:27.782569] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:28.026342] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:28.222507] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:28.419377] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:28.419592] [INFO ] [CONFIGURE ] AU: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-17T22:58:28.419661] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10569 tests
[2025-10-17T22:58:28.419723] [INFO ] [CONFIGURE ] AU: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:58:28.419761] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-17T22:58:28.578799] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:28.735817] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:28.892537] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:29.054257] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:58:29.216808] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:29.383215] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:29.579785] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:29.737600] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:29.895446] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:30.053418] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:30.053612] [INFO ] [CONFIGURE ] AU: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T22:58:30.053686] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10568 tests
[2025-10-17T22:58:30.053738] [INFO ] [CONFIGURE ] AU: Testing feature 24/29: add_rsi
[2025-10-17T22:58:30.053773] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-17T22:58:30.229626] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:30.405291] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:30.582872] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:30.769707] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:58:30.939887] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:31.110753] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:31.281673] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:31.452903] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:31.628525] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:31.801261] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:31.801421] [INFO ] [CONFIGURE ] AU: DISCARDED add_rsi (score: 90.00%)
[2025-10-17T22:58:31.801465] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10567 tests
[2025-10-17T22:58:31.801499] [INFO ] [CONFIGURE ] AU: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:58:31.801531] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-17T22:58:31.961455] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:32.111080] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:32.262158] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:32.417486] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:58:32.570566] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:32.717022] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:32.863770] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:33.019855] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:33.174432] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:33.332031] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:33.332191] [INFO ] [CONFIGURE ] AU: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-17T22:58:33.332234] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10566 tests
[2025-10-17T22:58:33.332268] [INFO ] [CONFIGURE ] AU: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:58:33.332299] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-17T22:58:33.486060] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:33.641513] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:33.797494] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:33.954725] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:58:34.112916] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:34.268630] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:34.424477] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:34.583410] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:34.747122] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:34.908862] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:34.909121] [INFO ] [CONFIGURE ] AU: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-17T22:58:34.909202] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10565 tests
[2025-10-17T22:58:34.909267] [INFO ] [CONFIGURE ] AU: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T22:58:34.909311] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-17T22:58:35.074274] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:35.245056] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:35.408375] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:35.573774] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:58:35.741488] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:35.910023] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:36.074791] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:36.240380] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:36.413337] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:36.578203] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:36.578349] [INFO ] [CONFIGURE ] AU: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-17T22:58:36.578411] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10564 tests
[2025-10-17T22:58:36.578448] [INFO ] [CONFIGURE ] AU: Testing feature 28/29: add_volume_profile
[2025-10-17T22:58:36.578480] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-17T22:58:36.736933] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:36.893493] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:37.050098] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:37.214425] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:58:37.377487] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:37.535421] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:37.694563] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:37.855166] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:58:38.020393] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:38.182299] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:38.182480] [INFO ] [CONFIGURE ] AU: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T22:58:38.182525] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10563 tests
[2025-10-17T22:58:38.182558] [INFO ] [CONFIGURE ] AU: Testing feature 29/29: add_vwap
[2025-10-17T22:58:38.182588] [INFO ] [CONFIGURE ] AU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-17T22:58:38.343679] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T22:58:38.503436] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:58:38.696878] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:38.857814] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:58:39.020843] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:39.187851] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T22:58:39.348220] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:58:39.510216] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:39.671755] [DEBUG] [FORECASTER] AU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:58:39.857359] [DEBUG] [FORECASTER] AU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:58:39.857601] [INFO ] [CONFIGURE ] AU: DISCARDED add_vwap (score: 90.00%)
[2025-10-17T22:58:39.857709] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10562 tests
[2025-10-17T22:58:39.857799] [INFO ] [CONFIGURE ] AU: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T22:58:39.857855] [INFO ] [CONFIGURE ] AU: Best accuracy: 90.00%
[2025-10-17T22:58:39.857916] [INFO ] [CONFIGURE ] AU: Best feature set (3 features): ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:58:39.857962] [INFO ] [CONFIGURE ] AU: Improvement over baseline: 20.00%
[2025-10-17T22:58:39.857992] [INFO ] [CONFIGURE ] AU: Total time: 42.6 seconds
[2025-10-17T22:58:39.858020] [INFO ] [CONFIGURE ] AU: Average time per feature: 1.5 seconds
[2025-10-17T22:58:39.858048] [INFO ] [CONFIGURE ] AU: Average speed: 0.68 features/sec
[2025-10-17T22:58:39.858756] [INFO ] [LOCAL     ] Saved configuration for AU: 3 features, 90.00% accuracy -> ./output/feature-sets/AU.json
[2025-10-17T22:58:39.858826] [INFO ] [CONFIGURE ] AU: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-17T22:58:39.858905] [INFO ] [sig       ] [16/380] Successfully configured AU | 0.02 sym/s | Total: 11.3m | ETA: 4.3h
[2025-10-17T22:58:39.858974] [INFO ] [sig       ] [17/380] Configuring AVD...
[2025-10-17T22:58:39.859048] [INFO ] [CONFIGURE ] AVD: Configurate test run.
[2025-10-17T22:58:39.859120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-10-17T22:58:39.874876] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVD'.
[2025-10-17T22:58:39.875325] [INFO ] [CONFIGURE ] AVD: Testing with 29 available features
[2025-10-17T22:58:39.875384] [INFO ] [CONFIGURE ] AVD: Establishing baseline with no features...
[2025-10-17T22:58:39.996088] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:58:40.108215] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:58:40.217983] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:40.330280] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T22:58:40.443348] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:58:40.557901] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:58:40.674981] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:58:40.792400] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:58:40.912115] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:58:41.024786] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T22:58:41.024886] [INFO ] [CONFIGURE ] AVD: Baseline score (no features): 30.00%
[2025-10-17T22:58:41.024927] [INFO ] [CONFIGURE ] AVD: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:58:41.024959] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:58:41.144232] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:58:41.264853] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:58:41.389119] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:41.512580] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:58:41.637859] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T22:58:41.761127] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:58:41.882839] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:58:42.012112] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:58:42.136137] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:58:42.266194] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:58:42.266326] [INFO ] [CONFIGURE ] AVD: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-17T22:58:42.266369] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10561 tests
[2025-10-17T22:58:42.266402] [INFO ] [CONFIGURE ] AVD: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:58:42.266431] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta']
[2025-10-17T22:58:42.389871] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:58:42.512568] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:58:42.636308] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:42.762603] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:58:42.887220] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:43.026791] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:58:43.158326] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:58:43.288207] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:58:43.426146] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:58:43.561860] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:58:43.562048] [INFO ] [CONFIGURE ] AVD: KEPT add_cumulative_delta (score: 40.00%)
[2025-10-17T22:58:43.562093] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10560 tests
[2025-10-17T22:58:43.562130] [INFO ] [CONFIGURE ] AVD: Testing feature 3/29: add_daily_returns
[2025-10-17T22:58:43.562162] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T22:58:43.697833] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:58:43.839638] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:58:43.978792] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:44.114314] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:58:44.250578] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:44.396217] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:58:44.533808] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:58:44.681846] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:44.819438] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:58:44.955262] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:58:44.955422] [INFO ] [CONFIGURE ] AVD: KEPT add_daily_returns (score: 50.00%)
[2025-10-17T22:58:44.955466] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10559 tests
[2025-10-17T22:58:44.955500] [INFO ] [CONFIGURE ] AVD: Testing feature 4/29: add_ema
[2025-10-17T22:58:44.955531] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-17T22:58:45.103402] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:58:45.253141] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:58:45.403692] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:45.552945] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:58:45.706604] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:45.868526] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:58:46.028507] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:58:46.181191] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:58:46.335773] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:58:46.500369] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:58:46.500572] [INFO ] [CONFIGURE ] AVD: DISCARDED add_ema (score: 40.00%)
[2025-10-17T22:58:46.500621] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10558 tests
[2025-10-17T22:58:46.500708] [INFO ] [CONFIGURE ] AVD: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:58:46.500788] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:58:46.663801] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:58:46.831330] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:58:46.993225] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:47.158951] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:58:47.321831] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:47.501834] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:58:47.673734] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:58:47.863805] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:58:48.035836] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:58:48.201419] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:58:48.201599] [INFO ] [CONFIGURE ] AVD: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T22:58:48.201674] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10557 tests
[2025-10-17T22:58:48.201735] [INFO ] [CONFIGURE ] AVD: Testing feature 6/29: add_failed_moves
[2025-10-17T22:58:48.201770] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-17T22:58:48.341944] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:58:48.493808] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:58:48.645814] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:48.789361] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:58:48.937894] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:49.084786] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:58:49.245355] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:58:49.410264] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:49.575484] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:58:49.743421] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:58:49.743588] [INFO ] [CONFIGURE ] AVD: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T22:58:49.743634] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10556 tests
[2025-10-17T22:58:49.743713] [INFO ] [CONFIGURE ] AVD: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:58:49.743754] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-17T22:58:49.900502] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:58:50.044743] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:58:50.189730] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:50.338426] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:58:50.497103] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:50.647852] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:58:50.829220] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:58:50.978142] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:51.131314] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:58:51.273601] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:58:51.273792] [INFO ] [CONFIGURE ] AVD: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T22:58:51.273844] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10555 tests
[2025-10-17T22:58:51.273879] [INFO ] [CONFIGURE ] AVD: Testing feature 8/29: add_macd
[2025-10-17T22:58:51.273911] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-17T22:58:51.465749] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:58:51.662945] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:58:51.834803] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:58:52.003869] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:58:52.195811] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:52.373918] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:58:52.566283] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:58:52.741031] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:58:52.914989] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:58:53.108502] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:58:53.108703] [INFO ] [CONFIGURE ] AVD: DISCARDED add_macd (score: 30.00%)
[2025-10-17T22:58:53.108767] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10554 tests
[2025-10-17T22:58:53.108805] [INFO ] [CONFIGURE ] AVD: Testing feature 9/29: add_mfi
[2025-10-17T22:58:53.108839] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-17T22:58:53.269777] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:58:53.432060] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:58:53.592804] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:53.763233] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:58:53.925411] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:54.092908] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:58:54.245876] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:58:54.389362] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:54.532905] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:58:54.678173] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:58:54.678324] [INFO ] [CONFIGURE ] AVD: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T22:58:54.678369] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10553 tests
[2025-10-17T22:58:54.678403] [INFO ] [CONFIGURE ] AVD: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:58:54.678434] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:58:54.834984] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:58:54.988766] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:58:55.142463] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:55.300962] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:58:55.460703] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:55.619138] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:58:55.774294] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:58:55.929591] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:58:56.085378] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:58:56.241790] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:58:56.241916] [INFO ] [CONFIGURE ] AVD: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-17T22:58:56.241960] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10552 tests
[2025-10-17T22:58:56.241993] [INFO ] [CONFIGURE ] AVD: Testing feature 11/29: add_obv_daily
[2025-10-17T22:58:56.242024] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-17T22:58:56.372853] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:58:56.505112] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:58:56.637601] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:56.774874] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:58:56.917969] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:57.058292] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:58:57.207509] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:58:57.348953] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:58:57.493484] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:58:57.637137] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:58:57.637341] [INFO ] [CONFIGURE ] AVD: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T22:58:57.637390] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10551 tests
[2025-10-17T22:58:57.637427] [INFO ] [CONFIGURE ] AVD: Testing feature 12/29: add_obv_interval
[2025-10-17T22:58:57.637460] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-10-17T22:58:57.775078] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:58:57.917466] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:58:58.053981] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:58:58.192308] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:58:58.331556] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:58.470584] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:58:58.610100] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:58:58.747152] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:58:58.891345] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:58:59.041435] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:58:59.041634] [INFO ] [CONFIGURE ] AVD: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-17T22:58:59.041721] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10550 tests
[2025-10-17T22:58:59.041763] [INFO ] [CONFIGURE ] AVD: Testing feature 13/29: add_opening_strength
[2025-10-17T22:58:59.041797] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T22:58:59.192088] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:58:59.332996] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:58:59.473299] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:58:59.615060] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:58:59.752934] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:58:59.919683] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:00.059949] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:00.211445] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:00.360608] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:59:00.509639] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:59:00.509841] [INFO ] [CONFIGURE ] AVD: DISCARDED add_opening_strength (score: 20.00%)
[2025-10-17T22:59:00.509886] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10549 tests
[2025-10-17T22:59:00.509922] [INFO ] [CONFIGURE ] AVD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:59:00.509953] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-17T22:59:00.657543] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:59:00.800966] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:00.946547] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:01.093434] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:59:01.249531] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:01.397800] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:01.551629] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:01.704978] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:01.858596] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:59:02.018445] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:59:02.018608] [INFO ] [CONFIGURE ] AVD: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-17T22:59:02.018676] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10548 tests
[2025-10-17T22:59:02.018731] [INFO ] [CONFIGURE ] AVD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T22:59:02.018766] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-17T22:59:02.151282] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:59:02.280022] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:02.410130] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:02.540349] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:59:02.670846] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:02.806114] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:02.954477] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:03.083112] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:03.212982] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:59:03.348853] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:59:03.349041] [INFO ] [CONFIGURE ] AVD: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-17T22:59:03.349086] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10547 tests
[2025-10-17T22:59:03.349120] [INFO ] [CONFIGURE ] AVD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:59:03.349151] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-17T22:59:03.486761] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:59:03.631775] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:03.770844] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:59:03.911697] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:59:04.058079] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:04.200249] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:04.345187] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:04.488118] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:04.632034] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:59:04.775222] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:59:04.775396] [INFO ] [CONFIGURE ] AVD: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-17T22:59:04.775441] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10546 tests
[2025-10-17T22:59:04.775474] [INFO ] [CONFIGURE ] AVD: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:59:04.775505] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-17T22:59:04.918762] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:59:05.063839] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:05.211702] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:05.355981] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:59:05.507382] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:05.654014] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:05.799740] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:05.976167] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:06.121134] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:59:06.272562] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:59:06.272742] [INFO ] [CONFIGURE ] AVD: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-17T22:59:06.272797] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10545 tests
[2025-10-17T22:59:06.272832] [INFO ] [CONFIGURE ] AVD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:59:06.272862] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-17T22:59:06.404176] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:59:06.535768] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:06.671678] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:06.814395] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:59:06.946152] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:07.104500] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:07.239297] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:07.375535] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:07.512032] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:59:07.651324] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:59:07.651481] [INFO ] [CONFIGURE ] AVD: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-17T22:59:07.651525] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10544 tests
[2025-10-17T22:59:07.651559] [INFO ] [CONFIGURE ] AVD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:59:07.651591] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-17T22:59:07.782751] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:59:07.912184] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:08.046309] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:08.178465] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:59:08.311264] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:08.445346] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:08.583059] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:59:08.721807] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:08.857075] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:59:09.026196] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:59:09.026363] [INFO ] [CONFIGURE ] AVD: KEPT add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-17T22:59:09.026408] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10543 tests
[2025-10-17T22:59:09.026496] [INFO ] [CONFIGURE ] AVD: Testing feature 20/29: add_price_rejection
[2025-10-17T22:59:09.026536] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-10-17T22:59:09.178113] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:59:09.336549] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:09.481844] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:09.628296] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:59:09.774881] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:09.922097] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:10.069420] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:10.220428] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:10.368611] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:59:10.521759] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:59:10.521980] [INFO ] [CONFIGURE ] AVD: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-17T22:59:10.522033] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10542 tests
[2025-10-17T22:59:10.522079] [INFO ] [CONFIGURE ] AVD: Testing feature 21/29: add_range_position
[2025-10-17T22:59:10.522123] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-10-17T22:59:10.695589] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:59:10.914051] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:11.113256] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:11.314358] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:59:11.493899] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:11.682329] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:59:11.854927] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:12.047125] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:12.214807] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:59:12.385108] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:59:12.385386] [INFO ] [CONFIGURE ] AVD: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T22:59:12.385461] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10541 tests
[2025-10-17T22:59:12.385594] [INFO ] [CONFIGURE ] AVD: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:59:12.385675] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-10-17T22:59:12.569904] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:59:12.739996] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:12.905176] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:13.072070] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:59:13.242029] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:13.411703] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:13.579273] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:59:13.747521] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:13.916244] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:59:14.093958] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:59:14.094161] [INFO ] [CONFIGURE ] AVD: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T22:59:14.094217] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10540 tests
[2025-10-17T22:59:14.094264] [INFO ] [CONFIGURE ] AVD: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:59:14.094314] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-10-17T22:59:14.241050] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:59:14.397664] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:14.546414] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:14.697998] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:59:14.847489] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:14.996571] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:15.148081] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:15.297939] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:15.449346] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:59:15.603004] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:59:15.603228] [INFO ] [CONFIGURE ] AVD: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-17T22:59:15.603305] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10539 tests
[2025-10-17T22:59:15.603386] [INFO ] [CONFIGURE ] AVD: Testing feature 24/29: add_rsi
[2025-10-17T22:59:15.603461] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-10-17T22:59:15.768110] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:59:15.934501] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:16.099208] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:16.263077] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:59:16.432858] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:16.607001] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:16.777426] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:16.953593] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:17.127538] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:59:17.296988] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:59:17.297216] [INFO ] [CONFIGURE ] AVD: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T22:59:17.297268] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10538 tests
[2025-10-17T22:59:17.297304] [INFO ] [CONFIGURE ] AVD: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:59:17.297336] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-10-17T22:59:17.439522] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:59:17.581737] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:17.728033] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:17.872158] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:59:18.028120] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:18.173198] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:18.316281] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:18.461956] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:18.608193] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:59:18.752141] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:59:18.752332] [INFO ] [CONFIGURE ] AVD: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T22:59:18.752378] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10537 tests
[2025-10-17T22:59:18.752412] [INFO ] [CONFIGURE ] AVD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:59:18.752444] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-10-17T22:59:18.893522] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:59:19.034854] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:19.177121] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:19.318840] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:59:19.458452] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:19.610845] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:19.756869] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:19.899380] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:20.041805] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:59:20.184956] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:59:20.185119] [INFO ] [CONFIGURE ] AVD: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-17T22:59:20.185164] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10536 tests
[2025-10-17T22:59:20.185219] [INFO ] [CONFIGURE ] AVD: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T22:59:20.185252] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-10-17T22:59:20.335422] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:59:20.486786] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:20.642659] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:20.795809] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:59:20.948088] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:21.131177] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:21.285863] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:59:21.442379] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:21.598564] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:59:21.756552] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:59:21.756736] [INFO ] [CONFIGURE ] AVD: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T22:59:21.756792] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10535 tests
[2025-10-17T22:59:21.756827] [INFO ] [CONFIGURE ] AVD: Testing feature 28/29: add_volume_profile
[2025-10-17T22:59:21.756857] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-10-17T22:59:21.913103] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:22.059278] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:22.206217] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:22.353444] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:59:22.500626] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:22.647514] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:22.797017] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:22.947047] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:23.096056] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:59:23.244790] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:59:23.244948] [INFO ] [CONFIGURE ] AVD: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-17T22:59:23.244992] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10534 tests
[2025-10-17T22:59:23.245026] [INFO ] [CONFIGURE ] AVD: Testing feature 29/29: add_vwap
[2025-10-17T22:59:23.245056] [INFO ] [CONFIGURE ] AVD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-10-17T22:59:23.391215] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:59:23.532156] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:23.674202] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:23.819131] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T22:59:23.965868] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:24.110012] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:59:24.265721] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:24.423920] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:24.571544] [DEBUG] [FORECASTER] AVD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T22:59:24.719920] [DEBUG] [FORECASTER] AVD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T22:59:24.720072] [INFO ] [CONFIGURE ] AVD: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T22:59:24.720114] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10533 tests
[2025-10-17T22:59:24.720147] [INFO ] [CONFIGURE ] AVD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T22:59:24.720177] [INFO ] [CONFIGURE ] AVD: Best accuracy: 60.00%
[2025-10-17T22:59:24.720207] [INFO ] [CONFIGURE ] AVD: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-17T22:59:24.720235] [INFO ] [CONFIGURE ] AVD: Improvement over baseline: 30.00%
[2025-10-17T22:59:24.720262] [INFO ] [CONFIGURE ] AVD: Total time: 43.7 seconds
[2025-10-17T22:59:24.720288] [INFO ] [CONFIGURE ] AVD: Average time per feature: 1.5 seconds
[2025-10-17T22:59:24.720315] [INFO ] [CONFIGURE ] AVD: Average speed: 0.66 features/sec
[2025-10-17T22:59:24.720751] [INFO ] [LOCAL     ] Saved configuration for AVD: 3 features, 60.00% accuracy -> ./output/feature-sets/AVD.json
[2025-10-17T22:59:24.720809] [INFO ] [CONFIGURE ] AVD: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-10-17T22:59:24.720884] [INFO ] [sig       ] [17/380] Successfully configured AVD | 0.02 sym/s | Total: 12.1m | ETA: 4.3h
[2025-10-17T22:59:24.720960] [INFO ] [sig       ] [18/380] Configuring AVY...
[2025-10-17T22:59:24.721025] [INFO ] [CONFIGURE ] AVY: Configurate test run.
[2025-10-17T22:59:24.721079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-10-17T22:59:24.735039] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AVY'.
[2025-10-17T22:59:24.735402] [INFO ] [CONFIGURE ] AVY: Testing with 29 available features
[2025-10-17T22:59:24.735461] [INFO ] [CONFIGURE ] AVY: Establishing baseline with no features...
[2025-10-17T22:59:24.838627] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:24.941088] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:25.045192] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:25.149475] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:59:25.252969] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:25.357187] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:59:25.464100] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:25.574721] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:25.688805] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:59:25.801853] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:25.802031] [INFO ] [CONFIGURE ] AVY: Baseline score (no features): 40.00%
[2025-10-17T22:59:25.802077] [INFO ] [CONFIGURE ] AVY: Testing feature 1/29: add_bollinger_bands
[2025-10-17T22:59:25.802110] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_bollinger_bands']
[2025-10-17T22:59:25.926500] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:26.043110] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:26.159005] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:59:26.274932] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:26.390629] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:26.507617] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:26.627667] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:26.755254] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:26.883937] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:59:27.020512] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:27.020749] [INFO ] [CONFIGURE ] AVY: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-17T22:59:27.020807] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10532 tests
[2025-10-17T22:59:27.020861] [INFO ] [CONFIGURE ] AVY: Testing feature 2/29: add_cumulative_delta
[2025-10-17T22:59:27.020932] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta']
[2025-10-17T22:59:27.178448] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:27.300105] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:27.422834] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:59:27.545523] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:27.667052] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:27.789936] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:27.912982] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:28.036491] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:28.160704] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:59:28.285423] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:28.285600] [INFO ] [CONFIGURE ] AVY: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-17T22:59:28.285685] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10531 tests
[2025-10-17T22:59:28.285737] [INFO ] [CONFIGURE ] AVY: Testing feature 3/29: add_daily_returns
[2025-10-17T22:59:28.285771] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns']
[2025-10-17T22:59:28.397193] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:28.506588] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:28.629530] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:28.739068] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:28.848342] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:28.957201] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:29.067327] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:29.178822] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:29.291769] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:59:29.405596] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:29.405770] [INFO ] [CONFIGURE ] AVY: KEPT add_daily_returns (score: 50.00%)
[2025-10-17T22:59:29.405842] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10530 tests
[2025-10-17T22:59:29.405877] [INFO ] [CONFIGURE ] AVY: Testing feature 4/29: add_ema
[2025-10-17T22:59:29.405908] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-17T22:59:29.533660] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:29.659758] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:59:29.787372] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:59:29.915898] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:30.043983] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:30.176023] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:30.303615] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:59:30.436009] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:30.566097] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:59:30.695942] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:30.696134] [INFO ] [CONFIGURE ] AVY: DISCARDED add_ema (score: 50.00%)
[2025-10-17T22:59:30.696181] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10529 tests
[2025-10-17T22:59:30.696216] [INFO ] [CONFIGURE ] AVY: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T22:59:30.696246] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T22:59:30.833735] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:30.969005] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:31.103038] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:59:31.238215] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:31.374833] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:31.514296] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:31.652203] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:31.798854] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:31.941146] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:59:32.085320] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:32.085498] [INFO ] [CONFIGURE ] AVY: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-10-17T22:59:32.085543] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10528 tests
[2025-10-17T22:59:32.085578] [INFO ] [CONFIGURE ] AVY: Testing feature 6/29: add_failed_moves
[2025-10-17T22:59:32.085608] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-17T22:59:32.202927] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:32.319178] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:32.438718] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:32.556277] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:32.680290] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:32.799473] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:32.918551] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:33.037999] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:33.158990] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:59:33.281401] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:33.281586] [INFO ] [CONFIGURE ] AVY: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T22:59:33.281631] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10527 tests
[2025-10-17T22:59:33.281705] [INFO ] [CONFIGURE ] AVY: Testing feature 7/29: add_lag_shelf
[2025-10-17T22:59:33.281749] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-17T22:59:33.390877] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:33.500695] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:33.610913] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:33.720525] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:33.831909] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:33.940443] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:34.049671] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:34.163757] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:34.275835] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:59:34.389052] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:34.389195] [INFO ] [CONFIGURE ] AVY: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T22:59:34.389262] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10526 tests
[2025-10-17T22:59:34.389325] [INFO ] [CONFIGURE ] AVY: Testing feature 8/29: add_macd
[2025-10-17T22:59:34.389361] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-17T22:59:34.548922] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:34.697029] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:34.846850] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:59:35.009212] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T22:59:35.159492] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:35.308740] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:59:35.459215] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:59:35.620969] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:35.772670] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:59:35.925013] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:35.925213] [INFO ] [CONFIGURE ] AVY: DISCARDED add_macd (score: 30.00%)
[2025-10-17T22:59:35.925259] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10525 tests
[2025-10-17T22:59:35.925296] [INFO ] [CONFIGURE ] AVY: Testing feature 9/29: add_mfi
[2025-10-17T22:59:35.925328] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-17T22:59:36.049692] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:36.173308] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:36.298534] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:59:36.427807] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:36.555624] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:36.683104] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:36.811426] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:36.939147] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:37.066355] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:59:37.194741] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:37.194903] [INFO ] [CONFIGURE ] AVY: DISCARDED add_mfi (score: 30.00%)
[2025-10-17T22:59:37.194947] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10524 tests
[2025-10-17T22:59:37.194981] [INFO ] [CONFIGURE ] AVY: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T22:59:37.195011] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T22:59:37.331218] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:37.469607] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:59:37.611391] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:59:37.750085] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:37.889376] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:38.033153] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:38.174170] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:38.318982] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:38.462077] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:59:38.605069] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:38.605246] [INFO ] [CONFIGURE ] AVY: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-17T22:59:38.605290] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10523 tests
[2025-10-17T22:59:38.605325] [INFO ] [CONFIGURE ] AVY: Testing feature 11/29: add_obv_daily
[2025-10-17T22:59:38.605356] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-17T22:59:38.723090] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:38.840143] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:38.955520] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:39.072048] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:39.188044] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:39.314961] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:39.438876] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:39.561144] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:39.682508] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:59:39.805765] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:39.805912] [INFO ] [CONFIGURE ] AVY: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-17T22:59:39.805955] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10522 tests
[2025-10-17T22:59:39.805989] [INFO ] [CONFIGURE ] AVY: Testing feature 12/29: add_obv_interval
[2025-10-17T22:59:39.806019] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-17T22:59:39.918930] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:40.032409] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:40.146051] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:59:40.259589] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:40.373920] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:40.489434] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:40.609493] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:40.724401] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:40.841059] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:59:40.959504] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:40.959709] [INFO ] [CONFIGURE ] AVY: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-17T22:59:40.959773] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10521 tests
[2025-10-17T22:59:40.959812] [INFO ] [CONFIGURE ] AVY: Testing feature 13/29: add_opening_strength
[2025-10-17T22:59:40.959843] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T22:59:41.079257] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:41.201459] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:41.320419] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:41.439287] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:41.558955] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:41.683973] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:59:41.805137] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:41.927388] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:42.049838] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:59:42.173671] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:42.173831] [INFO ] [CONFIGURE ] AVY: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T22:59:42.173876] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10520 tests
[2025-10-17T22:59:42.173909] [INFO ] [CONFIGURE ] AVY: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T22:59:42.173940] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-17T22:59:42.330462] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:42.458637] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:42.586946] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:42.722561] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:42.865506] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:43.003755] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:43.138932] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:43.277809] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:43.417402] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:59:43.551581] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:43.551772] [INFO ] [CONFIGURE ] AVY: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-17T22:59:43.551824] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10519 tests
[2025-10-17T22:59:43.551883] [INFO ] [CONFIGURE ] AVY: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T22:59:43.551940] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-17T22:59:43.664085] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:43.775899] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:59:43.891191] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:59:44.004022] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:44.120433] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:44.239237] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:44.358208] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:59:44.479708] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:44.595965] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:59:44.762956] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:44.763142] [INFO ] [CONFIGURE ] AVY: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T22:59:44.763187] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10518 tests
[2025-10-17T22:59:44.763221] [INFO ] [CONFIGURE ] AVY: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T22:59:44.763253] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-17T22:59:44.882290] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:45.002221] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:45.127941] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:45.248353] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:45.383860] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:45.504758] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:59:45.625910] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:45.749567] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:45.873277] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:59:46.004319] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:46.004475] [INFO ] [CONFIGURE ] AVY: KEPT add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T22:59:46.004541] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10517 tests
[2025-10-17T22:59:46.004578] [INFO ] [CONFIGURE ] AVY: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T22:59:46.004609] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-17T22:59:46.143868] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:46.282007] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:46.419994] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:46.559818] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:46.698280] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:46.842051] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:59:46.984137] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:47.125621] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:47.266353] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:59:47.414167] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:47.414332] [INFO ] [CONFIGURE ] AVY: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T22:59:47.414451] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10516 tests
[2025-10-17T22:59:47.414495] [INFO ] [CONFIGURE ] AVY: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T22:59:47.414528] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-17T22:59:47.537622] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:47.662252] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:47.788443] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:59:47.928282] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:48.059305] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:48.183284] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:59:48.309290] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:48.443955] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:48.572145] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:59:48.699127] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:48.699298] [INFO ] [CONFIGURE ] AVY: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-17T22:59:48.699344] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10515 tests
[2025-10-17T22:59:48.699379] [INFO ] [CONFIGURE ] AVY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T22:59:48.699411] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-17T22:59:48.822808] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:48.949382] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:49.073442] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:49.199166] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:49.325630] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:49.456304] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:59:49.602707] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:49.741959] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:49.879628] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:59:50.015159] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:50.015332] [INFO ] [CONFIGURE ] AVY: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-17T22:59:50.015377] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10514 tests
[2025-10-17T22:59:50.015414] [INFO ] [CONFIGURE ] AVY: Testing feature 20/29: add_price_rejection
[2025-10-17T22:59:50.015448] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-17T22:59:50.151084] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:50.287422] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T22:59:50.422293] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:59:50.560819] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:50.714359] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:50.854935] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:59:50.992126] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T22:59:51.125904] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:51.261304] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:59:51.424404] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:51.424558] [INFO ] [CONFIGURE ] AVY: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-17T22:59:51.424601] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10513 tests
[2025-10-17T22:59:51.424636] [INFO ] [CONFIGURE ] AVY: Testing feature 21/29: add_range_position
[2025-10-17T22:59:51.424708] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-17T22:59:51.560279] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:51.701715] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:59:51.854814] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:51.996000] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:52.136967] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:52.278638] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:59:52.423725] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:59:52.564575] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:52.709115] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:59:52.849429] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:52.849632] [INFO ] [CONFIGURE ] AVY: KEPT add_range_position (score: 70.00%)
[2025-10-17T22:59:52.849717] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10512 tests
[2025-10-17T22:59:52.849778] [INFO ] [CONFIGURE ] AVY: Testing feature 22/29: add_realized_volatility
[2025-10-17T22:59:52.849812] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position', 'add_realized_volatility']
[2025-10-17T22:59:53.029983] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T22:59:53.207024] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:59:53.381929] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:53.558006] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:53.734531] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:53.920120] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:59:54.106359] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:59:54.285913] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:54.498445] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:59:54.685547] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:54.685754] [INFO ] [CONFIGURE ] AVY: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T22:59:54.685812] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10511 tests
[2025-10-17T22:59:54.685848] [INFO ] [CONFIGURE ] AVY: Testing feature 23/29: add_recent_range_context
[2025-10-17T22:59:54.685879] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position', 'add_recent_range_context']
[2025-10-17T22:59:54.842892] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:54.996292] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:59:55.154485] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:55.308599] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:55.463801] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:55.624639] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:59:55.780377] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:59:55.936317] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:56.093913] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:59:56.250095] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:56.250253] [INFO ] [CONFIGURE ] AVY: KEPT add_recent_range_context (score: 80.00%)
[2025-10-17T22:59:56.250297] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10510 tests
[2025-10-17T22:59:56.250331] [INFO ] [CONFIGURE ] AVY: Testing feature 24/29: add_rsi
[2025-10-17T22:59:56.250361] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position', 'add_recent_range_context', 'add_ema', 'add_rsi']
[2025-10-17T22:59:56.441072] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:56.629200] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:59:56.812613] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T22:59:56.996912] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:57.182368] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:57.365922] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T22:59:57.557697] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:59:57.745836] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T22:59:57.934377] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T22:59:58.120031] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:58.120196] [INFO ] [CONFIGURE ] AVY: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T22:59:58.120238] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10509 tests
[2025-10-17T22:59:58.120273] [INFO ] [CONFIGURE ] AVY: Testing feature 25/29: add_tick_distribution
[2025-10-17T22:59:58.120304] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position', 'add_recent_range_context', 'add_tick_distribution']
[2025-10-17T22:59:58.278174] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T22:59:58.437928] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T22:59:58.606314] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T22:59:58.769670] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T22:59:58.932528] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T22:59:59.096173] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T22:59:59.268528] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T22:59:59.434231] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T22:59:59.603886] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T22:59:59.773101] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T22:59:59.773251] [INFO ] [CONFIGURE ] AVY: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T22:59:59.773294] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10508 tests
[2025-10-17T22:59:59.773329] [INFO ] [CONFIGURE ] AVY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T22:59:59.773359] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-10-17T22:59:59.936348] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:00:00.100430] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:00.264315] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:00:00.433529] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:00:00.599116] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:00:00.764985] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:00.935767] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:00:01.105039] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:01.275921] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:01.459481] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:00:01.459610] [INFO ] [CONFIGURE ] AVY: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:00:01.459690] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10507 tests
[2025-10-17T23:00:01.459777] [INFO ] [CONFIGURE ] AVY: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:00:01.459830] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-10-17T23:00:01.637348] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:00:01.820444] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:02.027041] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:00:02.225623] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:00:02.426306] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:00:02.665920] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:00:02.879278] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:00:03.081692] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:03.318874] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:00:03.619999] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:00:03.620270] [INFO ] [CONFIGURE ] AVY: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:00:03.620373] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10506 tests
[2025-10-17T23:00:03.620451] [INFO ] [CONFIGURE ] AVY: Testing feature 28/29: add_volume_profile
[2025-10-17T23:00:03.620511] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position', 'add_recent_range_context', 'add_volume_profile']
[2025-10-17T23:00:03.853724] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:00:04.060669] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:04.246555] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:00:04.442928] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:00:04.631045] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:00:04.823817] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:00:05.012450] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:00:05.178530] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:05.342819] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:00:05.508932] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:00:05.509098] [INFO ] [CONFIGURE ] AVY: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T23:00:05.509141] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10505 tests
[2025-10-17T23:00:05.509176] [INFO ] [CONFIGURE ] AVY: Testing feature 29/29: add_vwap
[2025-10-17T23:00:05.509207] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position', 'add_recent_range_context', 'add_vwap']
[2025-10-17T23:00:05.671214] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:00:05.833472] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:06.016453] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:00:06.189977] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:00:06.353055] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:00:06.524395] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:06.687983] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:00:06.854728] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:07.017181] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:00:07.181627] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:00:07.181803] [INFO ] [CONFIGURE ] AVY: DISCARDED add_vwap (score: 80.00%)
[2025-10-17T23:00:07.181851] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10504 tests
[2025-10-17T23:00:07.181919] [INFO ] [CONFIGURE ] AVY: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:00:07.181974] [INFO ] [CONFIGURE ] AVY: Best accuracy: 80.00%
[2025-10-17T23:00:07.182008] [INFO ] [CONFIGURE ] AVY: Best feature set (4 features): ['add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position', 'add_recent_range_context']
[2025-10-17T23:00:07.182038] [INFO ] [CONFIGURE ] AVY: Improvement over baseline: 40.00%
[2025-10-17T23:00:07.182065] [INFO ] [CONFIGURE ] AVY: Total time: 41.4 seconds
[2025-10-17T23:00:07.182094] [INFO ] [CONFIGURE ] AVY: Average time per feature: 1.4 seconds
[2025-10-17T23:00:07.182124] [INFO ] [CONFIGURE ] AVY: Average speed: 0.70 features/sec
[2025-10-17T23:00:07.182627] [INFO ] [LOCAL     ] Saved configuration for AVY: 4 features, 80.00% accuracy -> ./output/feature-sets/AVY.json
[2025-10-17T23:00:07.182717] [INFO ] [CONFIGURE ] AVY: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-17T23:00:07.182805] [INFO ] [sig       ] [18/380] Successfully configured AVY | 0.02 sym/s | Total: 12.8m | ETA: 4.3h
[2025-10-17T23:00:07.182880] [INFO ] [sig       ] [19/380] Configuring AXR...
[2025-10-17T23:00:07.182946] [INFO ] [CONFIGURE ] AXR: Configurate test run.
[2025-10-17T23:00:07.183001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXR' from 'https://tdm.silogroup.org/data/derivative_storage/AXR.csv'.
[2025-10-17T23:00:07.194543] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'AXR'.
[2025-10-17T23:00:07.194919] [INFO ] [CONFIGURE ] AXR: Testing with 29 available features
[2025-10-17T23:00:07.194977] [INFO ] [CONFIGURE ] AXR: Establishing baseline with no features...
[2025-10-17T23:00:07.293135] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:07.394007] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:07.492430] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:07.591263] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:00:07.692529] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:07.794041] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:07.894675] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:07.996830] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:08.100189] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:08.203697] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:00:08.203839] [INFO ] [CONFIGURE ] AXR: Baseline score (no features): 40.00%
[2025-10-17T23:00:08.203883] [INFO ] [CONFIGURE ] AXR: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:00:08.203916] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:00:08.321253] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:08.441639] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:08.557128] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:08.671913] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:00:08.787345] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:08.903814] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:09.023875] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:09.141536] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:09.259138] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:09.382364] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:00:09.382588] [INFO ] [CONFIGURE ] AXR: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-17T23:00:09.382672] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10503 tests
[2025-10-17T23:00:09.382727] [INFO ] [CONFIGURE ] AXR: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:00:09.382762] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:00:09.502030] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:09.641201] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:09.760947] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:09.880172] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:00:10.004591] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:10.125273] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:10.251944] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:10.378093] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:10.503854] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:10.627315] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:10.627490] [INFO ] [CONFIGURE ] AXR: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-17T23:00:10.627534] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10502 tests
[2025-10-17T23:00:10.627569] [INFO ] [CONFIGURE ] AXR: Testing feature 3/29: add_daily_returns
[2025-10-17T23:00:10.627600] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:00:10.751851] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:10.880487] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:11.013183] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:11.141396] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:00:11.265017] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:11.390910] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:11.522401] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:11.668284] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:11.813505] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:11.950474] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:00:11.950661] [INFO ] [CONFIGURE ] AXR: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:00:11.950725] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10501 tests
[2025-10-17T23:00:11.950765] [INFO ] [CONFIGURE ] AXR: Testing feature 4/29: add_ema
[2025-10-17T23:00:11.950797] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-17T23:00:12.107428] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:12.259146] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:12.405660] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:12.546123] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:00:12.689139] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:12.830629] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:12.971386] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:13.113154] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:13.263065] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:13.415477] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:00:13.415680] [INFO ] [CONFIGURE ] AXR: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:00:13.415742] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10500 tests
[2025-10-17T23:00:13.415779] [INFO ] [CONFIGURE ] AXR: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:00:13.415811] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:00:13.565928] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:13.728249] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:13.884683] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:14.040130] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:00:14.189808] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:14.342849] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:14.497928] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:14.659501] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:14.818941] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:14.974006] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:00:14.974190] [INFO ] [CONFIGURE ] AXR: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:00:14.974234] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10499 tests
[2025-10-17T23:00:14.974269] [INFO ] [CONFIGURE ] AXR: Testing feature 6/29: add_failed_moves
[2025-10-17T23:00:14.974300] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:00:15.103620] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:15.233827] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:15.363972] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:15.494474] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:00:15.636242] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:15.770303] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:15.902562] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:16.034720] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:16.167903] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:16.302479] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:16.302666] [INFO ] [CONFIGURE ] AXR: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T23:00:16.302728] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10498 tests
[2025-10-17T23:00:16.302766] [INFO ] [CONFIGURE ] AXR: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:00:16.302798] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T23:00:16.435535] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:16.559116] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:16.685834] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:16.810342] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:00:16.933423] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:17.063944] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:17.193133] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:17.318154] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:17.445372] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:17.575572] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:17.575766] [INFO ] [CONFIGURE ] AXR: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:00:17.575819] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10497 tests
[2025-10-17T23:00:17.575853] [INFO ] [CONFIGURE ] AXR: Testing feature 8/29: add_macd
[2025-10-17T23:00:17.575885] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:00:17.751723] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:17.919760] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:18.085608] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:00:18.247077] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:00:18.414946] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:18.577433] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:18.768988] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:18.933174] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:19.103208] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:19.271748] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:00:19.271980] [INFO ] [CONFIGURE ] AXR: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:00:19.272042] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10496 tests
[2025-10-17T23:00:19.272081] [INFO ] [CONFIGURE ] AXR: Testing feature 9/29: add_mfi
[2025-10-17T23:00:19.272167] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-17T23:00:19.412088] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:19.550900] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:19.693142] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:19.844001] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:00:19.991026] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:20.129671] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:20.267531] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:20.407911] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:20.560937] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:20.721250] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:20.721481] [INFO ] [CONFIGURE ] AXR: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:00:20.721556] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10495 tests
[2025-10-17T23:00:20.721609] [INFO ] [CONFIGURE ] AXR: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:00:20.721703] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:00:20.879045] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:00:21.037039] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:21.202933] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:21.357143] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:00:21.519042] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:21.685106] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:21.851593] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:22.014880] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:22.185314] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:22.343107] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:22.343283] [INFO ] [CONFIGURE ] AXR: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:00:22.343329] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10494 tests
[2025-10-17T23:00:22.343476] [INFO ] [CONFIGURE ] AXR: Testing feature 11/29: add_obv_daily
[2025-10-17T23:00:22.343520] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-17T23:00:22.476113] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:22.607599] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:22.745943] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:22.879861] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:00:23.011637] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:23.141505] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:23.276582] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:23.407673] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:23.544849] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:00:23.683948] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:00:23.684109] [INFO ] [CONFIGURE ] AXR: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:00:23.684153] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10493 tests
[2025-10-17T23:00:23.684188] [INFO ] [CONFIGURE ] AXR: Testing feature 12/29: add_obv_interval
[2025-10-17T23:00:23.684219] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-17T23:00:23.820209] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:23.969759] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:24.097703] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:24.226381] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:00:24.356422] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:24.484887] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:00:24.628513] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:24.781336] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:24.914218] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:25.051000] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:00:25.051178] [INFO ] [CONFIGURE ] AXR: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-17T23:00:25.051224] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10492 tests
[2025-10-17T23:00:25.051261] [INFO ] [CONFIGURE ] AXR: Testing feature 13/29: add_opening_strength
[2025-10-17T23:00:25.051294] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:00:25.190387] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:25.334473] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:25.473183] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:25.616079] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:00:25.758880] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:25.910708] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:26.058946] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:26.205073] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:26.349273] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:26.496183] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:26.496352] [INFO ] [CONFIGURE ] AXR: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T23:00:26.496396] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10491 tests
[2025-10-17T23:00:26.496433] [INFO ] [CONFIGURE ] AXR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:00:26.496466] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-17T23:00:26.645379] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:26.791504] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:26.933780] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:27.077358] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:00:27.220741] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:27.368827] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:27.513052] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:27.659766] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:27.836633] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:27.987366] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:27.987566] [INFO ] [CONFIGURE ] AXR: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-17T23:00:27.987621] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10490 tests
[2025-10-17T23:00:27.987691] [INFO ] [CONFIGURE ] AXR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:00:27.987775] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-17T23:00:28.112688] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:28.236793] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:28.360894] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:28.485108] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:00:28.615217] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:28.742991] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:28.868463] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:28.993994] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:29.123762] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:29.253613] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:29.253828] [INFO ] [CONFIGURE ] AXR: KEPT add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:00:29.253880] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10489 tests
[2025-10-17T23:00:29.253917] [INFO ] [CONFIGURE ] AXR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:00:29.253949] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-17T23:00:29.403837] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:29.539875] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:29.675906] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:29.809352] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:00:29.952819] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:30.093990] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:30.231186] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:30.366008] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:30.503241] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:30.640597] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:30.640772] [INFO ] [CONFIGURE ] AXR: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:00:30.640823] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10488 tests
[2025-10-17T23:00:30.640859] [INFO ] [CONFIGURE ] AXR: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:00:30.640890] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-17T23:00:30.782965] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:30.921431] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:31.067129] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:31.208320] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:00:31.352284] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:31.492157] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:31.636102] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:31.775672] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:31.919525] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:32.062145] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:32.062353] [INFO ] [CONFIGURE ] AXR: KEPT add_pbf_return_2d (score: 70.00%)
[2025-10-17T23:00:32.062415] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10487 tests
[2025-10-17T23:00:32.062473] [INFO ] [CONFIGURE ] AXR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:00:32.062508] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-17T23:00:32.202208] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:00:32.341953] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:32.483409] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:32.628433] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:00:32.769555] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:32.911855] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:33.053453] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:33.195767] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:33.342578] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:33.487037] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:33.487194] [INFO ] [CONFIGURE ] AXR: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-17T23:00:33.487236] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10486 tests
[2025-10-17T23:00:33.487271] [INFO ] [CONFIGURE ] AXR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:00:33.487303] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-10-17T23:00:33.627246] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:33.770316] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:33.917788] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:34.063033] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:00:34.208140] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:34.352729] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:34.504905] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:34.670368] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:34.836221] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:34.997945] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:34.998111] [INFO ] [CONFIGURE ] AXR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:00:34.998156] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10485 tests
[2025-10-17T23:00:34.998192] [INFO ] [CONFIGURE ] AXR: Testing feature 20/29: add_price_rejection
[2025-10-17T23:00:34.998225] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d', 'add_price_rejection']
[2025-10-17T23:00:35.164504] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:35.339887] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:35.497889] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:35.664328] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:00:35.855470] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:36.009691] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:36.163521] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:36.315547] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:36.472392] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:36.639047] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:36.639257] [INFO ] [CONFIGURE ] AXR: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:00:36.639307] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10484 tests
[2025-10-17T23:00:36.639342] [INFO ] [CONFIGURE ] AXR: Testing feature 21/29: add_range_position
[2025-10-17T23:00:36.639373] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d', 'add_range_position']
[2025-10-17T23:00:36.803441] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:36.965195] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:37.128338] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:37.292783] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:00:37.459407] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:37.634607] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:00:37.799891] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:37.963984] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:38.133009] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:38.296072] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:38.296270] [INFO ] [CONFIGURE ] AXR: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:00:38.296333] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10483 tests
[2025-10-17T23:00:38.296370] [INFO ] [CONFIGURE ] AXR: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:00:38.296401] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-10-17T23:00:38.475526] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:00:38.655093] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:38.835176] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:39.018337] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:00:39.199853] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:39.383613] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:39.561622] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:39.751351] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:39.969529] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:40.156160] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:40.156339] [INFO ] [CONFIGURE ] AXR: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:00:40.156384] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10482 tests
[2025-10-17T23:00:40.156419] [INFO ] [CONFIGURE ] AXR: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:00:40.156450] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-10-17T23:00:40.310881] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:40.469185] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:40.636434] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:40.792823] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:00:40.946468] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:41.103194] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:41.263834] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:41.427460] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:41.591790] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:41.765068] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:41.765247] [INFO ] [CONFIGURE ] AXR: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:00:41.765292] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10481 tests
[2025-10-17T23:00:41.765329] [INFO ] [CONFIGURE ] AXR: Testing feature 24/29: add_rsi
[2025-10-17T23:00:41.765362] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-10-17T23:00:41.946057] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:42.126619] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:42.304764] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:42.474403] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:00:42.642595] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:42.815823] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:43.018045] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:43.191521] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:43.378130] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:43.557509] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:43.557729] [INFO ] [CONFIGURE ] AXR: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:00:43.557794] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10480 tests
[2025-10-17T23:00:43.557833] [INFO ] [CONFIGURE ] AXR: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:00:43.557866] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-10-17T23:00:43.708217] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:43.882924] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:44.031507] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:44.181085] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:00:44.336198] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:44.489086] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:44.653378] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:44.811519] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:44.967122] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:45.124002] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:45.124174] [INFO ] [CONFIGURE ] AXR: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:00:45.124218] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10479 tests
[2025-10-17T23:00:45.124252] [INFO ] [CONFIGURE ] AXR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:00:45.124284] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-10-17T23:00:45.280902] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:45.452491] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:45.610588] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:45.770208] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:00:45.919825] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:46.076009] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:46.235114] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:46.389931] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:46.542496] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:46.696573] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:00:46.696827] [INFO ] [CONFIGURE ] AXR: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:00:46.696887] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10478 tests
[2025-10-17T23:00:46.696926] [INFO ] [CONFIGURE ] AXR: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:00:46.696960] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-17T23:00:46.768141] [FATAL] [FORECASTER] Failed to test lookback=11: [23:00:46] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:00:46.840842] [FATAL] [FORECASTER] Failed to test lookback=10: [23:00:46] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:00:46.913260] [FATAL] [FORECASTER] Failed to test lookback=9: [23:00:46] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:00:46.987869] [FATAL] [FORECASTER] Failed to test lookback=8: [23:00:46] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:00:47.063696] [FATAL] [FORECASTER] Failed to test lookback=7: [23:00:47] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:00:47.138250] [FATAL] [FORECASTER] Failed to test lookback=6: [23:00:47] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:00:47.212172] [FATAL] [FORECASTER] Failed to test lookback=5: [23:00:47] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:00:47.286945] [FATAL] [FORECASTER] Failed to test lookback=4: [23:00:47] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:00:47.362523] [FATAL] [FORECASTER] Failed to test lookback=3: [23:00:47] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:00:47.440521] [FATAL] [FORECASTER] Failed to test lookback=2: [23:00:47] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:00:47.440890] [INFO ] [CONFIGURE ] AXR: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-10-17T23:00:47.440944] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10477 tests
[2025-10-17T23:00:47.440993] [INFO ] [CONFIGURE ] AXR: Testing feature 28/29: add_volume_profile
[2025-10-17T23:00:47.441034] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d', 'add_volume_profile']
[2025-10-17T23:00:47.590848] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:47.752999] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:47.916364] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:48.073513] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:00:48.232199] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:48.387025] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:48.542721] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:48.704722] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:00:48.862927] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:49.045873] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:49.046056] [INFO ] [CONFIGURE ] AXR: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:00:49.046101] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10476 tests
[2025-10-17T23:00:49.046135] [INFO ] [CONFIGURE ] AXR: Testing feature 29/29: add_vwap
[2025-10-17T23:00:49.046168] [INFO ] [CONFIGURE ] AXR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d', 'add_vwap']
[2025-10-17T23:00:49.200126] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:00:49.356519] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:49.517212] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:00:49.684977] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:00:49.834834] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:00:49.985557] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:00:50.140381] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:50.295424] [DEBUG] [FORECASTER] AXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:50.452530] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:00:50.612378] [DEBUG] [FORECASTER] AXR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:00:50.612541] [INFO ] [CONFIGURE ] AXR: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:00:50.612585] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10475 tests
[2025-10-17T23:00:50.612636] [INFO ] [CONFIGURE ] AXR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:00:50.612721] [INFO ] [CONFIGURE ] AXR: Best accuracy: 70.00%
[2025-10-17T23:00:50.612760] [INFO ] [CONFIGURE ] AXR: Best feature set (3 features): ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-17T23:00:50.612790] [INFO ] [CONFIGURE ] AXR: Improvement over baseline: 30.00%
[2025-10-17T23:00:50.612818] [INFO ] [CONFIGURE ] AXR: Total time: 42.4 seconds
[2025-10-17T23:00:50.612846] [INFO ] [CONFIGURE ] AXR: Average time per feature: 1.5 seconds
[2025-10-17T23:00:50.612874] [INFO ] [CONFIGURE ] AXR: Average speed: 0.68 features/sec
[2025-10-17T23:00:50.613464] [INFO ] [LOCAL     ] Saved configuration for AXR: 3 features, 70.00% accuracy -> ./output/feature-sets/AXR.json
[2025-10-17T23:00:50.613535] [INFO ] [CONFIGURE ] AXR: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-17T23:00:50.613626] [INFO ] [sig       ] [19/380] Successfully configured AXR | 0.02 sym/s | Total: 13.5m | ETA: 4.3h
[2025-10-17T23:00:50.614111] [INFO ] [sig       ] [20/380] Configuring BBDC...
[2025-10-17T23:00:50.614179] [INFO ] [CONFIGURE ] BBDC: Configurate test run.
[2025-10-17T23:00:50.614236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDC' from 'https://tdm.silogroup.org/data/derivative_storage/BBDC.csv'.
[2025-10-17T23:00:50.631420] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBDC'.
[2025-10-17T23:00:50.631986] [INFO ] [CONFIGURE ] BBDC: Testing with 29 available features
[2025-10-17T23:00:50.632044] [INFO ] [CONFIGURE ] BBDC: Establishing baseline with no features...
[2025-10-17T23:00:50.735381] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:00:50.831768] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:00:50.934875] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:00:51.038158] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:00:51.142123] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:00:51.249665] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:00:51.356137] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:51.460779] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:51.566027] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:00:51.671636] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:51.671797] [INFO ] [CONFIGURE ] BBDC: Baseline score (no features): 60.00%
[2025-10-17T23:00:51.671842] [INFO ] [CONFIGURE ] BBDC: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:00:51.671874] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:00:51.799674] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:00:51.944936] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:00:52.081519] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:00:52.197983] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:00:52.316380] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:00:52.438497] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:00:52.556002] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:52.678861] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:52.797510] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:00:52.924162] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:52.924331] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-17T23:00:52.924392] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10474 tests
[2025-10-17T23:00:52.924429] [INFO ] [CONFIGURE ] BBDC: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:00:52.924461] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:00:53.042113] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:00:53.159031] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:00:53.277267] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:00:53.405479] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:00:53.542830] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:00:53.680359] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:00:53.816391] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:53.954908] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:54.091082] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:00:54.219931] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:54.220073] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-17T23:00:54.220118] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10473 tests
[2025-10-17T23:00:54.220153] [INFO ] [CONFIGURE ] BBDC: Testing feature 3/29: add_daily_returns
[2025-10-17T23:00:54.220184] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_daily_returns']
[2025-10-17T23:00:54.335112] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:00:54.443204] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:00:54.551661] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:00:54.661074] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:00:54.772797] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:00:54.882899] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:00:54.994400] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:55.108663] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:55.218041] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:00:55.329616] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:55.329790] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:00:55.329838] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10472 tests
[2025-10-17T23:00:55.329873] [INFO ] [CONFIGURE ] BBDC: Testing feature 4/29: add_ema
[2025-10-17T23:00:55.329904] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema']
[2025-10-17T23:00:55.453092] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:00:55.581570] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:55.708327] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:00:55.862570] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:00:56.051156] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:00:56.222421] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:00:56.384986] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:56.572930] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:56.738027] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:00:56.879662] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:56.879850] [INFO ] [CONFIGURE ] BBDC: KEPT add_ema (score: 80.00%)
[2025-10-17T23:00:56.879898] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10471 tests
[2025-10-17T23:00:56.879934] [INFO ] [CONFIGURE ] BBDC: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:00:56.879967] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:00:57.038618] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:00:57.202339] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:57.351605] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:00:57.497220] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:00:57.642541] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:00:57.787541] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:00:57.933161] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:58.080798] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:58.238710] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:00:58.386498] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:58.386672] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:00:58.386733] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10470 tests
[2025-10-17T23:00:58.386771] [INFO ] [CONFIGURE ] BBDC: Testing feature 6/29: add_failed_moves
[2025-10-17T23:00:58.386803] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-17T23:00:58.513449] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:00:58.641038] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:00:58.767368] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:00:58.901509] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:00:59.033638] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:00:59.164083] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:00:59.292884] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:00:59.422827] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:00:59.557623] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:00:59.702973] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:00:59.703143] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T23:00:59.703189] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10469 tests
[2025-10-17T23:00:59.703224] [INFO ] [CONFIGURE ] BBDC: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:00:59.703266] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-17T23:00:59.839294] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:00:59.959836] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:00.079741] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:00.203097] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:00.327459] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:00.450427] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:00.572122] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:00.694688] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:00.822730] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:00.941090] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:00.941241] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-17T23:01:00.941346] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10468 tests
[2025-10-17T23:01:00.941401] [INFO ] [CONFIGURE ] BBDC: Testing feature 8/29: add_macd
[2025-10-17T23:01:00.941435] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-17T23:01:01.102678] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:01.284309] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:01.451788] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:01.612115] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:01.775192] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:01.960217] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:02.127963] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:02.287468] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:02.446720] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:01:02.614276] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:02.614499] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_macd (score: 70.00%)
[2025-10-17T23:01:02.614554] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10467 tests
[2025-10-17T23:01:02.614592] [INFO ] [CONFIGURE ] BBDC: Testing feature 9/29: add_mfi
[2025-10-17T23:01:02.614624] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_mfi']
[2025-10-17T23:01:02.754105] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:02.891474] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:03.029389] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:03.167107] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:03.306334] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:03.449192] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:03.586339] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:03.726508] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:03.867218] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:04.006927] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:04.007126] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_mfi (score: 80.00%)
[2025-10-17T23:01:04.007173] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10466 tests
[2025-10-17T23:01:04.007208] [INFO ] [CONFIGURE ] BBDC: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:01:04.007241] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:01:04.189838] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:04.341382] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:04.501078] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:04.664060] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:04.828811] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:04.992561] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:05.153774] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:05.310376] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:05.476448] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:05.651405] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:05.651701] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-17T23:01:05.651766] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10465 tests
[2025-10-17T23:01:05.651805] [INFO ] [CONFIGURE ] BBDC: Testing feature 11/29: add_obv_daily
[2025-10-17T23:01:05.651837] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-17T23:01:05.788402] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:05.923616] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:06.068351] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:06.219864] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:06.387431] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:06.544420] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:06.697908] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:06.855637] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:07.008055] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:07.166507] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:07.166730] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T23:01:07.166789] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10464 tests
[2025-10-17T23:01:07.166827] [INFO ] [CONFIGURE ] BBDC: Testing feature 12/29: add_obv_interval
[2025-10-17T23:01:07.166861] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-17T23:01:07.307868] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:07.443124] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:07.572409] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:01:07.705452] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:07.839379] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:07.973459] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:08.103820] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:08.236236] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:08.368602] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:08.502498] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:08.502697] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-17T23:01:08.502759] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10463 tests
[2025-10-17T23:01:08.502796] [INFO ] [CONFIGURE ] BBDC: Testing feature 13/29: add_opening_strength
[2025-10-17T23:01:08.502827] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:01:08.656812] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:08.799449] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:01:08.938363] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:01:09.076249] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:09.214894] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:09.353898] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:09.495565] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:09.637903] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:09.797575] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:09.964155] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:09.964331] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:01:09.964396] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10462 tests
[2025-10-17T23:01:09.964456] [INFO ] [CONFIGURE ] BBDC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:01:09.964491] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-17T23:01:10.117558] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:10.279361] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:01:10.450141] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:10.625388] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:10.775911] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:10.922789] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:11.069257] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:11.216853] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:11.362769] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:01:11.510548] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:11.510745] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:01:11.510800] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10461 tests
[2025-10-17T23:01:11.510837] [INFO ] [CONFIGURE ] BBDC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:01:11.510869] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-17T23:01:11.642309] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:11.770160] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:11.901301] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:12.036249] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:12.172732] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:12.304561] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:12.440976] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:12.571067] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:12.703510] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:12.835488] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:12.835750] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T23:01:12.835808] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10460 tests
[2025-10-17T23:01:12.835844] [INFO ] [CONFIGURE ] BBDC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:01:12.835876] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-17T23:01:12.979530] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:13.112111] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:13.272154] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:01:13.404312] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:13.543037] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:13.689663] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:13.826785] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:01:13.958606] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:14.092081] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:14.228483] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:14.228636] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-17T23:01:14.228722] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10459 tests
[2025-10-17T23:01:14.228760] [INFO ] [CONFIGURE ] BBDC: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:01:14.228792] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-17T23:01:14.369110] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:14.504524] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:14.641134] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:01:14.780768] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:14.919959] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:01:15.062042] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:15.204363] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:15.345310] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:15.489835] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:15.635254] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:15.635475] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-17T23:01:15.635537] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10458 tests
[2025-10-17T23:01:15.635576] [INFO ] [CONFIGURE ] BBDC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:01:15.635608] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-17T23:01:15.761384] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:15.886843] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:16.020283] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:16.151503] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:16.281424] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:16.413008] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:16.538774] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:16.666627] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:16.792638] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:16.919273] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:16.919430] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T23:01:16.919472] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10457 tests
[2025-10-17T23:01:16.919505] [INFO ] [CONFIGURE ] BBDC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:01:16.919536] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-17T23:01:17.039506] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:17.158834] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:17.281041] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:17.408257] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:17.535587] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:17.665185] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:17.799835] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:17.949902] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:18.092897] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:18.232414] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:18.232611] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:01:18.232716] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10456 tests
[2025-10-17T23:01:18.232794] [INFO ] [CONFIGURE ] BBDC: Testing feature 20/29: add_price_rejection
[2025-10-17T23:01:18.232863] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-17T23:01:18.376268] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:18.529893] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:18.686559] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:01:18.837470] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:18.990621] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:19.145749] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:19.299433] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:19.455338] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:19.608558] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:19.757803] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:19.757964] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:01:19.758054] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10455 tests
[2025-10-17T23:01:19.758107] [INFO ] [CONFIGURE ] BBDC: Testing feature 21/29: add_range_position
[2025-10-17T23:01:19.758141] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_range_position']
[2025-10-17T23:01:19.900353] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:20.041023] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:01:20.183722] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:20.327269] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:20.471837] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:20.617613] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:20.762983] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:20.907635] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:21.053051] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:21.200511] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:21.200713] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T23:01:21.200772] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10454 tests
[2025-10-17T23:01:21.200812] [INFO ] [CONFIGURE ] BBDC: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:01:21.200845] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-17T23:01:21.365721] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:21.522659] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:21.678800] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:01:21.841368] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:22.002064] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:22.161949] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:22.325174] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:22.488412] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:22.653591] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:22.824931] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:22.825095] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:01:22.825139] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10453 tests
[2025-10-17T23:01:22.825174] [INFO ] [CONFIGURE ] BBDC: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:01:22.825206] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-17T23:01:22.957485] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:23.090764] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:23.231005] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:23.366180] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:23.503131] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:23.647143] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:23.783761] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:23.920965] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:24.057753] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:24.195334] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:24.195503] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T23:01:24.195548] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10452 tests
[2025-10-17T23:01:24.195583] [INFO ] [CONFIGURE ] BBDC: Testing feature 24/29: add_rsi
[2025-10-17T23:01:24.195616] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_rsi']
[2025-10-17T23:01:24.337018] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:24.475534] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:24.618899] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:01:24.768981] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:24.909101] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:25.049717] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:25.189510] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:25.331971] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:25.474344] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:25.619117] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:25.619293] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:01:25.619337] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10451 tests
[2025-10-17T23:01:25.619372] [INFO ] [CONFIGURE ] BBDC: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:01:25.619402] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-10-17T23:01:25.751702] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:25.888076] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:26.028123] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:26.161918] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:26.297106] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:26.432486] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:26.568343] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:26.711282] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:26.856534] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:26.992722] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:26.992863] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-17T23:01:26.992907] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10450 tests
[2025-10-17T23:01:26.992941] [INFO ] [CONFIGURE ] BBDC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:01:26.992972] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-10-17T23:01:27.130809] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:27.265960] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:01:27.408753] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:27.549612] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:27.688880] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:27.827620] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:27.972297] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:28.112733] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:28.253382] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:28.393035] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:28.393178] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:01:28.393221] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10449 tests
[2025-10-17T23:01:28.393255] [INFO ] [CONFIGURE ] BBDC: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:01:28.393285] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-10-17T23:01:28.542256] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:28.690062] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:28.837480] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:28.985840] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:29.133138] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:29.282384] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:29.433979] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:29.585428] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:29.735741] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:01:29.888418] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:29.888603] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:01:29.888673] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10448 tests
[2025-10-17T23:01:29.888729] [INFO ] [CONFIGURE ] BBDC: Testing feature 28/29: add_volume_profile
[2025-10-17T23:01:29.888765] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_volume_profile']
[2025-10-17T23:01:30.025693] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:30.160373] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:30.296548] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:30.440404] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:30.576826] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:30.725625] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:30.868480] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:31.013478] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:31.154576] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:31.296069] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:31.296245] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-17T23:01:31.296290] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10447 tests
[2025-10-17T23:01:31.296411] [INFO ] [CONFIGURE ] BBDC: Testing feature 29/29: add_vwap
[2025-10-17T23:01:31.296453] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema', 'add_vwap']
[2025-10-17T23:01:31.438996] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:01:31.591544] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:31.743513] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:31.894274] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:01:32.039461] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:01:32.186628] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:32.330329] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:01:32.478460] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:32.616598] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:32.752233] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:32.752389] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_vwap (score: 70.00%)
[2025-10-17T23:01:32.752433] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10446 tests
[2025-10-17T23:01:32.752468] [INFO ] [CONFIGURE ] BBDC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:01:32.752498] [INFO ] [CONFIGURE ] BBDC: Best accuracy: 80.00%
[2025-10-17T23:01:32.752529] [INFO ] [CONFIGURE ] BBDC: Best feature set (1 features): ['add_ema']
[2025-10-17T23:01:32.752557] [INFO ] [CONFIGURE ] BBDC: Improvement over baseline: 20.00%
[2025-10-17T23:01:32.752584] [INFO ] [CONFIGURE ] BBDC: Total time: 41.1 seconds
[2025-10-17T23:01:32.752611] [INFO ] [CONFIGURE ] BBDC: Average time per feature: 1.4 seconds
[2025-10-17T23:01:32.752639] [INFO ] [CONFIGURE ] BBDC: Average speed: 0.71 features/sec
[2025-10-17T23:01:32.753235] [INFO ] [LOCAL     ] Saved configuration for BBDC: 1 features, 80.00% accuracy -> ./output/feature-sets/BBDC.json
[2025-10-17T23:01:32.753307] [INFO ] [CONFIGURE ] BBDC: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-17T23:01:32.753387] [INFO ] [sig       ] [20/380] Successfully configured BBDC | 0.02 sym/s | Total: 14.2m | ETA: 4.3h
[2025-10-17T23:01:32.753464] [INFO ] [sig       ] [21/380] Configuring BBU...
[2025-10-17T23:01:32.753531] [INFO ] [CONFIGURE ] BBU: Configurate test run.
[2025-10-17T23:01:32.753587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBU' from 'https://tdm.silogroup.org/data/derivative_storage/BBU.csv'.
[2025-10-17T23:01:32.767114] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BBU'.
[2025-10-17T23:01:32.767471] [INFO ] [CONFIGURE ] BBU: Testing with 29 available features
[2025-10-17T23:01:32.767531] [INFO ] [CONFIGURE ] BBU: Establishing baseline with no features...
[2025-10-17T23:01:32.867487] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:32.966591] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:33.071007] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:33.173059] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:01:33.279708] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:33.381748] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:33.485150] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:33.588140] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:33.691807] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:33.794664] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:33.794799] [INFO ] [CONFIGURE ] BBU: Baseline score (no features): 60.00%
[2025-10-17T23:01:33.794842] [INFO ] [CONFIGURE ] BBU: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:01:33.794874] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:01:33.907361] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:34.025173] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:34.139823] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:01:34.253778] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:01:34.369294] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:34.484773] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:01:34.600153] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:34.715777] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:34.845596] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:34.961787] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:34.961987] [INFO ] [CONFIGURE ] BBU: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-17T23:01:34.962038] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10445 tests
[2025-10-17T23:01:34.962073] [INFO ] [CONFIGURE ] BBU: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:01:34.962104] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:01:35.081252] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:35.200402] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:35.324413] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:35.443130] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:01:35.562315] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:35.683488] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:35.804532] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:35.926667] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:36.049554] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:36.184413] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:36.184574] [INFO ] [CONFIGURE ] BBU: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-17T23:01:36.184619] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10444 tests
[2025-10-17T23:01:36.184680] [INFO ] [CONFIGURE ] BBU: Testing feature 3/29: add_daily_returns
[2025-10-17T23:01:36.184772] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:01:36.311684] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:36.448394] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:36.574189] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:36.699090] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:01:36.824176] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:36.945970] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:37.065796] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:37.185508] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:37.305552] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:37.428573] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:37.428761] [INFO ] [CONFIGURE ] BBU: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T23:01:37.428824] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10443 tests
[2025-10-17T23:01:37.428861] [INFO ] [CONFIGURE ] BBU: Testing feature 4/29: add_ema
[2025-10-17T23:01:37.428893] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-17T23:01:37.562797] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:37.698031] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:37.835307] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:01:37.972834] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:01:38.108115] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:38.245780] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:38.383121] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:38.523268] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:38.674444] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:38.815887] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:38.816075] [INFO ] [CONFIGURE ] BBU: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:01:38.816121] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10442 tests
[2025-10-17T23:01:38.816157] [INFO ] [CONFIGURE ] BBU: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:01:38.816188] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:01:38.961323] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:39.117320] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:39.284720] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:01:39.436300] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:01:39.583965] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:39.736716] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:39.882859] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:40.035574] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:01:40.183417] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:40.329583] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:40.329782] [INFO ] [CONFIGURE ] BBU: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:01:40.329833] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10441 tests
[2025-10-17T23:01:40.329868] [INFO ] [CONFIGURE ] BBU: Testing feature 6/29: add_failed_moves
[2025-10-17T23:01:40.329898] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:01:40.452102] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:40.574617] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:40.716452] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:40.860892] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:01:40.986273] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:41.115470] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:41.248949] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:41.375027] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:41.502927] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:41.633194] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:41.633332] [INFO ] [CONFIGURE ] BBU: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:01:41.633376] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10440 tests
[2025-10-17T23:01:41.633410] [INFO ] [CONFIGURE ] BBU: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:01:41.633440] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T23:01:41.749697] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:41.869453] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:41.986468] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:42.103380] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:01:42.224333] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:42.349383] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:42.467961] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:42.587124] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:42.706414] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:42.833260] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:42.833399] [INFO ] [CONFIGURE ] BBU: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:01:42.833488] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10439 tests
[2025-10-17T23:01:42.833530] [INFO ] [CONFIGURE ] BBU: Testing feature 8/29: add_macd
[2025-10-17T23:01:42.833561] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:01:42.988935] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:43.151831] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:43.307054] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:01:43.464087] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:01:43.623227] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:43.787792] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:43.947031] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:44.104605] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:44.263431] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:44.425438] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:44.425608] [INFO ] [CONFIGURE ] BBU: DISCARDED add_macd (score: 60.00%)
[2025-10-17T23:01:44.425681] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10438 tests
[2025-10-17T23:01:44.425735] [INFO ] [CONFIGURE ] BBU: Testing feature 9/29: add_mfi
[2025-10-17T23:01:44.425768] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-17T23:01:44.559782] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:44.692874] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:44.827119] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:01:44.962263] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:01:45.095878] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:45.233180] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:45.377479] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:45.516864] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:45.653953] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:45.792349] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:45.792528] [INFO ] [CONFIGURE ] BBU: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T23:01:45.792573] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10437 tests
[2025-10-17T23:01:45.792607] [INFO ] [CONFIGURE ] BBU: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:01:45.792638] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:01:45.942446] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:46.092382] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:46.245565] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:46.394790] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:01:46.544931] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:01:46.703558] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:46.866896] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:01:47.020808] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:01:47.177299] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:47.331431] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:47.331576] [INFO ] [CONFIGURE ] BBU: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:01:47.331689] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10436 tests
[2025-10-17T23:01:47.331744] [INFO ] [CONFIGURE ] BBU: Testing feature 11/29: add_obv_daily
[2025-10-17T23:01:47.331776] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-17T23:01:47.460690] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:47.589416] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:47.718220] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:47.852034] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:01:47.981801] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:48.111539] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:48.242084] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:48.376059] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:48.506791] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:48.640208] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:48.640359] [INFO ] [CONFIGURE ] BBU: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T23:01:48.640419] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10435 tests
[2025-10-17T23:01:48.640457] [INFO ] [CONFIGURE ] BBU: Testing feature 12/29: add_obv_interval
[2025-10-17T23:01:48.640487] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-17T23:01:48.764843] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:48.890359] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:49.015163] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:49.141187] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:01:49.267984] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:49.394689] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:49.522846] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:49.650471] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:49.812865] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:49.947032] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:49.947239] [INFO ] [CONFIGURE ] BBU: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-17T23:01:49.947286] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10434 tests
[2025-10-17T23:01:49.947320] [INFO ] [CONFIGURE ] BBU: Testing feature 13/29: add_opening_strength
[2025-10-17T23:01:49.947352] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:01:50.092199] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:50.234433] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:50.373236] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:01:50.513131] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:01:50.656115] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:50.802900] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:50.956391] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:51.097061] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:01:51.241402] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:01:51.389578] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:01:51.389824] [INFO ] [CONFIGURE ] BBU: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-17T23:01:51.389886] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10433 tests
[2025-10-17T23:01:51.389923] [INFO ] [CONFIGURE ] BBU: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:01:51.389953] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-17T23:01:51.535873] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:51.683264] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:51.832040] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:01:51.971528] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:01:52.110834] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:52.257981] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:52.407335] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:52.553375] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:52.695549] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:52.853718] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:52.853939] [INFO ] [CONFIGURE ] BBU: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:01:52.853995] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10432 tests
[2025-10-17T23:01:52.854031] [INFO ] [CONFIGURE ] BBU: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:01:52.854064] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-17T23:01:52.978223] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:53.110937] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:53.241573] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:01:53.364919] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:01:53.492942] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:53.619574] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:53.750630] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:01:53.878881] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:01:54.019345] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:54.163379] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:54.163556] [INFO ] [CONFIGURE ] BBU: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:01:54.163603] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10431 tests
[2025-10-17T23:01:54.163638] [INFO ] [CONFIGURE ] BBU: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:01:54.163718] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-17T23:01:54.312662] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:54.453008] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:54.587442] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:54.723395] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:01:54.874408] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:55.027105] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:55.162200] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:55.295993] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:55.429856] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:55.563963] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:55.564121] [INFO ] [CONFIGURE ] BBU: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:01:55.564165] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10430 tests
[2025-10-17T23:01:55.564199] [INFO ] [CONFIGURE ] BBU: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:01:55.564230] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-17T23:01:55.697505] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:55.889240] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:56.030956] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:56.167217] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:01:56.302852] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:56.445724] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:56.582960] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:56.717207] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:56.853108] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:56.991765] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:56.991931] [INFO ] [CONFIGURE ] BBU: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-17T23:01:56.991975] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10429 tests
[2025-10-17T23:01:56.992010] [INFO ] [CONFIGURE ] BBU: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:01:56.992040] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-17T23:01:57.116695] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:57.245787] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:57.378575] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:57.507229] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:01:57.635167] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:57.760370] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:57.887242] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:58.016530] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:58.154744] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:58.289001] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:58.289198] [INFO ] [CONFIGURE ] BBU: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:01:58.289242] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10428 tests
[2025-10-17T23:01:58.289277] [INFO ] [CONFIGURE ] BBU: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:01:58.289309] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-17T23:01:58.421273] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:58.543596] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:01:58.665781] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:01:58.793819] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:01:58.924967] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:01:59.051990] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:01:59.185502] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:01:59.320202] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:01:59.455635] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:01:59.590838] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:01:59.591007] [INFO ] [CONFIGURE ] BBU: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:01:59.591053] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10427 tests
[2025-10-17T23:01:59.591087] [INFO ] [CONFIGURE ] BBU: Testing feature 20/29: add_price_rejection
[2025-10-17T23:01:59.591118] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-17T23:01:59.739411] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:01:59.882579] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:00.033088] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:02:00.178932] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:02:00.322208] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:00.463659] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:02:00.600716] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:02:00.763702] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:00.917292] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:02:01.062309] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:01.062480] [INFO ] [CONFIGURE ] BBU: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:02:01.062525] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10426 tests
[2025-10-17T23:02:01.062560] [INFO ] [CONFIGURE ] BBU: Testing feature 21/29: add_range_position
[2025-10-17T23:02:01.062591] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-17T23:02:01.229402] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:02:01.405151] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:01.576603] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:02:01.747593] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:02:01.928359] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:02:02.081482] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:02:02.230282] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:02:02.379310] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:02.526129] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:02:02.676599] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:02.676823] [INFO ] [CONFIGURE ] BBU: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:02:02.676892] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10425 tests
[2025-10-17T23:02:02.676951] [INFO ] [CONFIGURE ] BBU: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:02:02.676986] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-17T23:02:02.831762] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:02:02.988108] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:03.142559] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:02:03.303055] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:02:03.463511] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:02:03.624055] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:02:03.785115] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:02:03.960249] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:02:04.186033] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:02:04.409437] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:04.409705] [INFO ] [CONFIGURE ] BBU: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-17T23:02:04.409783] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10424 tests
[2025-10-17T23:02:04.409836] [INFO ] [CONFIGURE ] BBU: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:02:04.409881] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-17T23:02:04.612591] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:02:04.777062] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:04.967630] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:02:05.137884] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:02:05.294837] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:02:05.432579] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:02:05.571766] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:02:05.708504] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:05.850417] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:02:05.995862] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:05.996051] [INFO ] [CONFIGURE ] BBU: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T23:02:05.996099] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10423 tests
[2025-10-17T23:02:05.996135] [INFO ] [CONFIGURE ] BBU: Testing feature 24/29: add_rsi
[2025-10-17T23:02:05.996169] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-17T23:02:06.170483] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:02:06.333066] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:06.490269] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:02:06.649838] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:02:06.809290] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:02:06.972960] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:02:07.139608] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:02:07.300953] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:07.464491] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:02:07.622742] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:07.622969] [INFO ] [CONFIGURE ] BBU: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T23:02:07.623022] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10422 tests
[2025-10-17T23:02:07.623059] [INFO ] [CONFIGURE ] BBU: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:02:07.623092] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-17T23:02:07.755576] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:02:07.888064] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:08.024508] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:02:08.151950] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:02:08.283762] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:02:08.426674] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:02:08.569179] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:02:08.717007] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:08.855154] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:02:08.993620] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:08.993865] [INFO ] [CONFIGURE ] BBU: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T23:02:08.993917] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10421 tests
[2025-10-17T23:02:08.993954] [INFO ] [CONFIGURE ] BBU: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:02:08.993988] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-17T23:02:09.140619] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:02:09.289591] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:09.423486] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:02:09.556452] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:02:09.685894] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:02:09.820240] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:02:09.957107] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:02:10.088235] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:10.223391] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:02:10.360053] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:10.360414] [INFO ] [CONFIGURE ] BBU: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-17T23:02:10.360458] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10420 tests
[2025-10-17T23:02:10.360494] [INFO ] [CONFIGURE ] BBU: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:02:10.360525] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-17T23:02:10.510957] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:02:10.660623] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:10.808484] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:02:10.952813] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:02:11.101303] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:11.246483] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:02:11.391602] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:02:11.538363] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:11.691661] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:02:11.844053] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:11.844221] [INFO ] [CONFIGURE ] BBU: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:02:11.844268] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10419 tests
[2025-10-17T23:02:11.844303] [INFO ] [CONFIGURE ] BBU: Testing feature 28/29: add_volume_profile
[2025-10-17T23:02:11.844336] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-17T23:02:11.989245] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:12.146343] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:12.289228] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:02:12.433188] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:02:12.584966] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:12.736444] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:02:12.885770] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:02:13.031817] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:13.175425] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:02:13.308246] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:13.308432] [INFO ] [CONFIGURE ] BBU: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T23:02:13.308493] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10418 tests
[2025-10-17T23:02:13.308530] [INFO ] [CONFIGURE ] BBU: Testing feature 29/29: add_vwap
[2025-10-17T23:02:13.308582] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-17T23:02:13.453542] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:02:13.589740] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:13.726993] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:02:13.866011] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:02:14.014638] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:02:14.160378] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:02:14.297378] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:02:14.441669] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:02:14.582637] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:02:14.721204] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:14.721404] [INFO ] [CONFIGURE ] BBU: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T23:02:14.721451] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10417 tests
[2025-10-17T23:02:14.721509] [INFO ] [CONFIGURE ] BBU: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:02:14.721564] [INFO ] [CONFIGURE ] BBU: Best accuracy: 70.00%
[2025-10-17T23:02:14.721599] [INFO ] [CONFIGURE ] BBU: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-17T23:02:14.721627] [INFO ] [CONFIGURE ] BBU: Improvement over baseline: 10.00%
[2025-10-17T23:02:14.721689] [INFO ] [CONFIGURE ] BBU: Total time: 40.9 seconds
[2025-10-17T23:02:14.721732] [INFO ] [CONFIGURE ] BBU: Average time per feature: 1.4 seconds
[2025-10-17T23:02:14.721761] [INFO ] [CONFIGURE ] BBU: Average speed: 0.71 features/sec
[2025-10-17T23:02:14.722339] [INFO ] [LOCAL     ] Saved configuration for BBU: 1 features, 70.00% accuracy -> ./output/feature-sets/BBU.json
[2025-10-17T23:02:14.722409] [INFO ] [CONFIGURE ] BBU: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-17T23:02:14.722502] [INFO ] [sig       ] [21/380] Successfully configured BBU | 0.02 sym/s | Total: 14.9m | ETA: 4.2h
[2025-10-17T23:02:14.722567] [INFO ] [sig       ] [22/380] Configuring BC...
[2025-10-17T23:02:14.722633] [INFO ] [CONFIGURE ] BC: Configurate test run.
[2025-10-17T23:02:14.722711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-10-17T23:02:14.738037] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BC'.
[2025-10-17T23:02:14.738544] [INFO ] [CONFIGURE ] BC: Testing with 29 available features
[2025-10-17T23:02:14.738603] [INFO ] [CONFIGURE ] BC: Establishing baseline with no features...
[2025-10-17T23:02:14.849416] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:14.959315] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:02:15.068667] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:15.171295] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:02:15.275034] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:15.378049] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:15.487051] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:15.611307] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:15.731093] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:15.857164] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:15.857368] [INFO ] [CONFIGURE ] BC: Baseline score (no features): 50.00%
[2025-10-17T23:02:15.857421] [INFO ] [CONFIGURE ] BC: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:02:15.857456] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:02:15.981232] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:16.104557] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:16.224406] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:16.342882] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:16.471365] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:16.594816] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:16.718874] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:16.848913] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:02:16.973864] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:17.102171] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:17.102355] [INFO ] [CONFIGURE ] BC: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-17T23:02:17.102398] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10416 tests
[2025-10-17T23:02:17.102431] [INFO ] [CONFIGURE ] BC: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:02:17.102462] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:02:17.265032] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:17.412893] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:02:17.566739] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:17.719379] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:17.871860] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:18.024858] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:18.175780] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:18.328133] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:18.484715] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:18.641676] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:18.642031] [INFO ] [CONFIGURE ] BC: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T23:02:18.642092] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10415 tests
[2025-10-17T23:02:18.642131] [INFO ] [CONFIGURE ] BC: Testing feature 3/29: add_daily_returns
[2025-10-17T23:02:18.642164] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:02:18.778588] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:18.905869] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:19.030015] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:19.149006] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:19.267479] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:19.386702] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:19.508556] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:19.637507] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:02:19.764850] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:19.896846] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:19.896996] [INFO ] [CONFIGURE ] BC: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T23:02:19.897040] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10414 tests
[2025-10-17T23:02:19.897076] [INFO ] [CONFIGURE ] BC: Testing feature 4/29: add_ema
[2025-10-17T23:02:19.897107] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:02:20.040484] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:20.190512] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:20.327343] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:02:20.469164] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:20.603212] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:20.770448] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:20.924150] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:21.062996] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:02:21.199345] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:21.335822] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:21.336000] [INFO ] [CONFIGURE ] BC: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:02:21.336043] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10413 tests
[2025-10-17T23:02:21.336078] [INFO ] [CONFIGURE ] BC: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:02:21.336109] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:02:21.474976] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:21.617514] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:21.758969] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:21.899925] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:22.044166] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:22.197019] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:22.341183] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:22.484507] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:22.631736] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:22.777837] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:22.777964] [INFO ] [CONFIGURE ] BC: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-17T23:02:22.778007] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10412 tests
[2025-10-17T23:02:22.778042] [INFO ] [CONFIGURE ] BC: Testing feature 6/29: add_failed_moves
[2025-10-17T23:02:22.778073] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-17T23:02:22.924155] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:23.091893] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:23.239529] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:23.390156] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:23.545722] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:23.712200] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:23.871119] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:24.031358] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:24.189748] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:24.357705] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:24.357946] [INFO ] [CONFIGURE ] BC: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:02:24.358011] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10411 tests
[2025-10-17T23:02:24.358070] [INFO ] [CONFIGURE ] BC: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:02:24.358146] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-17T23:02:24.565169] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:24.709991] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:24.849728] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:24.993242] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:25.136397] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:25.292932] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:02:25.443579] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:25.595424] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:25.745914] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:25.903054] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:02:25.903218] [INFO ] [CONFIGURE ] BC: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:02:25.903262] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10410 tests
[2025-10-17T23:02:25.903298] [INFO ] [CONFIGURE ] BC: Testing feature 8/29: add_macd
[2025-10-17T23:02:25.903329] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-17T23:02:26.081909] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:26.280278] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:26.467591] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:26.655303] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:26.830819] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:27.006212] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:02:27.224139] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:27.407341] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:27.599717] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:27.814327] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:27.814615] [INFO ] [CONFIGURE ] BC: DISCARDED add_macd (score: 60.00%)
[2025-10-17T23:02:27.814703] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10409 tests
[2025-10-17T23:02:27.814755] [INFO ] [CONFIGURE ] BC: Testing feature 9/29: add_mfi
[2025-10-17T23:02:27.814794] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-17T23:02:28.006169] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:28.194734] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:28.378499] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:28.556812] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:28.750796] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:28.939205] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:29.132776] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:29.313051] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:29.501635] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:29.675187] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:29.675479] [INFO ] [CONFIGURE ] BC: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:02:29.675546] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10408 tests
[2025-10-17T23:02:29.675588] [INFO ] [CONFIGURE ] BC: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:02:29.675621] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:02:29.870247] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:30.060357] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:30.264047] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:30.450900] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:30.635006] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:30.821879] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:31.015358] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:31.208413] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:02:31.398725] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:31.581037] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:02:31.581242] [INFO ] [CONFIGURE ] BC: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:02:31.581339] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10407 tests
[2025-10-17T23:02:31.581382] [INFO ] [CONFIGURE ] BC: Testing feature 11/29: add_obv_daily
[2025-10-17T23:02:31.581416] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-17T23:02:31.742859] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:31.899807] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:32.054046] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:32.207910] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:32.394749] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:32.555389] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:32.758274] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:32.947100] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:02:33.136113] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:33.314566] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:33.314807] [INFO ] [CONFIGURE ] BC: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T23:02:33.314879] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10406 tests
[2025-10-17T23:02:33.314950] [INFO ] [CONFIGURE ] BC: Testing feature 12/29: add_obv_interval
[2025-10-17T23:02:33.315008] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-17T23:02:33.480614] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:02:33.631536] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:33.791785] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:02:33.944378] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:34.106826] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:34.317854] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:02:34.478265] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:34.641099] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:34.809014] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:34.969731] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:34.969952] [INFO ] [CONFIGURE ] BC: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-17T23:02:34.969998] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10405 tests
[2025-10-17T23:02:34.970033] [INFO ] [CONFIGURE ] BC: Testing feature 13/29: add_opening_strength
[2025-10-17T23:02:34.970065] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:02:35.135768] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:35.301612] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:35.469042] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:35.630514] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:35.795537] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:35.957194] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:02:36.116428] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:36.281062] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:36.451461] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:36.614284] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:36.614434] [INFO ] [CONFIGURE ] BC: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:02:36.614478] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10404 tests
[2025-10-17T23:02:36.614513] [INFO ] [CONFIGURE ] BC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:02:36.614545] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-17T23:02:36.776145] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:36.936958] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:37.112829] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:37.282518] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:37.455669] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:37.620325] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:37.795348] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:37.965303] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:38.134499] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:38.299870] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:02:38.300038] [INFO ] [CONFIGURE ] BC: KEPT add_order_flow_imbalance (score: 80.00%)
[2025-10-17T23:02:38.300082] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10403 tests
[2025-10-17T23:02:38.300116] [INFO ] [CONFIGURE ] BC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:02:38.300148] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-17T23:02:38.509505] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:38.692786] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:38.876386] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:39.060270] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:39.234918] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:39.413613] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:39.593021] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:02:39.775450] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:39.973455] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:40.167536] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:02:40.167762] [INFO ] [CONFIGURE ] BC: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-17T23:02:40.167825] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10402 tests
[2025-10-17T23:02:40.167864] [INFO ] [CONFIGURE ] BC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:02:40.167899] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-17T23:02:40.369411] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:40.562786] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:40.738502] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:40.916811] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:41.104211] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:41.298973] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:41.522066] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:02:41.707931] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:02:41.896987] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:42.086307] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:02:42.086493] [INFO ] [CONFIGURE ] BC: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:02:42.086558] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10401 tests
[2025-10-17T23:02:42.086618] [INFO ] [CONFIGURE ] BC: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:02:42.086682] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-17T23:02:42.279442] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:42.465733] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:42.650675] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:02:42.829831] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:43.012244] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:43.190939] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:43.373248] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:02:43.566088] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:02:43.774189] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:43.962569] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:02:43.962761] [INFO ] [CONFIGURE ] BC: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-17T23:02:43.962813] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10400 tests
[2025-10-17T23:02:43.962849] [INFO ] [CONFIGURE ] BC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:02:43.962881] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-17T23:02:44.126215] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:44.292488] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:44.459291] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:44.636497] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:44.807362] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:45.003399] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:45.217196] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:45.398238] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:45.572798] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:45.740182] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:45.740394] [INFO ] [CONFIGURE ] BC: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:02:45.740453] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10399 tests
[2025-10-17T23:02:45.740491] [INFO ] [CONFIGURE ] BC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:02:45.740524] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-17T23:02:45.906032] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:46.079002] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:46.248962] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:46.414995] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:46.581191] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:46.750338] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:46.926353] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:47.101662] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:47.275244] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:47.448940] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:02:47.449380] [INFO ] [CONFIGURE ] BC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:02:47.449431] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.4s/test | Remaining: 10398 tests
[2025-10-17T23:02:47.449469] [INFO ] [CONFIGURE ] BC: Testing feature 20/29: add_price_rejection
[2025-10-17T23:02:47.449501] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-17T23:02:47.641065] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:47.838660] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:48.016759] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:48.193619] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:48.370160] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:48.556612] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:48.747844] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:02:48.931130] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:49.115077] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:49.300669] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:02:49.300862] [INFO ] [CONFIGURE ] BC: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:02:49.300925] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10397 tests
[2025-10-17T23:02:49.300965] [INFO ] [CONFIGURE ] BC: Testing feature 21/29: add_range_position
[2025-10-17T23:02:49.300997] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-17T23:02:49.494906] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:49.684589] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:49.878226] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:50.107503] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:50.326259] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:50.543528] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:50.758801] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:50.978460] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:02:51.190941] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:51.401999] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:02:51.402205] [INFO ] [CONFIGURE ] BC: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T23:02:51.402250] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10396 tests
[2025-10-17T23:02:51.402287] [INFO ] [CONFIGURE ] BC: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:02:51.402320] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-17T23:02:51.635725] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:51.857149] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:52.065106] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:52.273729] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:52.490571] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:52.704517] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:52.919149] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:53.131460] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:53.338540] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:53.547458] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:02:53.547629] [INFO ] [CONFIGURE ] BC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T23:02:53.547716] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10395 tests
[2025-10-17T23:02:53.547804] [INFO ] [CONFIGURE ] BC: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:02:53.547844] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-17T23:02:53.717120] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:53.888351] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:54.062844] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:54.238292] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:54.411527] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:54.736468] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:54.911816] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:55.100268] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:55.283676] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:55.464178] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:02:55.464517] [INFO ] [CONFIGURE ] BC: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T23:02:55.464575] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10394 tests
[2025-10-17T23:02:55.464613] [INFO ] [CONFIGURE ] BC: Testing feature 24/29: add_rsi
[2025-10-17T23:02:55.464669] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-17T23:02:55.652103] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:55.838228] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:02:56.026718] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:02:56.229414] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:56.462322] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:56.759483] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:57.059221] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:57.319869] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:02:57.540852] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:57.767873] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:02:57.768068] [INFO ] [CONFIGURE ] BC: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:02:57.768142] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10393 tests
[2025-10-17T23:02:57.768202] [INFO ] [CONFIGURE ] BC: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:02:57.768316] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-17T23:02:57.937703] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:58.108811] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:02:58.278838] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:02:58.452867] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:02:58.629437] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:02:58.801728] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:02:58.981606] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:02:59.155429] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:02:59.327901] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:02:59.506589] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:02:59.506782] [INFO ] [CONFIGURE ] BC: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-17T23:02:59.506832] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10392 tests
[2025-10-17T23:02:59.506867] [INFO ] [CONFIGURE ] BC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:02:59.506899] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-17T23:02:59.712609] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:02:59.892629] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:00.093856] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:03:00.300724] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:03:00.508388] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:00.700900] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:00.887322] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:01.066773] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:01.247078] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:03:01.457817] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:03:01.458022] [INFO ] [CONFIGURE ] BC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:03:01.458086] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10391 tests
[2025-10-17T23:03:01.458126] [INFO ] [CONFIGURE ] BC: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:03:01.458158] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-17T23:03:01.648915] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:03:01.829588] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:03:02.042026] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:03:02.238376] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:03:02.439085] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:02.642047] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:02.841721] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:03.048312] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:03:03.251829] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:03:03.449091] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:03:03.449285] [INFO ] [CONFIGURE ] BC: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:03:03.449336] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10390 tests
[2025-10-17T23:03:03.449373] [INFO ] [CONFIGURE ] BC: Testing feature 28/29: add_volume_profile
[2025-10-17T23:03:03.449405] [INFO ] [CONFIGURE ] BC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-17T23:03:03.628117] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:03:03.802611] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:03.977977] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:03:04.154313] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:03:04.338056] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:04.521612] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:04.702227] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:04.878037] [DEBUG] [FORECASTER] BC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:05.057568] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:03:05.247426] [DEBUG] [FORECASTER] BC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:05.247639] [INFO ] [CONFIGURE ] BC: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:03:05.247751] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10389 tests
[2025-10-17T23:03:05.247838] [INFO ] [CONFIGURE ] BC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:03:05.247893] [INFO ] [CONFIGURE ] BC: Best accuracy: 80.00%
[2025-10-17T23:03:05.247933] [INFO ] [CONFIGURE ] BC: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-17T23:03:05.247964] [INFO ] [CONFIGURE ] BC: Improvement over baseline: 30.00%
[2025-10-17T23:03:05.247991] [INFO ] [CONFIGURE ] BC: Total time: 49.4 seconds
[2025-10-17T23:03:05.248018] [INFO ] [CONFIGURE ] BC: Average time per feature: 1.8 seconds
[2025-10-17T23:03:05.248045] [INFO ] [CONFIGURE ] BC: Average speed: 0.59 features/sec
[2025-10-17T23:03:05.248784] [INFO ] [LOCAL     ] Saved configuration for BC: 4 features, 80.00% accuracy -> ./output/feature-sets/BC.json
[2025-10-17T23:03:05.248852] [INFO ] [CONFIGURE ] BC: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-17T23:03:05.248930] [INFO ] [sig       ] [22/380] Successfully configured BC | 0.02 sym/s | Total: 15.7m | ETA: 4.3h
[2025-10-17T23:03:05.249005] [INFO ] [sig       ] [23/380] Configuring BCH...
[2025-10-17T23:03:05.249100] [INFO ] [CONFIGURE ] BCH: Configurate test run.
[2025-10-17T23:03:05.249156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-10-17T23:03:05.262239] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCH'.
[2025-10-17T23:03:05.262733] [INFO ] [CONFIGURE ] BCH: Testing with 29 available features
[2025-10-17T23:03:05.262790] [INFO ] [CONFIGURE ] BCH: Establishing baseline with no features...
[2025-10-17T23:03:05.365491] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:05.467216] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:05.576875] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:03:05.701258] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:03:05.829450] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:05.948966] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:06.062146] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:06.171578] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:03:06.288200] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:03:06.412598] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:06.412781] [INFO ] [CONFIGURE ] BCH: Baseline score (no features): 40.00%
[2025-10-17T23:03:06.412832] [INFO ] [CONFIGURE ] BCH: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:03:06.412867] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:03:06.538439] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:03:06.666206] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:03:06.794635] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:03:06.922410] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:03:07.054692] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:07.183801] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:07.319253] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:07.448120] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:03:07.569589] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:03:07.689503] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:03:07.689706] [INFO ] [CONFIGURE ] BCH: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-17T23:03:07.689766] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10388 tests
[2025-10-17T23:03:07.689828] [INFO ] [CONFIGURE ] BCH: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:03:07.689886] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:03:07.817381] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:07.941307] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:08.070153] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:03:08.195042] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:03:08.324544] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:08.474297] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:08.603028] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:08.746143] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:03:08.877742] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:03:09.005287] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:09.005436] [INFO ] [CONFIGURE ] BCH: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-17T23:03:09.005480] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10387 tests
[2025-10-17T23:03:09.005517] [INFO ] [CONFIGURE ] BCH: Testing feature 3/29: add_daily_returns
[2025-10-17T23:03:09.005549] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns']
[2025-10-17T23:03:09.113693] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:09.222400] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:09.331207] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:03:09.449242] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:03:09.556625] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:09.666352] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:09.778957] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:09.888416] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:03:10.001106] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:10.115223] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:10.115402] [INFO ] [CONFIGURE ] BCH: KEPT add_daily_returns (score: 50.00%)
[2025-10-17T23:03:10.115460] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10386 tests
[2025-10-17T23:03:10.115495] [INFO ] [CONFIGURE ] BCH: Testing feature 4/29: add_ema
[2025-10-17T23:03:10.115528] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-17T23:03:10.241401] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:03:10.362987] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:10.489347] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:03:10.614307] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:03:10.738468] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:10.871530] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:10.996259] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:11.121990] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:03:11.248512] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:03:11.374999] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:03:11.375163] [INFO ] [CONFIGURE ] BCH: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:03:11.375208] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10385 tests
[2025-10-17T23:03:11.375243] [INFO ] [CONFIGURE ] BCH: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:03:11.375274] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:03:11.507215] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:11.645061] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:11.779220] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:03:11.914309] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:12.047636] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:12.180495] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:12.318472] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:03:12.455870] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:03:12.589196] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:03:12.726976] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:12.727181] [INFO ] [CONFIGURE ] BCH: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:03:12.727228] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10384 tests
[2025-10-17T23:03:12.727265] [INFO ] [CONFIGURE ] BCH: Testing feature 6/29: add_failed_moves
[2025-10-17T23:03:12.727299] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-17T23:03:12.839910] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:12.958168] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:13.070611] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:03:13.183955] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:03:13.298132] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:13.416222] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:13.530245] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:13.644988] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:03:13.764254] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:13.882142] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:13.882384] [INFO ] [CONFIGURE ] BCH: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T23:03:13.882444] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10383 tests
[2025-10-17T23:03:13.882480] [INFO ] [CONFIGURE ] BCH: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:03:13.882511] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-17T23:03:13.987661] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:14.092860] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:14.197932] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:03:14.302626] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:03:14.414100] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:14.519340] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:14.625735] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:14.730884] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:03:14.863342] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:14.974744] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:14.974913] [INFO ] [CONFIGURE ] BCH: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:03:14.974983] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10382 tests
[2025-10-17T23:03:14.975043] [INFO ] [CONFIGURE ] BCH: Testing feature 8/29: add_macd
[2025-10-17T23:03:14.975081] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-17T23:03:15.120501] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:15.265151] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:15.409234] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:03:15.553604] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:15.698528] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:15.845495] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:15.993388] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:16.144935] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:16.291509] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:16.438699] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:16.438864] [INFO ] [CONFIGURE ] BCH: KEPT add_macd (score: 70.00%)
[2025-10-17T23:03:16.438909] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10381 tests
[2025-10-17T23:03:16.438944] [INFO ] [CONFIGURE ] BCH: Testing feature 9/29: add_mfi
[2025-10-17T23:03:16.438975] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-17T23:03:16.597077] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:16.755031] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:16.924728] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:03:17.093636] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:03:17.278487] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:17.455631] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:17.625496] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:17.786550] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:17.948556] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:03:18.108659] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:18.108841] [INFO ] [CONFIGURE ] BCH: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:03:18.108885] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10380 tests
[2025-10-17T23:03:18.108920] [INFO ] [CONFIGURE ] BCH: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:03:18.108950] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:03:18.285662] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:18.459750] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:18.632687] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:18.805600] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:18.980709] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:19.156184] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:19.332982] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:19.511588] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:03:19.692287] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:03:19.872545] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:19.872717] [INFO ] [CONFIGURE ] BCH: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-17T23:03:19.872774] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10379 tests
[2025-10-17T23:03:19.872811] [INFO ] [CONFIGURE ] BCH: Testing feature 11/29: add_obv_daily
[2025-10-17T23:03:19.872843] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-17T23:03:20.022295] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:20.172583] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:20.326460] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:20.481628] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:20.633200] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:20.787370] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:20.944337] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:03:21.100087] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:21.252848] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:21.404942] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:21.405083] [INFO ] [CONFIGURE ] BCH: KEPT add_obv_daily (score: 80.00%)
[2025-10-17T23:03:21.405128] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10378 tests
[2025-10-17T23:03:21.405162] [INFO ] [CONFIGURE ] BCH: Testing feature 12/29: add_obv_interval
[2025-10-17T23:03:21.405211] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_obv_interval']
[2025-10-17T23:03:21.563788] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:21.725876] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:21.884054] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:22.041935] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:22.203056] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:22.366225] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:22.529989] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:22.696678] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:22.863614] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:23.029496] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:23.029708] [INFO ] [CONFIGURE ] BCH: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-17T23:03:23.029767] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10377 tests
[2025-10-17T23:03:23.029804] [INFO ] [CONFIGURE ] BCH: Testing feature 13/29: add_opening_strength
[2025-10-17T23:03:23.029834] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_opening_strength']
[2025-10-17T23:03:23.193797] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:23.356621] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:23.524598] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:23.693379] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:23.861440] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:24.028048] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:24.198874] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:24.367575] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:24.547990] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:24.712400] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:24.712581] [INFO ] [CONFIGURE ] BCH: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-17T23:03:24.712628] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10376 tests
[2025-10-17T23:03:24.712833] [INFO ] [CONFIGURE ] BCH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:03:24.712879] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-17T23:03:24.879345] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:25.048018] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:25.227231] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:25.404812] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:25.585221] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:25.761941] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:25.940456] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:03:26.116483] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:26.293834] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:26.469268] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:26.469474] [INFO ] [CONFIGURE ] BCH: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-17T23:03:26.469538] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10375 tests
[2025-10-17T23:03:26.469578] [INFO ] [CONFIGURE ] BCH: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:03:26.469611] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-17T23:03:26.627384] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:26.798334] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:26.994978] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:27.151934] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:27.314687] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:27.507185] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:27.687911] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:27.856602] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:28.019832] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:03:28.184464] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:28.184628] [INFO ] [CONFIGURE ] BCH: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-17T23:03:28.184717] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10374 tests
[2025-10-17T23:03:28.184767] [INFO ] [CONFIGURE ] BCH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:03:28.184801] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-17T23:03:28.354586] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:28.526248] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:28.707476] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:28.881285] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:29.050891] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:29.225131] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:29.402317] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:03:29.570343] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:29.738949] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:29.912980] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:29.913148] [INFO ] [CONFIGURE ] BCH: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-17T23:03:29.913191] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10373 tests
[2025-10-17T23:03:29.913226] [INFO ] [CONFIGURE ] BCH: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:03:29.913260] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-17T23:03:30.084257] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:03:30.252597] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:30.420084] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:30.591482] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:30.759874] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:30.930040] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:31.115275] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:31.288067] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:31.457134] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:31.625413] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:31.625550] [INFO ] [CONFIGURE ] BCH: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:03:31.625593] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10372 tests
[2025-10-17T23:03:31.625628] [INFO ] [CONFIGURE ] BCH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:03:31.625705] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-17T23:03:31.779943] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:31.941321] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:32.101367] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:32.260095] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:32.418437] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:32.578107] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:32.739613] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:03:32.903507] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:33.064366] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:33.226940] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:33.227116] [INFO ] [CONFIGURE ] BCH: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T23:03:33.227160] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10371 tests
[2025-10-17T23:03:33.227194] [INFO ] [CONFIGURE ] BCH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:03:33.227225] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-17T23:03:33.387160] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:33.557423] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:33.724723] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:33.892189] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:34.052925] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:34.212328] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:34.380416] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:03:34.541246] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:34.702277] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:34.864177] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:34.864355] [INFO ] [CONFIGURE ] BCH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:03:34.864418] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10370 tests
[2025-10-17T23:03:34.864457] [INFO ] [CONFIGURE ] BCH: Testing feature 20/29: add_price_rejection
[2025-10-17T23:03:34.864490] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection']
[2025-10-17T23:03:35.037147] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:03:35.206738] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:35.376633] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:35.544243] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:03:35.721469] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:35.895218] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:36.087848] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:03:36.259869] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:36.431134] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:36.607450] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:36.607681] [INFO ] [CONFIGURE ] BCH: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-17T23:03:36.607779] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10369 tests
[2025-10-17T23:03:36.607837] [INFO ] [CONFIGURE ] BCH: Testing feature 21/29: add_range_position
[2025-10-17T23:03:36.607876] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position']
[2025-10-17T23:03:36.780990] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:03:36.955965] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:03:37.134381] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:37.318107] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:37.495162] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:37.672399] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:37.854557] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:38.043264] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:38.219510] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:38.393699] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:38.393870] [INFO ] [CONFIGURE ] BCH: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:03:38.393915] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10368 tests
[2025-10-17T23:03:38.393950] [INFO ] [CONFIGURE ] BCH: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:03:38.393982] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_realized_volatility']
[2025-10-17T23:03:38.580850] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:03:38.774581] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:03:38.965525] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:39.186363] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:39.374126] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:39.569128] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:39.759826] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:03:39.952323] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:40.146879] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:40.347935] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:40.348091] [INFO ] [CONFIGURE ] BCH: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T23:03:40.348159] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10367 tests
[2025-10-17T23:03:40.348230] [INFO ] [CONFIGURE ] BCH: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:03:40.348286] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context']
[2025-10-17T23:03:40.512623] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:40.681626] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:40.845529] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:41.017341] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:41.182459] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:41.353847] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:41.523609] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:41.694894] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:41.863816] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:42.033152] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:42.033389] [INFO ] [CONFIGURE ] BCH: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T23:03:42.033439] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10366 tests
[2025-10-17T23:03:42.033475] [INFO ] [CONFIGURE ] BCH: Testing feature 24/29: add_rsi
[2025-10-17T23:03:42.033508] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-17T23:03:42.221867] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:42.418496] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:03:42.613242] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:42.806965] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:42.995565] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:43.189040] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:43.395225] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:03:43.587408] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:03:43.781296] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:03:43.980690] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:03:43.980886] [INFO ] [CONFIGURE ] BCH: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:03:43.980938] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10365 tests
[2025-10-17T23:03:43.980986] [INFO ] [CONFIGURE ] BCH: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:03:43.981044] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_tick_distribution']
[2025-10-17T23:03:44.146869] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:44.326295] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:44.498637] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:44.667995] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:44.831246] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:44.996125] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:45.172921] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:03:45.355130] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:45.533888] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:45.711820] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:45.712019] [INFO ] [CONFIGURE ] BCH: KEPT add_tick_distribution (score: 90.00%)
[2025-10-17T23:03:45.712065] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10364 tests
[2025-10-17T23:03:45.712101] [INFO ] [CONFIGURE ] BCH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:03:45.712132] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-10-17T23:03:45.897084] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:03:46.087326] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:46.277335] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:46.460153] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:46.647922] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:46.838960] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:47.024718] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:03:47.210318] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:47.392169] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:03:47.575123] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:47.575331] [INFO ] [CONFIGURE ] BCH: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:03:47.575376] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10363 tests
[2025-10-17T23:03:47.575410] [INFO ] [CONFIGURE ] BCH: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:03:47.575442] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-10-17T23:03:47.771426] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:47.973416] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:03:48.170854] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:48.387310] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:03:48.582224] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:48.776524] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:48.971951] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:03:49.169879] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:49.363200] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:03:49.565073] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:49.565264] [INFO ] [CONFIGURE ] BCH: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:03:49.565333] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10362 tests
[2025-10-17T23:03:49.565394] [INFO ] [CONFIGURE ] BCH: Testing feature 28/29: add_volume_profile
[2025-10-17T23:03:49.565430] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_tick_distribution', 'add_volume_profile']
[2025-10-17T23:03:49.750356] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:03:49.958232] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:03:50.172771] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:03:50.415193] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:03:50.615067] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:50.806827] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:51.000312] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:03:51.182974] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:51.369531] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:03:51.563276] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:51.563461] [INFO ] [CONFIGURE ] BCH: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-17T23:03:51.563508] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10361 tests
[2025-10-17T23:03:51.563545] [INFO ] [CONFIGURE ] BCH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:03:51.563577] [INFO ] [CONFIGURE ] BCH: Best accuracy: 90.00%
[2025-10-17T23:03:51.563611] [INFO ] [CONFIGURE ] BCH: Best feature set (5 features): ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_tick_distribution']
[2025-10-17T23:03:51.563665] [INFO ] [CONFIGURE ] BCH: Improvement over baseline: 50.00%
[2025-10-17T23:03:51.563721] [INFO ] [CONFIGURE ] BCH: Total time: 45.2 seconds
[2025-10-17T23:03:51.563754] [INFO ] [CONFIGURE ] BCH: Average time per feature: 1.6 seconds
[2025-10-17T23:03:51.563784] [INFO ] [CONFIGURE ] BCH: Average speed: 0.64 features/sec
[2025-10-17T23:03:51.564451] [INFO ] [LOCAL     ] Saved configuration for BCH: 5 features, 90.00% accuracy -> ./output/feature-sets/BCH.json
[2025-10-17T23:03:51.564522] [INFO ] [CONFIGURE ] BCH: Configuration saved successfully: 5 features, 90.00% accuracy.
[2025-10-17T23:03:51.564610] [INFO ] [sig       ] [23/380] Successfully configured BCH | 0.02 sym/s | Total: 16.5m | ETA: 4.3h
[2025-10-17T23:03:51.564711] [INFO ] [sig       ] [24/380] Configuring BCX...
[2025-10-17T23:03:51.564776] [INFO ] [CONFIGURE ] BCX: Configurate test run.
[2025-10-17T23:03:51.564833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-10-17T23:03:51.586536] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BCX'.
[2025-10-17T23:03:51.587055] [INFO ] [CONFIGURE ] BCX: Testing with 29 available features
[2025-10-17T23:03:51.587143] [INFO ] [CONFIGURE ] BCX: Establishing baseline with no features...
[2025-10-17T23:03:51.703493] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:03:51.817835] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:03:51.929370] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:03:52.041490] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:03:52.153079] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:52.265570] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:52.379782] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:03:52.491702] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:52.605019] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:03:52.717475] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:52.717622] [INFO ] [CONFIGURE ] BCX: Baseline score (no features): 40.00%
[2025-10-17T23:03:52.717697] [INFO ] [CONFIGURE ] BCX: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:03:52.717775] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:03:52.838472] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:03:52.962011] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:03:53.084555] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:03:53.208121] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:03:53.330937] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:53.462375] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:53.591129] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:03:53.724502] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:53.852505] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:03:54.000357] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:54.000525] [INFO ] [CONFIGURE ] BCX: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-17T23:03:54.000569] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10360 tests
[2025-10-17T23:03:54.000604] [INFO ] [CONFIGURE ] BCX: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:03:54.000636] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:03:54.143842] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:03:54.300035] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:03:54.477960] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:03:54.617298] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:03:54.755946] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:54.902848] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:55.043504] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:03:55.185874] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:55.331887] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:03:55.475063] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:55.475277] [INFO ] [CONFIGURE ] BCX: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T23:03:55.475330] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10359 tests
[2025-10-17T23:03:55.475371] [INFO ] [CONFIGURE ] BCX: Testing feature 3/29: add_daily_returns
[2025-10-17T23:03:55.475409] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:03:55.604321] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:03:55.728381] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:03:55.853571] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:03:56.009877] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:03:56.138362] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:03:56.269095] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:56.402237] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:03:56.533839] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:56.663257] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:03:56.794146] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:56.794303] [INFO ] [CONFIGURE ] BCX: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-17T23:03:56.794366] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10358 tests
[2025-10-17T23:03:56.794404] [INFO ] [CONFIGURE ] BCX: Testing feature 4/29: add_ema
[2025-10-17T23:03:56.794437] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:03:56.933330] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:03:57.077082] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:03:57.218259] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:03:57.359602] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:03:57.531668] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:57.674036] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:57.820064] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:03:57.965801] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:58.111942] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:03:58.262254] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:58.262452] [INFO ] [CONFIGURE ] BCX: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:03:58.262505] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10357 tests
[2025-10-17T23:03:58.262541] [INFO ] [CONFIGURE ] BCX: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:03:58.262620] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:03:58.415183] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:03:58.567981] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:03:58.719512] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:03:58.876099] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:03:59.023851] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:03:59.172562] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:03:59.325323] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:03:59.475423] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:03:59.626900] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:03:59.781101] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:03:59.781248] [INFO ] [CONFIGURE ] BCX: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-17T23:03:59.781292] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10356 tests
[2025-10-17T23:03:59.781326] [INFO ] [CONFIGURE ] BCX: Testing feature 6/29: add_failed_moves
[2025-10-17T23:03:59.781357] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T23:03:59.911580] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:00.042027] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:04:00.172813] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:04:00.305262] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:00.437874] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:00.576084] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:00.714353] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:00.853122] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:00.991553] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:01.135625] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:01.135800] [INFO ] [CONFIGURE ] BCX: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T23:04:01.135847] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10355 tests
[2025-10-17T23:04:01.135882] [INFO ] [CONFIGURE ] BCX: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:04:01.135913] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T23:04:01.273058] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:01.415423] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:04:01.548797] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:04:01.680599] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:01.816198] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:01.954232] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:02.091392] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:02.224631] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:02.353481] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:02.485024] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:02.485200] [INFO ] [CONFIGURE ] BCX: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-17T23:04:02.485244] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10354 tests
[2025-10-17T23:04:02.485279] [INFO ] [CONFIGURE ] BCX: Testing feature 8/29: add_macd
[2025-10-17T23:04:02.485313] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T23:04:02.653667] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:02.818438] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:04:02.978517] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:04:03.136285] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:03.297626] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:03.459064] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:03.622861] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:03.790608] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:03.952612] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:04.114889] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:04.115060] [INFO ] [CONFIGURE ] BCX: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:04:04.115105] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10353 tests
[2025-10-17T23:04:04.115138] [INFO ] [CONFIGURE ] BCX: Testing feature 9/29: add_mfi
[2025-10-17T23:04:04.115168] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T23:04:04.251066] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:04.390998] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:04:04.527409] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:04:04.676399] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:04.812174] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:04.947789] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:05.087560] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:05.230345] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:05.369233] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:05.507348] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:05.507519] [INFO ] [CONFIGURE ] BCX: DISCARDED add_mfi (score: 40.00%)
[2025-10-17T23:04:05.507563] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10352 tests
[2025-10-17T23:04:05.507598] [INFO ] [CONFIGURE ] BCX: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:04:05.507629] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:04:05.656472] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:05.806605] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:04:05.957637] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:04:06.110449] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:06.266620] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:06.418924] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:06.570498] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:04:06.723536] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:06.882755] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:07.037277] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:07.037440] [INFO ] [CONFIGURE ] BCX: KEPT add_momentum_acceleration (score: 60.00%)
[2025-10-17T23:04:07.037483] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10351 tests
[2025-10-17T23:04:07.037516] [INFO ] [CONFIGURE ] BCX: Testing feature 11/29: add_obv_daily
[2025-10-17T23:04:07.037549] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-17T23:04:07.197572] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:07.358119] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:04:07.523014] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:04:07.701180] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:07.865709] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:08.030959] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:08.195199] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:08.372321] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:08.554584] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:08.727252] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:08.727445] [INFO ] [CONFIGURE ] BCX: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-17T23:04:08.727492] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10350 tests
[2025-10-17T23:04:08.727529] [INFO ] [CONFIGURE ] BCX: Testing feature 12/29: add_obv_interval
[2025-10-17T23:04:08.727565] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-17T23:04:08.890692] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:09.047006] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:09.203200] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:04:09.364418] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:09.532596] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:09.717474] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:04:09.886155] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:04:10.048953] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:10.208926] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:10.379310] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:10.379493] [INFO ] [CONFIGURE ] BCX: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-17T23:04:10.379538] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10349 tests
[2025-10-17T23:04:10.379573] [INFO ] [CONFIGURE ] BCX: Testing feature 13/29: add_opening_strength
[2025-10-17T23:04:10.379605] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:04:10.557976] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:10.729917] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:04:10.911488] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:04:11.091168] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:11.271088] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:11.456951] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:11.653306] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:11.829350] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:12.007213] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:12.182120] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:12.182306] [INFO ] [CONFIGURE ] BCX: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T23:04:12.182369] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10348 tests
[2025-10-17T23:04:12.182406] [INFO ] [CONFIGURE ] BCX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:04:12.182437] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-17T23:04:12.352479] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:04:12.530114] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:04:12.708532] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:04:12.882103] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:13.055892] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:13.230130] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:13.404770] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:13.583291] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:13.765820] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:13.958246] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:13.958408] [INFO ] [CONFIGURE ] BCX: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-17T23:04:13.958452] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10347 tests
[2025-10-17T23:04:13.958486] [INFO ] [CONFIGURE ] BCX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:04:13.958518] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-17T23:04:14.119362] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:14.285820] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:04:14.446063] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:04:14.601438] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:14.756253] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:14.911908] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:15.076139] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:15.233479] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:15.395530] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:15.549367] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:15.549543] [INFO ] [CONFIGURE ] BCX: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-17T23:04:15.549587] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10346 tests
[2025-10-17T23:04:15.549621] [INFO ] [CONFIGURE ] BCX: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:04:15.549682] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-17T23:04:15.723958] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:15.883155] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:04:16.039441] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:04:16.197062] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:16.355374] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:16.514300] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:16.673219] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:16.838763] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:16.999349] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:17.161179] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:17.161325] [INFO ] [CONFIGURE ] BCX: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-17T23:04:17.161368] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10345 tests
[2025-10-17T23:04:17.161402] [INFO ] [CONFIGURE ] BCX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:04:17.161433] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-17T23:04:17.300190] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:17.438546] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:17.579369] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:04:17.717845] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:17.859532] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:18.002341] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:18.148188] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:04:18.313164] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:18.485800] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:18.642490] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:18.642737] [INFO ] [CONFIGURE ] BCX: KEPT add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:04:18.642792] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10344 tests
[2025-10-17T23:04:18.642827] [INFO ] [CONFIGURE ] BCX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:04:18.642858] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-17T23:04:18.797672] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:18.956368] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:19.117751] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:04:19.274543] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:19.435659] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:19.598087] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:19.769260] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:19.926561] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:20.086097] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:20.246623] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:20.246817] [INFO ] [CONFIGURE ] BCX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-17T23:04:20.246866] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10343 tests
[2025-10-17T23:04:20.246902] [INFO ] [CONFIGURE ] BCX: Testing feature 20/29: add_price_rejection
[2025-10-17T23:04:20.246934] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-17T23:04:20.408363] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:20.570759] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:20.736012] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:04:20.902304] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:21.069168] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:21.243103] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:21.412369] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:21.580361] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:21.783836] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:21.954073] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:21.954217] [INFO ] [CONFIGURE ] BCX: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:04:21.954260] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10342 tests
[2025-10-17T23:04:21.954293] [INFO ] [CONFIGURE ] BCX: Testing feature 21/29: add_range_position
[2025-10-17T23:04:21.954324] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-17T23:04:22.124603] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:22.305420] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:22.483062] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:04:22.664188] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:22.835614] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:23.006392] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:23.181044] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:04:23.355570] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:23.529468] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:23.708308] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:23.708447] [INFO ] [CONFIGURE ] BCX: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:04:23.708490] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10341 tests
[2025-10-17T23:04:23.708545] [INFO ] [CONFIGURE ] BCX: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:04:23.708601] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-17T23:04:23.893281] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:24.076730] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:24.268557] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:04:24.456055] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:24.643199] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:24.837796] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:25.023456] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:04:25.210804] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:25.404730] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:25.608420] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:25.608690] [INFO ] [CONFIGURE ] BCX: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:04:25.608758] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10340 tests
[2025-10-17T23:04:25.608798] [INFO ] [CONFIGURE ] BCX: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:04:25.608832] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-17T23:04:25.774114] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:25.939110] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:26.110137] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:04:26.283998] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:26.451853] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:26.618389] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:26.785380] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:04:26.953115] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:27.129342] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:27.305671] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:27.305850] [INFO ] [CONFIGURE ] BCX: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:04:27.305896] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10339 tests
[2025-10-17T23:04:27.305935] [INFO ] [CONFIGURE ] BCX: Testing feature 24/29: add_rsi
[2025-10-17T23:04:27.305968] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-17T23:04:27.487573] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:27.673598] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:27.873490] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:04:28.052019] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:28.228090] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:28.404939] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:28.596741] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:28.778927] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:28.962003] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:29.154503] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:29.154704] [INFO ] [CONFIGURE ] BCX: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T23:04:29.154762] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10338 tests
[2025-10-17T23:04:29.154798] [INFO ] [CONFIGURE ] BCX: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:04:29.154828] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-17T23:04:29.312295] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:29.473815] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:29.633468] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:04:29.796253] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:29.959580] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:30.126055] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:30.292443] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:30.454354] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:30.619442] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:30.784873] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:30.785033] [INFO ] [CONFIGURE ] BCX: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T23:04:30.785076] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10337 tests
[2025-10-17T23:04:30.785109] [INFO ] [CONFIGURE ] BCX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:04:30.785141] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-17T23:04:30.950786] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:31.111587] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:31.273117] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:04:31.442471] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:31.617045] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:31.790452] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:31.960450] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:32.128428] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:32.296818] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:32.475746] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:32.475952] [INFO ] [CONFIGURE ] BCX: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-17T23:04:32.476007] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10336 tests
[2025-10-17T23:04:32.476044] [INFO ] [CONFIGURE ] BCX: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:04:32.476086] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-17T23:04:32.650308] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:32.821894] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:32.995475] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:04:33.165522] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:33.345715] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:33.522381] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:33.702972] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:33.918847] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:34.108349] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:34.290851] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:34.291037] [INFO ] [CONFIGURE ] BCX: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:04:34.291081] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10335 tests
[2025-10-17T23:04:34.291118] [INFO ] [CONFIGURE ] BCX: Testing feature 28/29: add_volume_profile
[2025-10-17T23:04:34.291225] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-17T23:04:34.459173] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:34.619049] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:34.783236] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:04:34.961590] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:35.132431] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:35.302223] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:35.473030] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:35.659742] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:35.839612] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:04:36.015564] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:36.015763] [INFO ] [CONFIGURE ] BCX: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T23:04:36.015839] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10334 tests
[2025-10-17T23:04:36.015897] [INFO ] [CONFIGURE ] BCX: Testing feature 29/29: add_vwap
[2025-10-17T23:04:36.015932] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_vwap']
[2025-10-17T23:04:36.177326] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:04:36.340144] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:36.508578] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:04:36.672208] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:04:36.837403] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:04:37.005407] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:04:37.175117] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:04:37.350717] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:37.530127] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:04:37.710622] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:37.710807] [INFO ] [CONFIGURE ] BCX: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:04:37.710857] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10333 tests
[2025-10-17T23:04:37.710894] [INFO ] [CONFIGURE ] BCX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:04:37.710925] [INFO ] [CONFIGURE ] BCX: Best accuracy: 70.00%
[2025-10-17T23:04:37.710957] [INFO ] [CONFIGURE ] BCX: Best feature set (4 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-17T23:04:37.710986] [INFO ] [CONFIGURE ] BCX: Improvement over baseline: 30.00%
[2025-10-17T23:04:37.711014] [INFO ] [CONFIGURE ] BCX: Total time: 45.0 seconds
[2025-10-17T23:04:37.711041] [INFO ] [CONFIGURE ] BCX: Average time per feature: 1.6 seconds
[2025-10-17T23:04:37.711070] [INFO ] [CONFIGURE ] BCX: Average speed: 0.64 features/sec
[2025-10-17T23:04:37.711620] [INFO ] [LOCAL     ] Saved configuration for BCX: 4 features, 70.00% accuracy -> ./output/feature-sets/BCX.json
[2025-10-17T23:04:37.711715] [INFO ] [CONFIGURE ] BCX: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-10-17T23:04:37.711814] [INFO ] [sig       ] [24/380] Successfully configured BCX | 0.02 sym/s | Total: 17.3m | ETA: 4.3h
[2025-10-17T23:04:37.711891] [INFO ] [sig       ] [25/380] Configuring BEP...
[2025-10-17T23:04:37.711957] [INFO ] [CONFIGURE ] BEP: Configurate test run.
[2025-10-17T23:04:37.712013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-10-17T23:04:37.728548] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BEP'.
[2025-10-17T23:04:37.728978] [INFO ] [CONFIGURE ] BEP: Testing with 29 available features
[2025-10-17T23:04:37.729035] [INFO ] [CONFIGURE ] BEP: Establishing baseline with no features...
[2025-10-17T23:04:37.835200] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:04:37.940196] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:38.047927] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:04:38.153006] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:38.258141] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:38.364993] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:04:38.476228] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:38.587183] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:04:38.696005] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:04:38.807049] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:38.807186] [INFO ] [CONFIGURE ] BEP: Baseline score (no features): 40.00%
[2025-10-17T23:04:38.807230] [INFO ] [CONFIGURE ] BEP: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:04:38.807263] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:04:38.926046] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:04:39.045521] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:39.165175] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:04:39.284830] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:39.405060] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:39.524285] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:04:39.645326] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:39.766794] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:39.891511] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:04:40.015954] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:40.016107] [INFO ] [CONFIGURE ] BEP: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-17T23:04:40.016195] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10332 tests
[2025-10-17T23:04:40.016236] [INFO ] [CONFIGURE ] BEP: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:04:40.016267] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:04:40.151400] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:04:40.286096] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:40.422188] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:04:40.561546] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:40.700024] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:40.836639] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:04:40.974565] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:41.105052] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:04:41.236180] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:04:41.374885] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:04:41.375047] [INFO ] [CONFIGURE ] BEP: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T23:04:41.375111] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10331 tests
[2025-10-17T23:04:41.375146] [INFO ] [CONFIGURE ] BEP: Testing feature 3/29: add_daily_returns
[2025-10-17T23:04:41.375176] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:04:41.495664] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:04:41.616446] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:41.742624] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:04:41.858780] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:41.976239] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:42.101719] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:04:42.227221] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:42.349903] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:04:42.518233] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:04:42.693608] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:04:42.693904] [INFO ] [CONFIGURE ] BEP: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T23:04:42.693980] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10330 tests
[2025-10-17T23:04:42.694042] [INFO ] [CONFIGURE ] BEP: Testing feature 4/29: add_ema
[2025-10-17T23:04:42.694096] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:04:42.885804] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:04:43.045310] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:43.181559] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:04:43.321919] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:43.460210] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:43.602269] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:04:43.746123] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:43.892997] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:04:44.035141] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:04:44.173100] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:04:44.173253] [INFO ] [CONFIGURE ] BEP: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:04:44.173298] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10329 tests
[2025-10-17T23:04:44.173332] [INFO ] [CONFIGURE ] BEP: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:04:44.173364] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:04:44.315241] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:04:44.456873] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:44.599282] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:04:44.749072] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:44.892788] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:45.037034] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:04:45.182125] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:45.330032] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:04:45.480442] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:04:45.631966] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:45.632143] [INFO ] [CONFIGURE ] BEP: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:04:45.632187] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10328 tests
[2025-10-17T23:04:45.632220] [INFO ] [CONFIGURE ] BEP: Testing feature 6/29: add_failed_moves
[2025-10-17T23:04:45.632251] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T23:04:45.759682] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:04:45.891374] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:46.039032] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:04:46.167448] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:46.299300] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:46.427633] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:04:46.562491] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:46.702878] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:46.843464] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:04:46.985545] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:46.985757] [INFO ] [CONFIGURE ] BEP: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:04:46.985813] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10327 tests
[2025-10-17T23:04:46.985851] [INFO ] [CONFIGURE ] BEP: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:04:46.985883] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T23:04:47.113675] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:04:47.235852] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:47.354554] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:04:47.478157] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:47.597013] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:47.719241] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:04:47.850781] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:47.977187] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:48.102622] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:04:48.227102] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:04:48.227273] [INFO ] [CONFIGURE ] BEP: KEPT add_lag_shelf (score: 70.00%)
[2025-10-17T23:04:48.227317] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10326 tests
[2025-10-17T23:04:48.227351] [INFO ] [CONFIGURE ] BEP: Testing feature 8/29: add_macd
[2025-10-17T23:04:48.227383] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-10-17T23:04:48.394108] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:04:48.548850] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:48.705787] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:04:48.863227] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:49.055120] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:49.216902] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:04:49.383587] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:49.550161] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:04:49.717831] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:04:49.880453] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:49.880636] [INFO ] [CONFIGURE ] BEP: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:04:49.880721] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10325 tests
[2025-10-17T23:04:49.880759] [INFO ] [CONFIGURE ] BEP: Testing feature 9/29: add_mfi
[2025-10-17T23:04:49.880791] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi']
[2025-10-17T23:04:50.016874] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:04:50.148325] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:50.281315] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:04:50.423189] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:50.562089] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:50.701115] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:04:50.847499] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:50.994491] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:51.137856] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:04:51.280493] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:04:51.280707] [INFO ] [CONFIGURE ] BEP: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:04:51.280770] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10324 tests
[2025-10-17T23:04:51.280809] [INFO ] [CONFIGURE ] BEP: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:04:51.280844] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:04:51.430360] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:04:51.580414] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:51.730117] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:04:51.882570] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:52.031142] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:52.183992] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:04:52.334011] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:52.494015] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:04:52.648789] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:04:52.803277] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:52.803449] [INFO ] [CONFIGURE ] BEP: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:04:52.803495] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10323 tests
[2025-10-17T23:04:52.803531] [INFO ] [CONFIGURE ] BEP: Testing feature 11/29: add_obv_daily
[2025-10-17T23:04:52.803561] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_daily']
[2025-10-17T23:04:52.934731] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:04:53.065236] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:53.196947] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:04:53.328442] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:53.470387] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:53.603104] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:04:53.739826] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:53.881277] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:54.019228] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:04:54.157694] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:54.157909] [INFO ] [CONFIGURE ] BEP: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T23:04:54.157959] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10322 tests
[2025-10-17T23:04:54.157996] [INFO ] [CONFIGURE ] BEP: Testing feature 12/29: add_obv_interval
[2025-10-17T23:04:54.158028] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_interval']
[2025-10-17T23:04:54.290577] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:04:54.422423] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:54.552089] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:04:54.689239] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:54.819017] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:54.948477] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:04:55.113177] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:55.245047] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:04:55.373812] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:04:55.506306] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:04:55.506488] [INFO ] [CONFIGURE ] BEP: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-17T23:04:55.506533] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10321 tests
[2025-10-17T23:04:55.506566] [INFO ] [CONFIGURE ] BEP: Testing feature 13/29: add_opening_strength
[2025-10-17T23:04:55.506597] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:04:55.642539] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:04:55.779069] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:55.919988] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:04:56.057256] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:56.195638] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:56.338365] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:04:56.484606] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:56.632868] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:04:56.786425] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:04:56.936419] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:56.936660] [INFO ] [CONFIGURE ] BEP: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T23:04:56.936730] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10320 tests
[2025-10-17T23:04:56.936771] [INFO ] [CONFIGURE ] BEP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:04:56.936806] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-17T23:04:57.080805] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:04:57.218324] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:57.358029] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:04:57.523432] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:57.680895] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:57.825240] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:04:57.965769] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:58.117236] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:04:58.267488] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:04:58.422586] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:04:58.422950] [INFO ] [CONFIGURE ] BEP: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-17T23:04:58.423007] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10319 tests
[2025-10-17T23:04:58.423045] [INFO ] [CONFIGURE ] BEP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:04:58.423078] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-17T23:04:58.546468] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:04:58.668515] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:04:58.790846] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:04:58.917831] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:04:59.045247] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:04:59.174838] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:04:59.307143] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:04:59.437319] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:04:59.568798] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:04:59.703172] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:04:59.703349] [INFO ] [CONFIGURE ] BEP: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:04:59.703395] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10318 tests
[2025-10-17T23:04:59.703431] [INFO ] [CONFIGURE ] BEP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:04:59.703463] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-10-17T23:04:59.834369] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:04:59.961207] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:05:00.090188] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:05:00.219607] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:00.349444] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:00.479953] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:00.609898] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:00.743100] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:00.878544] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:05:01.013617] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:01.013795] [INFO ] [CONFIGURE ] BEP: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T23:05:01.013845] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10317 tests
[2025-10-17T23:05:01.013881] [INFO ] [CONFIGURE ] BEP: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:05:01.013913] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-17T23:05:01.195508] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:05:01.329451] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:05:01.466113] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:05:01.597032] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:01.729029] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:01.865107] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:01.997063] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:02.129714] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:05:02.266205] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:05:02.403223] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:02.403416] [INFO ] [CONFIGURE ] BEP: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-17T23:05:02.403460] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10316 tests
[2025-10-17T23:05:02.403497] [INFO ] [CONFIGURE ] BEP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:05:02.403529] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-10-17T23:05:02.529732] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:05:02.656749] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:05:02.780283] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:05:02.905945] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:03.028033] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:03.160941] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:03.292103] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:03.418212] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:03.539273] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:05:03.662347] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:03.662488] [INFO ] [CONFIGURE ] BEP: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:05:03.662534] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10315 tests
[2025-10-17T23:05:03.662568] [INFO ] [CONFIGURE ] BEP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:05:03.662599] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-10-17T23:05:03.775297] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:05:03.890153] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:05:04.006747] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:05:04.127502] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:04.241887] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:04.359952] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:04.497099] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:04.641872] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:04.768211] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:05:04.912476] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:04.912678] [INFO ] [CONFIGURE ] BEP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:05:04.912740] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10314 tests
[2025-10-17T23:05:04.912778] [INFO ] [CONFIGURE ] BEP: Testing feature 20/29: add_price_rejection
[2025-10-17T23:05:04.912810] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_price_rejection']
[2025-10-17T23:05:05.040588] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:05:05.169546] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:05:05.300101] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:05:05.434359] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:05.564252] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:05.696784] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:05.837312] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:05.972254] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:05:06.103942] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:05:06.237632] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:06.237840] [INFO ] [CONFIGURE ] BEP: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-17T23:05:06.237912] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10313 tests
[2025-10-17T23:05:06.237951] [INFO ] [CONFIGURE ] BEP: Testing feature 21/29: add_range_position
[2025-10-17T23:05:06.237984] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position']
[2025-10-17T23:05:06.370236] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:05:06.503916] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:05:06.640033] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:05:06.782455] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:06.920063] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:07.062349] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:07.199848] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:07.337114] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:05:07.475723] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:05:07.624538] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:07.624745] [INFO ] [CONFIGURE ] BEP: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:05:07.624800] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10312 tests
[2025-10-17T23:05:07.624837] [INFO ] [CONFIGURE ] BEP: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:05:07.624870] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_realized_volatility']
[2025-10-17T23:05:07.777419] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:05:07.928263] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:05:08.081845] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:05:08.234269] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:08.387583] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:08.542474] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:08.699750] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:08.880527] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:05:09.062400] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:05:09.229147] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:09.229540] [INFO ] [CONFIGURE ] BEP: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:05:09.229596] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10311 tests
[2025-10-17T23:05:09.229632] [INFO ] [CONFIGURE ] BEP: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:05:09.229706] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_recent_range_context']
[2025-10-17T23:05:09.358477] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:05:09.495255] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:05:09.628173] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:05:09.759438] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:09.890719] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:10.024384] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:10.158035] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:10.304406] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:10.441594] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:05:10.576952] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:10.577139] [INFO ] [CONFIGURE ] BEP: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:05:10.577183] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10310 tests
[2025-10-17T23:05:10.577219] [INFO ] [CONFIGURE ] BEP: Testing feature 24/29: add_rsi
[2025-10-17T23:05:10.577254] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-10-17T23:05:10.734050] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:05:10.880021] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:05:11.033851] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:05:11.184591] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:11.337822] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:11.490236] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:11.642545] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:11.797671] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:05:11.952038] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:05:12.101849] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:12.102023] [INFO ] [CONFIGURE ] BEP: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:05:12.102068] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10309 tests
[2025-10-17T23:05:12.102125] [INFO ] [CONFIGURE ] BEP: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:05:12.102194] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_tick_distribution']
[2025-10-17T23:05:12.228910] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:05:12.352612] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:05:12.481784] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:05:12.603967] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:12.725530] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:12.848825] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:12.971938] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:13.095083] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:05:13.218932] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:05:13.343336] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:13.343499] [INFO ] [CONFIGURE ] BEP: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:05:13.343542] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10308 tests
[2025-10-17T23:05:13.343686] [INFO ] [CONFIGURE ] BEP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:05:13.343788] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-10-17T23:05:13.469408] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:05:13.593802] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:05:13.719049] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:05:13.848699] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:13.975812] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:14.104143] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:14.233392] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:14.362516] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:14.496839] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:05:14.626909] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:14.627097] [INFO ] [CONFIGURE ] BEP: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:05:14.627166] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10307 tests
[2025-10-17T23:05:14.627225] [INFO ] [CONFIGURE ] BEP: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:05:14.627264] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-10-17T23:05:14.759638] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:05:14.898407] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:05:15.033132] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:05:15.186539] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:15.327674] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:15.462365] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:15.598425] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:15.734568] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:05:15.872385] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:05:16.008853] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:16.008997] [INFO ] [CONFIGURE ] BEP: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:05:16.009042] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10306 tests
[2025-10-17T23:05:16.009076] [INFO ] [CONFIGURE ] BEP: Testing feature 28/29: add_volume_profile
[2025-10-17T23:05:16.009107] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_profile']
[2025-10-17T23:05:16.129112] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:05:16.250209] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:05:16.371482] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:05:16.495485] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:16.616381] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:16.739121] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:16.868625] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:16.994850] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:05:17.121238] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:05:17.247035] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:17.247175] [INFO ] [CONFIGURE ] BEP: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-17T23:05:17.247218] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10305 tests
[2025-10-17T23:05:17.247252] [INFO ] [CONFIGURE ] BEP: Testing feature 29/29: add_vwap
[2025-10-17T23:05:17.247283] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap']
[2025-10-17T23:05:17.373190] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:05:17.499433] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:05:17.635794] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:05:17.764289] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:17.893414] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:18.021339] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:18.164096] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:18.317539] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:05:18.456163] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:05:18.590478] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:18.590700] [INFO ] [CONFIGURE ] BEP: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:05:18.590762] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10304 tests
[2025-10-17T23:05:18.590800] [INFO ] [CONFIGURE ] BEP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:05:18.590830] [INFO ] [CONFIGURE ] BEP: Best accuracy: 70.00%
[2025-10-17T23:05:18.590861] [INFO ] [CONFIGURE ] BEP: Best feature set (2 features): ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T23:05:18.590889] [INFO ] [CONFIGURE ] BEP: Improvement over baseline: 30.00%
[2025-10-17T23:05:18.590916] [INFO ] [CONFIGURE ] BEP: Total time: 39.8 seconds
[2025-10-17T23:05:18.590943] [INFO ] [CONFIGURE ] BEP: Average time per feature: 1.4 seconds
[2025-10-17T23:05:18.590970] [INFO ] [CONFIGURE ] BEP: Average speed: 0.73 features/sec
[2025-10-17T23:05:18.591598] [INFO ] [LOCAL     ] Saved configuration for BEP: 2 features, 70.00% accuracy -> ./output/feature-sets/BEP.json
[2025-10-17T23:05:18.591691] [INFO ] [CONFIGURE ] BEP: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-17T23:05:18.591772] [INFO ] [sig       ] [25/380] Successfully configured BEP | 0.02 sym/s | Total: 18.0m | ETA: 4.3h
[2025-10-17T23:05:18.591840] [INFO ] [sig       ] [26/380] Configuring BGB...
[2025-10-17T23:05:18.591896] [INFO ] [CONFIGURE ] BGB: Configurate test run.
[2025-10-17T23:05:18.591988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-10-17T23:05:18.606588] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BGB'.
[2025-10-17T23:05:18.607038] [INFO ] [CONFIGURE ] BGB: Testing with 29 available features
[2025-10-17T23:05:18.607096] [INFO ] [CONFIGURE ] BGB: Establishing baseline with no features...
[2025-10-17T23:05:18.715047] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:18.818162] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:18.924088] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:19.029192] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:19.136484] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:19.242520] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:19.363021] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:19.469543] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:19.576211] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:05:19.687365] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:19.687507] [INFO ] [CONFIGURE ] BGB: Baseline score (no features): 20.00%
[2025-10-17T23:05:19.687549] [INFO ] [CONFIGURE ] BGB: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:05:19.687582] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:05:19.803213] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:19.919344] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:20.040968] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:20.158401] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:05:20.278163] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:20.397529] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:05:20.518193] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:20.639043] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:20.763496] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:05:20.893332] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:20.893487] [INFO ] [CONFIGURE ] BGB: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-17T23:05:20.893533] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10303 tests
[2025-10-17T23:05:20.893569] [INFO ] [CONFIGURE ] BGB: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:05:20.893601] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:05:21.022361] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:21.143791] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:21.276290] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:21.399921] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:05:21.528026] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:21.651712] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:05:21.776404] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:21.903094] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:05:22.031609] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:05:22.162139] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:22.162304] [INFO ] [CONFIGURE ] BGB: DISCARDED add_cumulative_delta (score: 10.00%)
[2025-10-17T23:05:22.162347] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10302 tests
[2025-10-17T23:05:22.162403] [INFO ] [CONFIGURE ] BGB: Testing feature 3/29: add_daily_returns
[2025-10-17T23:05:22.162440] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns']
[2025-10-17T23:05:22.270741] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:22.392835] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:22.501365] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:22.607846] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:22.715267] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:22.822622] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:22.930328] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:23.042189] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:23.152667] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:05:23.263623] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:23.263846] [INFO ] [CONFIGURE ] BGB: KEPT add_daily_returns (score: 40.00%)
[2025-10-17T23:05:23.263909] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10301 tests
[2025-10-17T23:05:23.263948] [INFO ] [CONFIGURE ] BGB: Testing feature 4/29: add_ema
[2025-10-17T23:05:23.263982] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-17T23:05:23.387557] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:23.512112] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:23.637393] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:23.764630] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:23.899937] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:24.026800] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:24.154454] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:24.292754] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:24.446802] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:05:24.578166] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:24.578336] [INFO ] [CONFIGURE ] BGB: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:05:24.578381] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10300 tests
[2025-10-17T23:05:24.578416] [INFO ] [CONFIGURE ] BGB: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:05:24.578448] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:05:24.717925] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:24.849870] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:24.984960] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:25.120996] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:25.256123] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:25.421112] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:25.566461] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:25.708917] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:25.854529] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:05:25.996824] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:25.997001] [INFO ] [CONFIGURE ] BGB: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-10-17T23:05:25.997074] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10299 tests
[2025-10-17T23:05:25.997134] [INFO ] [CONFIGURE ] BGB: Testing feature 6/29: add_failed_moves
[2025-10-17T23:05:25.997169] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-17T23:05:26.113684] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:26.235444] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:26.352709] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:26.471879] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:26.593393] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:26.715931] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:26.834531] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:26.953330] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:27.111109] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:05:27.231091] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:27.231237] [INFO ] [CONFIGURE ] BGB: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-17T23:05:27.231280] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10298 tests
[2025-10-17T23:05:27.231315] [INFO ] [CONFIGURE ] BGB: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:05:27.231346] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-17T23:05:27.338045] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:27.446334] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:27.554196] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:27.666084] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:27.781133] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:27.891905] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:28.002464] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:28.115283] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:28.228154] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:05:28.343540] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:28.343755] [INFO ] [CONFIGURE ] BGB: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-17T23:05:28.343813] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10297 tests
[2025-10-17T23:05:28.343851] [INFO ] [CONFIGURE ] BGB: Testing feature 8/29: add_macd
[2025-10-17T23:05:28.343886] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-17T23:05:28.499143] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:28.646733] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:28.822736] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:05:28.969428] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:29.115849] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:29.268189] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:05:29.417571] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:29.575553] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:29.734687] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:05:29.906335] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:29.906546] [INFO ] [CONFIGURE ] BGB: DISCARDED add_macd (score: 30.00%)
[2025-10-17T23:05:29.906596] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10296 tests
[2025-10-17T23:05:29.906632] [INFO ] [CONFIGURE ] BGB: Testing feature 9/29: add_mfi
[2025-10-17T23:05:29.906706] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-17T23:05:30.047119] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:30.184963] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:30.327306] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:30.467560] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:30.606873] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:30.733805] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:30.867924] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:30.995939] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:31.125382] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:05:31.256557] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:31.256742] [INFO ] [CONFIGURE ] BGB: DISCARDED add_mfi (score: 40.00%)
[2025-10-17T23:05:31.256810] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10295 tests
[2025-10-17T23:05:31.256868] [INFO ] [CONFIGURE ] BGB: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:05:31.256903] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:05:31.405921] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:31.566827] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:31.725209] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:31.888525] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:32.038605] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:32.189703] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:32.336042] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:32.490578] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:32.640790] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:05:32.790000] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:32.790256] [INFO ] [CONFIGURE ] BGB: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-17T23:05:32.790316] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10294 tests
[2025-10-17T23:05:32.790354] [INFO ] [CONFIGURE ] BGB: Testing feature 11/29: add_obv_daily
[2025-10-17T23:05:32.790386] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-17T23:05:32.915321] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:33.039954] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:33.157797] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:33.282351] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:33.404833] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:33.530868] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:33.657139] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:33.781737] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:33.899800] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:05:34.018192] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:34.018352] [INFO ] [CONFIGURE ] BGB: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-17T23:05:34.018397] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10293 tests
[2025-10-17T23:05:34.018433] [INFO ] [CONFIGURE ] BGB: Testing feature 12/29: add_obv_interval
[2025-10-17T23:05:34.018464] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-17T23:05:34.129029] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:34.240483] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:34.353713] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:34.496081] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:34.610696] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:34.725181] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:34.839596] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:34.954346] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:35.077172] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:05:35.194576] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:35.194746] [INFO ] [CONFIGURE ] BGB: DISCARDED add_obv_interval (score: 20.00%)
[2025-10-17T23:05:35.194800] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10292 tests
[2025-10-17T23:05:35.194841] [INFO ] [CONFIGURE ] BGB: Testing feature 13/29: add_opening_strength
[2025-10-17T23:05:35.194872] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:05:35.309747] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:35.425131] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:35.540541] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:05:35.661001] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:35.787872] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:05:35.925104] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:05:36.062456] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:36.193804] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:36.318245] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:05:36.446348] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:36.446515] [INFO ] [CONFIGURE ] BGB: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-17T23:05:36.446559] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10291 tests
[2025-10-17T23:05:36.446595] [INFO ] [CONFIGURE ] BGB: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:05:36.446626] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-17T23:05:36.577441] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:36.714605] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:36.846546] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:36.984303] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:37.115923] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:37.251739] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:37.398144] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:37.561734] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:37.714551] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:05:37.866308] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:37.866494] [INFO ] [CONFIGURE ] BGB: DISCARDED add_order_flow_imbalance (score: 20.00%)
[2025-10-17T23:05:37.866546] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10290 tests
[2025-10-17T23:05:37.866584] [INFO ] [CONFIGURE ] BGB: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:05:37.866616] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-17T23:05:37.995384] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:38.126059] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:38.255259] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:38.390077] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:38.522983] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:38.654334] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:38.786162] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:38.914669] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:39.031664] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:05:39.151285] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:39.151418] [INFO ] [CONFIGURE ] BGB: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-17T23:05:39.151461] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10289 tests
[2025-10-17T23:05:39.151517] [INFO ] [CONFIGURE ] BGB: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:05:39.151550] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-17T23:05:39.267064] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:39.383354] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:39.499677] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:39.615751] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:39.733024] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:05:39.853114] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:39.973141] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:40.093301] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:40.214312] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:05:40.335229] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:40.335387] [INFO ] [CONFIGURE ] BGB: KEPT add_pbf_overnight_gap (score: 50.00%)
[2025-10-17T23:05:40.335433] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10288 tests
[2025-10-17T23:05:40.335468] [INFO ] [CONFIGURE ] BGB: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:05:40.335499] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-17T23:05:40.469175] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:40.601285] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:40.733593] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:40.865139] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:40.998881] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:05:41.134630] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:41.272360] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:41.410377] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:41.547304] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:05:41.687886] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:41.688035] [INFO ] [CONFIGURE ] BGB: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-17T23:05:41.688079] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10287 tests
[2025-10-17T23:05:41.688115] [INFO ] [CONFIGURE ] BGB: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:05:41.688145] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-17T23:05:41.808800] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:41.941862] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:42.064844] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:42.188009] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:42.315045] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:05:42.443864] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:42.572846] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:42.695456] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:42.816613] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:05:42.939111] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:42.939244] [INFO ] [CONFIGURE ] BGB: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-17T23:05:42.939287] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10286 tests
[2025-10-17T23:05:42.939322] [INFO ] [CONFIGURE ] BGB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:05:42.939355] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-17T23:05:43.060929] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:43.179897] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:43.299430] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:43.419272] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:43.540056] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:43.662779] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:43.788637] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:43.911001] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:44.035407] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:05:44.161190] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:44.161344] [INFO ] [CONFIGURE ] BGB: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-17T23:05:44.161388] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10285 tests
[2025-10-17T23:05:44.161422] [INFO ] [CONFIGURE ] BGB: Testing feature 20/29: add_price_rejection
[2025-10-17T23:05:44.161453] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-17T23:05:44.292443] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:44.421619] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:05:44.552109] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:44.685045] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:44.816440] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:05:44.946844] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:45.077459] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:45.209930] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:05:45.348476] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:05:45.497051] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:45.497221] [INFO ] [CONFIGURE ] BGB: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-17T23:05:45.497266] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10284 tests
[2025-10-17T23:05:45.497301] [INFO ] [CONFIGURE ] BGB: Testing feature 21/29: add_range_position
[2025-10-17T23:05:45.497331] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-17T23:05:45.633424] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:45.768623] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:45.905623] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:05:46.054342] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:46.193593] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:05:46.341734] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:46.490818] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:46.644620] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:05:46.787065] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:05:46.929734] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:46.929923] [INFO ] [CONFIGURE ] BGB: DISCARDED add_range_position (score: 30.00%)
[2025-10-17T23:05:46.929986] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10283 tests
[2025-10-17T23:05:46.930029] [INFO ] [CONFIGURE ] BGB: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:05:46.930061] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-17T23:05:47.083563] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:47.238084] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:47.392921] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:47.548525] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:47.713886] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:47.872880] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:48.030112] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:48.186015] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:48.345105] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:05:48.511816] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:48.511975] [INFO ] [CONFIGURE ] BGB: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-17T23:05:48.512018] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10282 tests
[2025-10-17T23:05:48.512052] [INFO ] [CONFIGURE ] BGB: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:05:48.512083] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-17T23:05:48.639554] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:48.767164] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:48.895081] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:49.023587] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:49.152428] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:49.286400] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:05:49.416547] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:49.553741] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:49.685822] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:05:49.818491] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:49.818663] [INFO ] [CONFIGURE ] BGB: DISCARDED add_recent_range_context (score: 10.00%)
[2025-10-17T23:05:49.818727] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10281 tests
[2025-10-17T23:05:49.818765] [INFO ] [CONFIGURE ] BGB: Testing feature 24/29: add_rsi
[2025-10-17T23:05:49.818852] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-17T23:05:49.973283] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:50.125446] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:50.281066] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:50.441617] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:50.605847] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:05:50.801310] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:51.018117] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:51.215833] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:05:51.419624] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:05:51.585438] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:51.585602] [INFO ] [CONFIGURE ] BGB: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T23:05:51.585668] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10280 tests
[2025-10-17T23:05:51.585728] [INFO ] [CONFIGURE ] BGB: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:05:51.585761] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-17T23:05:51.715238] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:51.842574] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:51.972378] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:52.100088] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:52.232915] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:52.369386] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:52.503399] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:52.636825] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:52.769344] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:05:52.900023] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:52.900177] [INFO ] [CONFIGURE ] BGB: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-17T23:05:52.900221] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10279 tests
[2025-10-17T23:05:52.900255] [INFO ] [CONFIGURE ] BGB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:05:52.900286] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-17T23:05:53.031378] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:53.158107] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:53.289386] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:53.417909] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:53.547120] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:05:53.677322] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:53.809837] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:53.951152] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:54.104396] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:05:54.250618] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:54.250776] [INFO ] [CONFIGURE ] BGB: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-17T23:05:54.250825] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10278 tests
[2025-10-17T23:05:54.250862] [INFO ] [CONFIGURE ] BGB: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:05:54.250903] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-17T23:05:54.388008] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:54.521295] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:54.654896] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:54.787258] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:54.926183] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:05:55.066788] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:55.224234] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:55.363908] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:55.503822] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:05:55.646144] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:55.646274] [INFO ] [CONFIGURE ] BGB: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-17T23:05:55.646320] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10277 tests
[2025-10-17T23:05:55.646357] [INFO ] [CONFIGURE ] BGB: Testing feature 28/29: add_volume_profile
[2025-10-17T23:05:55.646389] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-17T23:05:55.776283] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:55.919387] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:56.047502] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:56.176547] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:56.305803] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:05:56.439318] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:56.573698] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:56.712241] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:56.851062] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:05:56.984522] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:56.984702] [INFO ] [CONFIGURE ] BGB: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-17T23:05:56.984760] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10276 tests
[2025-10-17T23:05:56.984797] [INFO ] [CONFIGURE ] BGB: Testing feature 29/29: add_vwap
[2025-10-17T23:05:56.984828] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_vwap']
[2025-10-17T23:05:57.111173] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:05:57.237135] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:05:57.371248] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:05:57.518633] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:57.652243] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:05:57.788186] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:05:57.923090] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:58.056827] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:58.192056] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:05:58.344243] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:05:58.344428] [INFO ] [CONFIGURE ] BGB: DISCARDED add_vwap (score: 20.00%)
[2025-10-17T23:05:58.344477] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10275 tests
[2025-10-17T23:05:58.344514] [INFO ] [CONFIGURE ] BGB: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:05:58.344545] [INFO ] [CONFIGURE ] BGB: Best accuracy: 50.00%
[2025-10-17T23:05:58.344577] [INFO ] [CONFIGURE ] BGB: Best feature set (2 features): ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-17T23:05:58.344607] [INFO ] [CONFIGURE ] BGB: Improvement over baseline: 30.00%
[2025-10-17T23:05:58.344634] [INFO ] [CONFIGURE ] BGB: Total time: 38.7 seconds
[2025-10-17T23:05:58.344705] [INFO ] [CONFIGURE ] BGB: Average time per feature: 1.3 seconds
[2025-10-17T23:05:58.344745] [INFO ] [CONFIGURE ] BGB: Average speed: 0.75 features/sec
[2025-10-17T23:05:58.345122] [INFO ] [LOCAL     ] Saved configuration for BGB: 2 features, 50.00% accuracy -> ./output/feature-sets/BGB.json
[2025-10-17T23:05:58.345170] [INFO ] [CONFIGURE ] BGB: Configuration saved successfully: 2 features, 50.00% accuracy.
[2025-10-17T23:05:58.345210] [INFO ] [sig       ] [26/380] Successfully configured BGB | 0.02 sym/s | Total: 18.6m | ETA: 4.2h
[2025-10-17T23:05:58.345257] [INFO ] [sig       ] [27/380] Configuring BHK...
[2025-10-17T23:05:58.345324] [INFO ] [CONFIGURE ] BHK: Configurate test run.
[2025-10-17T23:05:58.345381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-10-17T23:05:58.356458] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BHK'.
[2025-10-17T23:05:58.356914] [INFO ] [CONFIGURE ] BHK: Testing with 29 available features
[2025-10-17T23:05:58.356973] [INFO ] [CONFIGURE ] BHK: Establishing baseline with no features...
[2025-10-17T23:05:58.461509] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:05:58.563407] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:05:58.664899] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:05:58.766951] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:05:58.883207] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:05:58.988393] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:05:59.094156] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:05:59.198116] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:05:59.302377] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:05:59.406111] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:05:59.406246] [INFO ] [CONFIGURE ] BHK: Baseline score (no features): 80.00%
[2025-10-17T23:05:59.406288] [INFO ] [CONFIGURE ] BHK: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:05:59.406324] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:05:59.526232] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:05:59.652014] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:05:59.784775] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:05:59.925111] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:00.066065] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:06:00.199078] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:00.329504] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:06:00.472794] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:00.602594] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:00.749555] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:00.749761] [INFO ] [CONFIGURE ] BHK: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-17T23:06:00.749816] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10274 tests
[2025-10-17T23:06:00.749852] [INFO ] [CONFIGURE ] BHK: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:06:00.749886] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:06:00.885492] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:06:01.022815] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:01.170330] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:01.305768] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:01.430445] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:06:01.558941] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:01.682589] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:01.806885] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:01.934917] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:02.066094] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:02.066249] [INFO ] [CONFIGURE ] BHK: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-17T23:06:02.066294] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10273 tests
[2025-10-17T23:06:02.066329] [INFO ] [CONFIGURE ] BHK: Testing feature 3/29: add_daily_returns
[2025-10-17T23:06:02.066361] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns']
[2025-10-17T23:06:02.178738] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:02.298736] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:02.417275] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:02.536613] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:02.653279] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:06:02.763568] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:02.879803] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:02.987950] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:03.101734] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:03.211978] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:03.212139] [INFO ] [CONFIGURE ] BHK: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T23:06:03.212182] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10272 tests
[2025-10-17T23:06:03.212216] [INFO ] [CONFIGURE ] BHK: Testing feature 4/29: add_ema
[2025-10-17T23:06:03.212246] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_ema']
[2025-10-17T23:06:03.332631] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:03.452469] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:03.571171] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:03.695351] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:03.815375] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:06:03.939576] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:04.062340] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:06:04.193030] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:04.325888] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:04.458778] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:04.458954] [INFO ] [CONFIGURE ] BHK: DISCARDED add_ema (score: 80.00%)
[2025-10-17T23:06:04.458999] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10271 tests
[2025-10-17T23:06:04.459034] [INFO ] [CONFIGURE ] BHK: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:06:04.459067] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:06:04.589299] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:06:04.730275] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:04.860757] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:04.994936] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:05.125207] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:06:05.254347] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:05.383794] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:05.513129] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:05.643295] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:05.774245] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:05.774407] [INFO ] [CONFIGURE ] BHK: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:06:05.774449] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10270 tests
[2025-10-17T23:06:05.774483] [INFO ] [CONFIGURE ] BHK: Testing feature 6/29: add_failed_moves
[2025-10-17T23:06:05.774515] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_failed_moves']
[2025-10-17T23:06:05.883115] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:05.992237] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:06.103803] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:06.222076] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:06.335846] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:06:06.449540] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:06.568938] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:06.685213] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:06.797228] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:06.911131] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:06.911289] [INFO ] [CONFIGURE ] BHK: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:06:06.911332] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10269 tests
[2025-10-17T23:06:06.911366] [INFO ] [CONFIGURE ] BHK: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:06:06.911396] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_lag_shelf']
[2025-10-17T23:06:07.011799] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:07.112264] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:07.213220] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:07.315256] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:07.416910] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:06:07.519518] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:07.622299] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:07.725979] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:07.830881] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:07.936588] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:07.936757] [INFO ] [CONFIGURE ] BHK: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-17T23:06:07.936808] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10268 tests
[2025-10-17T23:06:07.936843] [INFO ] [CONFIGURE ] BHK: Testing feature 8/29: add_macd
[2025-10-17T23:06:07.936873] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:06:08.076552] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:08.219555] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:08.360239] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:08.509294] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:08.650236] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:06:08.791566] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:08.942221] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:09.103290] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:09.268570] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:09.422086] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:09.422300] [INFO ] [CONFIGURE ] BHK: DISCARDED add_macd (score: 60.00%)
[2025-10-17T23:06:09.422364] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10267 tests
[2025-10-17T23:06:09.422402] [INFO ] [CONFIGURE ] BHK: Testing feature 9/29: add_mfi
[2025-10-17T23:06:09.422432] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_mfi']
[2025-10-17T23:06:09.538888] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:09.654113] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:09.771550] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:09.898734] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:10.037850] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:06:10.178058] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:10.301078] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:10.418994] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:10.537899] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:10.657843] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:10.658012] [INFO ] [CONFIGURE ] BHK: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T23:06:10.658055] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10266 tests
[2025-10-17T23:06:10.658091] [INFO ] [CONFIGURE ] BHK: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:06:10.658122] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:06:10.789886] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:10.924510] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:11.058274] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:11.200246] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:11.334154] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:06:11.470981] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:11.604603] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:06:11.737028] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:11.869912] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:12.010667] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:12.010825] [INFO ] [CONFIGURE ] BHK: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:06:12.010870] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10265 tests
[2025-10-17T23:06:12.010905] [INFO ] [CONFIGURE ] BHK: Testing feature 11/29: add_obv_daily
[2025-10-17T23:06:12.010958] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_obv_daily']
[2025-10-17T23:06:12.122250] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:12.235081] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:12.345403] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:12.453553] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:12.560856] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:06:12.676212] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:12.786876] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:12.898677] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:13.009979] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:13.123262] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:13.123417] [INFO ] [CONFIGURE ] BHK: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-17T23:06:13.123460] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10264 tests
[2025-10-17T23:06:13.123494] [INFO ] [CONFIGURE ] BHK: Testing feature 12/29: add_obv_interval
[2025-10-17T23:06:13.123524] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_obv_interval']
[2025-10-17T23:06:13.231925] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:13.340944] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:13.450209] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:13.560229] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:13.669824] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:06:13.780299] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:13.893391] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:06:14.004181] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:14.117995] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:14.231441] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:14.231580] [INFO ] [CONFIGURE ] BHK: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-17T23:06:14.231621] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10263 tests
[2025-10-17T23:06:14.231693] [INFO ] [CONFIGURE ] BHK: Testing feature 13/29: add_opening_strength
[2025-10-17T23:06:14.231738] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:06:14.349149] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:14.466293] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:14.583563] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:14.701580] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:14.819136] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:06:14.943467] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:15.072300] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:15.203048] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:06:15.331695] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:15.466090] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:15.466248] [INFO ] [CONFIGURE ] BHK: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:06:15.466291] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10262 tests
[2025-10-17T23:06:15.466325] [INFO ] [CONFIGURE ] BHK: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:06:15.466356] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T23:06:15.590021] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:15.719602] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:15.851114] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:15.977934] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:16.102321] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:06:16.226980] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:16.355456] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:16.486351] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:16.614479] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:16.744210] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:16.744358] [INFO ] [CONFIGURE ] BHK: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-17T23:06:16.744401] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 1.5s/test | Remaining: 10261 tests
[2025-10-17T23:06:16.744435] [INFO ] [CONFIGURE ] BHK: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:06:16.744465] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T23:06:16.879166] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:16.985048] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:17.094148] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:17.201472] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:17.312478] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:06:17.426208] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:17.540889] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:06:17.654230] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:17.775068] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:17.891791] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:17.891963] [INFO ] [CONFIGURE ] BHK: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T23:06:17.892007] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10260 tests
[2025-10-17T23:06:17.892042] [INFO ] [CONFIGURE ] BHK: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:06:17.892073] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T23:06:18.014743] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:18.145854] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:18.266880] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:18.393534] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:18.523665] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:06:18.653021] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:18.785990] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:06:18.918266] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:19.045422] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:19.168582] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:19.168788] [INFO ] [CONFIGURE ] BHK: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-17T23:06:19.168839] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10259 tests
[2025-10-17T23:06:19.168874] [INFO ] [CONFIGURE ] BHK: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:06:19.168904] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_pbf_return_2d']
[2025-10-17T23:06:19.290094] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:19.407810] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:19.530087] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:19.651320] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:19.765070] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:06:19.899669] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:20.019725] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:20.140790] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:20.261042] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:20.387043] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:20.387223] [INFO ] [CONFIGURE ] BHK: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-17T23:06:20.387266] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10258 tests
[2025-10-17T23:06:20.387301] [INFO ] [CONFIGURE ] BHK: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:06:20.387333] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_pbf_volatility_5d']
[2025-10-17T23:06:20.501846] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:20.608928] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:20.715036] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:20.824035] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:20.937444] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:06:21.046241] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:21.153723] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:21.265124] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:21.374099] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:21.482754] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:21.482928] [INFO ] [CONFIGURE ] BHK: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:06:21.482972] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10257 tests
[2025-10-17T23:06:21.483026] [INFO ] [CONFIGURE ] BHK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:06:21.483059] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-17T23:06:21.592990] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:21.700141] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:21.807618] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:21.916902] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:22.024882] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:06:22.132774] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:22.244930] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:22.354633] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:22.463911] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:22.573362] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:22.573520] [INFO ] [CONFIGURE ] BHK: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:06:22.573563] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10256 tests
[2025-10-17T23:06:22.573595] [INFO ] [CONFIGURE ] BHK: Testing feature 20/29: add_price_rejection
[2025-10-17T23:06:22.573626] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_price_rejection']
[2025-10-17T23:06:22.690940] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:06:22.806341] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:22.947146] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:23.062406] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:23.177818] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:06:23.294082] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:23.409971] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:23.526842] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:23.642891] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:23.761416] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:23.761571] [INFO ] [CONFIGURE ] BHK: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:06:23.761617] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10255 tests
[2025-10-17T23:06:23.761681] [INFO ] [CONFIGURE ] BHK: Testing feature 21/29: add_range_position
[2025-10-17T23:06:23.761732] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_range_position']
[2025-10-17T23:06:23.885475] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:06:24.048833] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:24.168932] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:24.290394] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:24.414782] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:06:24.535459] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:24.657332] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:06:24.785818] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:24.909588] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:25.035956] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:25.036105] [INFO ] [CONFIGURE ] BHK: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T23:06:25.036148] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10254 tests
[2025-10-17T23:06:25.036182] [INFO ] [CONFIGURE ] BHK: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:06:25.036214] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_realized_volatility']
[2025-10-17T23:06:25.178260] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:25.322563] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:25.466239] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:25.606021] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:25.744326] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:06:25.884218] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:26.023737] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:26.163864] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:26.313388] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:26.458133] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:26.458317] [INFO ] [CONFIGURE ] BHK: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-17T23:06:26.458363] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10253 tests
[2025-10-17T23:06:26.458399] [INFO ] [CONFIGURE ] BHK: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:06:26.458430] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_recent_range_context']
[2025-10-17T23:06:26.569587] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:26.684089] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:26.798964] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:26.912948] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:27.026528] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:06:27.143621] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:27.257136] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:06:27.370783] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:27.487291] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:27.603767] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:27.603922] [INFO ] [CONFIGURE ] BHK: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T23:06:27.603966] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10252 tests
[2025-10-17T23:06:27.603999] [INFO ] [CONFIGURE ] BHK: Testing feature 24/29: add_rsi
[2025-10-17T23:06:27.604029] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_ema', 'add_rsi']
[2025-10-17T23:06:27.743429] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:27.891713] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:28.031161] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:28.169928] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:28.307894] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:06:28.449157] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:28.591509] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:06:28.732945] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:28.876332] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:29.044670] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:29.044823] [INFO ] [CONFIGURE ] BHK: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T23:06:29.044867] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10251 tests
[2025-10-17T23:06:29.044902] [INFO ] [CONFIGURE ] BHK: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:06:29.044933] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_tick_distribution']
[2025-10-17T23:06:29.159934] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:29.278075] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:29.393176] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:29.515467] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:29.633053] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:06:29.750716] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:29.869310] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:06:29.987478] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:06:30.110424] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:30.237346] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:30.237524] [INFO ] [CONFIGURE ] BHK: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:06:30.237570] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10250 tests
[2025-10-17T23:06:30.237605] [INFO ] [CONFIGURE ] BHK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:06:30.237635] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-17T23:06:30.355009] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:30.473388] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:30.591983] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:30.713560] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:30.834719] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:06:30.971957] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:31.094749] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:31.225042] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:31.351801] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:31.475963] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:31.476161] [INFO ] [CONFIGURE ] BHK: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:06:31.476206] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10249 tests
[2025-10-17T23:06:31.476241] [INFO ] [CONFIGURE ] BHK: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:06:31.476271] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_volume_price_divergence']
[2025-10-17T23:06:31.602044] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:31.727576] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:31.855124] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:31.999437] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:32.124674] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:06:32.247552] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:32.370876] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:06:32.498592] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:32.623968] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:32.749707] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:32.749863] [INFO ] [CONFIGURE ] BHK: KEPT add_volume_price_divergence (score: 90.00%)
[2025-10-17T23:06:32.749906] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10248 tests
[2025-10-17T23:06:32.749940] [INFO ] [CONFIGURE ] BHK: Testing feature 28/29: add_volume_profile
[2025-10-17T23:06:32.749971] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_volume_price_divergence', 'add_volume_profile']
[2025-10-17T23:06:32.890373] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:06:33.034455] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:33.176470] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:33.325626] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:33.467115] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:06:33.609897] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:33.753557] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:33.897049] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:34.043733] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:34.187176] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:34.187369] [INFO ] [CONFIGURE ] BHK: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-17T23:06:34.187415] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10247 tests
[2025-10-17T23:06:34.187450] [INFO ] [CONFIGURE ] BHK: Testing feature 29/29: add_vwap
[2025-10-17T23:06:34.187481] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_volume_price_divergence', 'add_vwap']
[2025-10-17T23:06:34.332111] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:06:34.473788] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:06:34.617295] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:34.759959] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:06:34.908998] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:06:35.090811] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:06:35.235993] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:06:35.380905] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:35.528153] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:06:35.675110] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:35.675273] [INFO ] [CONFIGURE ] BHK: DISCARDED add_vwap (score: 70.00%)
[2025-10-17T23:06:35.675317] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10246 tests
[2025-10-17T23:06:35.675384] [INFO ] [CONFIGURE ] BHK: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:06:35.675439] [INFO ] [CONFIGURE ] BHK: Best accuracy: 90.00%
[2025-10-17T23:06:35.675473] [INFO ] [CONFIGURE ] BHK: Best feature set (1 features): ['add_volume_price_divergence']
[2025-10-17T23:06:35.675501] [INFO ] [CONFIGURE ] BHK: Improvement over baseline: 10.00%
[2025-10-17T23:06:35.675526] [INFO ] [CONFIGURE ] BHK: Total time: 36.3 seconds
[2025-10-17T23:06:35.675552] [INFO ] [CONFIGURE ] BHK: Average time per feature: 1.3 seconds
[2025-10-17T23:06:35.675578] [INFO ] [CONFIGURE ] BHK: Average speed: 0.80 features/sec
[2025-10-17T23:06:35.676137] [INFO ] [LOCAL     ] Saved configuration for BHK: 1 features, 90.00% accuracy -> ./output/feature-sets/BHK.json
[2025-10-17T23:06:35.676213] [INFO ] [CONFIGURE ] BHK: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-17T23:06:35.676282] [INFO ] [sig       ] [27/380] Successfully configured BHK | 0.02 sym/s | Total: 19.2m | ETA: 4.2h
[2025-10-17T23:06:35.676350] [INFO ] [sig       ] [28/380] Configuring BN...
[2025-10-17T23:06:35.676405] [INFO ] [CONFIGURE ] BN: Configurate test run.
[2025-10-17T23:06:35.676438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-10-17T23:06:35.690486] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BN'.
[2025-10-17T23:06:35.690972] [INFO ] [CONFIGURE ] BN: Testing with 29 available features
[2025-10-17T23:06:35.691030] [INFO ] [CONFIGURE ] BN: Establishing baseline with no features...
[2025-10-17T23:06:35.800636] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:35.906138] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:36.011627] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:06:36.122927] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:36.229572] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:36.340409] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:06:36.450125] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:06:36.567028] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:36.680596] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:36.789846] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:36.789984] [INFO ] [CONFIGURE ] BN: Baseline score (no features): 40.00%
[2025-10-17T23:06:36.790027] [INFO ] [CONFIGURE ] BN: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:06:36.790059] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:06:36.907593] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:37.025985] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:37.146242] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:37.266781] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:37.394009] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:37.515291] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:06:37.636476] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:06:37.759613] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:37.882853] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:38.008081] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:38.008245] [INFO ] [CONFIGURE ] BN: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-17T23:06:38.008299] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10245 tests
[2025-10-17T23:06:38.008340] [INFO ] [CONFIGURE ] BN: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:06:38.008373] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:06:38.145423] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:06:38.273265] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:38.402305] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:06:38.534317] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:38.665871] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:38.794867] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:06:38.925548] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:06:39.057342] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:06:39.187227] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:39.314548] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:39.314715] [INFO ] [CONFIGURE ] BN: DISCARDED add_cumulative_delta (score: 10.00%)
[2025-10-17T23:06:39.314772] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10244 tests
[2025-10-17T23:06:39.314807] [INFO ] [CONFIGURE ] BN: Testing feature 3/29: add_daily_returns
[2025-10-17T23:06:39.314837] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_daily_returns']
[2025-10-17T23:06:39.423058] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:39.532013] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:39.642529] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:06:39.753123] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:39.863022] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:39.973549] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:06:40.085741] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:06:40.198521] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:40.312821] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:40.427201] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:40.427372] [INFO ] [CONFIGURE ] BN: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-17T23:06:40.427438] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10243 tests
[2025-10-17T23:06:40.427473] [INFO ] [CONFIGURE ] BN: Testing feature 4/29: add_ema
[2025-10-17T23:06:40.427504] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_ema']
[2025-10-17T23:06:40.548190] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:40.671553] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:40.794901] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:40.917086] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:06:41.039248] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:41.169407] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:06:41.299851] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:06:41.424565] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:41.548994] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:41.675065] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:41.675262] [INFO ] [CONFIGURE ] BN: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:06:41.675308] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10242 tests
[2025-10-17T23:06:41.675342] [INFO ] [CONFIGURE ] BN: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:06:41.675373] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:06:41.806181] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:41.936256] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:42.068181] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:06:42.199034] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:42.337467] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:42.466702] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:06:42.595132] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:06:42.724772] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:42.856843] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:42.997238] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:42.997414] [INFO ] [CONFIGURE ] BN: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-17T23:06:42.997459] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10241 tests
[2025-10-17T23:06:42.997493] [INFO ] [CONFIGURE ] BN: Testing feature 6/29: add_failed_moves
[2025-10-17T23:06:42.997525] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_failed_moves']
[2025-10-17T23:06:43.114564] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:43.259767] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:43.387299] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:06:43.538119] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:43.698234] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:43.844515] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:06:43.990454] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:06:44.120097] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:44.248765] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:44.380046] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:44.380245] [INFO ] [CONFIGURE ] BN: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-17T23:06:44.380325] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10240 tests
[2025-10-17T23:06:44.380375] [INFO ] [CONFIGURE ] BN: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:06:44.380409] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_lag_shelf']
[2025-10-17T23:06:44.497219] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:44.605781] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:44.721496] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:06:44.829709] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:44.936791] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:45.044712] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:06:45.153895] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:06:45.264157] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:45.372879] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:45.481029] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:45.481228] [INFO ] [CONFIGURE ] BN: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-17T23:06:45.481287] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10239 tests
[2025-10-17T23:06:45.481323] [INFO ] [CONFIGURE ] BN: Testing feature 8/29: add_macd
[2025-10-17T23:06:45.481355] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:06:45.627025] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:45.771637] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:45.915423] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:06:46.066626] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:46.208875] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:46.349848] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:06:46.493481] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:06:46.638190] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:46.779849] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:46.927987] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:46.928128] [INFO ] [CONFIGURE ] BN: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:06:46.928173] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10238 tests
[2025-10-17T23:06:46.928208] [INFO ] [CONFIGURE ] BN: Testing feature 9/29: add_mfi
[2025-10-17T23:06:46.928238] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_mfi']
[2025-10-17T23:06:47.045613] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:47.164771] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:47.279297] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:06:47.394248] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:47.510459] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:47.627202] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:06:47.744014] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:06:47.863405] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:47.981489] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:48.100181] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:48.100316] [INFO ] [CONFIGURE ] BN: DISCARDED add_mfi (score: 40.00%)
[2025-10-17T23:06:48.100360] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10237 tests
[2025-10-17T23:06:48.100394] [INFO ] [CONFIGURE ] BN: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:06:48.100424] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:06:48.228469] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:48.357047] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:48.485834] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:06:48.620196] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:48.749857] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:48.880764] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:06:49.014046] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:06:49.146464] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:49.280092] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:49.414609] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:49.414761] [INFO ] [CONFIGURE ] BN: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-17T23:06:49.414812] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10236 tests
[2025-10-17T23:06:49.414845] [INFO ] [CONFIGURE ] BN: Testing feature 11/29: add_obv_daily
[2025-10-17T23:06:49.414876] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily']
[2025-10-17T23:06:49.522291] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:49.629950] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:49.737297] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:49.845463] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:49.953526] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:50.061632] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:06:50.170633] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:06:50.285508] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:50.396238] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:50.508286] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:50.508425] [INFO ] [CONFIGURE ] BN: KEPT add_obv_daily (score: 50.00%)
[2025-10-17T23:06:50.508490] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10235 tests
[2025-10-17T23:06:50.508530] [INFO ] [CONFIGURE ] BN: Testing feature 12/29: add_obv_interval
[2025-10-17T23:06:50.508563] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_obv_interval']
[2025-10-17T23:06:50.623958] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:50.739423] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:50.857750] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:06:50.975406] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:51.093935] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:51.213986] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:06:51.333396] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:06:51.453006] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:51.579235] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:51.706481] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:51.706613] [INFO ] [CONFIGURE ] BN: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-17T23:06:51.706685] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10234 tests
[2025-10-17T23:06:51.706737] [INFO ] [CONFIGURE ] BN: Testing feature 13/29: add_opening_strength
[2025-10-17T23:06:51.706769] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:06:51.833781] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:51.967435] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:52.095006] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:52.223850] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:52.351867] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:52.482981] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:06:52.613956] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:06:52.745065] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:52.878243] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:53.012983] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:53.013167] [INFO ] [CONFIGURE ] BN: KEPT add_opening_strength (score: 60.00%)
[2025-10-17T23:06:53.013212] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10233 tests
[2025-10-17T23:06:53.013246] [INFO ] [CONFIGURE ] BN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:06:53.013277] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-17T23:06:53.165063] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:53.321477] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:53.472200] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:53.623120] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:53.773142] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:53.959328] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:06:54.162350] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:06:54.342292] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:54.493440] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:54.645542] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:54.645736] [INFO ] [CONFIGURE ] BN: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:06:54.645790] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10232 tests
[2025-10-17T23:06:54.645825] [INFO ] [CONFIGURE ] BN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:06:54.645856] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-17T23:06:54.776617] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:54.911805] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:06:55.046953] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:55.172400] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:55.298949] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:55.425496] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:06:55.554025] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:06:55.684494] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:55.813132] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:55.947694] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:06:55.947859] [INFO ] [CONFIGURE ] BN: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T23:06:55.947908] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10231 tests
[2025-10-17T23:06:55.947994] [INFO ] [CONFIGURE ] BN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:06:55.948034] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-17T23:06:56.081248] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:56.215325] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:56.353386] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:56.496878] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:56.645160] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:56.788855] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:06:56.933209] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:06:57.077031] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:57.222023] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:57.386038] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:57.386257] [INFO ] [CONFIGURE ] BN: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:06:57.386306] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10230 tests
[2025-10-17T23:06:57.386344] [INFO ] [CONFIGURE ] BN: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:06:57.386399] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-17T23:06:57.530516] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:57.680215] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:57.837402] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:57.987885] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:58.144027] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:58.299375] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:06:58.453983] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:06:58.603615] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:06:58.758479] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:06:58.912883] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:06:58.913026] [INFO ] [CONFIGURE ] BN: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:06:58.913087] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10229 tests
[2025-10-17T23:06:58.913144] [INFO ] [CONFIGURE ] BN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:06:58.913178] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-17T23:06:59.045451] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:06:59.183346] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:06:59.319493] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:06:59.498955] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:06:59.632522] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:06:59.766138] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:06:59.913064] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:00.060635] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:00.197426] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:07:00.336919] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:07:00.337076] [INFO ] [CONFIGURE ] BN: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-17T23:07:00.337122] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10228 tests
[2025-10-17T23:07:00.337158] [INFO ] [CONFIGURE ] BN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:07:00.337192] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-17T23:07:00.469691] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:07:00.609086] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:07:00.748418] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:00.882281] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:07:01.018369] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:07:01.159210] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:07:01.289824] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:01.425309] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:01.559296] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:07:01.695631] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:07:01.695802] [INFO ] [CONFIGURE ] BN: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-17T23:07:01.695849] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10227 tests
[2025-10-17T23:07:01.695883] [INFO ] [CONFIGURE ] BN: Testing feature 20/29: add_price_rejection
[2025-10-17T23:07:01.695914] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-17T23:07:01.831960] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:07:01.966254] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:07:02.108112] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:02.244389] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:07:02.381727] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:07:02.526424] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:07:02.665054] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:02.807066] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:02.946636] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:07:03.094494] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:03.094713] [INFO ] [CONFIGURE ] BN: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-17T23:07:03.094772] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10226 tests
[2025-10-17T23:07:03.094809] [INFO ] [CONFIGURE ] BN: Testing feature 21/29: add_range_position
[2025-10-17T23:07:03.094842] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-17T23:07:03.246090] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:07:03.398035] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:07:03.549967] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:03.703150] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:07:03.854728] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:07:04.007356] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:07:04.166936] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:04.331214] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:04.503678] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:07:04.659318] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:07:04.659488] [INFO ] [CONFIGURE ] BN: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:07:04.659533] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10225 tests
[2025-10-17T23:07:04.659566] [INFO ] [CONFIGURE ] BN: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:07:04.659597] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-17T23:07:04.871061] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:07:05.038442] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:07:05.205635] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:05.374363] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:07:05.568336] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:07:05.738151] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:05.905987] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:06.077210] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:06.249255] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:07:06.423269] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:06.423515] [INFO ] [CONFIGURE ] BN: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:07:06.423580] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10224 tests
[2025-10-17T23:07:06.423619] [INFO ] [CONFIGURE ] BN: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:07:06.423680] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-17T23:07:06.570775] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:07:06.708969] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:07:06.846211] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:06.997193] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:07:07.161130] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:07:07.313801] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:07.469714] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:07.621762] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:07.775494] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:07:07.930769] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:07:07.930951] [INFO ] [CONFIGURE ] BN: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:07:07.930995] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10223 tests
[2025-10-17T23:07:07.931031] [INFO ] [CONFIGURE ] BN: Testing feature 24/29: add_rsi
[2025-10-17T23:07:07.931066] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-17T23:07:08.103708] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:07:08.279209] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:08.456841] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:08.628442] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:07:08.790133] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:07:08.949058] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:07:09.109359] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:09.269711] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:09.430884] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:07:09.591539] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:07:09.591736] [INFO ] [CONFIGURE ] BN: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:07:09.591791] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10222 tests
[2025-10-17T23:07:09.591827] [INFO ] [CONFIGURE ] BN: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:07:09.591859] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-17T23:07:09.726296] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:07:09.865078] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:07:10.003102] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:10.141610] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:07:10.296281] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:07:10.448678] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:10.601659] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:10.756138] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:10.913306] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:07:11.066178] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:07:11.066356] [INFO ] [CONFIGURE ] BN: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:07:11.066403] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10221 tests
[2025-10-17T23:07:11.066439] [INFO ] [CONFIGURE ] BN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:07:11.066473] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-17T23:07:11.217770] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:07:11.373058] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:07:11.524048] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:11.677835] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:07:11.826853] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:07:11.977144] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:12.142054] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:12.307060] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:12.473724] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:07:12.635638] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:12.635846] [INFO ] [CONFIGURE ] BN: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-17T23:07:12.635890] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10220 tests
[2025-10-17T23:07:12.635924] [INFO ] [CONFIGURE ] BN: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:07:12.635955] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-17T23:07:12.787318] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:07:12.938401] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:07:13.083930] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:13.243607] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:07:13.392969] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:07:13.541339] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:13.689176] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:13.838977] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:13.986435] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:07:14.145608] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:14.145803] [INFO ] [CONFIGURE ] BN: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:07:14.145853] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10219 tests
[2025-10-17T23:07:14.145889] [INFO ] [CONFIGURE ] BN: Testing feature 28/29: add_volume_profile
[2025-10-17T23:07:14.145920] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-17T23:07:14.294441] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:07:14.441666] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:07:14.614952] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:07:14.762822] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:07:14.917049] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:07:15.064329] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:15.211754] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:15.360822] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:15.517167] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:07:15.670150] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:07:15.670337] [INFO ] [CONFIGURE ] BN: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-17T23:07:15.670383] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10218 tests
[2025-10-17T23:07:15.670419] [INFO ] [CONFIGURE ] BN: Testing feature 29/29: add_vwap
[2025-10-17T23:07:15.670451] [INFO ] [CONFIGURE ] BN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-17T23:07:15.819323] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:07:15.962796] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:07:16.102934] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:16.245050] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:07:16.386985] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:07:16.534392] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:16.732335] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:16.884603] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:17.038613] [DEBUG] [FORECASTER] BN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:07:17.189739] [DEBUG] [FORECASTER] BN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:07:17.189894] [INFO ] [CONFIGURE ] BN: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:07:17.189937] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10217 tests
[2025-10-17T23:07:17.189971] [INFO ] [CONFIGURE ] BN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:07:17.190001] [INFO ] [CONFIGURE ] BN: Best accuracy: 60.00%
[2025-10-17T23:07:17.190030] [INFO ] [CONFIGURE ] BN: Best feature set (3 features): ['add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:07:17.190058] [INFO ] [CONFIGURE ] BN: Improvement over baseline: 20.00%
[2025-10-17T23:07:17.190085] [INFO ] [CONFIGURE ] BN: Total time: 40.4 seconds
[2025-10-17T23:07:17.190171] [INFO ] [CONFIGURE ] BN: Average time per feature: 1.4 seconds
[2025-10-17T23:07:17.190211] [INFO ] [CONFIGURE ] BN: Average speed: 0.72 features/sec
[2025-10-17T23:07:17.190535] [INFO ] [LOCAL     ] Saved configuration for BN: 3 features, 60.00% accuracy -> ./output/feature-sets/BN.json
[2025-10-17T23:07:17.190582] [INFO ] [CONFIGURE ] BN: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-10-17T23:07:17.190630] [INFO ] [sig       ] [28/380] Successfully configured BN | 0.02 sym/s | Total: 19.9m | ETA: 4.2h
[2025-10-17T23:07:17.190713] [INFO ] [sig       ] [29/380] Configuring BNY...
[2025-10-17T23:07:17.190767] [INFO ] [CONFIGURE ] BNY: Configurate test run.
[2025-10-17T23:07:17.190822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-10-17T23:07:17.202276] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BNY'.
[2025-10-17T23:07:17.202609] [INFO ] [CONFIGURE ] BNY: Testing with 29 available features
[2025-10-17T23:07:17.202689] [INFO ] [CONFIGURE ] BNY: Establishing baseline with no features...
[2025-10-17T23:07:17.313940] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:17.421496] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:07:17.531859] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:17.653178] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:17.763269] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:17.874072] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:17.986940] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:18.104066] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:18.226883] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:18.341634] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:18.341802] [INFO ] [CONFIGURE ] BNY: Baseline score (no features): 50.00%
[2025-10-17T23:07:18.341849] [INFO ] [CONFIGURE ] BNY: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:07:18.341880] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:07:18.469784] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:18.595542] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:07:18.720597] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:07:18.851380] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:18.980558] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:19.118840] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:19.245808] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:19.379558] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:19.511560] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:19.640482] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:19.640703] [INFO ] [CONFIGURE ] BNY: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-17T23:07:19.640762] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10216 tests
[2025-10-17T23:07:19.640799] [INFO ] [CONFIGURE ] BNY: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:07:19.640831] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:07:19.772025] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:19.902303] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:07:20.031250] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:07:20.163387] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:20.293828] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:20.425966] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:20.557242] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:20.699954] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:20.838407] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:20.974100] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:20.974274] [INFO ] [CONFIGURE ] BNY: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T23:07:20.974316] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10215 tests
[2025-10-17T23:07:20.974350] [INFO ] [CONFIGURE ] BNY: Testing feature 3/29: add_daily_returns
[2025-10-17T23:07:20.974380] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_daily_returns']
[2025-10-17T23:07:21.090395] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:21.206209] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:07:21.325207] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:21.443313] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:21.560940] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:21.679911] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:07:21.798595] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:21.916891] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:22.037239] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:22.157127] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:22.157266] [INFO ] [CONFIGURE ] BNY: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-17T23:07:22.157309] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10214 tests
[2025-10-17T23:07:22.157343] [INFO ] [CONFIGURE ] BNY: Testing feature 4/29: add_ema
[2025-10-17T23:07:22.157373] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema']
[2025-10-17T23:07:22.291390] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:22.422884] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:22.555916] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:22.689492] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:22.823151] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:22.958050] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:23.091536] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:23.225422] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:23.359854] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:23.497366] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:23.497511] [INFO ] [CONFIGURE ] BNY: KEPT add_ema (score: 60.00%)
[2025-10-17T23:07:23.497556] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10213 tests
[2025-10-17T23:07:23.497588] [INFO ] [CONFIGURE ] BNY: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:07:23.497618] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:07:23.653803] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:23.810215] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:23.963431] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:07:24.157660] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:24.312874] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:24.469360] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:24.626277] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:24.786185] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:24.946575] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:25.110305] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:25.110455] [INFO ] [CONFIGURE ] BNY: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:07:25.110498] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10212 tests
[2025-10-17T23:07:25.110533] [INFO ] [CONFIGURE ] BNY: Testing feature 6/29: add_failed_moves
[2025-10-17T23:07:25.110563] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-17T23:07:25.248516] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:25.389583] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:25.543709] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:25.684101] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:25.820077] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:25.955538] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:26.097199] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:26.239369] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:26.380232] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:26.522591] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:26.522760] [INFO ] [CONFIGURE ] BNY: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:07:26.522812] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10211 tests
[2025-10-17T23:07:26.522846] [INFO ] [CONFIGURE ] BNY: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:07:26.522877] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-17T23:07:26.654088] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:26.788233] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:26.922429] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:27.052937] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:27.186138] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:27.318353] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:27.453226] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:27.587174] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:27.729913] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:27.863969] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:27.864106] [INFO ] [CONFIGURE ] BNY: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:07:27.864149] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10210 tests
[2025-10-17T23:07:27.864184] [INFO ] [CONFIGURE ] BNY: Testing feature 8/29: add_macd
[2025-10-17T23:07:27.864214] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-17T23:07:28.039961] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:28.203820] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:07:28.370567] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:07:28.541789] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:28.712856] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:28.883160] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:07:29.051712] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:29.219925] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:29.388414] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:29.571260] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:29.571449] [INFO ] [CONFIGURE ] BNY: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:07:29.571497] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10209 tests
[2025-10-17T23:07:29.571532] [INFO ] [CONFIGURE ] BNY: Testing feature 9/29: add_mfi
[2025-10-17T23:07:29.571564] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_mfi']
[2025-10-17T23:07:29.722968] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:07:29.869855] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:30.016972] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:30.165345] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:30.310105] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:30.457108] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:30.601928] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:30.749363] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:30.900236] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:31.049248] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:31.049424] [INFO ] [CONFIGURE ] BNY: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:07:31.049469] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10208 tests
[2025-10-17T23:07:31.049504] [INFO ] [CONFIGURE ] BNY: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:07:31.049536] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:07:31.204569] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:31.365843] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:31.530851] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:07:31.699905] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:31.868996] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:32.032637] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:07:32.208697] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:32.370709] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:32.535855] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:32.697826] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:32.697970] [INFO ] [CONFIGURE ] BNY: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-17T23:07:32.698014] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10207 tests
[2025-10-17T23:07:32.698047] [INFO ] [CONFIGURE ] BNY: Testing feature 11/29: add_obv_daily
[2025-10-17T23:07:32.698077] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-17T23:07:32.833696] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:32.968775] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:07:33.105210] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:33.240973] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:33.385818] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:33.524242] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:33.660923] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:33.799329] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:33.946551] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:34.109480] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:34.109683] [INFO ] [CONFIGURE ] BNY: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:07:34.109746] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10206 tests
[2025-10-17T23:07:34.109784] [INFO ] [CONFIGURE ] BNY: Testing feature 12/29: add_obv_interval
[2025-10-17T23:07:34.109838] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-17T23:07:34.254636] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:34.407617] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:34.546628] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:07:34.683789] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:34.825336] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:34.963831] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:35.105350] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:35.244810] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:35.386319] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:35.526517] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:35.526705] [INFO ] [CONFIGURE ] BNY: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:07:35.526764] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10205 tests
[2025-10-17T23:07:35.526800] [INFO ] [CONFIGURE ] BNY: Testing feature 13/29: add_opening_strength
[2025-10-17T23:07:35.526831] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:07:35.681943] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:07:35.904968] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:36.085769] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:36.280664] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:36.446630] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:36.603465] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:36.759430] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:36.911937] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:37.058756] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:37.207348] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:07:37.207524] [INFO ] [CONFIGURE ] BNY: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:07:37.207574] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10204 tests
[2025-10-17T23:07:37.207616] [INFO ] [CONFIGURE ] BNY: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:07:37.207689] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-17T23:07:37.351079] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:37.494959] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:37.636258] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:37.782843] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:37.924595] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:38.069143] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:38.214822] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:38.362215] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:38.542545] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:38.688609] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:38.688776] [INFO ] [CONFIGURE ] BNY: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:07:38.688826] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10203 tests
[2025-10-17T23:07:38.688860] [INFO ] [CONFIGURE ] BNY: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:07:38.688890] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-17T23:07:38.815587] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:38.945492] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:39.079561] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:07:39.212343] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:39.341971] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:39.468554] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:39.603851] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:39.741084] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:39.876567] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:40.012140] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:40.012304] [INFO ] [CONFIGURE ] BNY: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T23:07:40.012348] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10202 tests
[2025-10-17T23:07:40.012381] [INFO ] [CONFIGURE ] BNY: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:07:40.012411] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-17T23:07:40.147768] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:07:40.287987] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:40.435952] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:40.576913] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:40.716974] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:40.859235] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:41.000098] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:41.141482] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:41.282505] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:41.425254] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:07:41.425414] [INFO ] [CONFIGURE ] BNY: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:07:41.425458] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10201 tests
[2025-10-17T23:07:41.425491] [INFO ] [CONFIGURE ] BNY: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:07:41.425522] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-17T23:07:41.568093] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:07:41.712531] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:41.856090] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:07:41.999774] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:42.140463] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:42.279543] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:42.425343] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:42.573036] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:42.721976] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:42.869475] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:42.869632] [INFO ] [CONFIGURE ] BNY: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-17T23:07:42.869713] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10200 tests
[2025-10-17T23:07:42.869757] [INFO ] [CONFIGURE ] BNY: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:07:42.869789] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-17T23:07:43.003767] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:07:43.132214] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:43.261087] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:43.390083] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:43.536444] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:43.678409] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:43.811105] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:43.940929] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:44.069873] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:44.205395] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:44.205566] [INFO ] [CONFIGURE ] BNY: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-17T23:07:44.205611] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10199 tests
[2025-10-17T23:07:44.205755] [INFO ] [CONFIGURE ] BNY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:07:44.205798] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-17T23:07:44.334872] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:07:44.461627] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:44.590944] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:44.721474] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:44.849858] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:44.985398] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:45.120582] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:45.251726] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:45.387335] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:45.525995] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:45.526317] [INFO ] [CONFIGURE ] BNY: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-17T23:07:45.526377] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10198 tests
[2025-10-17T23:07:45.526414] [INFO ] [CONFIGURE ] BNY: Testing feature 20/29: add_price_rejection
[2025-10-17T23:07:45.526448] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-17T23:07:45.665991] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:45.813246] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:45.954892] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:07:46.095320] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:46.234596] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:46.373992] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:46.519061] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:46.659869] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:46.804345] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:46.948686] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:46.948904] [INFO ] [CONFIGURE ] BNY: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:07:46.948967] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10197 tests
[2025-10-17T23:07:46.949004] [INFO ] [CONFIGURE ] BNY: Testing feature 21/29: add_range_position
[2025-10-17T23:07:46.949036] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_range_position']
[2025-10-17T23:07:47.106062] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:07:47.254436] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:47.404733] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:47.552951] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:47.703300] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:47.850593] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:47.994024] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:48.144154] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:48.295003] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:48.442363] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:48.442530] [INFO ] [CONFIGURE ] BNY: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:07:48.442577] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10196 tests
[2025-10-17T23:07:48.442610] [INFO ] [CONFIGURE ] BNY: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:07:48.442659] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-17T23:07:48.601776] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:07:48.762563] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:48.923151] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:49.084710] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:49.270249] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:07:49.440898] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:49.610902] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:49.781454] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:49.949020] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:50.132159] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:50.132344] [INFO ] [CONFIGURE ] BNY: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:07:50.132390] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10195 tests
[2025-10-17T23:07:50.132424] [INFO ] [CONFIGURE ] BNY: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:07:50.132455] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-17T23:07:50.271622] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:50.411901] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:50.557206] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:50.697576] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:50.834854] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:51.005083] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:51.143220] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:51.289129] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:51.448480] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:51.594278] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:51.594469] [INFO ] [CONFIGURE ] BNY: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:07:51.594517] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10194 tests
[2025-10-17T23:07:51.594553] [INFO ] [CONFIGURE ] BNY: Testing feature 24/29: add_rsi
[2025-10-17T23:07:51.594584] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_rsi']
[2025-10-17T23:07:51.733629] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:51.870148] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:07:52.004090] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:07:52.136907] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:52.270028] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:52.406519] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:52.546015] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:52.684606] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:52.831162] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:52.967841] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:52.968004] [INFO ] [CONFIGURE ] BNY: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T23:07:52.968048] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10193 tests
[2025-10-17T23:07:52.968083] [INFO ] [CONFIGURE ] BNY: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:07:52.968115] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-10-17T23:07:53.096060] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:53.222044] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:53.349067] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:07:53.479369] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:53.608813] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:53.738057] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:53.866827] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:54.024927] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:54.163247] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:54.308101] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:54.308283] [INFO ] [CONFIGURE ] BNY: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T23:07:54.308345] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10192 tests
[2025-10-17T23:07:54.308383] [INFO ] [CONFIGURE ] BNY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:07:54.308423] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-10-17T23:07:54.439779] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:07:54.575016] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:54.709026] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:07:54.842103] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:54.976378] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:07:55.126031] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:55.261002] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:55.396149] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:55.533339] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:55.676843] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:55.677026] [INFO ] [CONFIGURE ] BNY: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-17T23:07:55.677084] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10191 tests
[2025-10-17T23:07:55.677121] [INFO ] [CONFIGURE ] BNY: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:07:55.677152] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-10-17T23:07:55.820151] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:55.962202] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:56.102253] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:07:56.243476] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:56.385720] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:56.533073] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:07:56.678430] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:56.827620] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:56.973102] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:57.119794] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:57.119954] [INFO ] [CONFIGURE ] BNY: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-17T23:07:57.119999] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.5s/test | Remaining: 10190 tests
[2025-10-17T23:07:57.120033] [INFO ] [CONFIGURE ] BNY: Testing feature 28/29: add_volume_profile
[2025-10-17T23:07:57.120065] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_volume_profile']
[2025-10-17T23:07:57.252876] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:07:57.384223] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:57.517471] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:07:57.649669] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:07:57.786504] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:07:57.926898] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:58.061453] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:58.201381] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:07:58.340071] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:58.480782] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:58.480958] [INFO ] [CONFIGURE ] BNY: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-17T23:07:58.481023] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10189 tests
[2025-10-17T23:07:58.481096] [INFO ] [CONFIGURE ] BNY: Testing feature 29/29: add_vwap
[2025-10-17T23:07:58.481140] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema', 'add_vwap']
[2025-10-17T23:07:58.618436] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:07:58.757405] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:07:58.906000] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:07:59.044460] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:07:59.184836] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:07:59.326732] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:07:59.468387] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:07:59.608996] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:07:59.762295] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:07:59.920132] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:07:59.920313] [INFO ] [CONFIGURE ] BNY: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T23:07:59.920367] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10188 tests
[2025-10-17T23:07:59.920406] [INFO ] [CONFIGURE ] BNY: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:07:59.920471] [INFO ] [CONFIGURE ] BNY: Best accuracy: 60.00%
[2025-10-17T23:07:59.920540] [INFO ] [CONFIGURE ] BNY: Best feature set (1 features): ['add_ema']
[2025-10-17T23:07:59.920605] [INFO ] [CONFIGURE ] BNY: Improvement over baseline: 10.00%
[2025-10-17T23:07:59.920669] [INFO ] [CONFIGURE ] BNY: Total time: 41.6 seconds
[2025-10-17T23:07:59.920722] [INFO ] [CONFIGURE ] BNY: Average time per feature: 1.4 seconds
[2025-10-17T23:07:59.920803] [INFO ] [CONFIGURE ] BNY: Average speed: 0.70 features/sec
[2025-10-17T23:07:59.921380] [INFO ] [LOCAL     ] Saved configuration for BNY: 1 features, 60.00% accuracy -> ./output/feature-sets/BNY.json
[2025-10-17T23:07:59.921452] [INFO ] [CONFIGURE ] BNY: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-17T23:07:59.921533] [INFO ] [sig       ] [29/380] Successfully configured BNY | 0.02 sym/s | Total: 20.6m | ETA: 4.2h
[2025-10-17T23:07:59.921610] [INFO ] [sig       ] [30/380] Configuring BRCC...
[2025-10-17T23:07:59.921697] [INFO ] [CONFIGURE ] BRCC: Configurate test run.
[2025-10-17T23:07:59.921761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-10-17T23:07:59.936170] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRCC'.
[2025-10-17T23:07:59.936521] [INFO ] [CONFIGURE ] BRCC: Testing with 29 available features
[2025-10-17T23:07:59.936582] [INFO ] [CONFIGURE ] BRCC: Establishing baseline with no features...
[2025-10-17T23:08:00.082022] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:08:00.195232] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:08:00.312862] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:00.425747] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:08:00.542133] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:08:00.658332] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:08:00.782239] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:00.899717] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:01.016519] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:01.148827] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:01.148961] [INFO ] [CONFIGURE ] BRCC: Baseline score (no features): 50.00%
[2025-10-17T23:08:01.149005] [INFO ] [CONFIGURE ] BRCC: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:08:01.149040] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:08:01.286861] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:01.428108] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:08:01.569550] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:08:01.710540] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:08:01.853061] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:01.991954] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:02.143636] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:02.294702] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:02.436369] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:02.578461] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:02.578688] [INFO ] [CONFIGURE ] BRCC: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-17T23:08:02.578763] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10187 tests
[2025-10-17T23:08:02.578837] [INFO ] [CONFIGURE ] BRCC: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:08:02.578886] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:08:02.732041] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:02.887431] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:08:03.043730] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:03.184853] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:03.327929] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:03.477316] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:03.633489] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:03.777511] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:03.922839] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:04.065775] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:04.065938] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T23:08:04.065981] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10186 tests
[2025-10-17T23:08:04.066016] [INFO ] [CONFIGURE ] BRCC: Testing feature 3/29: add_daily_returns
[2025-10-17T23:08:04.066047] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:08:04.191189] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:04.316606] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:04.443160] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:04.570177] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:08:04.699083] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:04.827050] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:04.957449] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:05.088356] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:05.220735] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:05.352775] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:05.352936] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:08:05.352980] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10185 tests
[2025-10-17T23:08:05.353014] [INFO ] [CONFIGURE ] BRCC: Testing feature 4/29: add_ema
[2025-10-17T23:08:05.353045] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:08:05.490566] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:05.629239] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:05.768049] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:05.908163] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:08:06.049802] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:06.196578] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:06.364538] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:06.509118] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:06.656778] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:06.808803] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:06.808979] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:08:06.809024] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10184 tests
[2025-10-17T23:08:06.809058] [INFO ] [CONFIGURE ] BRCC: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:08:06.809090] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:08:06.960823] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:07.111120] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:07.256724] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:07.402820] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:07.550672] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:07.696491] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:07.843070] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:07.991258] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:08.138489] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:08.287073] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:08.287240] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-17T23:08:08.287284] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10183 tests
[2025-10-17T23:08:08.287318] [INFO ] [CONFIGURE ] BRCC: Testing feature 6/29: add_failed_moves
[2025-10-17T23:08:08.287349] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T23:08:08.417038] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:08.539551] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:08:08.666348] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:08:08.788109] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:08:08.910388] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:09.046486] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:09.260344] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:09.396384] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:09.522248] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:09.648180] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:09.648374] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:08:09.648419] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10182 tests
[2025-10-17T23:08:09.648454] [INFO ] [CONFIGURE ] BRCC: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:08:09.648484] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T23:08:09.761453] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:09.874663] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:08:09.989605] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:08:10.108129] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:10.223620] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:10.345016] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:10.457870] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:10.571333] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:10.684746] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:10.799177] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:10.799340] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:08:10.799384] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10181 tests
[2025-10-17T23:08:10.799418] [INFO ] [CONFIGURE ] BRCC: Testing feature 8/29: add_macd
[2025-10-17T23:08:10.799449] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T23:08:10.951524] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:11.117768] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:11.287284] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:11.443394] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:11.599339] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:11.758542] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:11.917563] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:12.073298] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:12.249425] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:12.414059] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:12.414246] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:08:12.414290] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10180 tests
[2025-10-17T23:08:12.414326] [INFO ] [CONFIGURE ] BRCC: Testing feature 9/29: add_mfi
[2025-10-17T23:08:12.414358] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T23:08:12.547883] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:12.684007] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:08:12.827507] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:08:12.962828] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:08:13.100174] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:13.237870] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:13.377171] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:13.519935] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:13.658474] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:13.799816] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:13.800029] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:08:13.800075] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10179 tests
[2025-10-17T23:08:13.800111] [INFO ] [CONFIGURE ] BRCC: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:08:13.800142] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:08:13.950830] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:14.102482] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:08:14.253294] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:14.404107] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:14.557843] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:14.710806] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:14.864091] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:15.020123] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:15.178247] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:15.336901] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:15.337094] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:08:15.337141] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10178 tests
[2025-10-17T23:08:15.337178] [INFO ] [CONFIGURE ] BRCC: Testing feature 11/29: add_obv_daily
[2025-10-17T23:08:15.337212] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-17T23:08:15.462317] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:15.586750] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:08:15.717967] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:08:15.843145] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:08:15.969871] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:16.096865] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:16.224516] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:16.353539] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:16.483073] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:16.614928] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:16.615143] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T23:08:16.615191] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10177 tests
[2025-10-17T23:08:16.615227] [INFO ] [CONFIGURE ] BRCC: Testing feature 12/29: add_obv_interval
[2025-10-17T23:08:16.615259] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-17T23:08:16.743669] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:16.877188] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:17.003583] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:17.125958] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:08:17.254850] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:17.384705] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:17.508697] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:17.633938] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:17.762110] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:17.900868] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:17.901097] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:08:17.901150] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10176 tests
[2025-10-17T23:08:17.901187] [INFO ] [CONFIGURE ] BRCC: Testing feature 13/29: add_opening_strength
[2025-10-17T23:08:17.901222] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:08:18.032381] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:18.164942] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:18.300058] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:18.431103] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:18.563021] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:18.698504] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:18.830223] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:18.964288] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:19.099038] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:19.233003] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:19.233184] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-17T23:08:19.233228] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10175 tests
[2025-10-17T23:08:19.233265] [INFO ] [CONFIGURE ] BRCC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:08:19.233298] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-17T23:08:19.366781] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:19.499826] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:19.635550] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:08:19.773971] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:19.908145] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:20.042526] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:20.181912] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:20.318950] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:20.457374] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:20.612609] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:20.612785] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-17T23:08:20.612835] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10174 tests
[2025-10-17T23:08:20.612891] [INFO ] [CONFIGURE ] BRCC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:08:20.612924] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-17T23:08:20.729335] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:20.842335] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:20.957551] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:21.070863] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:21.190212] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:21.332065] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:21.464064] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:21.583437] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:21.704491] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:21.829772] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:21.830142] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-17T23:08:21.830184] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10173 tests
[2025-10-17T23:08:21.830218] [INFO ] [CONFIGURE ] BRCC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:08:21.830249] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-17T23:08:21.960945] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:22.089894] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:22.221308] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:08:22.353051] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:08:22.484269] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:22.613622] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:22.744536] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:22.877195] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:23.012047] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:23.152791] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:23.152967] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:08:23.153011] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10172 tests
[2025-10-17T23:08:23.153045] [INFO ] [CONFIGURE ] BRCC: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:08:23.153077] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-17T23:08:23.287903] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:23.421556] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:08:23.555593] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:08:23.693366] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:23.836471] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:23.968965] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:24.102015] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:24.237962] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:24.372608] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:24.544556] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:24.544778] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:08:24.544831] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10171 tests
[2025-10-17T23:08:24.544866] [INFO ] [CONFIGURE ] BRCC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:08:24.544897] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-17T23:08:24.663832] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:24.783818] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:08:24.901915] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:08:25.019831] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:08:25.140799] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:25.262278] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:25.381196] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:25.499457] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:25.627912] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:25.749179] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:25.749326] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:08:25.749369] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10170 tests
[2025-10-17T23:08:25.749404] [INFO ] [CONFIGURE ] BRCC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:08:25.749436] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-17T23:08:25.864997] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:25.980084] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:08:26.095674] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:08:26.211451] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:08:26.335637] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:26.460909] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:26.589826] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:26.711811] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:26.845074] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:26.982849] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:26.983044] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:08:26.983088] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10169 tests
[2025-10-17T23:08:26.983124] [INFO ] [CONFIGURE ] BRCC: Testing feature 20/29: add_price_rejection
[2025-10-17T23:08:26.983155] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-17T23:08:27.117069] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:27.247302] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:27.377975] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:27.509118] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:27.640411] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:27.776068] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:27.921674] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:28.055570] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:28.186468] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:28.320882] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:28.321022] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-17T23:08:28.321064] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10168 tests
[2025-10-17T23:08:28.321096] [INFO ] [CONFIGURE ] BRCC: Testing feature 21/29: add_range_position
[2025-10-17T23:08:28.321126] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-17T23:08:28.463434] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:28.599975] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:28.796374] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:28.987923] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:08:29.173523] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:29.329351] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:29.483128] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:29.630391] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:29.843784] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:29.981336] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:29.981485] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:08:29.981529] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10167 tests
[2025-10-17T23:08:29.981563] [INFO ] [CONFIGURE ] BRCC: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:08:29.981665] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-17T23:08:30.148929] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:30.323221] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:30.479025] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:08:30.636823] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:08:30.795153] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:30.959211] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:31.123975] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:31.288101] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:08:31.450422] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:31.607138] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:31.607322] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:08:31.607366] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10166 tests
[2025-10-17T23:08:31.607400] [INFO ] [CONFIGURE ] BRCC: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:08:31.607430] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-17T23:08:31.734052] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:31.856167] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:31.978039] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:08:32.100632] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:08:32.223155] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:32.343099] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:32.462397] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:32.592455] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:32.723318] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:32.855565] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:32.855767] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:08:32.855822] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10165 tests
[2025-10-17T23:08:32.855857] [INFO ] [CONFIGURE ] BRCC: Testing feature 24/29: add_rsi
[2025-10-17T23:08:32.855889] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-17T23:08:33.008668] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:33.157068] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:08:33.304103] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:33.450902] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:33.629745] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:33.782169] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:33.933772] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:34.084660] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:34.235255] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:34.391599] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:34.391794] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:08:34.391845] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10164 tests
[2025-10-17T23:08:34.391881] [INFO ] [CONFIGURE ] BRCC: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:08:34.391914] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-17T23:08:34.519346] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:08:34.653321] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:34.785379] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:34.925074] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:08:35.055846] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:35.182784] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:35.312568] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:35.448939] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:35.576601] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:35.706034] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:35.706175] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-17T23:08:35.706219] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10163 tests
[2025-10-17T23:08:35.706252] [INFO ] [CONFIGURE ] BRCC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:08:35.706283] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-17T23:08:35.830288] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:35.955459] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:36.077885] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:36.201134] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:36.325507] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:36.459286] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:36.591781] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:36.731185] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:36.864758] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:36.996509] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:36.996741] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-17T23:08:36.996797] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10162 tests
[2025-10-17T23:08:36.996834] [INFO ] [CONFIGURE ] BRCC: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:08:36.996867] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-17T23:08:37.130988] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:37.265750] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:37.410784] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:37.561614] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:08:37.703205] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:37.842824] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:37.989884] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:38.148145] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:38.306359] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:38.447939] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:38.448095] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:08:38.448139] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10161 tests
[2025-10-17T23:08:38.448173] [INFO ] [CONFIGURE ] BRCC: Testing feature 28/29: add_volume_profile
[2025-10-17T23:08:38.448202] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T23:08:38.582828] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:38.713014] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:38.843302] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:38.973493] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:39.097332] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:39.225977] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:39.352431] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:39.479350] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:39.606269] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:39.738623] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:39.738819] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-17T23:08:39.738866] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10160 tests
[2025-10-17T23:08:39.738901] [INFO ] [CONFIGURE ] BRCC: Testing feature 29/29: add_vwap
[2025-10-17T23:08:39.738932] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-17T23:08:39.869500] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:08:40.012455] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:08:40.138315] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:08:40.265866] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:40.392063] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:08:40.526505] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:40.653722] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:08:40.781867] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:40.909714] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:08:41.037173] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:41.037341] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_vwap (score: 30.00%)
[2025-10-17T23:08:41.037408] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10159 tests
[2025-10-17T23:08:41.037467] [INFO ] [CONFIGURE ] BRCC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:08:41.037500] [INFO ] [CONFIGURE ] BRCC: Best accuracy: 70.00%
[2025-10-17T23:08:41.037532] [INFO ] [CONFIGURE ] BRCC: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-17T23:08:41.037559] [INFO ] [CONFIGURE ] BRCC: Improvement over baseline: 20.00%
[2025-10-17T23:08:41.037585] [INFO ] [CONFIGURE ] BRCC: Total time: 39.9 seconds
[2025-10-17T23:08:41.037611] [INFO ] [CONFIGURE ] BRCC: Average time per feature: 1.4 seconds
[2025-10-17T23:08:41.037637] [INFO ] [CONFIGURE ] BRCC: Average speed: 0.73 features/sec
[2025-10-17T23:08:41.038109] [INFO ] [LOCAL     ] Saved configuration for BRCC: 1 features, 70.00% accuracy -> ./output/feature-sets/BRCC.json
[2025-10-17T23:08:41.038165] [INFO ] [CONFIGURE ] BRCC: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-17T23:08:41.038204] [INFO ] [sig       ] [30/380] Successfully configured BRCC | 0.02 sym/s | Total: 21.3m | ETA: 4.1h
[2025-10-17T23:08:41.038236] [INFO ] [sig       ] [31/380] Configuring BRO...
[2025-10-17T23:08:41.038265] [INFO ] [CONFIGURE ] BRO: Configurate test run.
[2025-10-17T23:08:41.038294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-10-17T23:08:41.049085] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRO'.
[2025-10-17T23:08:41.049443] [INFO ] [CONFIGURE ] BRO: Testing with 29 available features
[2025-10-17T23:08:41.049500] [INFO ] [CONFIGURE ] BRO: Establishing baseline with no features...
[2025-10-17T23:08:41.150270] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:41.251194] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:08:41.352556] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:08:41.454142] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:41.557880] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:08:41.660797] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:08:41.763861] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:08:41.869756] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:41.975173] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:08:42.083063] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:42.083192] [INFO ] [CONFIGURE ] BRO: Baseline score (no features): 60.00%
[2025-10-17T23:08:42.083234] [INFO ] [CONFIGURE ] BRO: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:08:42.083266] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:08:42.201825] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:42.323475] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:08:42.439841] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:08:42.561257] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:42.704857] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:08:42.822843] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:08:42.942174] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:08:43.062982] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:08:43.184084] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:08:43.304572] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:43.304740] [INFO ] [CONFIGURE ] BRO: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-17T23:08:43.304792] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10158 tests
[2025-10-17T23:08:43.304832] [INFO ] [CONFIGURE ] BRO: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:08:43.304862] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:08:43.427498] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:43.550371] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:08:43.674069] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:08:43.799312] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:43.926539] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:08:44.052331] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:08:44.179454] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:08:44.307959] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:08:44.434151] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:08:44.562186] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:44.562346] [INFO ] [CONFIGURE ] BRO: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-17T23:08:44.562388] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10157 tests
[2025-10-17T23:08:44.562421] [INFO ] [CONFIGURE ] BRO: Testing feature 3/29: add_daily_returns
[2025-10-17T23:08:44.562451] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_daily_returns']
[2025-10-17T23:08:44.673119] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:44.781381] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:08:44.892164] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:08:45.020354] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:45.141673] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:08:45.260542] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:08:45.384837] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:08:45.518767] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:08:45.643818] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:08:45.772816] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:45.773017] [INFO ] [CONFIGURE ] BRO: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-17T23:08:45.773102] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10156 tests
[2025-10-17T23:08:45.773178] [INFO ] [CONFIGURE ] BRO: Testing feature 4/29: add_ema
[2025-10-17T23:08:45.773246] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_ema']
[2025-10-17T23:08:45.896078] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:46.015044] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:08:46.139363] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:08:46.260604] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:46.383262] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:08:46.509384] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:08:46.632999] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:08:46.757608] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:08:46.881088] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:08:47.004625] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:47.004811] [INFO ] [CONFIGURE ] BRO: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:08:47.004860] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10155 tests
[2025-10-17T23:08:47.004894] [INFO ] [CONFIGURE ] BRO: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:08:47.004924] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:08:47.132060] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:47.256631] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:08:47.382347] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:08:47.508923] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:47.636723] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:08:47.766136] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:08:47.897601] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:08:48.037959] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:08:48.174422] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:08:48.311418] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:48.311591] [INFO ] [CONFIGURE ] BRO: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-17T23:08:48.311636] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10154 tests
[2025-10-17T23:08:48.311714] [INFO ] [CONFIGURE ] BRO: Testing feature 6/29: add_failed_moves
[2025-10-17T23:08:48.311750] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_failed_moves']
[2025-10-17T23:08:48.424527] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:48.540299] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:08:48.653013] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:08:48.767040] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:48.880714] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:08:48.996336] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:08:49.111497] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:08:49.227421] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:49.345831] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:08:49.480352] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:49.480555] [INFO ] [CONFIGURE ] BRO: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:08:49.480610] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10153 tests
[2025-10-17T23:08:49.480697] [INFO ] [CONFIGURE ] BRO: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:08:49.480747] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_lag_shelf']
[2025-10-17T23:08:49.589243] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:49.693982] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:08:49.798301] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:08:49.907416] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:50.023439] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:08:50.145527] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:08:50.263608] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:08:50.385980] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:50.507534] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:08:50.628805] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:50.628987] [INFO ] [CONFIGURE ] BRO: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:08:50.629033] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10152 tests
[2025-10-17T23:08:50.629066] [INFO ] [CONFIGURE ] BRO: Testing feature 8/29: add_macd
[2025-10-17T23:08:50.629100] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:08:50.785189] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:08:50.950876] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:08:51.120358] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:08:51.284299] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:51.458558] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:08:51.627464] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:08:51.811215] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:08:51.988346] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:52.139444] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:08:52.288335] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:52.288521] [INFO ] [CONFIGURE ] BRO: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:08:52.288567] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10151 tests
[2025-10-17T23:08:52.288601] [INFO ] [CONFIGURE ] BRO: Testing feature 9/29: add_mfi
[2025-10-17T23:08:52.288631] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_mfi']
[2025-10-17T23:08:52.410578] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:52.540147] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:08:52.663857] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:08:52.786925] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:52.910226] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:08:53.034277] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:08:53.159110] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:08:53.284370] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:53.409262] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:08:53.536959] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:53.537126] [INFO ] [CONFIGURE ] BRO: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T23:08:53.537169] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10150 tests
[2025-10-17T23:08:53.537203] [INFO ] [CONFIGURE ] BRO: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:08:53.537233] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:08:53.674354] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:53.811311] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:08:53.949342] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:08:54.091520] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:54.237050] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:08:54.386162] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:08:54.535921] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:08:54.680251] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:08:54.851741] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:08:54.999318] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:54.999508] [INFO ] [CONFIGURE ] BRO: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:08:54.999553] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10149 tests
[2025-10-17T23:08:54.999586] [INFO ] [CONFIGURE ] BRO: Testing feature 11/29: add_obv_daily
[2025-10-17T23:08:54.999616] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_obv_daily']
[2025-10-17T23:08:55.120575] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:55.241560] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:08:55.360308] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:08:55.479782] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:08:55.600256] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:08:55.728726] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:08:55.851986] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:08:55.975542] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:08:56.100639] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:08:56.223581] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:56.223771] [INFO ] [CONFIGURE ] BRO: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T23:08:56.223833] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10148 tests
[2025-10-17T23:08:56.223871] [INFO ] [CONFIGURE ] BRO: Testing feature 12/29: add_obv_interval
[2025-10-17T23:08:56.223901] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_obv_interval']
[2025-10-17T23:08:56.342712] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:56.463357] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:08:56.586961] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:08:56.723450] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:56.846163] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:08:56.970633] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:08:57.098074] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:08:57.222633] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:08:57.364612] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:08:57.489365] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:57.489550] [INFO ] [CONFIGURE ] BRO: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:08:57.489594] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10147 tests
[2025-10-17T23:08:57.489628] [INFO ] [CONFIGURE ] BRO: Testing feature 13/29: add_opening_strength
[2025-10-17T23:08:57.489696] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:08:57.620697] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:57.764666] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:08:57.906781] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:08:58.047872] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:58.193418] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:08:58.367565] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:08:58.514723] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:08:58.659733] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:08:58.798511] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:08:58.938839] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:08:58.939024] [INFO ] [CONFIGURE ] BRO: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-17T23:08:58.939070] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10146 tests
[2025-10-17T23:08:58.939104] [INFO ] [CONFIGURE ] BRO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:08:58.939134] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T23:08:59.067962] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:08:59.198343] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:08:59.329983] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:08:59.465500] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:08:59.605026] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:08:59.746415] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:08:59.894407] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:00.030236] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:00.166751] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:00.306530] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:09:00.306736] [INFO ] [CONFIGURE ] BRO: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-17T23:09:00.306792] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10145 tests
[2025-10-17T23:09:00.306830] [INFO ] [CONFIGURE ] BRO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:09:00.306863] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T23:09:00.424096] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:00.543161] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:09:00.657444] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:09:00.776578] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:00.915973] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:09:01.033767] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:09:01.164271] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:01.291950] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:09:01.418473] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:01.543917] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:09:01.544111] [INFO ] [CONFIGURE ] BRO: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T23:09:01.544156] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10144 tests
[2025-10-17T23:09:01.544190] [INFO ] [CONFIGURE ] BRO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:09:01.544222] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T23:09:01.673987] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:01.801790] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:09:01.952511] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:09:02.086926] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:02.228111] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:09:02.368883] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:09:02.505973] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:02.642219] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:02.770094] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:02.901854] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:09:02.902025] [INFO ] [CONFIGURE ] BRO: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-17T23:09:02.902073] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10143 tests
[2025-10-17T23:09:02.902111] [INFO ] [CONFIGURE ] BRO: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:09:02.902144] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_pbf_return_2d']
[2025-10-17T23:09:03.029727] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:03.161371] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:09:03.291966] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:09:03.420427] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:03.559304] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:09:03.687012] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:09:03.813466] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:03.955769] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:09:04.090838] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:04.226101] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:09:04.226297] [INFO ] [CONFIGURE ] BRO: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-17T23:09:04.226342] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10142 tests
[2025-10-17T23:09:04.226399] [INFO ] [CONFIGURE ] BRO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:09:04.226432] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_pbf_volatility_5d']
[2025-10-17T23:09:04.345792] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:04.465226] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:09:04.583428] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:09:04.702108] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:04.821573] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:09:04.940552] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:09:05.061317] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:05.183366] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:05.311397] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:05.434734] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:09:05.434897] [INFO ] [CONFIGURE ] BRO: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-17T23:09:05.434942] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10141 tests
[2025-10-17T23:09:05.434975] [INFO ] [CONFIGURE ] BRO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:09:05.435007] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-17T23:09:05.551802] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:05.673791] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:09:05.795132] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:09:05.913395] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:06.028932] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:09:06.154982] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:09:06.278923] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:06.433505] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:06.556938] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:06.682187] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:09:06.682356] [INFO ] [CONFIGURE ] BRO: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-17T23:09:06.682399] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10140 tests
[2025-10-17T23:09:06.682432] [INFO ] [CONFIGURE ] BRO: Testing feature 20/29: add_price_rejection
[2025-10-17T23:09:06.682464] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_price_rejection']
[2025-10-17T23:09:06.810826] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:06.982273] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:09:07.125822] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:09:07.260090] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:07.394119] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:09:07.535536] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:09:07.683993] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:07.816367] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:09:07.949279] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:08.075914] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:09:08.076095] [INFO ] [CONFIGURE ] BRO: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-17T23:09:08.076158] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10139 tests
[2025-10-17T23:09:08.076195] [INFO ] [CONFIGURE ] BRO: Testing feature 21/29: add_range_position
[2025-10-17T23:09:08.076226] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_range_position']
[2025-10-17T23:09:08.212195] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:08.364592] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:09:08.501174] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:09:08.633719] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:08.770304] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:09:08.902166] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:09:09.035048] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:09.173042] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:09:09.307375] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:09.443369] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:09:09.443545] [INFO ] [CONFIGURE ] BRO: DISCARDED add_range_position (score: 30.00%)
[2025-10-17T23:09:09.443591] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10138 tests
[2025-10-17T23:09:09.443624] [INFO ] [CONFIGURE ] BRO: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:09:09.443689] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_realized_volatility']
[2025-10-17T23:09:09.587585] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:09.735780] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:09:09.881567] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:09:10.044162] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:10.199260] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:09:10.374695] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:09:10.532108] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:10.683131] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:10.835151] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:10.991331] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:09:10.991511] [INFO ] [CONFIGURE ] BRO: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:09:10.991565] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10137 tests
[2025-10-17T23:09:10.991601] [INFO ] [CONFIGURE ] BRO: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:09:10.991660] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_recent_range_context']
[2025-10-17T23:09:11.114304] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:11.234048] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:09:11.353547] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:09:11.476225] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:11.602041] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:09:11.729426] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:09:11.851925] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:11.976912] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:09:12.106711] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:12.238161] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:09:12.238348] [INFO ] [CONFIGURE ] BRO: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-17T23:09:12.238404] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10136 tests
[2025-10-17T23:09:12.238441] [INFO ] [CONFIGURE ] BRO: Testing feature 24/29: add_rsi
[2025-10-17T23:09:12.238473] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_ema', 'add_rsi']
[2025-10-17T23:09:12.376998] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:12.523725] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:09:12.666586] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:09:12.816047] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:12.960400] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:09:13.103551] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:09:13.247850] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:13.399610] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:09:13.557758] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:13.721078] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:09:13.721273] [INFO ] [CONFIGURE ] BRO: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T23:09:13.721341] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10135 tests
[2025-10-17T23:09:13.721398] [INFO ] [CONFIGURE ] BRO: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:09:13.721434] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_tick_distribution']
[2025-10-17T23:09:13.844019] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:13.965380] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:09:14.095097] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:09:14.217174] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:14.349085] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:09:14.472479] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:09:14.596178] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:14.726717] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:09:14.851069] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:14.976711] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:09:14.976912] [INFO ] [CONFIGURE ] BRO: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T23:09:14.976958] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10134 tests
[2025-10-17T23:09:14.976992] [INFO ] [CONFIGURE ] BRO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:09:14.977024] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-17T23:09:15.100280] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:15.228917] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:09:15.357322] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:09:15.485264] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:15.615636] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:09:15.746067] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:09:15.873493] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:16.001314] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:09:16.124398] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:16.251070] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:09:16.251247] [INFO ] [CONFIGURE ] BRO: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-17T23:09:16.251290] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10133 tests
[2025-10-17T23:09:16.251324] [INFO ] [CONFIGURE ] BRO: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:09:16.251355] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_volume_price_divergence']
[2025-10-17T23:09:16.379883] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:16.516612] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:09:16.644911] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:09:16.775591] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:16.906201] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:09:17.034746] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:09:17.164133] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:17.293086] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:09:17.425054] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:17.557454] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:09:17.557637] [INFO ] [CONFIGURE ] BRO: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-17T23:09:17.557752] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10132 tests
[2025-10-17T23:09:17.557812] [INFO ] [CONFIGURE ] BRO: Testing feature 28/29: add_volume_profile
[2025-10-17T23:09:17.557847] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_volume_profile']
[2025-10-17T23:09:17.681773] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:17.800839] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:09:17.921780] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:09:18.040771] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:18.161427] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:09:18.286938] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:09:18.411457] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:18.538017] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:09:18.664297] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:18.791869] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:09:18.792030] [INFO ] [CONFIGURE ] BRO: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-17T23:09:18.792073] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10131 tests
[2025-10-17T23:09:18.792107] [INFO ] [CONFIGURE ] BRO: Testing feature 29/29: add_vwap
[2025-10-17T23:09:18.792139] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_vwap']
[2025-10-17T23:09:18.925363] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:19.084188] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:09:19.208607] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:09:19.341084] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:19.478098] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:09:19.614919] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:09:19.761932] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:19.897136] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:09:20.030974] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:20.169028] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:09:20.169301] [INFO ] [CONFIGURE ] BRO: DISCARDED add_vwap (score: 30.00%)
[2025-10-17T23:09:20.169374] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10130 tests
[2025-10-17T23:09:20.169435] [INFO ] [CONFIGURE ] BRO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:09:20.169470] [INFO ] [CONFIGURE ] BRO: Best accuracy: 60.00%
[2025-10-17T23:09:20.169500] [INFO ] [CONFIGURE ] BRO: Best feature set (0 features): []
[2025-10-17T23:09:20.169528] [INFO ] [CONFIGURE ] BRO: Improvement over baseline: 0.00%
[2025-10-17T23:09:20.169555] [INFO ] [CONFIGURE ] BRO: Total time: 38.1 seconds
[2025-10-17T23:09:20.169680] [INFO ] [CONFIGURE ] BRO: Average time per feature: 1.3 seconds
[2025-10-17T23:09:20.169730] [INFO ] [CONFIGURE ] BRO: Average speed: 0.76 features/sec
[2025-10-17T23:09:20.170402] [INFO ] [LOCAL     ] Saved configuration for BRO: 0 features, 60.00% accuracy -> ./output/feature-sets/BRO.json
[2025-10-17T23:09:20.170473] [INFO ] [CONFIGURE ] BRO: Configuration saved successfully: 0 features, 60.00% accuracy.
[2025-10-17T23:09:20.170552] [INFO ] [sig       ] [31/380] Successfully configured BRO | 0.02 sym/s | Total: 22.0m | ETA: 4.1h
[2025-10-17T23:09:20.170619] [INFO ] [sig       ] [32/380] Configuring BRT...
[2025-10-17T23:09:20.170710] [INFO ] [CONFIGURE ] BRT: Configurate test run.
[2025-10-17T23:09:20.170765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRT' from 'https://tdm.silogroup.org/data/derivative_storage/BRT.csv'.
[2025-10-17T23:09:20.185677] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRT'.
[2025-10-17T23:09:20.186150] [INFO ] [CONFIGURE ] BRT: Testing with 29 available features
[2025-10-17T23:09:20.186207] [INFO ] [CONFIGURE ] BRT: Establishing baseline with no features...
[2025-10-17T23:09:20.305523] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:20.411912] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:20.522257] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:20.628824] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:20.738267] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:20.840961] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:20.947077] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:09:21.049134] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:21.153200] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:21.256516] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:21.256628] [INFO ] [CONFIGURE ] BRT: Baseline score (no features): 70.00%
[2025-10-17T23:09:21.256704] [INFO ] [CONFIGURE ] BRT: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:09:21.256746] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:09:21.370293] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:21.483955] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:21.600563] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:21.716316] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:21.833712] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:21.954779] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:22.072329] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:22.196931] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:09:22.329136] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:22.446769] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:22.446979] [INFO ] [CONFIGURE ] BRT: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-17T23:09:22.447028] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10129 tests
[2025-10-17T23:09:22.447063] [INFO ] [CONFIGURE ] BRT: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:09:22.447093] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:09:22.564964] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:22.683096] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:22.803806] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:22.929567] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:23.050533] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:23.171021] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:23.294442] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:23.417405] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:09:23.544091] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:23.666668] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:23.666822] [INFO ] [CONFIGURE ] BRT: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-17T23:09:23.666885] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10128 tests
[2025-10-17T23:09:23.666920] [INFO ] [CONFIGURE ] BRT: Testing feature 3/29: add_daily_returns
[2025-10-17T23:09:23.666950] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_daily_returns']
[2025-10-17T23:09:23.773810] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:23.881928] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:23.992177] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:24.102754] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:24.212967] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:24.323336] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:24.431734] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:24.544171] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:24.655524] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:24.770858] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:24.771018] [INFO ] [CONFIGURE ] BRT: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:09:24.771065] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10127 tests
[2025-10-17T23:09:24.771107] [INFO ] [CONFIGURE ] BRT: Testing feature 4/29: add_ema
[2025-10-17T23:09:24.771144] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_ema']
[2025-10-17T23:09:24.888492] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:25.007835] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:25.129810] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:25.305348] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:25.428633] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:25.547513] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:25.668408] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:25.788213] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:25.910180] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:26.032333] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:26.032500] [INFO ] [CONFIGURE ] BRT: DISCARDED add_ema (score: 60.00%)
[2025-10-17T23:09:26.032545] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10126 tests
[2025-10-17T23:09:26.032579] [INFO ] [CONFIGURE ] BRT: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:09:26.032610] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:09:26.163434] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:26.296097] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:26.428625] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:26.567370] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:26.702836] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:26.842102] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:09:26.980129] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:27.131205] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:09:27.277200] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:27.416193] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:27.416348] [INFO ] [CONFIGURE ] BRT: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-17T23:09:27.416391] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10125 tests
[2025-10-17T23:09:27.416425] [INFO ] [CONFIGURE ] BRT: Testing feature 6/29: add_failed_moves
[2025-10-17T23:09:27.416455] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_failed_moves']
[2025-10-17T23:09:27.535370] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:27.659065] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:27.784089] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:27.915943] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:28.034113] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:28.162296] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:28.309613] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:09:28.427035] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:28.565471] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:28.684826] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:28.684985] [INFO ] [CONFIGURE ] BRT: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:09:28.685028] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10124 tests
[2025-10-17T23:09:28.685061] [INFO ] [CONFIGURE ] BRT: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:09:28.685092] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_lag_shelf']
[2025-10-17T23:09:28.790778] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:28.899181] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:29.010054] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:29.126778] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:29.235139] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:29.351260] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:29.470212] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:09:29.588396] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:29.713820] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:29.837872] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:29.838042] [INFO ] [CONFIGURE ] BRT: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:09:29.838088] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10123 tests
[2025-10-17T23:09:29.838123] [INFO ] [CONFIGURE ] BRT: Testing feature 8/29: add_macd
[2025-10-17T23:09:29.838154] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:09:29.997501] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:30.161746] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:30.308848] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:30.457246] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:30.603184] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:30.747826] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:30.896527] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:31.043781] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:31.196032] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:31.389585] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:31.389833] [INFO ] [CONFIGURE ] BRT: DISCARDED add_macd (score: 60.00%)
[2025-10-17T23:09:31.389898] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10122 tests
[2025-10-17T23:09:31.389936] [INFO ] [CONFIGURE ] BRT: Testing feature 9/29: add_mfi
[2025-10-17T23:09:31.389967] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_mfi']
[2025-10-17T23:09:31.511471] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:31.631629] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:31.757909] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:31.882806] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:32.011754] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:32.142597] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:32.274491] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:32.406632] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:32.545597] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:32.677506] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:32.677705] [INFO ] [CONFIGURE ] BRT: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T23:09:32.677808] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10121 tests
[2025-10-17T23:09:32.677857] [INFO ] [CONFIGURE ] BRT: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:09:32.677891] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:09:32.827506] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:32.980581] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:33.122925] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:09:33.263966] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:33.407541] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:33.562169] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:33.711271] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:33.856869] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:34.003718] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:34.157825] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:34.158025] [INFO ] [CONFIGURE ] BRT: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:09:34.158072] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10120 tests
[2025-10-17T23:09:34.158106] [INFO ] [CONFIGURE ] BRT: Testing feature 11/29: add_obv_daily
[2025-10-17T23:09:34.158137] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_obv_daily']
[2025-10-17T23:09:34.278116] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:34.424828] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:34.545277] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:34.666106] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:34.787188] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:34.912400] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:35.035365] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:09:35.157916] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:35.280767] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:35.404572] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:35.404752] [INFO ] [CONFIGURE ] BRT: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T23:09:35.404804] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10119 tests
[2025-10-17T23:09:35.404840] [INFO ] [CONFIGURE ] BRT: Testing feature 12/29: add_obv_interval
[2025-10-17T23:09:35.404872] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_obv_interval']
[2025-10-17T23:09:35.526906] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:35.645071] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:35.763470] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:09:35.879667] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:36.210105] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:36.333939] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:36.458089] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:36.581998] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:36.709262] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:36.849979] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:36.850376] [INFO ] [CONFIGURE ] BRT: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:09:36.850456] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10118 tests
[2025-10-17T23:09:36.850517] [INFO ] [CONFIGURE ] BRT: Testing feature 13/29: add_opening_strength
[2025-10-17T23:09:36.850571] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:09:37.026945] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:37.184966] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:37.374347] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:37.535537] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:37.687572] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:37.817915] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:37.945549] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:09:38.069421] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:09:38.187452] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:38.311691] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:38.311907] [INFO ] [CONFIGURE ] BRT: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T23:09:38.311979] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 1.4s/test | Remaining: 10117 tests
[2025-10-17T23:09:38.312020] [INFO ] [CONFIGURE ] BRT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:09:38.312053] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T23:09:38.441860] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:38.579322] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:38.721488] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:38.859325] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:39.002604] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:39.137425] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:39.267808] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:09:39.397148] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:39.529024] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:39.664812] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:39.665023] [INFO ] [CONFIGURE ] BRT: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-17T23:09:39.665077] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10116 tests
[2025-10-17T23:09:39.665115] [INFO ] [CONFIGURE ] BRT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:09:39.665148] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T23:09:39.792492] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:39.925115] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:40.030003] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:40.132988] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:40.240620] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:40.350120] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:40.476815] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:40.584465] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:09:40.695871] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:40.810505] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:40.810710] [INFO ] [CONFIGURE ] BRT: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T23:09:40.810771] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10115 tests
[2025-10-17T23:09:40.810809] [INFO ] [CONFIGURE ] BRT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:09:40.810843] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T23:09:40.926279] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:41.043517] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:41.159294] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:41.272801] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:41.383765] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:09:41.499887] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:09:41.621346] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:41.740619] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:41.856350] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:41.968929] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:41.969072] [INFO ] [CONFIGURE ] BRT: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:09:41.969115] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10114 tests
[2025-10-17T23:09:41.969148] [INFO ] [CONFIGURE ] BRT: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:09:41.969178] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_pbf_return_2d']
[2025-10-17T23:09:42.083446] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:42.200695] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:42.329375] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:42.448020] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:42.566620] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:42.687411] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:42.812002] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:09:42.937802] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:43.058468] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:43.177082] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:43.177255] [INFO ] [CONFIGURE ] BRT: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-17T23:09:43.177318] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10113 tests
[2025-10-17T23:09:43.177355] [INFO ] [CONFIGURE ] BRT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:09:43.177385] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_pbf_volatility_5d']
[2025-10-17T23:09:43.281333] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:43.385242] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:43.512694] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:43.619798] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:43.733419] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:43.841282] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:43.957092] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:44.067296] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:44.177890] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:44.288055] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:44.288257] [INFO ] [CONFIGURE ] BRT: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-17T23:09:44.288302] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10112 tests
[2025-10-17T23:09:44.288392] [INFO ] [CONFIGURE ] BRT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:09:44.288433] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-17T23:09:44.393519] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:44.500461] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:44.608313] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:44.716638] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:44.822224] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:44.927068] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:45.031430] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:09:45.136723] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:45.244956] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:45.353826] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:45.353968] [INFO ] [CONFIGURE ] BRT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:09:45.354015] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10111 tests
[2025-10-17T23:09:45.354050] [INFO ] [CONFIGURE ] BRT: Testing feature 20/29: add_price_rejection
[2025-10-17T23:09:45.354083] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_price_rejection']
[2025-10-17T23:09:45.468296] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:45.585121] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:45.699928] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:45.815485] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:45.934003] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:46.051334] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:46.173862] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:46.306853] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:46.436086] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:46.581599] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:46.581813] [INFO ] [CONFIGURE ] BRT: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:09:46.581864] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10110 tests
[2025-10-17T23:09:46.581900] [INFO ] [CONFIGURE ] BRT: Testing feature 21/29: add_range_position
[2025-10-17T23:09:46.581931] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_range_position']
[2025-10-17T23:09:46.709481] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:46.837503] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:46.970573] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:47.104944] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:47.241046] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:47.381715] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:47.514941] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:47.655215] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:47.781673] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:47.908813] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:47.908994] [INFO ] [CONFIGURE ] BRT: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:09:47.909039] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10109 tests
[2025-10-17T23:09:47.909072] [INFO ] [CONFIGURE ] BRT: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:09:47.909102] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_realized_volatility']
[2025-10-17T23:09:48.054071] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:48.199246] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:48.344889] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:09:48.484096] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:48.630969] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:48.775518] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:48.916987] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:49.058444] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:49.200738] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:49.350600] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:49.350813] [INFO ] [CONFIGURE ] BRT: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-17T23:09:49.350887] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10108 tests
[2025-10-17T23:09:49.350935] [INFO ] [CONFIGURE ] BRT: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:09:49.350968] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_recent_range_context']
[2025-10-17T23:09:49.463189] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:49.575459] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:49.687513] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:49.801680] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:49.914561] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:09:50.035759] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:50.159318] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:09:50.280004] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:50.400931] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:50.522774] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:50.522956] [INFO ] [CONFIGURE ] BRT: KEPT add_recent_range_context (score: 80.00%)
[2025-10-17T23:09:50.523081] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10107 tests
[2025-10-17T23:09:50.523141] [INFO ] [CONFIGURE ] BRT: Testing feature 24/29: add_rsi
[2025-10-17T23:09:50.523176] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_recent_range_context', 'add_ema', 'add_rsi']
[2025-10-17T23:09:50.672885] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:50.822061] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:50.969383] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:51.114434] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:51.274604] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:51.426555] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:51.575970] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:51.737032] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:51.888420] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:52.040021] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:52.040240] [INFO ] [CONFIGURE ] BRT: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:09:52.040329] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10106 tests
[2025-10-17T23:09:52.040384] [INFO ] [CONFIGURE ] BRT: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:09:52.040421] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_recent_range_context', 'add_tick_distribution']
[2025-10-17T23:09:52.169090] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:52.302206] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:52.435787] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:52.586921] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:52.724730] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:52.865630] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:53.006513] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:53.146144] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:53.286225] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:53.421357] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:53.421521] [INFO ] [CONFIGURE ] BRT: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T23:09:53.421568] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10105 tests
[2025-10-17T23:09:53.421604] [INFO ] [CONFIGURE ] BRT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:09:53.421638] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-10-17T23:09:53.575350] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:53.720965] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:53.849494] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:53.977908] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:54.112003] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:54.246053] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:54.376288] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:54.502872] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:54.632335] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:09:54.760235] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:54.760382] [INFO ] [CONFIGURE ] BRT: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:09:54.760425] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10104 tests
[2025-10-17T23:09:54.760459] [INFO ] [CONFIGURE ] BRT: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:09:54.760490] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_recent_range_context', 'add_volume_price_divergence']
[2025-10-17T23:09:54.896510] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:55.032940] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:55.180380] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:55.322728] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:55.461519] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:09:55.642678] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:55.801460] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:09:55.948524] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:56.099692] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:56.240272] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:56.240443] [INFO ] [CONFIGURE ] BRT: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-17T23:09:56.240488] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10103 tests
[2025-10-17T23:09:56.240524] [INFO ] [CONFIGURE ] BRT: Testing feature 28/29: add_volume_profile
[2025-10-17T23:09:56.240556] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_recent_range_context', 'add_volume_profile']
[2025-10-17T23:09:56.366460] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:56.494862] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:56.623868] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:56.755873] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:56.886166] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:09:57.024325] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:57.151485] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:09:57.284273] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:57.411806] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:57.544080] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:57.544287] [INFO ] [CONFIGURE ] BRT: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T23:09:57.544345] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10102 tests
[2025-10-17T23:09:57.544384] [INFO ] [CONFIGURE ] BRT: Testing feature 29/29: add_vwap
[2025-10-17T23:09:57.544418] [INFO ] [CONFIGURE ] BRT: Testing with features: ['add_recent_range_context', 'add_vwap']
[2025-10-17T23:09:57.677696] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:09:57.807124] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:09:57.935065] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:09:58.059781] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:09:58.184216] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:58.310778] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:09:58.450347] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:09:58.591915] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:09:58.736304] [DEBUG] [FORECASTER] BRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:58.877609] [DEBUG] [FORECASTER] BRT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:09:58.877824] [INFO ] [CONFIGURE ] BRT: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T23:09:58.877879] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10101 tests
[2025-10-17T23:09:58.877915] [INFO ] [CONFIGURE ] BRT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:09:58.877946] [INFO ] [CONFIGURE ] BRT: Best accuracy: 80.00%
[2025-10-17T23:09:58.877978] [INFO ] [CONFIGURE ] BRT: Best feature set (1 features): ['add_recent_range_context']
[2025-10-17T23:09:58.878007] [INFO ] [CONFIGURE ] BRT: Improvement over baseline: 10.00%
[2025-10-17T23:09:58.878034] [INFO ] [CONFIGURE ] BRT: Total time: 37.6 seconds
[2025-10-17T23:09:58.878061] [INFO ] [CONFIGURE ] BRT: Average time per feature: 1.3 seconds
[2025-10-17T23:09:58.878089] [INFO ] [CONFIGURE ] BRT: Average speed: 0.77 features/sec
[2025-10-17T23:09:58.878817] [INFO ] [LOCAL     ] Saved configuration for BRT: 1 features, 80.00% accuracy -> ./output/feature-sets/BRT.json
[2025-10-17T23:09:58.878890] [INFO ] [CONFIGURE ] BRT: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-17T23:09:58.878970] [INFO ] [sig       ] [32/380] Successfully configured BRT | 0.02 sym/s | Total: 22.6m | ETA: 4.1h
[2025-10-17T23:09:58.879048] [INFO ] [sig       ] [33/380] Configuring BRW...
[2025-10-17T23:09:58.879115] [INFO ] [CONFIGURE ] BRW: Configurate test run.
[2025-10-17T23:09:58.879172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRW' from 'https://tdm.silogroup.org/data/derivative_storage/BRW.csv'.
[2025-10-17T23:09:58.894336] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRW'.
[2025-10-17T23:09:58.894915] [INFO ] [CONFIGURE ] BRW: Testing with 29 available features
[2025-10-17T23:09:58.894974] [INFO ] [CONFIGURE ] BRW: Establishing baseline with no features...
[2025-10-17T23:09:58.989879] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:09:59.082921] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:09:59.175559] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:09:59.269345] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:09:59.363615] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:09:59.460195] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:09:59.554573] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:09:59.650402] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:09:59.747761] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:09:59.844285] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:09:59.844440] [INFO ] [CONFIGURE ] BRW: Baseline score (no features): 60.00%
[2025-10-17T23:09:59.844484] [INFO ] [CONFIGURE ] BRW: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:09:59.844518] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:09:59.960632] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:00.076436] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:00.199421] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:10:00.325676] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:00.456862] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:00.580373] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:00.697040] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:00.813203] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:00.934974] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:01.054216] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:01.054390] [INFO ] [CONFIGURE ] BRW: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-17T23:10:01.054432] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10100 tests
[2025-10-17T23:10:01.054466] [INFO ] [CONFIGURE ] BRW: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:10:01.054497] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:10:01.173597] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:01.298436] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:01.428564] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:10:01.563777] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:01.723896] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:01.858200] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:01.987980] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:02.126398] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:02.261972] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:02.396122] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:02.396283] [INFO ] [CONFIGURE ] BRW: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T23:10:02.396325] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10099 tests
[2025-10-17T23:10:02.396358] [INFO ] [CONFIGURE ] BRW: Testing feature 3/29: add_daily_returns
[2025-10-17T23:10:02.396388] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_daily_returns']
[2025-10-17T23:10:02.507460] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:02.627409] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:02.742800] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:10:02.856533] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:02.974047] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:03.098961] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:03.215360] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:03.335117] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:03.450190] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:03.566574] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:03.566760] [INFO ] [CONFIGURE ] BRW: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:10:03.566812] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10098 tests
[2025-10-17T23:10:03.566847] [INFO ] [CONFIGURE ] BRW: Testing feature 4/29: add_ema
[2025-10-17T23:10:03.566879] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_ema']
[2025-10-17T23:10:03.702015] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:03.828564] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:03.963670] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:10:04.094504] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:04.227887] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:04.361245] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:04.486826] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:04.612476] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:04.749725] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:04.867485] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:10:04.867664] [INFO ] [CONFIGURE ] BRW: DISCARDED add_ema (score: 60.00%)
[2025-10-17T23:10:04.867758] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10097 tests
[2025-10-17T23:10:04.867818] [INFO ] [CONFIGURE ] BRW: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:10:04.867855] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:10:04.990442] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:05.115001] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:10:05.238521] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:10:05.363890] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:10:05.493764] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:10:05.624058] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:05.753832] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:05.883567] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:06.014791] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:06.167130] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:10:06.167314] [INFO ] [CONFIGURE ] BRW: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:10:06.167379] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10096 tests
[2025-10-17T23:10:06.167417] [INFO ] [CONFIGURE ] BRW: Testing feature 6/29: add_failed_moves
[2025-10-17T23:10:06.167452] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_failed_moves']
[2025-10-17T23:10:06.281198] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:06.393763] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:06.503025] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:10:06.614595] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:06.726564] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:06.841284] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:06.954719] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:07.069968] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:07.182326] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:07.300217] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:07.300371] [INFO ] [CONFIGURE ] BRW: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:10:07.300416] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10095 tests
[2025-10-17T23:10:07.300451] [INFO ] [CONFIGURE ] BRW: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:10:07.300482] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_lag_shelf']
[2025-10-17T23:10:07.400540] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:07.510752] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:07.612278] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:10:07.756306] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:07.866845] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:07.983351] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:08.086821] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:08.192092] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:08.296247] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:08.400711] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:08.400857] [INFO ] [CONFIGURE ] BRW: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:10:08.400899] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10094 tests
[2025-10-17T23:10:08.400932] [INFO ] [CONFIGURE ] BRW: Testing feature 8/29: add_macd
[2025-10-17T23:10:08.400961] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:10:08.548858] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:08.690504] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:10:08.832037] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:10:08.975592] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:09.118622] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:09.262734] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:09.405018] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:09.549673] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:09.696037] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:09.842381] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:09.842594] [INFO ] [CONFIGURE ] BRW: DISCARDED add_macd (score: 30.00%)
[2025-10-17T23:10:09.842662] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10093 tests
[2025-10-17T23:10:09.842722] [INFO ] [CONFIGURE ] BRW: Testing feature 9/29: add_mfi
[2025-10-17T23:10:09.842758] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_mfi']
[2025-10-17T23:10:09.967792] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:10.092236] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:10.222158] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:10:10.356001] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:10.489484] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:10.614021] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:10.739843] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:10.858968] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:10.977683] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:11.096233] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:10:11.096397] [INFO ] [CONFIGURE ] BRW: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T23:10:11.096441] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10092 tests
[2025-10-17T23:10:11.096475] [INFO ] [CONFIGURE ] BRW: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:10:11.096505] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:10:11.229205] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:11.363074] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:11.494691] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:10:11.633580] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:11.767301] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:10:11.899824] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:12.032356] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:12.203450] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:12.336461] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:12.470568] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:12.470842] [INFO ] [CONFIGURE ] BRW: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:10:12.470907] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10091 tests
[2025-10-17T23:10:12.470946] [INFO ] [CONFIGURE ] BRW: Testing feature 11/29: add_obv_daily
[2025-10-17T23:10:12.470978] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_daily']
[2025-10-17T23:10:12.583030] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:12.696461] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:12.809102] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:10:12.920039] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:13.031344] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:13.150846] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:13.261598] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:13.371533] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:13.482119] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:13.593586] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:13.593764] [INFO ] [CONFIGURE ] BRW: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:10:13.593816] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10090 tests
[2025-10-17T23:10:13.593851] [INFO ] [CONFIGURE ] BRW: Testing feature 12/29: add_obv_interval
[2025-10-17T23:10:13.593882] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval']
[2025-10-17T23:10:13.697839] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:13.831631] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:13.937029] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:10:14.042710] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:14.152372] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:14.260836] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:14.369812] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:14.478183] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:14.598803] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:14.716589] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:14.716790] [INFO ] [CONFIGURE ] BRW: KEPT add_obv_interval (score: 70.00%)
[2025-10-17T23:10:14.716843] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10089 tests
[2025-10-17T23:10:14.716880] [INFO ] [CONFIGURE ] BRW: Testing feature 13/29: add_opening_strength
[2025-10-17T23:10:14.716912] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:10:14.845710] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:14.982360] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:15.114946] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:10:15.243394] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:10:15.371021] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:15.502918] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:15.632665] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:15.771530] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:15.906189] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:16.044998] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:16.045166] [INFO ] [CONFIGURE ] BRW: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-17T23:10:16.045209] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10088 tests
[2025-10-17T23:10:16.045243] [INFO ] [CONFIGURE ] BRW: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:10:16.045281] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-10-17T23:10:16.181779] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:16.317329] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:16.454070] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:10:16.595529] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:16.740191] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:16.892375] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:17.036848] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:17.184801] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:17.333145] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:17.474690] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:17.474856] [INFO ] [CONFIGURE ] BRW: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-17T23:10:17.474901] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10087 tests
[2025-10-17T23:10:17.474934] [INFO ] [CONFIGURE ] BRW: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:10:17.474963] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-17T23:10:17.597591] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:17.714865] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:17.835826] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:10:17.955788] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:18.073770] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:18.192982] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:18.319588] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:18.447514] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:18.571133] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:18.697992] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:18.698148] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:10:18.698192] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10086 tests
[2025-10-17T23:10:18.698227] [INFO ] [CONFIGURE ] BRW: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:10:18.698259] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-17T23:10:18.826563] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:18.963832] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:10:19.092257] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:10:19.226082] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:19.360345] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:19.488481] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:19.617608] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:19.771509] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:19.936378] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:20.086333] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:20.086542] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-17T23:10:20.086588] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10085 tests
[2025-10-17T23:10:20.086623] [INFO ] [CONFIGURE ] BRW: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:10:20.086687] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval', 'add_pbf_return_2d']
[2025-10-17T23:10:20.217120] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:20.346828] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:20.476286] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:10:20.608804] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:20.751522] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:20.892388] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:21.043151] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:21.184157] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:21.317794] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:21.452122] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:21.452278] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-17T23:10:21.452321] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10084 tests
[2025-10-17T23:10:21.452356] [INFO ] [CONFIGURE ] BRW: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:10:21.452388] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-17T23:10:21.566205] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:21.683276] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:21.797693] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:10:21.913972] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:22.027161] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:22.147046] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:22.266563] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:22.384956] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:22.512429] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:22.635985] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:22.636144] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:10:22.636186] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10083 tests
[2025-10-17T23:10:22.636222] [INFO ] [CONFIGURE ] BRW: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:10:22.636254] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-17T23:10:22.756165] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:22.871667] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:22.990951] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:10:23.110854] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:23.236091] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:23.358423] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:23.499004] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:23.625699] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:23.755411] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:23.888078] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:23.888965] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:10:23.889027] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10082 tests
[2025-10-17T23:10:23.889063] [INFO ] [CONFIGURE ] BRW: Testing feature 20/29: add_price_rejection
[2025-10-17T23:10:23.889094] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval', 'add_price_rejection']
[2025-10-17T23:10:24.050577] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:24.177624] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:24.303339] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:10:24.428834] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:24.559328] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:24.704668] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:24.848889] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:24.983661] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:25.107596] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:25.235884] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:25.236073] [INFO ] [CONFIGURE ] BRW: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:10:25.236135] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10081 tests
[2025-10-17T23:10:25.236174] [INFO ] [CONFIGURE ] BRW: Testing feature 21/29: add_range_position
[2025-10-17T23:10:25.236204] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval', 'add_range_position']
[2025-10-17T23:10:25.368583] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:25.497628] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:25.629576] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:10:25.763496] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:25.896381] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:26.028681] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:26.166981] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:26.305633] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:26.499210] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:26.635305] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:26.635478] [INFO ] [CONFIGURE ] BRW: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:10:26.635543] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10080 tests
[2025-10-17T23:10:26.635578] [INFO ] [CONFIGURE ] BRW: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:10:26.635609] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval', 'add_realized_volatility']
[2025-10-17T23:10:26.784095] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:26.926953] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:27.071592] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:10:27.215215] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:27.364244] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:27.507228] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:27.656323] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:27.809997] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:27.966115] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:28.122285] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:28.122444] [INFO ] [CONFIGURE ] BRW: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:10:28.122490] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10079 tests
[2025-10-17T23:10:28.122526] [INFO ] [CONFIGURE ] BRW: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:10:28.122558] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval', 'add_recent_range_context']
[2025-10-17T23:10:28.244683] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:28.365792] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:28.491807] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:10:28.620045] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:28.751481] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:28.882340] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:29.014560] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:29.152157] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:29.288975] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:29.436701] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:29.436943] [INFO ] [CONFIGURE ] BRW: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:10:29.437016] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10078 tests
[2025-10-17T23:10:29.437077] [INFO ] [CONFIGURE ] BRW: Testing feature 24/29: add_rsi
[2025-10-17T23:10:29.437134] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-17T23:10:29.631452] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:29.823036] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:30.000218] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:10:30.187104] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:30.369520] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:30.537462] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:30.695340] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:30.841477] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:10:30.989552] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:31.138533] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:31.138727] [INFO ] [CONFIGURE ] BRW: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T23:10:31.138784] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10077 tests
[2025-10-17T23:10:31.138822] [INFO ] [CONFIGURE ] BRW: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:10:31.138853] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval', 'add_tick_distribution']
[2025-10-17T23:10:31.257185] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:31.373576] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:31.503349] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:10:31.631971] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:31.760219] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:31.892093] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:32.041094] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:32.172353] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:32.305843] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:32.438341] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:32.438542] [INFO ] [CONFIGURE ] BRW: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:10:32.438589] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10076 tests
[2025-10-17T23:10:32.438626] [INFO ] [CONFIGURE ] BRW: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:10:32.438694] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-17T23:10:32.579302] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:32.713803] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:32.853386] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:10:33.000775] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:33.134010] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:33.268924] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:33.404179] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:33.542137] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:33.677868] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:33.813501] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:33.813699] [INFO ] [CONFIGURE ] BRW: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:10:33.813759] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10075 tests
[2025-10-17T23:10:33.813797] [INFO ] [CONFIGURE ] BRW: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:10:33.813888] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval', 'add_volume_price_divergence']
[2025-10-17T23:10:33.949193] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:34.078199] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:34.215972] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:10:34.369740] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:34.513835] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:34.666386] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:34.813232] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:34.968304] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:35.117960] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:35.270422] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:35.270634] [INFO ] [CONFIGURE ] BRW: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T23:10:35.270724] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10074 tests
[2025-10-17T23:10:35.270768] [INFO ] [CONFIGURE ] BRW: Testing feature 28/29: add_volume_profile
[2025-10-17T23:10:35.270801] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval', 'add_volume_profile']
[2025-10-17T23:10:35.404834] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:35.539850] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:35.675843] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:10:35.817404] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:35.963124] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:36.097963] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:36.235291] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:36.375904] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:36.508372] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:36.646435] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:36.646613] [INFO ] [CONFIGURE ] BRW: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-17T23:10:36.646713] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10073 tests
[2025-10-17T23:10:36.646776] [INFO ] [CONFIGURE ] BRW: Testing feature 29/29: add_vwap
[2025-10-17T23:10:36.646813] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval', 'add_vwap']
[2025-10-17T23:10:36.783732] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:10:36.922833] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:10:37.045762] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:10:37.169731] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:37.295863] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:37.431301] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:37.572207] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:37.710049] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:10:37.843885] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:37.979358] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:10:37.979521] [INFO ] [CONFIGURE ] BRW: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T23:10:37.979566] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10072 tests
[2025-10-17T23:10:37.979602] [INFO ] [CONFIGURE ] BRW: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:10:37.979632] [INFO ] [CONFIGURE ] BRW: Best accuracy: 70.00%
[2025-10-17T23:10:37.979701] [INFO ] [CONFIGURE ] BRW: Best feature set (1 features): ['add_obv_interval']
[2025-10-17T23:10:37.979742] [INFO ] [CONFIGURE ] BRW: Improvement over baseline: 10.00%
[2025-10-17T23:10:37.979770] [INFO ] [CONFIGURE ] BRW: Total time: 38.1 seconds
[2025-10-17T23:10:37.979796] [INFO ] [CONFIGURE ] BRW: Average time per feature: 1.3 seconds
[2025-10-17T23:10:37.979824] [INFO ] [CONFIGURE ] BRW: Average speed: 0.76 features/sec
[2025-10-17T23:10:37.980354] [INFO ] [LOCAL     ] Saved configuration for BRW: 1 features, 70.00% accuracy -> ./output/feature-sets/BRW.json
[2025-10-17T23:10:37.980424] [INFO ] [CONFIGURE ] BRW: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-17T23:10:37.980493] [INFO ] [sig       ] [33/380] Successfully configured BRW | 0.02 sym/s | Total: 23.3m | ETA: 4.1h
[2025-10-17T23:10:37.980560] [INFO ] [sig       ] [34/380] Configuring BRX...
[2025-10-17T23:10:37.980616] [INFO ] [CONFIGURE ] BRX: Configurate test run.
[2025-10-17T23:10:37.980676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-10-17T23:10:37.993009] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BRX'.
[2025-10-17T23:10:37.993390] [INFO ] [CONFIGURE ] BRX: Testing with 29 available features
[2025-10-17T23:10:37.993446] [INFO ] [CONFIGURE ] BRX: Establishing baseline with no features...
[2025-10-17T23:10:38.101310] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:38.219488] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:10:38.341954] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:10:38.459071] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:38.584879] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:10:38.711726] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:38.834789] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:38.971076] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:10:39.095371] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:10:39.223016] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:10:39.223186] [INFO ] [CONFIGURE ] BRX: Baseline score (no features): 70.00%
[2025-10-17T23:10:39.223231] [INFO ] [CONFIGURE ] BRX: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:10:39.223265] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:10:39.357533] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:39.486006] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:10:39.614823] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:10:39.746356] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:39.877533] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:10:40.009009] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:40.134305] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:10:40.261662] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:10:40.398297] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:10:40.530325] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:10:40.530507] [INFO ] [CONFIGURE ] BRX: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-17T23:10:40.530553] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10071 tests
[2025-10-17T23:10:40.530588] [INFO ] [CONFIGURE ] BRX: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:10:40.530620] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:10:40.662504] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:40.795735] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:10:40.930070] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:10:41.066826] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:41.202776] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:41.342777] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:41.476902] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:41.614880] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:10:41.741387] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:10:41.877366] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:10:41.877586] [INFO ] [CONFIGURE ] BRX: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T23:10:41.877668] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10070 tests
[2025-10-17T23:10:41.877764] [INFO ] [CONFIGURE ] BRX: Testing feature 3/29: add_daily_returns
[2025-10-17T23:10:41.877823] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_daily_returns']
[2025-10-17T23:10:41.998237] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:42.117117] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:10:42.237328] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:10:42.355257] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:42.476764] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:10:42.601629] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:42.721517] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:10:42.843030] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:10:42.969857] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:10:43.096972] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:10:43.097150] [INFO ] [CONFIGURE ] BRX: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:10:43.097221] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10069 tests
[2025-10-17T23:10:43.097265] [INFO ] [CONFIGURE ] BRX: Testing feature 4/29: add_ema
[2025-10-17T23:10:43.097298] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_ema']
[2025-10-17T23:10:43.239764] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:43.375877] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:10:43.512561] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:10:43.648502] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:43.789494] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:10:43.935528] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:44.076440] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:44.217252] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:10:44.351256] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:10:44.490114] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:10:44.490297] [INFO ] [CONFIGURE ] BRX: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:10:44.490345] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10068 tests
[2025-10-17T23:10:44.490419] [INFO ] [CONFIGURE ] BRX: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:10:44.490497] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:10:44.638858] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:44.809547] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:10:44.952037] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:10:45.096116] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:45.242613] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:45.387222] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:45.534055] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:10:45.679384] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:10:45.828349] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:10:45.982155] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:10:45.982398] [INFO ] [CONFIGURE ] BRX: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-10-17T23:10:45.982464] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10067 tests
[2025-10-17T23:10:45.982502] [INFO ] [CONFIGURE ] BRX: Testing feature 6/29: add_failed_moves
[2025-10-17T23:10:45.982534] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_failed_moves']
[2025-10-17T23:10:46.105084] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:46.226482] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:10:46.349014] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:10:46.468630] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:46.588822] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:10:46.713502] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:46.837016] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:46.961392] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:10:47.076265] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:10:47.190491] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:10:47.190679] [INFO ] [CONFIGURE ] BRX: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:10:47.190740] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10066 tests
[2025-10-17T23:10:47.190777] [INFO ] [CONFIGURE ] BRX: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:10:47.190808] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_lag_shelf']
[2025-10-17T23:10:47.294235] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:47.400360] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:10:47.502017] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:10:47.603260] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:47.705708] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:10:47.809191] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:47.915143] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:48.018278] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:10:48.123292] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:10:48.226381] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:10:48.226529] [INFO ] [CONFIGURE ] BRX: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:10:48.226572] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10065 tests
[2025-10-17T23:10:48.226607] [INFO ] [CONFIGURE ] BRX: Testing feature 8/29: add_macd
[2025-10-17T23:10:48.226638] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:10:48.365863] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:48.505404] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:10:48.644866] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:10:48.790006] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:48.930206] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:49.070869] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:49.212567] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:49.360189] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:10:49.504550] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:10:49.647996] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:10:49.648177] [INFO ] [CONFIGURE ] BRX: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:10:49.648222] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10064 tests
[2025-10-17T23:10:49.648256] [INFO ] [CONFIGURE ] BRX: Testing feature 9/29: add_mfi
[2025-10-17T23:10:49.648287] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_mfi']
[2025-10-17T23:10:49.762945] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:49.883467] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:10:50.005728] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:10:50.134751] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:50.251310] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:10:50.367968] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:50.485885] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:10:50.603791] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:10:50.720896] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:10:50.838520] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:10:50.838719] [INFO ] [CONFIGURE ] BRX: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:10:50.838777] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10063 tests
[2025-10-17T23:10:50.838814] [INFO ] [CONFIGURE ] BRX: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:10:50.838846] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:10:50.970181] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:51.100059] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:10:51.230746] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:10:51.361761] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:51.496846] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:10:51.629608] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:51.766799] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:10:51.901576] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:10:52.037168] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:10:52.173346] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:10:52.173530] [INFO ] [CONFIGURE ] BRX: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:10:52.173592] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10062 tests
[2025-10-17T23:10:52.173628] [INFO ] [CONFIGURE ] BRX: Testing feature 11/29: add_obv_daily
[2025-10-17T23:10:52.173733] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_obv_daily']
[2025-10-17T23:10:52.285712] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:52.396910] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:10:52.507875] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:10:52.617368] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:52.729108] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:52.839159] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:52.955479] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:53.067612] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:10:53.180227] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:10:53.298361] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:10:53.298522] [INFO ] [CONFIGURE ] BRX: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T23:10:53.298586] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10061 tests
[2025-10-17T23:10:53.298665] [INFO ] [CONFIGURE ] BRX: Testing feature 12/29: add_obv_interval
[2025-10-17T23:10:53.298756] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_obv_interval']
[2025-10-17T23:10:53.405215] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:53.512508] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:10:53.620016] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:10:53.727596] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:10:53.836404] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:10:53.944329] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:54.053892] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:10:54.161929] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:10:54.271912] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:10:54.380622] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:10:54.380817] [INFO ] [CONFIGURE ] BRX: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-17T23:10:54.380866] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10060 tests
[2025-10-17T23:10:54.380901] [INFO ] [CONFIGURE ] BRX: Testing feature 13/29: add_opening_strength
[2025-10-17T23:10:54.380931] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:10:54.496031] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:54.612624] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:10:54.728313] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:10:54.844688] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:10:54.964998] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:10:55.083527] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:55.206068] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:10:55.329446] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:10:55.453561] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:10:55.578696] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:10:55.578826] [INFO ] [CONFIGURE ] BRX: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-17T23:10:55.578869] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10059 tests
[2025-10-17T23:10:55.578902] [INFO ] [CONFIGURE ] BRX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:10:55.578932] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T23:10:55.702940] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:55.826775] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:10:55.946923] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:10:56.068035] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:10:56.188589] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:56.310515] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:10:56.433395] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:10:56.560458] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:10:56.684593] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:10:56.810726] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:10:56.810867] [INFO ] [CONFIGURE ] BRX: DISCARDED add_order_flow_imbalance (score: 10.00%)
[2025-10-17T23:10:56.810912] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10058 tests
[2025-10-17T23:10:56.810946] [INFO ] [CONFIGURE ] BRX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:10:56.810975] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T23:10:56.912394] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:57.014451] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:10:57.118317] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:10:57.222513] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:57.332445] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:10:57.442728] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:57.549758] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:10:57.654598] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:10:57.759907] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:10:57.865402] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:10:57.865528] [INFO ] [CONFIGURE ] BRX: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T23:10:57.865616] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10057 tests
[2025-10-17T23:10:57.865690] [INFO ] [CONFIGURE ] BRX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:10:57.865735] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T23:10:57.976436] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:58.088437] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:10:58.201136] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:10:58.312616] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:10:58.425232] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:10:58.538573] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:58.652311] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:10:58.765247] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:10:58.879020] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:10:58.994687] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:10:58.994824] [INFO ] [CONFIGURE ] BRX: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-17T23:10:58.994867] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10056 tests
[2025-10-17T23:10:58.994901] [INFO ] [CONFIGURE ] BRX: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:10:58.994931] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_pbf_return_2d']
[2025-10-17T23:10:59.110045] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:10:59.226015] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:10:59.341983] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:10:59.458018] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:10:59.573894] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:10:59.692863] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:10:59.811222] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:10:59.928905] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:11:00.048529] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:11:00.166638] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:11:00.166796] [INFO ] [CONFIGURE ] BRX: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-17T23:11:00.166840] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10055 tests
[2025-10-17T23:11:00.166874] [INFO ] [CONFIGURE ] BRX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:11:00.166904] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_pbf_volatility_5d']
[2025-10-17T23:11:00.270713] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:11:00.373574] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:11:00.477077] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:00.580292] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:11:00.684273] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:00.788480] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:00.892548] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:11:00.998326] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:11:01.105913] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:11:01.216836] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:11:01.216961] [INFO ] [CONFIGURE ] BRX: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-17T23:11:01.217003] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10054 tests
[2025-10-17T23:11:01.217035] [INFO ] [CONFIGURE ] BRX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:11:01.217064] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-17T23:11:01.324990] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:11:01.432774] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:01.545749] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:01.650913] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:11:01.756598] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:01.872675] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:01.987786] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:11:02.095273] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:11:02.201874] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:11:02.310713] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:11:02.310900] [INFO ] [CONFIGURE ] BRX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:11:02.310956] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10053 tests
[2025-10-17T23:11:02.310993] [INFO ] [CONFIGURE ] BRX: Testing feature 20/29: add_price_rejection
[2025-10-17T23:11:02.311024] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_price_rejection']
[2025-10-17T23:11:02.449336] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:11:02.566370] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:11:02.678977] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:11:02.792575] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:11:02.906501] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:11:03.021082] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:03.137811] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:11:03.253585] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:11:03.369391] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:11:03.485572] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:03.485815] [INFO ] [CONFIGURE ] BRX: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-17T23:11:03.485878] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10052 tests
[2025-10-17T23:11:03.485915] [INFO ] [CONFIGURE ] BRX: Testing feature 21/29: add_range_position
[2025-10-17T23:11:03.485946] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_range_position']
[2025-10-17T23:11:03.608244] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:11:03.735189] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:11:03.858665] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:11:03.986371] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:11:04.110637] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:04.234767] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:04.359451] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:11:04.485820] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:11:04.611889] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:11:04.749703] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:04.749858] [INFO ] [CONFIGURE ] BRX: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:11:04.749902] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10051 tests
[2025-10-17T23:11:04.749953] [INFO ] [CONFIGURE ] BRX: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:11:04.749984] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_realized_volatility']
[2025-10-17T23:11:04.886602] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:11:05.024198] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:05.163099] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:11:05.304274] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:11:05.456148] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:11:05.602716] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:05.750949] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:11:05.896373] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:11:06.038138] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:11:06.181733] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:06.181890] [INFO ] [CONFIGURE ] BRX: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:11:06.181933] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10050 tests
[2025-10-17T23:11:06.181967] [INFO ] [CONFIGURE ] BRX: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:11:06.181997] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_recent_range_context']
[2025-10-17T23:11:06.295261] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:11:06.410165] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:06.522179] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:06.633388] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:11:06.745161] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:06.857431] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:06.970960] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:11:07.087233] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:11:07.206383] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:11:07.320674] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:11:07.320824] [INFO ] [CONFIGURE ] BRX: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T23:11:07.320867] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10049 tests
[2025-10-17T23:11:07.320902] [INFO ] [CONFIGURE ] BRX: Testing feature 24/29: add_rsi
[2025-10-17T23:11:07.320933] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_ema', 'add_rsi']
[2025-10-17T23:11:07.453761] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:11:07.582711] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:07.712936] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:11:07.852210] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:11:07.988718] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:08.125554] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:08.257202] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:11:08.390203] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:11:08.554523] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:11:08.688215] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:08.688368] [INFO ] [CONFIGURE ] BRX: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:11:08.688411] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10048 tests
[2025-10-17T23:11:08.688446] [INFO ] [CONFIGURE ] BRX: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:11:08.688476] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_tick_distribution']
[2025-10-17T23:11:08.796007] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:11:08.904726] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:11:09.014134] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:09.124380] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:11:09.234378] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:11:09.350144] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:09.461606] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:11:09.576215] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:11:09.691797] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:11:09.816079] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:11:09.816236] [INFO ] [CONFIGURE ] BRX: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-17T23:11:09.816281] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10047 tests
[2025-10-17T23:11:09.816317] [INFO ] [CONFIGURE ] BRX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:11:09.816350] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-17T23:11:09.931345] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:11:10.047259] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:11:10.164136] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:10.280789] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:10.404297] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:11:10.524430] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:10.643757] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:11:10.758028] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:11:10.876611] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:11:10.993256] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:10.993432] [INFO ] [CONFIGURE ] BRX: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-17T23:11:10.993475] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10046 tests
[2025-10-17T23:11:10.993509] [INFO ] [CONFIGURE ] BRX: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:11:10.993539] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_volume_price_divergence']
[2025-10-17T23:11:11.112499] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:11:11.231915] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:11:11.351853] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:11.472316] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:11:11.593790] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:11.714953] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:11.836806] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:11:11.959171] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:11:12.083337] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:11:12.210239] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:12.210430] [INFO ] [CONFIGURE ] BRX: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:11:12.210475] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10045 tests
[2025-10-17T23:11:12.210512] [INFO ] [CONFIGURE ] BRX: Testing feature 28/29: add_volume_profile
[2025-10-17T23:11:12.210545] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_volume_profile']
[2025-10-17T23:11:12.325824] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:11:12.440714] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:11:12.557336] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:11:12.669432] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:11:12.782041] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:11:12.895517] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:13.011302] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:11:13.126134] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:11:13.241008] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:11:13.360778] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:11:13.360930] [INFO ] [CONFIGURE ] BRX: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-17T23:11:13.360973] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10044 tests
[2025-10-17T23:11:13.361007] [INFO ] [CONFIGURE ] BRX: Testing feature 29/29: add_vwap
[2025-10-17T23:11:13.361039] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_vwap']
[2025-10-17T23:11:13.474521] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:11:13.593906] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:11:13.708143] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:13.822756] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:11:13.938211] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:14.054040] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:14.176117] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:11:14.292046] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:11:14.421016] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:11:14.543387] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:11:14.543537] [INFO ] [CONFIGURE ] BRX: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T23:11:14.543580] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10043 tests
[2025-10-17T23:11:14.543616] [INFO ] [CONFIGURE ] BRX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:11:14.543681] [INFO ] [CONFIGURE ] BRX: Best accuracy: 70.00%
[2025-10-17T23:11:14.543732] [INFO ] [CONFIGURE ] BRX: Best feature set (0 features): []
[2025-10-17T23:11:14.543763] [INFO ] [CONFIGURE ] BRX: Improvement over baseline: 0.00%
[2025-10-17T23:11:14.543790] [INFO ] [CONFIGURE ] BRX: Total time: 35.3 seconds
[2025-10-17T23:11:14.543819] [INFO ] [CONFIGURE ] BRX: Average time per feature: 1.2 seconds
[2025-10-17T23:11:14.543847] [INFO ] [CONFIGURE ] BRX: Average speed: 0.82 features/sec
[2025-10-17T23:11:14.544215] [INFO ] [LOCAL     ] Saved configuration for BRX: 0 features, 70.00% accuracy -> ./output/feature-sets/BRX.json
[2025-10-17T23:11:14.544261] [INFO ] [CONFIGURE ] BRX: Configuration saved successfully: 0 features, 70.00% accuracy.
[2025-10-17T23:11:14.544317] [INFO ] [sig       ] [34/380] Successfully configured BRX | 0.02 sym/s | Total: 23.9m | ETA: 4.1h
[2025-10-17T23:11:14.544412] [INFO ] [sig       ] [35/380] Configuring BSBR...
[2025-10-17T23:11:14.544478] [INFO ] [CONFIGURE ] BSBR: Configurate test run.
[2025-10-17T23:11:14.544532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSBR' from 'https://tdm.silogroup.org/data/derivative_storage/BSBR.csv'.
[2025-10-17T23:11:14.555505] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BSBR'.
[2025-10-17T23:11:14.555867] [INFO ] [CONFIGURE ] BSBR: Testing with 29 available features
[2025-10-17T23:11:14.555923] [INFO ] [CONFIGURE ] BSBR: Establishing baseline with no features...
[2025-10-17T23:11:14.659023] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:14.760735] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:14.862525] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:11:14.964354] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:15.066769] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:15.183353] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:15.287293] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:11:15.390490] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:15.494099] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:15.599622] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:15.599835] [INFO ] [CONFIGURE ] BSBR: Baseline score (no features): 60.00%
[2025-10-17T23:11:15.599885] [INFO ] [CONFIGURE ] BSBR: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:11:15.599920] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:11:15.713162] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:15.826030] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:15.942594] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:16.056951] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:16.178232] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:16.300589] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:16.420783] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:11:16.541470] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:11:16.658072] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:16.774604] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:16.774785] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-17T23:11:16.774835] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10042 tests
[2025-10-17T23:11:16.774869] [INFO ] [CONFIGURE ] BSBR: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:11:16.774901] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:11:16.893046] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:17.011581] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:17.130275] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:11:17.248833] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:17.369518] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:17.490932] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:17.632757] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:11:17.754412] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:17.878118] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:18.000522] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:18.000733] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T23:11:18.000795] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10041 tests
[2025-10-17T23:11:18.000831] [INFO ] [CONFIGURE ] BSBR: Testing feature 3/29: add_daily_returns
[2025-10-17T23:11:18.000864] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_daily_returns']
[2025-10-17T23:11:18.106403] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:18.212106] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:18.316676] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:11:18.422267] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:18.528888] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:18.636375] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:18.744044] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:11:18.852181] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:11:18.962728] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:19.076888] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:19.077275] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:11:19.077330] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10040 tests
[2025-10-17T23:11:19.077367] [INFO ] [CONFIGURE ] BSBR: Testing feature 4/29: add_ema
[2025-10-17T23:11:19.077398] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_ema']
[2025-10-17T23:11:19.198562] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:19.314943] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:19.431839] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:11:19.550638] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:19.669066] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:19.793833] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:19.921411] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:11:20.050278] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:11:20.184104] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:20.309012] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:20.309175] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:11:20.309220] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10039 tests
[2025-10-17T23:11:20.309255] [INFO ] [CONFIGURE ] BSBR: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:11:20.309286] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:11:20.438745] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:20.572282] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:20.703136] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:20.833604] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:20.964236] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:11:21.098981] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:11:21.236930] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:11:21.376396] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:21.525790] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:21.685639] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:21.685864] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:11:21.685911] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10038 tests
[2025-10-17T23:11:21.685946] [INFO ] [CONFIGURE ] BSBR: Testing feature 6/29: add_failed_moves
[2025-10-17T23:11:21.685978] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_failed_moves']
[2025-10-17T23:11:21.816819] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:21.976936] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:22.132565] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:11:22.294590] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:22.445639] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:22.586235] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:22.712845] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:11:22.845201] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:22.970275] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:23.089762] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:23.089953] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:11:23.090006] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10037 tests
[2025-10-17T23:11:23.090041] [INFO ] [CONFIGURE ] BSBR: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:11:23.090073] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_lag_shelf']
[2025-10-17T23:11:23.193462] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:23.297016] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:23.399286] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:11:23.501235] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:23.605061] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:23.711297] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:23.815831] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:11:23.918857] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:24.021129] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:24.126957] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:24.127121] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:11:24.127164] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10036 tests
[2025-10-17T23:11:24.127199] [INFO ] [CONFIGURE ] BSBR: Testing feature 8/29: add_macd
[2025-10-17T23:11:24.127230] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:11:24.269430] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:24.409552] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:24.561228] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:24.709052] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:24.863210] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:25.024323] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:25.176375] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:11:25.329722] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:25.480980] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:25.626338] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:25.626495] [INFO ] [CONFIGURE ] BSBR: KEPT add_macd (score: 80.00%)
[2025-10-17T23:11:25.626539] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10035 tests
[2025-10-17T23:11:25.626573] [INFO ] [CONFIGURE ] BSBR: Testing feature 9/29: add_mfi
[2025-10-17T23:11:25.626604] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-17T23:11:25.783962] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:25.942095] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:26.099748] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:26.257373] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:26.422438] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:26.595017] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:26.760191] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:11:26.925037] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:27.095968] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:27.263548] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:27.263771] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_mfi (score: 80.00%)
[2025-10-17T23:11:27.263825] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10034 tests
[2025-10-17T23:11:27.263863] [INFO ] [CONFIGURE ] BSBR: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:11:27.263918] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:11:27.433293] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:27.612514] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:27.812089] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:27.997226] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:28.178607] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:28.348596] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:28.539203] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:11:28.733555] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:28.933950] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:29.133061] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:29.133350] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:11:29.133417] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10033 tests
[2025-10-17T23:11:29.133461] [INFO ] [CONFIGURE ] BSBR: Testing feature 11/29: add_obv_daily
[2025-10-17T23:11:29.133508] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-17T23:11:29.293798] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:29.451308] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:29.616578] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:29.787256] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:29.948602] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:30.114798] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:30.275597] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:11:30.435614] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:30.601894] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:30.766004] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:11:30.766189] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T23:11:30.766235] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10032 tests
[2025-10-17T23:11:30.766271] [INFO ] [CONFIGURE ] BSBR: Testing feature 12/29: add_obv_interval
[2025-10-17T23:11:30.766305] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-17T23:11:30.924600] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:31.080729] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:31.261607] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:31.415745] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:31.571074] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:11:31.731994] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:31.891796] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:11:32.045503] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:32.198575] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:32.353503] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:11:32.353713] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T23:11:32.353772] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10031 tests
[2025-10-17T23:11:32.353811] [INFO ] [CONFIGURE ] BSBR: Testing feature 13/29: add_opening_strength
[2025-10-17T23:11:32.353844] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:11:32.516442] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:32.694216] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:32.861558] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:33.028064] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:33.193006] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:33.367454] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:33.535487] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:11:33.705353] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:33.873269] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:34.045699] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:34.045902] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-17T23:11:34.045964] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10030 tests
[2025-10-17T23:11:34.046001] [INFO ] [CONFIGURE ] BSBR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:11:34.046033] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-17T23:11:34.218923] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:34.395775] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:34.562289] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:34.728885] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:34.896454] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:35.070922] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:35.241574] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:11:35.414485] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:35.586738] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:35.796026] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:35.796162] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-17T23:11:35.796206] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10029 tests
[2025-10-17T23:11:35.796240] [INFO ] [CONFIGURE ] BSBR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:11:35.796270] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-17T23:11:35.954717] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:36.105600] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:36.255961] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:11:36.405846] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:36.567217] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:36.723223] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:36.876831] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:11:37.029144] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:37.183797] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:37.338223] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:37.338362] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-17T23:11:37.338407] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10028 tests
[2025-10-17T23:11:37.338441] [INFO ] [CONFIGURE ] BSBR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:11:37.338472] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-17T23:11:37.496058] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:37.656156] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:37.811714] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:37.965945] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:38.120684] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:38.280855] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:38.437118] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:11:38.594529] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:38.753364] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:38.910991] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:38.911140] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-17T23:11:38.911184] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10027 tests
[2025-10-17T23:11:38.911219] [INFO ] [CONFIGURE ] BSBR: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:11:38.911250] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-17T23:11:39.081116] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:39.281975] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:39.476701] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:39.659560] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:39.855742] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:40.055830] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:40.229169] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:11:40.393232] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:40.602350] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:40.792245] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:40.792455] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-17T23:11:40.792502] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10026 tests
[2025-10-17T23:11:40.792537] [INFO ] [CONFIGURE ] BSBR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:11:40.792568] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-17T23:11:40.953913] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:41.118887] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:41.270943] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:41.424227] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:41.588304] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:41.741340] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:41.902828] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:11:42.060115] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:42.225454] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:42.390889] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:42.391056] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T23:11:42.391099] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10025 tests
[2025-10-17T23:11:42.391134] [INFO ] [CONFIGURE ] BSBR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:11:42.391166] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-17T23:11:42.545052] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:42.698373] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:42.851056] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:43.004200] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:43.175264] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:43.338318] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:43.500205] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:11:43.664303] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:43.819929] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:43.982769] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:43.982959] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:11:43.983016] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10024 tests
[2025-10-17T23:11:43.983086] [INFO ] [CONFIGURE ] BSBR: Testing feature 20/29: add_price_rejection
[2025-10-17T23:11:43.983162] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-17T23:11:44.159817] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:44.322893] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:44.491416] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:44.667328] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:44.830527] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:44.997769] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:45.164582] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:11:45.344956] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:11:45.507427] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:45.664496] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:45.664742] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:11:45.664809] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10023 tests
[2025-10-17T23:11:45.664867] [INFO ] [CONFIGURE ] BSBR: Testing feature 21/29: add_range_position
[2025-10-17T23:11:45.664901] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_range_position']
[2025-10-17T23:11:45.822889] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:45.980074] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:46.138216] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:46.298828] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:46.459864] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:46.622232] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:46.782289] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:11:46.943378] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:47.106507] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:47.266773] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:47.266923] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_range_position (score: 80.00%)
[2025-10-17T23:11:47.266967] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10022 tests
[2025-10-17T23:11:47.267001] [INFO ] [CONFIGURE ] BSBR: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:11:47.267032] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-17T23:11:47.443341] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:47.618148] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:47.798249] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:47.976963] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:48.154100] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:48.334877] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:48.520369] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:11:48.702788] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:48.916222] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:49.099715] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:49.099879] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-17T23:11:49.099944] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10021 tests
[2025-10-17T23:11:49.099988] [INFO ] [CONFIGURE ] BSBR: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:11:49.100023] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-17T23:11:49.251140] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:49.410193] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:49.572627] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:49.732961] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:49.896671] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:50.059901] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:50.224035] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:11:50.392950] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:50.559415] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:50.731149] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:50.731307] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T23:11:50.731350] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10020 tests
[2025-10-17T23:11:50.731437] [INFO ] [CONFIGURE ] BSBR: Testing feature 24/29: add_rsi
[2025-10-17T23:11:50.731477] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-17T23:11:50.911215] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:51.086397] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:51.262464] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:51.440083] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:51.616227] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:11:51.809923] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:51.991063] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:11:52.215741] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:52.399131] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:52.590299] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:11:52.590466] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:11:52.590527] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10019 tests
[2025-10-17T23:11:52.590565] [INFO ] [CONFIGURE ] BSBR: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:11:52.590596] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-17T23:11:52.756851] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:52.913144] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:53.069512] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:11:53.227368] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:53.390928] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:11:53.557873] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:53.723704] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:11:53.885534] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:54.063608] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:54.243920] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:54.244104] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T23:11:54.244150] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10018 tests
[2025-10-17T23:11:54.244186] [INFO ] [CONFIGURE ] BSBR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:11:54.244219] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-17T23:11:54.421998] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:54.597985] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:54.759780] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:54.922726] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:55.082180] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:55.270534] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:55.431982] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:11:55.593292] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:55.762123] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:55.926951] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:55.927116] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-17T23:11:55.927160] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10017 tests
[2025-10-17T23:11:55.927195] [INFO ] [CONFIGURE ] BSBR: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:11:55.927227] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-17T23:11:56.093827] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:56.257459] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:56.428550] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:11:56.610128] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:56.787141] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:56.956947] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:57.121916] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:11:57.286846] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:57.455845] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:57.628884] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:57.629052] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:11:57.629095] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10016 tests
[2025-10-17T23:11:57.629150] [INFO ] [CONFIGURE ] BSBR: Testing feature 28/29: add_volume_profile
[2025-10-17T23:11:57.629182] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-17T23:11:57.787777] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:11:57.943263] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:11:58.098126] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:11:58.251946] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:58.411628] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:58.570127] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:11:58.728681] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:11:58.887634] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:11:59.054793] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:11:59.216890] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:11:59.217049] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T23:11:59.217093] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10015 tests
[2025-10-17T23:11:59.217128] [INFO ] [CONFIGURE ] BSBR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:11:59.217158] [INFO ] [CONFIGURE ] BSBR: Best accuracy: 80.00%
[2025-10-17T23:11:59.217187] [INFO ] [CONFIGURE ] BSBR: Best feature set (2 features): ['add_vwap', 'add_macd']
[2025-10-17T23:11:59.217214] [INFO ] [CONFIGURE ] BSBR: Improvement over baseline: 20.00%
[2025-10-17T23:11:59.217241] [INFO ] [CONFIGURE ] BSBR: Total time: 43.6 seconds
[2025-10-17T23:11:59.217267] [INFO ] [CONFIGURE ] BSBR: Average time per feature: 1.6 seconds
[2025-10-17T23:11:59.217294] [INFO ] [CONFIGURE ] BSBR: Average speed: 0.66 features/sec
[2025-10-17T23:11:59.217821] [INFO ] [LOCAL     ] Saved configuration for BSBR: 2 features, 80.00% accuracy -> ./output/feature-sets/BSBR.json
[2025-10-17T23:11:59.217901] [INFO ] [CONFIGURE ] BSBR: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-17T23:11:59.217981] [INFO ] [sig       ] [35/380] Successfully configured BSBR | 0.02 sym/s | Total: 24.6m | ETA: 4.0h
[2025-10-17T23:11:59.218056] [INFO ] [sig       ] [36/380] Configuring BSTZ...
[2025-10-17T23:11:59.218122] [INFO ] [CONFIGURE ] BSTZ: Configurate test run.
[2025-10-17T23:11:59.218177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-10-17T23:11:59.238038] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'BSTZ'.
[2025-10-17T23:11:59.238628] [INFO ] [CONFIGURE ] BSTZ: Testing with 29 available features
[2025-10-17T23:11:59.238714] [INFO ] [CONFIGURE ] BSTZ: Establishing baseline with no features...
[2025-10-17T23:11:59.351732] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:11:59.468609] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:11:59.592171] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:11:59.716963] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:11:59.832931] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:11:59.962229] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:00.087785] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:00.209085] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:00.333516] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:00.455587] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:00.455884] [INFO ] [CONFIGURE ] BSTZ: Baseline score (no features): 40.00%
[2025-10-17T23:12:00.455952] [INFO ] [CONFIGURE ] BSTZ: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:12:00.455992] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:12:00.591030] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:00.722858] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:12:00.855297] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:00.985795] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:12:01.119833] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:12:01.274279] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:12:01.415738] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:01.569780] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:01.729399] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:01.896135] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:01.896443] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-17T23:12:01.896497] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10014 tests
[2025-10-17T23:12:01.896540] [INFO ] [CONFIGURE ] BSTZ: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:12:01.896576] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:12:02.047710] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:02.189539] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:02.312662] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:02.437146] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:02.580928] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:02.710337] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:02.839714] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:02.972088] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:03.096851] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:03.221526] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:03.221705] [INFO ] [CONFIGURE ] BSTZ: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-17T23:12:03.221762] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10013 tests
[2025-10-17T23:12:03.221797] [INFO ] [CONFIGURE ] BSTZ: Testing feature 3/29: add_daily_returns
[2025-10-17T23:12:03.221828] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:12:03.343622] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:03.464976] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:03.585449] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:03.705887] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:03.831026] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:03.953153] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:04.075354] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:04.198568] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:04.324740] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:04.455066] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:04.456118] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:12:04.456178] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10012 tests
[2025-10-17T23:12:04.456230] [INFO ] [CONFIGURE ] BSTZ: Testing feature 4/29: add_ema
[2025-10-17T23:12:04.456279] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-17T23:12:04.598186] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:04.743214] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:04.891795] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:05.032374] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:05.182883] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:05.327851] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:05.472034] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:05.623344] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:05.767489] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:05.915199] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:05.915392] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:12:05.915454] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10011 tests
[2025-10-17T23:12:05.915492] [INFO ] [CONFIGURE ] BSTZ: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:12:05.915523] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:12:06.087826] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:06.239245] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:06.394723] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:06.554623] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:12:06.705310] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:06.865145] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:07.026097] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:07.200912] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:07.354844] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:07.524694] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:07.524883] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-17T23:12:07.524954] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10010 tests
[2025-10-17T23:12:07.524988] [INFO ] [CONFIGURE ] BSTZ: Testing feature 6/29: add_failed_moves
[2025-10-17T23:12:07.525019] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:12:07.656166] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:07.799234] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:07.932266] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:08.126301] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:08.257913] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:08.389812] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:08.523760] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:08.655160] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:08.787715] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:08.921581] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:08.921786] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T23:12:08.921838] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10009 tests
[2025-10-17T23:12:08.921874] [INFO ] [CONFIGURE ] BSTZ: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:12:08.921906] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T23:12:09.050814] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:09.184623] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:09.317959] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:09.454153] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:09.608094] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:09.748621] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:09.890759] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:10.033154] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:10.179508] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:10.320447] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:10.320634] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:12:10.320728] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10008 tests
[2025-10-17T23:12:10.320779] [INFO ] [CONFIGURE ] BSTZ: Testing feature 8/29: add_macd
[2025-10-17T23:12:10.320859] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:12:10.503246] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:12:10.680174] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:12:10.860497] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:11.049613] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:11.244512] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:11.429308] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:11.616305] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:11.814804] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:11.995796] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:12.187815] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:12.188038] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_macd (score: 20.00%)
[2025-10-17T23:12:12.188114] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10007 tests
[2025-10-17T23:12:12.188186] [INFO ] [CONFIGURE ] BSTZ: Testing feature 9/29: add_mfi
[2025-10-17T23:12:12.188243] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-17T23:12:12.339434] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:12:12.493328] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:12.639362] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:12.786416] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:12.933755] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:13.084719] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:13.237845] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:13.391673] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:13.538855] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:13.686865] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:13.687072] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_mfi (score: 40.00%)
[2025-10-17T23:12:13.687117] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10006 tests
[2025-10-17T23:12:13.687153] [INFO ] [CONFIGURE ] BSTZ: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:12:13.687184] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:12:13.860571] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:14.036943] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:14.223230] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:14.431416] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:14.641612] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:14.841760] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:15.050218] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:15.232010] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:15.394489] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:15.569091] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:15.569282] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:12:15.569351] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10005 tests
[2025-10-17T23:12:15.569426] [INFO ] [CONFIGURE ] BSTZ: Testing feature 11/29: add_obv_daily
[2025-10-17T23:12:15.569478] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-17T23:12:15.709011] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:15.853583] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:16.007521] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:16.151005] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:16.288762] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:16.421340] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:16.555370] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:16.685843] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:16.816444] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:16.946262] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:16.946426] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:12:16.946470] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10004 tests
[2025-10-17T23:12:16.946506] [INFO ] [CONFIGURE ] BSTZ: Testing feature 12/29: add_obv_interval
[2025-10-17T23:12:16.946536] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-17T23:12:17.069798] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:17.200142] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:17.331613] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:17.463564] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:17.602813] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:17.732955] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:17.864773] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:18.001070] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:18.135412] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:18.270613] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:18.270794] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:12:18.270844] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10003 tests
[2025-10-17T23:12:18.270880] [INFO ] [CONFIGURE ] BSTZ: Testing feature 13/29: add_opening_strength
[2025-10-17T23:12:18.270910] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:12:18.411495] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:18.552637] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:18.697978] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:18.844799] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:18.992234] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:19.137495] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:19.282485] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:19.429055] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:19.577292] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:19.724112] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:19.724289] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-17T23:12:19.724337] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10002 tests
[2025-10-17T23:12:19.724372] [INFO ] [CONFIGURE ] BSTZ: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:12:19.724402] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-17T23:12:19.862867] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:20.002053] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:12:20.143936] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:20.284716] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:20.431637] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:20.587913] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:20.744480] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:20.893746] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:21.036632] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:21.179264] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:21.179415] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-17T23:12:21.179458] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10001 tests
[2025-10-17T23:12:21.179491] [INFO ] [CONFIGURE ] BSTZ: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:12:21.179521] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-17T23:12:21.298583] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:21.418472] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:21.538834] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:21.659118] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:21.781533] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:21.906630] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:22.030410] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:22.156478] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:22.279955] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:22.406855] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:22.407000] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T23:12:22.407043] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 10000 tests
[2025-10-17T23:12:22.407080] [INFO ] [CONFIGURE ] BSTZ: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:12:22.407112] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-17T23:12:22.533934] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:12:22.664554] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:12:22.804015] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:22.942247] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:12:23.076792] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:23.213455] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:23.357362] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:23.497512] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:23.639552] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:23.787549] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:23.787776] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_overnight_gap (score: 20.00%)
[2025-10-17T23:12:23.787843] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9999 tests
[2025-10-17T23:12:23.787884] [INFO ] [CONFIGURE ] BSTZ: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:12:23.787918] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-17T23:12:23.929931] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:24.073950] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:24.214927] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:24.371608] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:12:24.516515] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:24.660916] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:24.808290] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:24.948584] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:25.097461] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:25.240943] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:25.241106] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-17T23:12:25.241150] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9998 tests
[2025-10-17T23:12:25.241186] [INFO ] [CONFIGURE ] BSTZ: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:12:25.241217] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-17T23:12:25.381496] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:25.519261] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:25.652020] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:25.786059] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:25.924094] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:26.062689] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:26.203520] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:26.342396] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:26.480454] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:26.624127] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:26.624301] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-17T23:12:26.624345] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9997 tests
[2025-10-17T23:12:26.624380] [INFO ] [CONFIGURE ] BSTZ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:12:26.624413] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-17T23:12:26.757997] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:26.886506] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:27.015623] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:27.148387] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:27.285077] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:27.458149] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:27.593197] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:27.736168] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:27.886601] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:28.022860] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:28.023028] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-17T23:12:28.023071] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9996 tests
[2025-10-17T23:12:28.023106] [INFO ] [CONFIGURE ] BSTZ: Testing feature 20/29: add_price_rejection
[2025-10-17T23:12:28.023137] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-17T23:12:28.167987] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:28.310066] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:12:28.451592] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:28.599056] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:28.740858] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:28.880859] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:29.022056] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:29.164172] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:29.307960] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:29.448813] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:29.449026] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-17T23:12:29.449091] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9995 tests
[2025-10-17T23:12:29.449150] [INFO ] [CONFIGURE ] BSTZ: Testing feature 21/29: add_range_position
[2025-10-17T23:12:29.449185] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-17T23:12:29.593118] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:12:29.736272] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:12:29.878783] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:30.021721] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:30.168842] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:30.310258] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:12:30.483261] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:30.632133] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:30.775542] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:30.918994] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:30.919152] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_range_position (score: 30.00%)
[2025-10-17T23:12:30.919196] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9994 tests
[2025-10-17T23:12:30.919229] [INFO ] [CONFIGURE ] BSTZ: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:12:30.919261] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-17T23:12:31.081449] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:31.244092] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:31.398036] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:31.554424] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:31.711525] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:31.875048] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:32.043555] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:32.202533] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:32.364919] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:32.523540] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:32.523702] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-17T23:12:32.523760] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9993 tests
[2025-10-17T23:12:32.523858] [INFO ] [CONFIGURE ] BSTZ: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:12:32.523898] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-17T23:12:32.652321] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:32.786420] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:32.920093] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:33.056877] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:33.193860] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:33.333196] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:33.478515] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:33.620934] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:33.762058] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:33.900235] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:33.900421] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-17T23:12:33.900517] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9992 tests
[2025-10-17T23:12:33.900578] [INFO ] [CONFIGURE ] BSTZ: Testing feature 24/29: add_rsi
[2025-10-17T23:12:33.900615] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-17T23:12:34.054249] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:34.209621] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:34.370273] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:34.531972] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:34.690134] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:34.845080] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:35.001063] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:35.175660] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:35.345077] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:35.506594] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:35.506808] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:12:35.506870] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9991 tests
[2025-10-17T23:12:35.506908] [INFO ] [CONFIGURE ] BSTZ: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:12:35.506940] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-17T23:12:35.632489] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:35.764621] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:12:35.892249] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:36.024484] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:36.153505] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:36.283215] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:36.413495] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:36.572905] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:36.702724] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:36.834785] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:36.834960] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-17T23:12:36.835004] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9990 tests
[2025-10-17T23:12:36.835039] [INFO ] [CONFIGURE ] BSTZ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:12:36.835069] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-17T23:12:36.962134] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:37.092821] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:37.220912] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:37.350521] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:37.481472] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:37.613365] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:37.747465] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:37.887621] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:38.022312] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:38.161839] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:38.162007] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-17T23:12:38.162051] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9989 tests
[2025-10-17T23:12:38.162085] [INFO ] [CONFIGURE ] BSTZ: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:12:38.162117] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-17T23:12:38.310171] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:38.466522] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:12:38.640905] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:38.777900] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:38.911927] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:39.048599] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:39.183824] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:39.319181] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:39.456826] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:39.602759] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:39.602922] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-17T23:12:39.602964] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9988 tests
[2025-10-17T23:12:39.602999] [INFO ] [CONFIGURE ] BSTZ: Testing feature 28/29: add_volume_profile
[2025-10-17T23:12:39.603029] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-17T23:12:39.731021] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:39.858731] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:39.989304] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:40.120167] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:40.251852] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:40.383363] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:40.520127] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:40.663720] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:40.817065] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:40.969823] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:40.970026] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-17T23:12:40.970072] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9987 tests
[2025-10-17T23:12:40.970109] [INFO ] [CONFIGURE ] BSTZ: Testing feature 29/29: add_vwap
[2025-10-17T23:12:40.970162] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-17T23:12:41.103740] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:41.236148] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:12:41.372340] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:12:41.507757] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:12:41.646276] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:41.782182] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:12:41.918352] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:42.054837] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:42.193101] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:12:42.342898] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:42.343109] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T23:12:42.343155] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9986 tests
[2025-10-17T23:12:42.343189] [INFO ] [CONFIGURE ] BSTZ: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:12:42.343219] [INFO ] [CONFIGURE ] BSTZ: Best accuracy: 50.00%
[2025-10-17T23:12:42.343251] [INFO ] [CONFIGURE ] BSTZ: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-17T23:12:42.343279] [INFO ] [CONFIGURE ] BSTZ: Improvement over baseline: 10.00%
[2025-10-17T23:12:42.343306] [INFO ] [CONFIGURE ] BSTZ: Total time: 41.9 seconds
[2025-10-17T23:12:42.343333] [INFO ] [CONFIGURE ] BSTZ: Average time per feature: 1.4 seconds
[2025-10-17T23:12:42.343360] [INFO ] [CONFIGURE ] BSTZ: Average speed: 0.69 features/sec
[2025-10-17T23:12:42.343936] [INFO ] [LOCAL     ] Saved configuration for BSTZ: 1 features, 50.00% accuracy -> ./output/feature-sets/BSTZ.json
[2025-10-17T23:12:42.344007] [INFO ] [CONFIGURE ] BSTZ: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-17T23:12:42.344094] [INFO ] [sig       ] [36/380] Successfully configured BSTZ | 0.02 sym/s | Total: 25.4m | ETA: 4.0h
[2025-10-17T23:12:42.344162] [INFO ] [sig       ] [37/380] Configuring CACI...
[2025-10-17T23:12:42.344228] [INFO ] [CONFIGURE ] CACI: Configurate test run.
[2025-10-17T23:12:42.344284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-10-17T23:12:42.358041] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CACI'.
[2025-10-17T23:12:42.358557] [INFO ] [CONFIGURE ] CACI: Testing with 29 available features
[2025-10-17T23:12:42.358616] [INFO ] [CONFIGURE ] CACI: Establishing baseline with no features...
[2025-10-17T23:12:42.465204] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:42.593843] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:12:42.697539] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:12:42.802030] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:12:42.915146] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:12:43.026102] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:12:43.128916] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:43.233798] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:12:43.338636] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:12:43.448373] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:12:43.448512] [INFO ] [CONFIGURE ] CACI: Baseline score (no features): 50.00%
[2025-10-17T23:12:43.448553] [INFO ] [CONFIGURE ] CACI: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:12:43.448585] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:12:43.562269] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:43.681203] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:12:43.795787] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:12:43.913585] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:12:44.033254] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:12:44.145298] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:12:44.258038] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:44.371621] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:12:44.485833] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:12:44.604072] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:12:44.604224] [INFO ] [CONFIGURE ] CACI: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-17T23:12:44.604267] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9985 tests
[2025-10-17T23:12:44.604302] [INFO ] [CONFIGURE ] CACI: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:12:44.604333] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:12:44.722944] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:44.841165] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:12:44.960313] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:12:45.084151] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:12:45.204716] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:12:45.325257] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:12:45.447046] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:45.571198] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:12:45.696720] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:12:45.824992] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:45.825168] [INFO ] [CONFIGURE ] CACI: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T23:12:45.825212] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9984 tests
[2025-10-17T23:12:45.825247] [INFO ] [CONFIGURE ] CACI: Testing feature 3/29: add_daily_returns
[2025-10-17T23:12:45.825278] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_daily_returns']
[2025-10-17T23:12:45.931928] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:46.039855] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:12:46.151755] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:12:46.263373] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:12:46.377253] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:12:46.490427] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:12:46.603906] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:46.719480] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:12:46.835990] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:12:46.953324] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:12:46.953480] [INFO ] [CONFIGURE ] CACI: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:12:46.953524] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9983 tests
[2025-10-17T23:12:46.953558] [INFO ] [CONFIGURE ] CACI: Testing feature 4/29: add_ema
[2025-10-17T23:12:46.953589] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_ema']
[2025-10-17T23:12:47.078262] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:12:47.203263] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:12:47.326959] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:12:47.444473] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:12:47.563676] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:12:47.685803] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:12:47.806638] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:47.932304] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:12:48.055376] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:12:48.178639] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:12:48.178804] [INFO ] [CONFIGURE ] CACI: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:12:48.178849] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9982 tests
[2025-10-17T23:12:48.178884] [INFO ] [CONFIGURE ] CACI: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:12:48.178914] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:12:48.303382] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:12:48.428993] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:12:48.560073] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:12:48.688688] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:12:48.818602] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:12:48.947820] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:12:49.076257] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:49.203664] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:12:49.333526] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:12:49.464310] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:12:49.464455] [INFO ] [CONFIGURE ] CACI: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-17T23:12:49.464507] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9981 tests
[2025-10-17T23:12:49.464549] [INFO ] [CONFIGURE ] CACI: Testing feature 6/29: add_failed_moves
[2025-10-17T23:12:49.464606] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_failed_moves']
[2025-10-17T23:12:49.574616] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:49.682575] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:12:49.796916] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:12:49.907356] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:12:50.016765] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:12:50.126775] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:12:50.237627] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:50.348729] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:12:50.460291] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:12:50.573602] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:12:50.573745] [INFO ] [CONFIGURE ] CACI: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T23:12:50.573796] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9980 tests
[2025-10-17T23:12:50.573830] [INFO ] [CONFIGURE ] CACI: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:12:50.573860] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_lag_shelf']
[2025-10-17T23:12:50.671032] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:50.769447] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:12:50.870463] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:12:50.975097] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:12:51.076112] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:12:51.181512] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:12:51.285164] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:51.392253] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:12:51.501924] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:12:51.610616] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:12:51.610784] [INFO ] [CONFIGURE ] CACI: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:12:51.610847] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9979 tests
[2025-10-17T23:12:51.610885] [INFO ] [CONFIGURE ] CACI: Testing feature 8/29: add_macd
[2025-10-17T23:12:51.610918] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:12:51.752016] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:51.892998] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:12:52.034734] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:12:52.176819] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:12:52.320116] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:12:52.466161] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:12:52.609962] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:52.759801] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:12:52.918145] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:12:53.069534] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:12:53.069729] [INFO ] [CONFIGURE ] CACI: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:12:53.069787] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9978 tests
[2025-10-17T23:12:53.069824] [INFO ] [CONFIGURE ] CACI: Testing feature 9/29: add_mfi
[2025-10-17T23:12:53.069856] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_mfi']
[2025-10-17T23:12:53.182920] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:53.295755] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:12:53.413556] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:12:53.532208] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:12:53.653945] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:12:53.774943] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:12:53.896620] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:54.018659] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:12:54.145852] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:12:54.271139] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:12:54.271292] [INFO ] [CONFIGURE ] CACI: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:12:54.271335] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9977 tests
[2025-10-17T23:12:54.271369] [INFO ] [CONFIGURE ] CACI: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:12:54.271400] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:12:54.404030] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:54.538570] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:12:54.706047] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:12:54.841478] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:12:54.980858] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:12:55.121309] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:12:55.256225] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:55.390792] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:12:55.531684] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:12:55.668002] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:12:55.668150] [INFO ] [CONFIGURE ] CACI: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:12:55.668193] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9976 tests
[2025-10-17T23:12:55.668226] [INFO ] [CONFIGURE ] CACI: Testing feature 11/29: add_obv_daily
[2025-10-17T23:12:55.668256] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_obv_daily']
[2025-10-17T23:12:55.785394] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:55.896273] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:12:56.009038] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:12:56.121326] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:12:56.232977] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:12:56.345127] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:12:56.457971] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:12:56.579500] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:12:56.693365] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:12:56.815921] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:56.816086] [INFO ] [CONFIGURE ] CACI: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:12:56.816140] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9975 tests
[2025-10-17T23:12:56.816174] [INFO ] [CONFIGURE ] CACI: Testing feature 12/29: add_obv_interval
[2025-10-17T23:12:56.816204] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_obv_interval']
[2025-10-17T23:12:56.925142] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:12:57.033458] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:12:57.143488] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:12:57.253240] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:12:57.369627] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:12:57.480874] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:12:57.604096] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:57.745815] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:12:57.861472] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:12:57.978827] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:12:57.978966] [INFO ] [CONFIGURE ] CACI: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-17T23:12:57.979009] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9974 tests
[2025-10-17T23:12:57.979043] [INFO ] [CONFIGURE ] CACI: Testing feature 13/29: add_opening_strength
[2025-10-17T23:12:57.979073] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:12:58.101633] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:12:58.220833] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:12:58.342116] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:12:58.461513] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:12:58.581461] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:12:58.701807] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:12:58.821880] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:12:58.943363] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:12:59.067053] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:12:59.189706] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:12:59.189874] [INFO ] [CONFIGURE ] CACI: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-17T23:12:59.189918] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9973 tests
[2025-10-17T23:12:59.189951] [INFO ] [CONFIGURE ] CACI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:12:59.189980] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T23:12:59.310591] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:12:59.442192] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:12:59.572287] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:12:59.704587] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:12:59.833163] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:12:59.968218] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:00.109285] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:13:00.258176] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:00.404504] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:00.548050] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:00.548204] [INFO ] [CONFIGURE ] CACI: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-17T23:13:00.548246] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9972 tests
[2025-10-17T23:13:00.548299] [INFO ] [CONFIGURE ] CACI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:13:00.548355] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T23:13:00.654910] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:13:00.791620] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:13:00.908794] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:13:01.021064] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:13:01.132066] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:13:01.245843] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:13:01.379509] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:13:01.494189] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:01.607951] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:01.723079] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:01.723194] [INFO ] [CONFIGURE ] CACI: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T23:13:01.723236] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9971 tests
[2025-10-17T23:13:01.723268] [INFO ] [CONFIGURE ] CACI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:13:01.723297] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T23:13:01.843827] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:13:01.961923] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:13:02.085717] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:13:02.205217] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:13:02.325072] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:13:02.445437] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:02.566297] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:13:02.688034] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:02.810851] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:02.937409] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:02.937520] [INFO ] [CONFIGURE ] CACI: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-17T23:13:02.937563] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9970 tests
[2025-10-17T23:13:02.937597] [INFO ] [CONFIGURE ] CACI: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:13:02.937627] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_pbf_return_2d']
[2025-10-17T23:13:03.057617] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:13:03.185233] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:13:03.313664] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:13:03.435280] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:13:03.557777] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:13:03.682607] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:03.828822] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:13:03.952958] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:04.078551] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:04.204533] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:04.204679] [INFO ] [CONFIGURE ] CACI: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-17T23:13:04.204740] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9969 tests
[2025-10-17T23:13:04.204777] [INFO ] [CONFIGURE ] CACI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:13:04.204806] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_pbf_volatility_5d']
[2025-10-17T23:13:04.313278] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:13:04.422451] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:13:04.532917] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:13:04.648873] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:13:04.779258] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:13:04.888326] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:13:04.996356] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:13:05.105592] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:05.215463] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:05.326809] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:13:05.326922] [INFO ] [CONFIGURE ] CACI: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-17T23:13:05.326964] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9968 tests
[2025-10-17T23:13:05.326998] [INFO ] [CONFIGURE ] CACI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:13:05.327048] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-17T23:13:05.432151] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:13:05.537940] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:13:05.645417] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:13:05.752528] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:13:05.858705] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:13:05.972426] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:13:06.081220] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:13:06.192447] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:06.302176] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:06.417799] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:06.417921] [INFO ] [CONFIGURE ] CACI: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-17T23:13:06.417963] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9967 tests
[2025-10-17T23:13:06.417997] [INFO ] [CONFIGURE ] CACI: Testing feature 20/29: add_price_rejection
[2025-10-17T23:13:06.418026] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_price_rejection']
[2025-10-17T23:13:06.558398] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:13:06.676013] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:13:06.796975] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:13:06.916018] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:13:07.034136] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:13:07.153701] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:13:07.277845] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:13:07.398668] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:07.518431] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:07.641076] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:07.641211] [INFO ] [CONFIGURE ] CACI: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:13:07.641254] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9966 tests
[2025-10-17T23:13:07.641289] [INFO ] [CONFIGURE ] CACI: Testing feature 21/29: add_range_position
[2025-10-17T23:13:07.641319] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_range_position']
[2025-10-17T23:13:07.772709] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:13:07.897512] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:13:08.019196] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:13:08.141752] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:13:08.264632] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:13:08.387703] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:08.510906] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:13:08.641080] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:08.782786] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:08.912996] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:08.913114] [INFO ] [CONFIGURE ] CACI: DISCARDED add_range_position (score: 40.00%)
[2025-10-17T23:13:08.913157] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9965 tests
[2025-10-17T23:13:08.913191] [INFO ] [CONFIGURE ] CACI: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:13:08.913220] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_realized_volatility']
[2025-10-17T23:13:09.052716] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:13:09.193448] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:13:09.333288] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:13:09.474927] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:13:09.622378] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:13:09.767944] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:09.918475] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:13:10.068115] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:10.216482] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:10.370001] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:13:10.370143] [INFO ] [CONFIGURE ] CACI: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-17T23:13:10.370186] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9964 tests
[2025-10-17T23:13:10.370219] [INFO ] [CONFIGURE ] CACI: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:13:10.370248] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_recent_range_context']
[2025-10-17T23:13:10.486797] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:13:10.602560] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:13:10.720313] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:13:10.838235] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:13:10.958974] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:13:11.078946] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:13:11.210965] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:13:11.330406] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:11.450092] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:13:11.569573] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:11.569746] [INFO ] [CONFIGURE ] CACI: KEPT add_recent_range_context (score: 60.00%)
[2025-10-17T23:13:11.569798] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9963 tests
[2025-10-17T23:13:11.569834] [INFO ] [CONFIGURE ] CACI: Testing feature 24/29: add_rsi
[2025-10-17T23:13:11.569865] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_recent_range_context', 'add_ema', 'add_rsi']
[2025-10-17T23:13:11.717118] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:13:11.867355] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:13:12.014727] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:13:12.161630] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:13:12.310019] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:13:12.459246] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:13:12.615042] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:13:12.766937] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:12.938617] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:13.090500] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:13.090631] [INFO ] [CONFIGURE ] CACI: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:13:13.090711] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9962 tests
[2025-10-17T23:13:13.090754] [INFO ] [CONFIGURE ] CACI: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:13:13.090785] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_recent_range_context', 'add_tick_distribution']
[2025-10-17T23:13:13.214876] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:13:13.339580] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:13:13.465370] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:13:13.596398] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:13:13.723203] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:13:13.856113] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:13:13.984091] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:13:14.112897] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:14.242835] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:13:14.375029] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:14.375182] [INFO ] [CONFIGURE ] CACI: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:13:14.375226] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 1.4s/test | Remaining: 9961 tests
[2025-10-17T23:13:14.375260] [INFO ] [CONFIGURE ] CACI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:13:14.375291] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-10-17T23:13:14.501119] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:13:14.626306] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:13:14.752413] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:13:14.878858] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:13:15.006051] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:13:15.138998] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:13:15.266865] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:13:15.401239] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:15.531417] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:13:15.662169] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:15.662332] [INFO ] [CONFIGURE ] CACI: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-17T23:13:15.662376] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9960 tests
[2025-10-17T23:13:15.662410] [INFO ] [CONFIGURE ] CACI: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:13:15.662440] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_recent_range_context', 'add_volume_price_divergence']
[2025-10-17T23:13:15.802055] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:13:15.967703] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:13:16.104991] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:13:16.242270] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:13:16.380765] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:13:16.525999] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:16.665944] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:13:16.807367] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:16.944304] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:17.079198] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:17.079399] [INFO ] [CONFIGURE ] CACI: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-17T23:13:17.079461] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9959 tests
[2025-10-17T23:13:17.079520] [INFO ] [CONFIGURE ] CACI: Testing feature 28/29: add_volume_profile
[2025-10-17T23:13:17.079553] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_recent_range_context', 'add_volume_profile']
[2025-10-17T23:13:17.201049] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:13:17.325194] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:13:17.448049] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:13:17.577858] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:13:17.702284] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:13:17.828469] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:17.969965] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:13:18.109090] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:18.241403] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:18.369510] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:18.369686] [INFO ] [CONFIGURE ] CACI: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-17T23:13:18.369747] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9958 tests
[2025-10-17T23:13:18.369785] [INFO ] [CONFIGURE ] CACI: Testing feature 29/29: add_vwap
[2025-10-17T23:13:18.369815] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_recent_range_context', 'add_vwap']
[2025-10-17T23:13:18.495269] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:13:18.620246] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:13:18.746514] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:13:18.872343] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:13:19.000183] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:13:19.127150] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:13:19.254171] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:13:19.380972] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:19.510033] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:19.639376] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:19.639538] [INFO ] [CONFIGURE ] CACI: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T23:13:19.639583] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9957 tests
[2025-10-17T23:13:19.639623] [INFO ] [CONFIGURE ] CACI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:13:19.639686] [INFO ] [CONFIGURE ] CACI: Best accuracy: 60.00%
[2025-10-17T23:13:19.639734] [INFO ] [CONFIGURE ] CACI: Best feature set (1 features): ['add_recent_range_context']
[2025-10-17T23:13:19.639764] [INFO ] [CONFIGURE ] CACI: Improvement over baseline: 10.00%
[2025-10-17T23:13:19.639791] [INFO ] [CONFIGURE ] CACI: Total time: 36.2 seconds
[2025-10-17T23:13:19.639818] [INFO ] [CONFIGURE ] CACI: Average time per feature: 1.2 seconds
[2025-10-17T23:13:19.639846] [INFO ] [CONFIGURE ] CACI: Average speed: 0.80 features/sec
[2025-10-17T23:13:19.640383] [INFO ] [LOCAL     ] Saved configuration for CACI: 1 features, 60.00% accuracy -> ./output/feature-sets/CACI.json
[2025-10-17T23:13:19.640453] [INFO ] [CONFIGURE ] CACI: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-17T23:13:19.640540] [INFO ] [sig       ] [37/380] Successfully configured CACI | 0.02 sym/s | Total: 26.0m | ETA: 4.0h
[2025-10-17T23:13:19.640616] [INFO ] [sig       ] [38/380] Configuring CEPU...
[2025-10-17T23:13:19.640705] [INFO ] [CONFIGURE ] CEPU: Configurate test run.
[2025-10-17T23:13:19.640760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEPU' from 'https://tdm.silogroup.org/data/derivative_storage/CEPU.csv'.
[2025-10-17T23:13:19.655169] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CEPU'.
[2025-10-17T23:13:19.655561] [INFO ] [CONFIGURE ] CEPU: Testing with 29 available features
[2025-10-17T23:13:19.655623] [INFO ] [CONFIGURE ] CEPU: Establishing baseline with no features...
[2025-10-17T23:13:19.764595] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:13:19.866872] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:19.971934] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:20.074884] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:13:20.178529] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:20.282625] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:20.386167] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:13:20.490567] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:20.596671] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:20.703631] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:13:20.703796] [INFO ] [CONFIGURE ] CEPU: Baseline score (no features): 30.00%
[2025-10-17T23:13:20.703841] [INFO ] [CONFIGURE ] CEPU: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:13:20.703873] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:13:20.817570] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:13:20.931866] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:21.045701] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:21.161031] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:21.277205] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:21.397501] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:21.516762] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:13:21.637009] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:21.757445] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:21.878760] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:21.878924] [INFO ] [CONFIGURE ] CEPU: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-17T23:13:21.878967] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9956 tests
[2025-10-17T23:13:21.879001] [INFO ] [CONFIGURE ] CEPU: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:13:21.879031] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:13:22.021554] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:13:22.158151] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:22.293887] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:22.432233] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:13:22.569936] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:22.708887] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:22.848953] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:13:22.993837] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:23.136611] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:13:23.278165] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:23.278320] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-17T23:13:23.278363] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9955 tests
[2025-10-17T23:13:23.278397] [INFO ] [CONFIGURE ] CEPU: Testing feature 3/29: add_daily_returns
[2025-10-17T23:13:23.278427] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:13:23.398093] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:23.518967] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:23.640834] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:23.767829] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:23.890591] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:24.017595] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:24.155960] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:13:24.302729] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:24.484916] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:24.652852] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:24.653037] [INFO ] [CONFIGURE ] CEPU: KEPT add_daily_returns (score: 60.00%)
[2025-10-17T23:13:24.653084] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9954 tests
[2025-10-17T23:13:24.653119] [INFO ] [CONFIGURE ] CEPU: Testing feature 4/29: add_ema
[2025-10-17T23:13:24.653151] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-17T23:13:24.854203] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:25.062467] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:25.209325] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:25.362247] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:25.502677] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:25.643915] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:25.784309] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:13:25.927956] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:26.070068] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:26.215048] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:26.215216] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:13:26.215311] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9953 tests
[2025-10-17T23:13:26.215354] [INFO ] [CONFIGURE ] CEPU: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:13:26.215387] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:13:26.362063] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:26.506154] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:26.650394] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:26.797227] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:26.944575] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:27.095990] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:27.244085] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:13:27.394972] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:27.543699] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:13:27.693689] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:13:27.693864] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:13:27.693908] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9952 tests
[2025-10-17T23:13:27.693942] [INFO ] [CONFIGURE ] CEPU: Testing feature 6/29: add_failed_moves
[2025-10-17T23:13:27.693973] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-17T23:13:27.823706] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:27.952039] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:28.092836] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:28.226002] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:28.358582] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:28.491459] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:28.628413] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:13:28.787180] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:28.922742] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:29.059986] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:29.060125] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:13:29.060170] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9951 tests
[2025-10-17T23:13:29.060204] [INFO ] [CONFIGURE ] CEPU: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:13:29.060235] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-17T23:13:29.183558] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:29.308158] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:29.434061] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:29.560344] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:29.686791] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:29.812505] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:29.939621] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:13:30.068777] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:30.202441] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:30.332471] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:30.332603] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-17T23:13:30.332667] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9950 tests
[2025-10-17T23:13:30.332726] [INFO ] [CONFIGURE ] CEPU: Testing feature 8/29: add_macd
[2025-10-17T23:13:30.332759] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-17T23:13:30.493991] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:30.655780] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:30.817050] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:30.977592] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:31.139859] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:31.307935] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:31.472172] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:13:31.635690] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:31.802152] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:31.966804] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:13:31.967040] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:13:31.967102] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9949 tests
[2025-10-17T23:13:31.967140] [INFO ] [CONFIGURE ] CEPU: Testing feature 9/29: add_mfi
[2025-10-17T23:13:31.967171] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-17T23:13:32.099532] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:32.231824] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:32.366180] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:32.502696] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:32.638721] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:32.773636] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:32.909289] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:13:33.047179] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:33.186324] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:33.328695] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:33.328844] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:13:33.328896] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9948 tests
[2025-10-17T23:13:33.328939] [INFO ] [CONFIGURE ] CEPU: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:13:33.328977] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:13:33.477767] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:33.634983] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:33.787180] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:33.938582] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:34.091333] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:34.249035] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:34.405668] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:13:34.568205] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:34.721171] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:34.873839] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:34.873989] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-17T23:13:34.874032] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9947 tests
[2025-10-17T23:13:34.874066] [INFO ] [CONFIGURE ] CEPU: Testing feature 11/29: add_obv_daily
[2025-10-17T23:13:34.874096] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-17T23:13:35.001907] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:35.128198] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:35.261615] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:35.398929] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:35.534075] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:35.670385] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:35.803217] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:13:35.935506] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:36.073253] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:36.208504] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:36.208722] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:13:36.208779] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9946 tests
[2025-10-17T23:13:36.208815] [INFO ] [CONFIGURE ] CEPU: Testing feature 12/29: add_obv_interval
[2025-10-17T23:13:36.208846] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-17T23:13:36.338639] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:36.467542] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:36.599531] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:36.728734] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:36.858594] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:36.988079] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:37.156171] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:13:37.288828] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:37.424563] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:37.560498] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:37.560694] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T23:13:37.560756] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9945 tests
[2025-10-17T23:13:37.560794] [INFO ] [CONFIGURE ] CEPU: Testing feature 13/29: add_opening_strength
[2025-10-17T23:13:37.560825] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:13:37.709629] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:37.856965] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:38.005687] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:38.154073] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:38.306873] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:38.451979] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:38.594756] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:13:38.737831] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:38.884108] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:39.033262] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:39.033465] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T23:13:39.033511] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9944 tests
[2025-10-17T23:13:39.033570] [INFO ] [CONFIGURE ] CEPU: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:13:39.033603] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-17T23:13:39.198801] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:39.352171] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:39.508849] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:39.664112] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:39.823937] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:39.993048] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:40.151636] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:13:40.306720] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:40.452795] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:40.601495] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:40.601640] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:13:40.601723] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9943 tests
[2025-10-17T23:13:40.601761] [INFO ] [CONFIGURE ] CEPU: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:13:40.601793] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-17T23:13:40.723180] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:40.846965] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:40.975148] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:41.126228] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:41.261236] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:41.399291] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:41.522975] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:13:41.649986] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:41.776216] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:41.902578] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:13:41.902768] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-17T23:13:41.902819] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9942 tests
[2025-10-17T23:13:41.902855] [INFO ] [CONFIGURE ] CEPU: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:13:41.902886] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-17T23:13:42.041615] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:42.180006] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:42.313043] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:42.444288] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:42.577260] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:42.717157] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:42.851359] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:13:42.993429] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:43.130037] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:43.265497] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:43.265703] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-17T23:13:43.265781] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9941 tests
[2025-10-17T23:13:43.265838] [INFO ] [CONFIGURE ] CEPU: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:13:43.265873] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-17T23:13:43.403374] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:43.538571] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:43.672858] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:43.807798] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:43.947832] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:13:44.084830] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:44.220485] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:13:44.358130] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:44.495640] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:44.634748] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:44.634928] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-17T23:13:44.634972] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9940 tests
[2025-10-17T23:13:44.635006] [INFO ] [CONFIGURE ] CEPU: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:13:44.635036] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-17T23:13:44.757051] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:44.880813] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:45.008212] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:45.130365] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:45.253564] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:45.385933] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:45.513056] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:13:45.643018] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:45.771526] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:45.905964] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:45.906177] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-17T23:13:45.906237] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9939 tests
[2025-10-17T23:13:45.906299] [INFO ] [CONFIGURE ] CEPU: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:13:45.906334] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-17T23:13:46.035460] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:46.161532] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:46.283359] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:46.433156] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:46.558436] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:46.682938] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:46.809003] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:13:46.934777] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:47.060345] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:47.193759] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:47.193913] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-17T23:13:47.193956] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9938 tests
[2025-10-17T23:13:47.193990] [INFO ] [CONFIGURE ] CEPU: Testing feature 20/29: add_price_rejection
[2025-10-17T23:13:47.194021] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-17T23:13:47.326126] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:47.458185] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:47.591605] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:47.728958] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:47.861767] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:48.010522] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:48.144659] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:13:48.281008] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:48.416781] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:48.552570] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:13:48.552750] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-17T23:13:48.552803] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9937 tests
[2025-10-17T23:13:48.552839] [INFO ] [CONFIGURE ] CEPU: Testing feature 21/29: add_range_position
[2025-10-17T23:13:48.552870] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-10-17T23:13:48.693016] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:48.839125] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:48.979625] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:49.121416] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:49.293238] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:49.436047] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:49.579463] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:13:49.724686] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:49.876356] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:50.028968] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:50.029133] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:13:50.029176] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9936 tests
[2025-10-17T23:13:50.029211] [INFO ] [CONFIGURE ] CEPU: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:13:50.029241] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-10-17T23:13:50.192171] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:50.349476] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:50.506826] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:13:50.667942] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:50.831989] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:50.998592] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:51.160212] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:13:51.323267] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:51.495334] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:13:51.667776] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:13:51.667958] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:13:51.668005] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9935 tests
[2025-10-17T23:13:51.668042] [INFO ] [CONFIGURE ] CEPU: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:13:51.668074] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-10-17T23:13:51.820900] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:51.964360] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:52.102051] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:52.244450] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:52.395374] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:52.531260] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:52.668034] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:13:52.801476] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:52.937062] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:53.070446] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:53.070694] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-17T23:13:53.070754] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9934 tests
[2025-10-17T23:13:53.070790] [INFO ] [CONFIGURE ] CEPU: Testing feature 24/29: add_rsi
[2025-10-17T23:13:53.070821] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-17T23:13:53.225519] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:53.381609] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:53.537776] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:53.693547] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:53.848860] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:54.010874] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:54.167913] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:13:54.325288] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:54.481720] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:54.639508] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:13:54.639694] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T23:13:54.639753] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9933 tests
[2025-10-17T23:13:54.639790] [INFO ] [CONFIGURE ] CEPU: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:13:54.639821] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-10-17T23:13:54.770632] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:54.901493] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:55.035007] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:55.170356] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:55.304727] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:55.463493] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:55.597492] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:13:55.732926] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:13:55.869060] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:56.037241] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:56.037422] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:13:56.037466] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9932 tests
[2025-10-17T23:13:56.037501] [INFO ] [CONFIGURE ] CEPU: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:13:56.037533] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-17T23:13:56.178492] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:56.316709] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:56.454309] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:56.602793] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:56.739817] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:56.875430] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:57.011385] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:13:57.150447] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:57.289110] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:13:57.423307] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:13:57.423485] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-17T23:13:57.423528] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9931 tests
[2025-10-17T23:13:57.423562] [INFO ] [CONFIGURE ] CEPU: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:13:57.423593] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-17T23:13:57.560242] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:57.700059] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:57.838364] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:13:57.979941] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:58.123352] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:58.283061] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:58.447008] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:13:58.609100] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:13:58.763027] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:13:58.924531] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:13:58.924720] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:13:58.924778] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9930 tests
[2025-10-17T23:13:58.924815] [INFO ] [CONFIGURE ] CEPU: Testing feature 28/29: add_volume_profile
[2025-10-17T23:13:58.924848] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-10-17T23:13:59.066753] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:13:59.215523] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:13:59.358174] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:13:59.497215] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:13:59.636511] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:13:59.782013] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:13:59.922280] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:14:00.063633] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:14:00.204387] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:00.349009] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:00.349177] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-17T23:14:00.349222] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9929 tests
[2025-10-17T23:14:00.349256] [INFO ] [CONFIGURE ] CEPU: Testing feature 29/29: add_vwap
[2025-10-17T23:14:00.349287] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap']
[2025-10-17T23:14:00.488806] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:14:00.627807] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:14:00.767122] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:00.906586] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:01.046944] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:14:01.207669] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:14:01.356094] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:14:01.540298] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:14:01.684067] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:14:01.834835] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:14:01.835009] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:14:01.835063] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9928 tests
[2025-10-17T23:14:01.835100] [INFO ] [CONFIGURE ] CEPU: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:14:01.835130] [INFO ] [CONFIGURE ] CEPU: Best accuracy: 60.00%
[2025-10-17T23:14:01.835161] [INFO ] [CONFIGURE ] CEPU: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:14:01.835191] [INFO ] [CONFIGURE ] CEPU: Improvement over baseline: 30.00%
[2025-10-17T23:14:01.835218] [INFO ] [CONFIGURE ] CEPU: Total time: 41.1 seconds
[2025-10-17T23:14:01.835245] [INFO ] [CONFIGURE ] CEPU: Average time per feature: 1.4 seconds
[2025-10-17T23:14:01.835274] [INFO ] [CONFIGURE ] CEPU: Average speed: 0.71 features/sec
[2025-10-17T23:14:01.835829] [INFO ] [LOCAL     ] Saved configuration for CEPU: 2 features, 60.00% accuracy -> ./output/feature-sets/CEPU.json
[2025-10-17T23:14:01.835897] [INFO ] [CONFIGURE ] CEPU: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-17T23:14:01.835974] [INFO ] [sig       ] [38/380] Successfully configured CEPU | 0.02 sym/s | Total: 26.7m | ETA: 4.0h
[2025-10-17T23:14:01.836047] [INFO ] [sig       ] [39/380] Configuring CHMI...
[2025-10-17T23:14:01.836102] [INFO ] [CONFIGURE ] CHMI: Configurate test run.
[2025-10-17T23:14:01.836134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-10-17T23:14:01.850056] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHMI'.
[2025-10-17T23:14:01.850382] [INFO ] [CONFIGURE ] CHMI: Testing with 29 available features
[2025-10-17T23:14:01.850439] [INFO ] [CONFIGURE ] CHMI: Establishing baseline with no features...
[2025-10-17T23:14:01.960625] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:14:02.072035] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:02.188753] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:14:02.299968] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:02.434134] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:14:02.549926] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:02.666420] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:14:02.783526] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:02.900589] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:03.019673] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:03.019848] [INFO ] [CONFIGURE ] CHMI: Baseline score (no features): 30.00%
[2025-10-17T23:14:03.019892] [INFO ] [CONFIGURE ] CHMI: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:14:03.019925] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:14:03.146608] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:03.277287] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:03.402504] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:03.526074] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:03.649636] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:14:03.779639] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:03.904536] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:04.030882] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:04.156970] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:04.284067] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:04.284226] [INFO ] [CONFIGURE ] CHMI: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-17T23:14:04.284271] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9927 tests
[2025-10-17T23:14:04.284304] [INFO ] [CONFIGURE ] CHMI: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:14:04.284335] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:14:04.436604] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:04.611951] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:04.754362] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:04.895484] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:05.038092] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:14:05.185204] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:05.336283] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:05.493483] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:05.652816] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:05.801884] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:05.802079] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-17T23:14:05.802140] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9926 tests
[2025-10-17T23:14:05.802178] [INFO ] [CONFIGURE ] CHMI: Testing feature 3/29: add_daily_returns
[2025-10-17T23:14:05.802209] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:14:05.928551] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:06.053493] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:06.184121] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:06.311165] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:06.438734] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:14:06.565093] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:14:06.691833] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:06.817970] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:06.940490] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:07.074279] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:07.074454] [INFO ] [CONFIGURE ] CHMI: KEPT add_daily_returns (score: 60.00%)
[2025-10-17T23:14:07.074502] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9925 tests
[2025-10-17T23:14:07.074537] [INFO ] [CONFIGURE ] CHMI: Testing feature 4/29: add_ema
[2025-10-17T23:14:07.074568] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-17T23:14:07.216129] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:07.358231] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:07.501593] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:07.644914] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:07.794475] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:07.938370] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:08.084890] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:08.231800] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:08.378287] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:08.528093] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:08.528270] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:14:08.528314] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9924 tests
[2025-10-17T23:14:08.528348] [INFO ] [CONFIGURE ] CHMI: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:14:08.528379] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:14:08.678305] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:14:08.829126] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:08.980326] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:09.130806] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:09.282612] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:09.435061] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:09.593295] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:09.746740] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:09.901164] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:10.055709] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:10.055885] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-10-17T23:14:10.055929] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9923 tests
[2025-10-17T23:14:10.055986] [INFO ] [CONFIGURE ] CHMI: Testing feature 6/29: add_failed_moves
[2025-10-17T23:14:10.056067] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-17T23:14:10.190307] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:10.326474] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:10.460387] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:10.597156] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:10.737805] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:14:10.877779] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:14:11.016489] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:11.154861] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:11.293939] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:11.433425] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:11.433588] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:14:11.433664] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9922 tests
[2025-10-17T23:14:11.433724] [INFO ] [CONFIGURE ] CHMI: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:14:11.433761] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-17T23:14:11.558965] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:11.684560] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:11.815252] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:11.948105] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:12.076851] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:12.210511] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:14:12.341067] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:12.471195] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:12.607493] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:12.741938] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:12.742088] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-17T23:14:12.742155] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9921 tests
[2025-10-17T23:14:12.742214] [INFO ] [CONFIGURE ] CHMI: Testing feature 8/29: add_macd
[2025-10-17T23:14:12.742249] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-17T23:14:12.905593] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:13.064179] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:13.226780] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:13.398747] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:13.565416] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:13.745237] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:14:13.928411] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:14.107975] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:14:14.290457] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:14.477608] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:14.477907] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_macd (score: 60.00%)
[2025-10-17T23:14:14.477975] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9920 tests
[2025-10-17T23:14:14.478019] [INFO ] [CONFIGURE ] CHMI: Testing feature 9/29: add_mfi
[2025-10-17T23:14:14.478052] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-17T23:14:14.630618] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:14.767059] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:14.906668] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:15.059879] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:15.195629] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:14:15.331376] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:14:15.471129] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:15.611928] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:15.750674] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:15.890388] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:15.890555] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T23:14:15.890597] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9919 tests
[2025-10-17T23:14:15.890633] [INFO ] [CONFIGURE ] CHMI: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:14:15.890705] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:14:16.042745] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:16.196109] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:16.345465] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:16.496575] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:16.657813] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:14:16.821177] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:17.001058] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:17.215868] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:17.441568] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:17.662022] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:17.662265] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-17T23:14:17.662357] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9918 tests
[2025-10-17T23:14:17.662430] [INFO ] [CONFIGURE ] CHMI: Testing feature 11/29: add_obv_daily
[2025-10-17T23:14:17.662481] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-17T23:14:17.819238] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:17.950561] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:18.078577] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:18.211400] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:18.339232] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:18.468873] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:18.603306] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:18.753169] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:18.894808] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:19.036326] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:19.036499] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-17T23:14:19.036545] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9917 tests
[2025-10-17T23:14:19.036579] [INFO ] [CONFIGURE ] CHMI: Testing feature 12/29: add_obv_interval
[2025-10-17T23:14:19.036611] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-17T23:14:19.162378] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:19.342375] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:19.468240] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:19.593924] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:19.748285] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:19.878421] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:20.007069] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:20.140765] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:20.270156] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:20.402408] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:20.402621] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-17T23:14:20.402701] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9916 tests
[2025-10-17T23:14:20.402750] [INFO ] [CONFIGURE ] CHMI: Testing feature 13/29: add_opening_strength
[2025-10-17T23:14:20.402782] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:14:20.540219] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:20.671066] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:20.808996] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:20.941141] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:21.076054] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:21.213490] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:21.346697] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:21.480078] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:21.611944] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:21.744050] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:21.744202] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-17T23:14:21.744246] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9915 tests
[2025-10-17T23:14:21.744283] [INFO ] [CONFIGURE ] CHMI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:14:21.744316] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-17T23:14:21.884607] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:22.026180] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:22.171284] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:22.311631] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:22.459077] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:22.624072] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:22.802866] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:22.957219] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:23.109558] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:23.252727] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:23.252864] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-17T23:14:23.252924] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9914 tests
[2025-10-17T23:14:23.252981] [INFO ] [CONFIGURE ] CHMI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:14:23.253016] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-17T23:14:23.373290] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:23.509088] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:23.639876] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:23.772049] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:23.901678] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:24.032057] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:24.164045] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:24.296462] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:24.423419] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:24.553448] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:24.553601] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-17T23:14:24.553676] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9913 tests
[2025-10-17T23:14:24.553736] [INFO ] [CONFIGURE ] CHMI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:14:24.553770] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-17T23:14:24.683201] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:24.818639] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:24.956534] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:25.095198] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:25.233302] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:25.371019] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:25.508900] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:25.649981] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:25.814606] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:25.948944] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:25.949117] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-17T23:14:25.949165] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9912 tests
[2025-10-17T23:14:25.949199] [INFO ] [CONFIGURE ] CHMI: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:14:25.949230] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-17T23:14:26.082457] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:26.216079] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:26.349485] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:14:26.486421] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:26.623829] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:14:26.766962] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:26.906010] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:27.047912] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:27.193555] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:27.336457] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:27.336622] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-17T23:14:27.336698] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9911 tests
[2025-10-17T23:14:27.336746] [INFO ] [CONFIGURE ] CHMI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:14:27.336779] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-17T23:14:27.460408] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:14:27.597310] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:27.728450] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:27.856964] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:27.984750] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:28.112896] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:28.246817] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:28.367532] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:28.493005] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:28.619413] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:28.619587] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_pbf_volatility_5d (score: 20.00%)
[2025-10-17T23:14:28.619638] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9910 tests
[2025-10-17T23:14:28.619717] [INFO ] [CONFIGURE ] CHMI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:14:28.619753] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-17T23:14:28.737256] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:28.858999] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:28.978740] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:29.099159] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:29.220286] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:14:29.341449] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:14:29.463174] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:29.589925] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:29.712980] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:29.845715] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:29.845868] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-17T23:14:29.845913] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9909 tests
[2025-10-17T23:14:29.845949] [INFO ] [CONFIGURE ] CHMI: Testing feature 20/29: add_price_rejection
[2025-10-17T23:14:29.845982] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-17T23:14:29.985867] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:30.123542] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:30.260815] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:30.414628] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:30.550066] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:30.685548] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:14:30.819413] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:30.956621] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:14:31.090454] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:31.229356] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:31.229566] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-17T23:14:31.229627] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9908 tests
[2025-10-17T23:14:31.229699] [INFO ] [CONFIGURE ] CHMI: Testing feature 21/29: add_range_position
[2025-10-17T23:14:31.229743] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-10-17T23:14:31.367716] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:14:31.505028] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:31.643744] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:31.788123] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:31.934518] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:32.075847] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:32.216340] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:14:32.356975] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:32.508905] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:32.667164] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:32.667367] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_range_position (score: 40.00%)
[2025-10-17T23:14:32.667414] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9907 tests
[2025-10-17T23:14:32.667452] [INFO ] [CONFIGURE ] CHMI: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:14:32.667487] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-10-17T23:14:32.832073] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:32.996383] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:33.162434] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:33.327178] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:33.486071] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:14:33.641072] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:33.801266] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:33.959525] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:14:34.125570] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:34.294936] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:34.295062] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:14:34.295105] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9906 tests
[2025-10-17T23:14:34.295139] [INFO ] [CONFIGURE ] CHMI: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:14:34.295169] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-10-17T23:14:34.431520] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:34.566232] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:34.698715] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:34.832253] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:34.973305] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:14:35.108138] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:14:35.246037] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:35.382780] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:35.521175] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:35.660223] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:35.660378] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:14:35.660425] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9905 tests
[2025-10-17T23:14:35.660459] [INFO ] [CONFIGURE ] CHMI: Testing feature 24/29: add_rsi
[2025-10-17T23:14:35.660490] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-17T23:14:35.816872] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:35.970007] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:36.121912] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:36.274927] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:36.427787] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:14:36.585172] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:36.743935] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:36.900522] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:37.057712] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:37.213326] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:37.213465] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:14:37.213508] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9904 tests
[2025-10-17T23:14:37.213542] [INFO ] [CONFIGURE ] CHMI: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:14:37.213572] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-10-17T23:14:37.345760] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:37.475282] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:37.639033] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:37.770811] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:37.933905] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:14:38.066018] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:38.201885] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:38.334550] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:38.470423] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:38.604784] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:38.604960] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-17T23:14:38.605004] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9903 tests
[2025-10-17T23:14:38.605038] [INFO ] [CONFIGURE ] CHMI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:14:38.605070] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-17T23:14:38.737439] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:14:38.870575] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:39.005365] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:39.136919] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:39.268134] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:14:39.399888] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:39.533217] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:14:39.666671] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:39.808441] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:39.954238] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:39.954434] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-17T23:14:39.954480] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9902 tests
[2025-10-17T23:14:39.954516] [INFO ] [CONFIGURE ] CHMI: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:14:39.954549] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-17T23:14:40.106278] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:40.262512] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:40.424871] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:40.587465] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:40.740909] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:14:40.914932] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:14:41.073998] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:41.230596] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:41.394784] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:41.559899] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:41.560087] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:14:41.560153] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9901 tests
[2025-10-17T23:14:41.560193] [INFO ] [CONFIGURE ] CHMI: Testing feature 28/29: add_volume_profile
[2025-10-17T23:14:41.560226] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-10-17T23:14:41.703141] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:14:41.847303] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:41.994556] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:42.141511] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:14:42.293595] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:14:42.441082] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:14:42.590120] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:42.735469] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:42.889825] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:43.040045] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:43.040271] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-17T23:14:43.040330] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9900 tests
[2025-10-17T23:14:43.040370] [INFO ] [CONFIGURE ] CHMI: Testing feature 29/29: add_vwap
[2025-10-17T23:14:43.040404] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap']
[2025-10-17T23:14:43.186339] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:14:43.323335] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:14:43.467781] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:14:43.603716] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:43.736671] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:14:43.871385] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:14:44.013363] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:14:44.148916] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:44.283356] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:14:44.419265] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:44.419397] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_vwap (score: 40.00%)
[2025-10-17T23:14:44.419440] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9899 tests
[2025-10-17T23:14:44.419475] [INFO ] [CONFIGURE ] CHMI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:14:44.419506] [INFO ] [CONFIGURE ] CHMI: Best accuracy: 60.00%
[2025-10-17T23:14:44.419537] [INFO ] [CONFIGURE ] CHMI: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:14:44.419566] [INFO ] [CONFIGURE ] CHMI: Improvement over baseline: 30.00%
[2025-10-17T23:14:44.419593] [INFO ] [CONFIGURE ] CHMI: Total time: 41.4 seconds
[2025-10-17T23:14:44.419620] [INFO ] [CONFIGURE ] CHMI: Average time per feature: 1.4 seconds
[2025-10-17T23:14:44.419675] [INFO ] [CONFIGURE ] CHMI: Average speed: 0.70 features/sec
[2025-10-17T23:14:44.420233] [INFO ] [LOCAL     ] Saved configuration for CHMI: 2 features, 60.00% accuracy -> ./output/feature-sets/CHMI.json
[2025-10-17T23:14:44.420302] [INFO ] [CONFIGURE ] CHMI: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-17T23:14:44.420363] [INFO ] [sig       ] [39/380] Successfully configured CHMI | 0.02 sym/s | Total: 27.4m | ETA: 4.0h
[2025-10-17T23:14:44.420397] [INFO ] [sig       ] [40/380] Configuring CHPT...
[2025-10-17T23:14:44.420438] [INFO ] [CONFIGURE ] CHPT: Configurate test run.
[2025-10-17T23:14:44.420493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHPT' from 'https://tdm.silogroup.org/data/derivative_storage/CHPT.csv'.
[2025-10-17T23:14:44.434379] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CHPT'.
[2025-10-17T23:14:44.434723] [INFO ] [CONFIGURE ] CHPT: Testing with 29 available features
[2025-10-17T23:14:44.434779] [INFO ] [CONFIGURE ] CHPT: Establishing baseline with no features...
[2025-10-17T23:14:44.535779] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:14:44.643342] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:14:44.750552] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:14:44.854812] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:44.959943] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:45.065480] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:14:45.169895] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:14:45.280561] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:14:45.395523] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:14:45.505175] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:45.505327] [INFO ] [CONFIGURE ] CHPT: Baseline score (no features): 50.00%
[2025-10-17T23:14:45.505372] [INFO ] [CONFIGURE ] CHPT: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:14:45.505406] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:14:45.636847] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:14:45.752237] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:14:45.879844] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:14:46.003282] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:46.127893] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:46.252623] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:14:46.372802] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:14:46.493112] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:14:46.611907] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:14:46.731794] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:46.731998] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-17T23:14:46.732042] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9898 tests
[2025-10-17T23:14:46.732078] [INFO ] [CONFIGURE ] CHPT: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:14:46.732110] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:14:46.849924] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:14:46.998281] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:14:47.124796] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:14:47.244663] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:47.364360] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:47.484503] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:14:47.606404] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:14:47.739737] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:14:47.871730] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:14:48.009564] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:48.009745] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T23:14:48.009800] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9897 tests
[2025-10-17T23:14:48.009837] [INFO ] [CONFIGURE ] CHPT: Testing feature 3/29: add_daily_returns
[2025-10-17T23:14:48.009867] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_daily_returns']
[2025-10-17T23:14:48.117240] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:14:48.225196] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:14:48.339891] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:14:48.449837] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:48.559639] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:48.668311] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:14:48.779829] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:14:48.912159] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:14:49.028909] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:14:49.141563] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:49.141737] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:14:49.141791] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9896 tests
[2025-10-17T23:14:49.141828] [INFO ] [CONFIGURE ] CHPT: Testing feature 4/29: add_ema
[2025-10-17T23:14:49.141860] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_ema']
[2025-10-17T23:14:49.261362] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:14:49.384832] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:14:49.505724] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:14:49.630609] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:49.753202] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:49.875284] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:14:50.000163] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:14:50.126504] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:14:50.258957] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:14:50.386243] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:50.386406] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:14:50.386450] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9895 tests
[2025-10-17T23:14:50.386486] [INFO ] [CONFIGURE ] CHPT: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:14:50.386585] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:14:50.516631] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:14:50.644320] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:14:50.774259] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:14:50.908725] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:51.040011] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:51.170043] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:14:51.302070] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:14:51.439638] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:51.571606] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:14:51.704138] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:51.704352] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-17T23:14:51.704424] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9894 tests
[2025-10-17T23:14:51.704482] [INFO ] [CONFIGURE ] CHPT: Testing feature 6/29: add_failed_moves
[2025-10-17T23:14:51.704517] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_failed_moves']
[2025-10-17T23:14:51.821025] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:14:51.936051] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:14:52.079755] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:14:52.197234] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:52.314905] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:52.433294] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:14:52.546394] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:14:52.672234] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:14:52.794692] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:14:52.915851] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:52.916035] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T23:14:52.916135] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9893 tests
[2025-10-17T23:14:52.916196] [INFO ] [CONFIGURE ] CHPT: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:14:52.916233] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_lag_shelf']
[2025-10-17T23:14:53.025592] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:14:53.132248] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:14:53.239409] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:14:53.349845] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:53.459755] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:53.570297] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:14:53.680372] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:14:53.793638] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:14:53.906834] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:14:54.020442] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:54.020591] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:14:54.020634] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9892 tests
[2025-10-17T23:14:54.020708] [INFO ] [CONFIGURE ] CHPT: Testing feature 8/29: add_macd
[2025-10-17T23:14:54.020748] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:14:54.165950] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:14:54.306199] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:14:54.446709] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:14:54.588391] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:54.732181] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:54.876071] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:14:55.026467] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:14:55.171855] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:14:55.318397] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:14:55.464091] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:55.464316] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:14:55.464368] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9891 tests
[2025-10-17T23:14:55.464403] [INFO ] [CONFIGURE ] CHPT: Testing feature 9/29: add_mfi
[2025-10-17T23:14:55.464434] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_mfi']
[2025-10-17T23:14:55.584156] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:14:55.701104] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:14:55.818923] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:14:55.937136] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:56.056333] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:56.182488] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:14:56.302210] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:14:56.422932] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:14:56.543988] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:14:56.666055] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:14:56.666218] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_mfi (score: 30.00%)
[2025-10-17T23:14:56.666302] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9890 tests
[2025-10-17T23:14:56.666345] [INFO ] [CONFIGURE ] CHPT: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:14:56.666378] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:14:56.802399] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:14:56.938006] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:14:57.072515] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:14:57.206575] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:57.341154] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:57.476596] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:14:57.633256] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:14:57.769980] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:14:57.907957] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:14:58.046509] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:58.046687] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-17T23:14:58.046749] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9889 tests
[2025-10-17T23:14:58.046785] [INFO ] [CONFIGURE ] CHPT: Testing feature 11/29: add_obv_daily
[2025-10-17T23:14:58.046837] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_obv_daily']
[2025-10-17T23:14:58.159609] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:14:58.269563] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:14:58.385086] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:14:58.495797] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:58.608032] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:58.720047] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:14:58.838785] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:14:58.958493] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:14:59.082417] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:14:59.210467] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:14:59.210735] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:14:59.210800] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9888 tests
[2025-10-17T23:14:59.210838] [INFO ] [CONFIGURE ] CHPT: Testing feature 12/29: add_obv_interval
[2025-10-17T23:14:59.210869] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_obv_interval']
[2025-10-17T23:14:59.324598] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:14:59.434553] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:14:59.545217] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:14:59.656089] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:14:59.768488] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:14:59.880157] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:14:59.998241] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:00.111784] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:15:00.225449] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:15:00.339429] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:15:00.339625] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-17T23:15:00.339708] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9887 tests
[2025-10-17T23:15:00.339753] [INFO ] [CONFIGURE ] CHPT: Testing feature 13/29: add_opening_strength
[2025-10-17T23:15:00.339785] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:15:00.457103] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:15:00.580391] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:00.698330] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:15:00.819963] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:15:00.939393] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:01.061209] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:01.196543] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:01.321863] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:01.463321] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:15:01.593889] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:15:01.594066] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-17T23:15:01.594109] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9886 tests
[2025-10-17T23:15:01.594144] [INFO ] [CONFIGURE ] CHPT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:15:01.594175] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T23:15:01.723616] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:15:01.853568] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:02.002039] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:15:02.166093] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:15:02.340742] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:02.469465] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:02.604527] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:02.744186] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:15:02.875625] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:15:03.005351] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:15:03.005501] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-17T23:15:03.005544] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9885 tests
[2025-10-17T23:15:03.005577] [INFO ] [CONFIGURE ] CHPT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:15:03.005607] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T23:15:03.104771] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:15:03.205348] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:03.305910] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:15:03.408299] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:15:03.510452] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:03.614010] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:03.717126] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:03.827544] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:03.935795] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:15:04.046585] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:15:04.046734] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-17T23:15:04.046787] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9884 tests
[2025-10-17T23:15:04.046821] [INFO ] [CONFIGURE ] CHPT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:15:04.046850] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T23:15:04.162717] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:15:04.279967] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:04.398199] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:15:04.515663] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:15:04.634489] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:04.756483] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:04.875304] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:04.996052] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:05.117605] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:15:05.234993] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:15:05.235139] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-17T23:15:05.235182] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9883 tests
[2025-10-17T23:15:05.235215] [INFO ] [CONFIGURE ] CHPT: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:15:05.235244] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_pbf_return_2d']
[2025-10-17T23:15:05.378392] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:15:05.493940] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:05.615142] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:15:05.731464] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:15:05.852543] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:05.974082] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:06.094754] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:06.216329] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:06.335755] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:15:06.454028] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:15:06.454147] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-17T23:15:06.454189] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9882 tests
[2025-10-17T23:15:06.454223] [INFO ] [CONFIGURE ] CHPT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:15:06.454254] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_pbf_volatility_5d']
[2025-10-17T23:15:06.562502] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:15:06.665897] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:06.769333] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:15:06.872700] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:15:06.980467] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:07.086783] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:07.198761] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:07.306364] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:15:07.413189] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:15:07.518917] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:15:07.519086] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-17T23:15:07.519144] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9881 tests
[2025-10-17T23:15:07.519180] [INFO ] [CONFIGURE ] CHPT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:15:07.519211] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-17T23:15:07.623083] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:15:07.725372] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:07.831993] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:15:07.937372] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:15:08.044777] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:08.153203] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:08.261960] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:08.396128] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:15:08.504144] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:15:08.624306] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:15:08.624428] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-17T23:15:08.624469] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9880 tests
[2025-10-17T23:15:08.624502] [INFO ] [CONFIGURE ] CHPT: Testing feature 20/29: add_price_rejection
[2025-10-17T23:15:08.624531] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_price_rejection']
[2025-10-17T23:15:08.745399] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:15:08.868021] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:08.990438] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:15:09.116961] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:15:09.240325] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:09.369152] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:09.494789] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:09.617367] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:15:09.741614] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:15:09.915986] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:15:09.916267] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-17T23:15:09.916344] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9879 tests
[2025-10-17T23:15:09.916407] [INFO ] [CONFIGURE ] CHPT: Testing feature 21/29: add_range_position
[2025-10-17T23:15:09.916465] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_range_position']
[2025-10-17T23:15:10.095977] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:15:10.270074] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:10.424422] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:15:10.582861] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:15:10.711305] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:10.835927] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:10.961455] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:11.088325] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:15:11.214933] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:15:11.342166] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:15:11.342319] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:15:11.342364] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9878 tests
[2025-10-17T23:15:11.342397] [INFO ] [CONFIGURE ] CHPT: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:15:11.342428] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_realized_volatility']
[2025-10-17T23:15:11.479182] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:15:11.619876] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:11.759889] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:15:11.901991] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:15:12.045497] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:12.188511] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:12.334473] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:12.480473] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:15:12.646252] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:15:12.813290] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:15:12.813491] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:15:12.813539] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9877 tests
[2025-10-17T23:15:12.813577] [INFO ] [CONFIGURE ] CHPT: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:15:12.813611] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_recent_range_context']
[2025-10-17T23:15:12.944949] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:15:13.071104] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:13.191306] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:15:13.310938] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:15:13.440335] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:13.568983] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:13.699028] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:13.833705] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:13.965763] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:15:14.091593] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:15:14.091880] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-17T23:15:14.091930] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9876 tests
[2025-10-17T23:15:14.091966] [INFO ] [CONFIGURE ] CHPT: Testing feature 24/29: add_rsi
[2025-10-17T23:15:14.092132] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_ema', 'add_rsi']
[2025-10-17T23:15:14.231792] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:15:14.369631] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:14.508827] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:15:14.646320] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:15:14.784988] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:14.925919] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:15.079757] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:15.225314] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:15.374074] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:15:15.528793] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:15:15.529018] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_rsi (score: 30.00%)
[2025-10-17T23:15:15.529100] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9875 tests
[2025-10-17T23:15:15.529160] [INFO ] [CONFIGURE ] CHPT: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:15:15.529197] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_tick_distribution']
[2025-10-17T23:15:15.663114] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:15:15.797835] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:15.930065] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:15:16.066730] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:15:16.206923] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:16.338088] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:16.459153] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:16.584532] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:15:16.707798] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:15:16.833533] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:15:16.833675] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T23:15:16.833737] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9874 tests
[2025-10-17T23:15:16.833774] [INFO ] [CONFIGURE ] CHPT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:15:16.833803] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-17T23:15:16.953481] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:15:17.076228] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:17.199582] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:15:17.322956] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:15:17.481261] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:17.609798] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:17.733509] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:17.857600] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:17.983432] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:15:18.108750] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:15:18.108869] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-17T23:15:18.108910] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9873 tests
[2025-10-17T23:15:18.108943] [INFO ] [CONFIGURE ] CHPT: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:15:18.108973] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_volume_price_divergence']
[2025-10-17T23:15:18.248340] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:15:18.387054] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:18.519827] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:15:18.655301] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:15:18.786462] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:18.916769] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:19.054228] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:19.189529] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:19.322499] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:15:19.454115] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:15:19.454305] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-17T23:15:19.454349] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9872 tests
[2025-10-17T23:15:19.454385] [INFO ] [CONFIGURE ] CHPT: Testing feature 28/29: add_volume_profile
[2025-10-17T23:15:19.454417] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_volume_profile']
[2025-10-17T23:15:19.576868] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:15:19.700623] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:19.834366] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:15:19.963758] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:15:20.088206] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:20.211326] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:20.335786] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:20.456819] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:20.588776] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:15:20.714473] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:15:20.714613] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-17T23:15:20.714683] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9871 tests
[2025-10-17T23:15:20.714736] [INFO ] [CONFIGURE ] CHPT: Testing feature 29/29: add_vwap
[2025-10-17T23:15:20.714770] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_vwap']
[2025-10-17T23:15:20.851037] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:15:20.973354] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:21.101839] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:15:21.224921] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:15:21.350839] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:21.477679] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:21.604587] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:15:21.757354] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:15:21.883205] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:15:22.011999] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:15:22.012147] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T23:15:22.012190] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9870 tests
[2025-10-17T23:15:22.012225] [INFO ] [CONFIGURE ] CHPT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:15:22.012255] [INFO ] [CONFIGURE ] CHPT: Best accuracy: 50.00%
[2025-10-17T23:15:22.012284] [INFO ] [CONFIGURE ] CHPT: Best feature set (0 features): []
[2025-10-17T23:15:22.012311] [INFO ] [CONFIGURE ] CHPT: Improvement over baseline: 0.00%
[2025-10-17T23:15:22.012338] [INFO ] [CONFIGURE ] CHPT: Total time: 36.5 seconds
[2025-10-17T23:15:22.012365] [INFO ] [CONFIGURE ] CHPT: Average time per feature: 1.3 seconds
[2025-10-17T23:15:22.012393] [INFO ] [CONFIGURE ] CHPT: Average speed: 0.79 features/sec
[2025-10-17T23:15:22.013002] [INFO ] [LOCAL     ] Saved configuration for CHPT: 0 features, 50.00% accuracy -> ./output/feature-sets/CHPT.json
[2025-10-17T23:15:22.013072] [INFO ] [CONFIGURE ] CHPT: Configuration saved successfully: 0 features, 50.00% accuracy.
[2025-10-17T23:15:22.013149] [INFO ] [sig       ] [40/380] Successfully configured CHPT | 0.02 sym/s | Total: 28.0m | ETA: 4.0h
[2025-10-17T23:15:22.013226] [INFO ] [sig       ] [41/380] Configuring CIG...
[2025-10-17T23:15:22.013290] [INFO ] [CONFIGURE ] CIG: Configurate test run.
[2025-10-17T23:15:22.013345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-10-17T23:15:22.028718] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CIG'.
[2025-10-17T23:15:22.029081] [INFO ] [CONFIGURE ] CIG: Testing with 29 available features
[2025-10-17T23:15:22.029138] [INFO ] [CONFIGURE ] CIG: Establishing baseline with no features...
[2025-10-17T23:15:22.136944] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:22.251414] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:15:22.361674] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:15:22.470100] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:22.579581] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:22.684558] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:22.792384] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:22.901192] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:23.015620] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:23.124316] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:23.124450] [INFO ] [CONFIGURE ] CIG: Baseline score (no features): 50.00%
[2025-10-17T23:15:23.124497] [INFO ] [CONFIGURE ] CIG: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:15:23.124567] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:15:23.240948] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:23.357249] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:23.479046] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:23.598721] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:23.719118] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:23.842157] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:23.972802] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:24.106286] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:24.234278] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:24.359605] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:24.359816] [INFO ] [CONFIGURE ] CIG: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-17T23:15:24.359865] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9869 tests
[2025-10-17T23:15:24.359900] [INFO ] [CONFIGURE ] CIG: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:15:24.359931] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:15:24.502760] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:24.646014] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:15:24.792503] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:24.932994] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:25.069878] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:25.205952] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:25.343545] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:25.482098] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:25.643479] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:25.783981] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:25.784145] [INFO ] [CONFIGURE ] CIG: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T23:15:25.784189] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9868 tests
[2025-10-17T23:15:25.784224] [INFO ] [CONFIGURE ] CIG: Testing feature 3/29: add_daily_returns
[2025-10-17T23:15:25.784254] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:15:25.907800] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:26.027250] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:26.146521] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:26.266852] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:26.386590] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:26.508300] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:26.630470] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:26.753743] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:26.876261] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:15:27.013724] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:27.013902] [INFO ] [CONFIGURE ] CIG: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T23:15:27.013956] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9867 tests
[2025-10-17T23:15:27.014027] [INFO ] [CONFIGURE ] CIG: Testing feature 4/29: add_ema
[2025-10-17T23:15:27.014084] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:15:27.177715] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:27.358578] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:15:27.510259] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:27.654881] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:27.803579] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:27.950183] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:28.094036] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:28.245189] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:28.415072] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:28.573923] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:28.574113] [INFO ] [CONFIGURE ] CIG: DISCARDED add_ema (score: 60.00%)
[2025-10-17T23:15:28.574159] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9866 tests
[2025-10-17T23:15:28.574194] [INFO ] [CONFIGURE ] CIG: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:15:28.574226] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:15:28.719772] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:28.864695] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:29.011429] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:29.159179] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:15:29.309282] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:29.463489] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:29.648019] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:29.799605] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:29.957824] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:30.109368] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:30.109562] [INFO ] [CONFIGURE ] CIG: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:15:30.109608] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9865 tests
[2025-10-17T23:15:30.109663] [INFO ] [CONFIGURE ] CIG: Testing feature 6/29: add_failed_moves
[2025-10-17T23:15:30.109721] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T23:15:30.240995] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:30.372498] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:30.502159] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:30.643305] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:30.793837] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:30.939212] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:31.083965] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:31.229185] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:31.363109] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:31.499724] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:31.499902] [INFO ] [CONFIGURE ] CIG: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:15:31.499946] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9864 tests
[2025-10-17T23:15:31.499980] [INFO ] [CONFIGURE ] CIG: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:15:31.500010] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T23:15:31.624814] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:31.750822] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:15:31.880225] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:32.011483] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:32.135388] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:32.260499] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:32.384401] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:32.510939] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:32.672034] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:32.814152] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:32.814316] [INFO ] [CONFIGURE ] CIG: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:15:32.814359] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9863 tests
[2025-10-17T23:15:32.814394] [INFO ] [CONFIGURE ] CIG: Testing feature 8/29: add_macd
[2025-10-17T23:15:32.814426] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T23:15:32.972337] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:33.129690] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:15:33.293321] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:15:33.456693] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:33.628415] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:33.816229] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:33.992059] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:34.164445] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:34.338820] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:15:34.517673] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:34.517929] [INFO ] [CONFIGURE ] CIG: DISCARDED add_macd (score: 30.00%)
[2025-10-17T23:15:34.518029] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9862 tests
[2025-10-17T23:15:34.518085] [INFO ] [CONFIGURE ] CIG: Testing feature 9/29: add_mfi
[2025-10-17T23:15:34.518120] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T23:15:34.659180] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:34.798029] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:34.938569] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:35.075468] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:35.215346] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:35.354894] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:35.497907] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:35.650767] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:35.817281] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:35.965543] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:35.965770] [INFO ] [CONFIGURE ] CIG: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:15:35.965827] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9861 tests
[2025-10-17T23:15:35.965866] [INFO ] [CONFIGURE ] CIG: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:15:35.965900] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:15:36.146292] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:36.311770] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:36.468536] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:36.628849] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:36.785492] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:36.949067] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:37.108993] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:37.266886] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:37.428954] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:15:37.589768] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:37.590001] [INFO ] [CONFIGURE ] CIG: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-17T23:15:37.590046] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9860 tests
[2025-10-17T23:15:37.590082] [INFO ] [CONFIGURE ] CIG: Testing feature 11/29: add_obv_daily
[2025-10-17T23:15:37.590114] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-17T23:15:37.725334] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:37.873458] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:15:38.016740] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:38.154756] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:38.286942] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:15:38.420239] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:38.551140] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:38.679582] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:38.819340] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:38.958385] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:38.958570] [INFO ] [CONFIGURE ] CIG: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:15:38.958638] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9859 tests
[2025-10-17T23:15:38.958721] [INFO ] [CONFIGURE ] CIG: Testing feature 12/29: add_obv_interval
[2025-10-17T23:15:38.958756] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-17T23:15:39.100791] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:39.234017] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:39.358624] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:39.490055] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:39.639808] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:39.781398] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:39.910360] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:40.050919] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:40.177441] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:40.303237] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:40.303459] [INFO ] [CONFIGURE ] CIG: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-17T23:15:40.303508] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9858 tests
[2025-10-17T23:15:40.303544] [INFO ] [CONFIGURE ] CIG: Testing feature 13/29: add_opening_strength
[2025-10-17T23:15:40.303575] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:15:40.435839] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:40.565952] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:40.696352] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:40.830210] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:40.962312] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:41.094196] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:41.225451] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:41.362487] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:41.495636] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:15:41.631467] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:41.631702] [INFO ] [CONFIGURE ] CIG: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:15:41.631762] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9857 tests
[2025-10-17T23:15:41.631801] [INFO ] [CONFIGURE ] CIG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:15:41.631833] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-17T23:15:41.781497] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:41.919203] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:42.056203] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:42.195021] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:15:42.331779] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:42.468866] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:42.607933] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:42.745781] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:42.885067] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:43.028516] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:43.028699] [INFO ] [CONFIGURE ] CIG: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:15:43.028757] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9856 tests
[2025-10-17T23:15:43.028794] [INFO ] [CONFIGURE ] CIG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:15:43.028826] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-17T23:15:43.144986] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:43.261193] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:15:43.379833] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:43.503462] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:43.628891] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:43.748042] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:43.868330] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:43.994617] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:44.120269] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:44.241576] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:44.241804] [INFO ] [CONFIGURE ] CIG: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:15:44.241855] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9855 tests
[2025-10-17T23:15:44.241890] [INFO ] [CONFIGURE ] CIG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:15:44.241921] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-17T23:15:44.367868] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:44.493978] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:44.624061] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:44.773554] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:44.908500] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:45.036161] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:45.164281] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:45.293681] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:45.427614] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:45.560043] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:45.560206] [INFO ] [CONFIGURE ] CIG: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T23:15:45.560248] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9854 tests
[2025-10-17T23:15:45.560283] [INFO ] [CONFIGURE ] CIG: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:15:45.560314] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-17T23:15:45.689468] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:45.822408] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:15:45.951717] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:46.083997] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:46.219199] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:46.350566] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:46.482341] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:46.614316] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:46.747070] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:46.881453] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:46.881625] [INFO ] [CONFIGURE ] CIG: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:15:46.881713] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9853 tests
[2025-10-17T23:15:46.881802] [INFO ] [CONFIGURE ] CIG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:15:46.881845] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-17T23:15:47.004948] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:47.124829] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:15:47.263617] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:47.387544] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:47.509414] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:47.627754] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:47.745776] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:47.896958] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:48.018180] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:48.139781] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:48.139933] [INFO ] [CONFIGURE ] CIG: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-17T23:15:48.139975] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9852 tests
[2025-10-17T23:15:48.140008] [INFO ] [CONFIGURE ] CIG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:15:48.140040] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-17T23:15:48.259422] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:48.380219] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:48.501372] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:48.625379] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:48.746239] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:48.871833] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:48.995068] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:49.121881] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:49.243493] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:49.365884] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:49.366049] [INFO ] [CONFIGURE ] CIG: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:15:49.366096] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9851 tests
[2025-10-17T23:15:49.366133] [INFO ] [CONFIGURE ] CIG: Testing feature 20/29: add_price_rejection
[2025-10-17T23:15:49.366164] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-17T23:15:49.490470] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:49.620326] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:49.745533] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:49.870102] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:49.995844] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:50.128367] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:50.261722] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:50.404269] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:50.538196] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:50.672999] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:50.673162] [INFO ] [CONFIGURE ] CIG: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:15:50.673205] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9850 tests
[2025-10-17T23:15:50.673239] [INFO ] [CONFIGURE ] CIG: Testing feature 21/29: add_range_position
[2025-10-17T23:15:50.673269] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-17T23:15:50.826096] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:50.960892] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:51.108923] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:51.246879] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:51.382093] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:51.517402] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:51.653877] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:51.790475] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:51.929415] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:52.068787] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:52.068961] [INFO ] [CONFIGURE ] CIG: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T23:15:52.069066] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9849 tests
[2025-10-17T23:15:52.069120] [INFO ] [CONFIGURE ] CIG: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:15:52.069154] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-17T23:15:52.220552] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:52.372440] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:15:52.523690] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:52.674529] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:52.825069] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:52.978941] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:53.132870] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:53.288203] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:53.448417] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:53.608810] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:53.609010] [INFO ] [CONFIGURE ] CIG: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:15:53.609058] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9848 tests
[2025-10-17T23:15:53.609093] [INFO ] [CONFIGURE ] CIG: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:15:53.609123] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-17T23:15:53.734381] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:53.884229] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:15:54.006718] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:54.135394] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:54.257167] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:54.387510] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:54.515888] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:54.639859] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:54.763543] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:54.887976] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:54.888107] [INFO ] [CONFIGURE ] CIG: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:15:54.888152] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9847 tests
[2025-10-17T23:15:54.888189] [INFO ] [CONFIGURE ] CIG: Testing feature 24/29: add_rsi
[2025-10-17T23:15:54.888222] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-17T23:15:55.034615] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:55.175580] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:15:55.317464] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:55.460525] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:55.613458] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:55.758845] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:55.904493] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:56.052487] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:56.199972] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:56.348762] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:56.348905] [INFO ] [CONFIGURE ] CIG: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:15:56.348949] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9846 tests
[2025-10-17T23:15:56.348984] [INFO ] [CONFIGURE ] CIG: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:15:56.349016] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-17T23:15:56.470280] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:56.594979] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:56.724153] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:56.849461] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:56.972010] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:57.096527] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:57.218988] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:57.342420] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:57.468882] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:57.596676] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:57.596816] [INFO ] [CONFIGURE ] CIG: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T23:15:57.596861] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9845 tests
[2025-10-17T23:15:57.596896] [INFO ] [CONFIGURE ] CIG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:15:57.596928] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-17T23:15:57.722186] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:57.870804] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:15:57.997855] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:58.121768] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:58.245596] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:58.370075] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:58.496347] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:15:58.631324] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:15:58.767463] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:15:58.906475] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:15:58.906678] [INFO ] [CONFIGURE ] CIG: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:15:58.906741] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9844 tests
[2025-10-17T23:15:58.906779] [INFO ] [CONFIGURE ] CIG: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:15:58.906831] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-17T23:15:59.040001] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:15:59.175056] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:15:59.313836] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:15:59.465283] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:15:59.610857] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:15:59.751199] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:15:59.891109] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:00.031752] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:16:00.173960] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:16:00.316288] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:00.316468] [INFO ] [CONFIGURE ] CIG: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T23:16:00.316512] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9843 tests
[2025-10-17T23:16:00.316548] [INFO ] [CONFIGURE ] CIG: Testing feature 28/29: add_volume_profile
[2025-10-17T23:16:00.316580] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T23:16:00.446811] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:16:00.602162] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:16:00.730097] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:16:00.860760] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:00.986960] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:01.118153] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:16:01.264313] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:01.402618] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:16:01.551400] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:16:01.683399] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:01.683562] [INFO ] [CONFIGURE ] CIG: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:16:01.683604] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9842 tests
[2025-10-17T23:16:01.683658] [INFO ] [CONFIGURE ] CIG: Testing feature 29/29: add_vwap
[2025-10-17T23:16:01.683718] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-17T23:16:01.826549] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:16:01.980215] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:16:02.138214] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:16:02.311593] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:02.498020] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:02.700731] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:16:02.905329] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:03.096907] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:16:03.239067] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:16:03.376323] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:03.376507] [INFO ] [CONFIGURE ] CIG: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:16:03.376571] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9841 tests
[2025-10-17T23:16:03.376613] [INFO ] [CONFIGURE ] CIG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:16:03.376672] [INFO ] [CONFIGURE ] CIG: Best accuracy: 70.00%
[2025-10-17T23:16:03.376727] [INFO ] [CONFIGURE ] CIG: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-17T23:16:03.376760] [INFO ] [CONFIGURE ] CIG: Improvement over baseline: 20.00%
[2025-10-17T23:16:03.376788] [INFO ] [CONFIGURE ] CIG: Total time: 40.3 seconds
[2025-10-17T23:16:03.376818] [INFO ] [CONFIGURE ] CIG: Average time per feature: 1.4 seconds
[2025-10-17T23:16:03.376848] [INFO ] [CONFIGURE ] CIG: Average speed: 0.72 features/sec
[2025-10-17T23:16:03.377539] [INFO ] [LOCAL     ] Saved configuration for CIG: 1 features, 70.00% accuracy -> ./output/feature-sets/CIG.json
[2025-10-17T23:16:03.377608] [INFO ] [CONFIGURE ] CIG: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-17T23:16:03.377718] [INFO ] [sig       ] [41/380] Successfully configured CIG | 0.02 sym/s | Total: 28.7m | ETA: 4.0h
[2025-10-17T23:16:03.377811] [INFO ] [sig       ] [42/380] Configuring CIO...
[2025-10-17T23:16:03.377878] [INFO ] [CONFIGURE ] CIO: Configurate test run.
[2025-10-17T23:16:03.377935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-10-17T23:16:03.390697] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CIO'.
[2025-10-17T23:16:03.391066] [INFO ] [CONFIGURE ] CIO: Testing with 29 available features
[2025-10-17T23:16:03.391123] [INFO ] [CONFIGURE ] CIO: Establishing baseline with no features...
[2025-10-17T23:16:03.494273] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:16:03.595891] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:03.702609] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:16:03.812047] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:03.916566] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:16:04.022071] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:04.126106] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:04.229059] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:04.337168] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:04.443616] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:16:04.443771] [INFO ] [CONFIGURE ] CIO: Baseline score (no features): 60.00%
[2025-10-17T23:16:04.443822] [INFO ] [CONFIGURE ] CIO: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:16:04.443857] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:16:04.558422] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:16:04.672133] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:04.790731] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:04.904493] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:05.021382] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:05.135059] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:05.250970] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:05.366305] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:05.482053] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:05.602210] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:05.602359] [INFO ] [CONFIGURE ] CIO: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-17T23:16:05.602402] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9840 tests
[2025-10-17T23:16:05.602436] [INFO ] [CONFIGURE ] CIO: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:16:05.602470] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:16:05.738295] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:16:05.868055] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:16:06.028226] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:06.156785] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:06.292487] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:06.429714] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:06.565028] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:06.700105] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:06.834330] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:16:06.970372] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:06.970503] [INFO ] [CONFIGURE ] CIO: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-17T23:16:06.970551] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9839 tests
[2025-10-17T23:16:06.970585] [INFO ] [CONFIGURE ] CIO: Testing feature 3/29: add_daily_returns
[2025-10-17T23:16:06.970615] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:16:07.088819] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:16:07.208987] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:07.327290] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:07.444482] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:07.562003] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:07.682974] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:07.807033] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:07.925781] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:08.051245] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:08.172356] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:16:08.172476] [INFO ] [CONFIGURE ] CIO: KEPT add_daily_returns (score: 80.00%)
[2025-10-17T23:16:08.172518] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9838 tests
[2025-10-17T23:16:08.172551] [INFO ] [CONFIGURE ] CIO: Testing feature 4/29: add_ema
[2025-10-17T23:16:08.172600] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-17T23:16:08.308104] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:16:08.443240] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:08.581344] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:08.717901] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:08.853332] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:08.985404] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:09.119507] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:09.253188] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:09.397839] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:09.540090] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:09.540285] [INFO ] [CONFIGURE ] CIO: DISCARDED add_ema (score: 70.00%)
[2025-10-17T23:16:09.540329] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9837 tests
[2025-10-17T23:16:09.540366] [INFO ] [CONFIGURE ] CIO: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:16:09.540398] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:16:09.688728] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:16:09.833925] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:09.982884] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:16:10.128225] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:10.270441] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:10.414954] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:16:10.567079] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:16:10.709372] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:10.846386] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:10.991078] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:10.991232] [INFO ] [CONFIGURE ] CIO: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:16:10.991277] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9836 tests
[2025-10-17T23:16:10.991314] [INFO ] [CONFIGURE ] CIO: Testing feature 6/29: add_failed_moves
[2025-10-17T23:16:10.991347] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-17T23:16:11.107957] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:16:11.225204] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:11.343660] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:11.462264] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:11.580386] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:11.707470] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:11.836934] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:11.970249] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:12.105414] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:12.236201] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:16:12.236346] [INFO ] [CONFIGURE ] CIO: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T23:16:12.236390] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9835 tests
[2025-10-17T23:16:12.236426] [INFO ] [CONFIGURE ] CIO: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:16:12.236457] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-17T23:16:12.355975] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:16:12.475541] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:12.598188] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:12.718420] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:12.838632] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:16:12.963975] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:13.083013] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:16:13.200974] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:13.319436] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:13.441171] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:13.441315] [INFO ] [CONFIGURE ] CIO: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:16:13.441359] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9834 tests
[2025-10-17T23:16:13.441395] [INFO ] [CONFIGURE ] CIO: Testing feature 8/29: add_macd
[2025-10-17T23:16:13.441428] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-17T23:16:13.597898] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:16:13.754467] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:13.911816] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:14.069476] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:14.231482] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:14.394102] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:14.552133] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:16:14.711505] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:14.870966] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:15.035854] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:15.035997] [INFO ] [CONFIGURE ] CIO: DISCARDED add_macd (score: 60.00%)
[2025-10-17T23:16:15.036043] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9833 tests
[2025-10-17T23:16:15.036080] [INFO ] [CONFIGURE ] CIO: Testing feature 9/29: add_mfi
[2025-10-17T23:16:15.036112] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-17T23:16:15.170490] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:16:15.309796] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:15.440977] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:15.572968] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:15.704665] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:15.842386] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:15.978880] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:16.116057] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:16.252386] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:16.388978] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:16.389138] [INFO ] [CONFIGURE ] CIO: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:16:16.389181] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9832 tests
[2025-10-17T23:16:16.389217] [INFO ] [CONFIGURE ] CIO: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:16:16.389249] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:16:16.537557] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:16:16.685393] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:16:16.835537] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:16.983249] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:17.133380] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:17.282733] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:17.437661] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:16:17.586879] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:17.744726] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:16:17.897754] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:17.897911] [INFO ] [CONFIGURE ] CIO: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:16:17.897956] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9831 tests
[2025-10-17T23:16:17.897989] [INFO ] [CONFIGURE ] CIO: Testing feature 11/29: add_obv_daily
[2025-10-17T23:16:17.898019] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-17T23:16:18.023570] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:16:18.149745] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:16:18.276608] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:18.403029] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:18.533338] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:18.663416] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:18.802998] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:16:18.938288] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:19.073922] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:19.205851] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:19.206005] [INFO ] [CONFIGURE ] CIO: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:16:19.206049] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9830 tests
[2025-10-17T23:16:19.206084] [INFO ] [CONFIGURE ] CIO: Testing feature 12/29: add_obv_interval
[2025-10-17T23:16:19.206114] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-17T23:16:19.329329] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:16:19.453511] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:19.578470] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:19.703782] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:19.833036] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:16:19.960663] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:20.091014] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:20.217327] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:20.344291] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:20.471301] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:20.471459] [INFO ] [CONFIGURE ] CIO: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T23:16:20.471501] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9829 tests
[2025-10-17T23:16:20.471535] [INFO ] [CONFIGURE ] CIO: Testing feature 13/29: add_opening_strength
[2025-10-17T23:16:20.471565] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:16:20.603585] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:16:20.732034] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:20.862528] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:20.992291] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:21.148166] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:21.278917] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:21.413041] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:16:21.543542] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:16:21.673237] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:21.805387] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:16:21.805538] [INFO ] [CONFIGURE ] CIO: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-17T23:16:21.805581] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9828 tests
[2025-10-17T23:16:21.805615] [INFO ] [CONFIGURE ] CIO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:16:21.805671] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-17T23:16:21.944639] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:16:22.081950] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:22.224270] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:22.366726] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:22.510942] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:16:22.653839] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:22.796513] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:22.939893] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:16:23.085281] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:23.228274] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:16:23.228457] [INFO ] [CONFIGURE ] CIO: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-17T23:16:23.228504] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9827 tests
[2025-10-17T23:16:23.228539] [INFO ] [CONFIGURE ] CIO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:16:23.228571] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-17T23:16:23.349049] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:16:23.469495] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:16:23.592754] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:23.714144] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:23.846943] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:23.975065] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:24.099368] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:16:24.227342] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:24.355063] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:16:24.486792] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:24.486951] [INFO ] [CONFIGURE ] CIO: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-17T23:16:24.486996] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9826 tests
[2025-10-17T23:16:24.487032] [INFO ] [CONFIGURE ] CIO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:16:24.487065] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-17T23:16:24.624371] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:16:24.756510] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:24.891174] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:25.021103] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:25.150609] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:25.281370] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:25.419582] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:25.550818] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:25.684433] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:25.818766] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:25.818935] [INFO ] [CONFIGURE ] CIO: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T23:16:25.819025] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9825 tests
[2025-10-17T23:16:25.819080] [INFO ] [CONFIGURE ] CIO: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:16:25.819114] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-17T23:16:25.953104] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:16:26.085492] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:26.224925] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:26.360353] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:26.496551] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:26.632723] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:26.773436] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:26.914209] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:27.063830] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:27.215095] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:27.215249] [INFO ] [CONFIGURE ] CIO: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-17T23:16:27.215293] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9824 tests
[2025-10-17T23:16:27.215327] [INFO ] [CONFIGURE ] CIO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:16:27.215358] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-17T23:16:27.343768] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:16:27.467942] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:27.601017] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:27.740839] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:27.878306] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:28.022072] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:28.162275] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:28.306295] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:28.438951] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:28.567135] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:28.567298] [INFO ] [CONFIGURE ] CIO: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:16:28.567341] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9823 tests
[2025-10-17T23:16:28.567376] [INFO ] [CONFIGURE ] CIO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:16:28.567407] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-17T23:16:28.696275] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:16:28.840693] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:28.974503] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:29.108165] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:29.243343] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:29.382097] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:29.525702] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:29.665135] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:29.808126] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:29.948070] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:29.948240] [INFO ] [CONFIGURE ] CIO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:16:29.948314] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9822 tests
[2025-10-17T23:16:29.948365] [INFO ] [CONFIGURE ] CIO: Testing feature 20/29: add_price_rejection
[2025-10-17T23:16:29.948398] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-17T23:16:30.100555] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:16:30.253677] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:30.405421] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:30.605585] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:30.741401] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:30.883419] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:31.031835] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:31.194628] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:31.361851] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:16:31.527575] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:31.527804] [INFO ] [CONFIGURE ] CIO: KEPT add_price_rejection (score: 90.00%)
[2025-10-17T23:16:31.527907] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9821 tests
[2025-10-17T23:16:31.527951] [INFO ] [CONFIGURE ] CIO: Testing feature 21/29: add_range_position
[2025-10-17T23:16:31.527985] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection', 'add_range_position']
[2025-10-17T23:16:31.702297] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:16:31.869422] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:32.025049] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:32.183173] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:32.341008] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:32.493754] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:32.651941] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:16:32.806703] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:32.961385] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:16:33.116797] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:33.116963] [INFO ] [CONFIGURE ] CIO: DISCARDED add_range_position (score: 80.00%)
[2025-10-17T23:16:33.117006] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9820 tests
[2025-10-17T23:16:33.117040] [INFO ] [CONFIGURE ] CIO: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:16:33.117092] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection', 'add_realized_volatility']
[2025-10-17T23:16:33.288599] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:16:33.460219] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:16:33.633811] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:33.804473] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:33.975934] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:16:34.148058] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:34.330376] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:34.536293] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:34.719282] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:34.898246] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:34.898436] [INFO ] [CONFIGURE ] CIO: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:16:34.898497] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9819 tests
[2025-10-17T23:16:34.898555] [INFO ] [CONFIGURE ] CIO: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:16:34.898590] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection', 'add_recent_range_context']
[2025-10-17T23:16:35.052903] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:16:35.208716] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:35.359881] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:35.514258] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:35.668916] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:16:35.825487] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:35.979834] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:36.192243] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:36.383409] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:16:36.540916] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:36.541096] [INFO ] [CONFIGURE ] CIO: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T23:16:36.541139] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9818 tests
[2025-10-17T23:16:36.541173] [INFO ] [CONFIGURE ] CIO: Testing feature 24/29: add_rsi
[2025-10-17T23:16:36.541205] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection', 'add_ema', 'add_rsi']
[2025-10-17T23:16:36.704713] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:16:36.874557] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:16:37.047102] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:37.211359] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:37.375152] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:16:37.542978] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:37.710627] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:16:37.876293] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:38.046181] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:38.224085] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:16:38.224290] [INFO ] [CONFIGURE ] CIO: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:16:38.224346] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9817 tests
[2025-10-17T23:16:38.224383] [INFO ] [CONFIGURE ] CIO: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:16:38.224415] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection', 'add_tick_distribution']
[2025-10-17T23:16:38.370101] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:16:38.517595] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:38.664598] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:38.811704] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:38.960870] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:39.112181] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:39.258235] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:39.414627] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:39.563687] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:16:39.713730] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:39.713904] [INFO ] [CONFIGURE ] CIO: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-17T23:16:39.713949] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9816 tests
[2025-10-17T23:16:39.713985] [INFO ] [CONFIGURE ] CIO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:16:39.714017] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection', 'add_volume_momentum_confirmation']
[2025-10-17T23:16:39.861911] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:16:40.012347] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:40.161359] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:40.308303] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:40.455889] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:40.605169] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:40.753871] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:40.903816] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:41.058380] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:16:41.211309] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:41.211479] [INFO ] [CONFIGURE ] CIO: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-17T23:16:41.211527] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9815 tests
[2025-10-17T23:16:41.211598] [INFO ] [CONFIGURE ] CIO: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:16:41.211690] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection', 'add_volume_price_divergence']
[2025-10-17T23:16:41.373317] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:16:41.534483] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:41.701785] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:41.867987] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:42.027082] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:42.184339] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:42.342147] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:42.505405] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:42.669543] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:42.826484] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:42.826694] [INFO ] [CONFIGURE ] CIO: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-17T23:16:42.826757] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9814 tests
[2025-10-17T23:16:42.826795] [INFO ] [CONFIGURE ] CIO: Testing feature 28/29: add_volume_profile
[2025-10-17T23:16:42.826828] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection', 'add_volume_profile']
[2025-10-17T23:16:42.968433] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:16:43.112503] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:43.256774] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:43.399806] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:43.545199] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:16:43.691564] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:43.841317] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:16:43.988702] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:44.136669] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:16:44.289150] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:44.289369] [INFO ] [CONFIGURE ] CIO: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-17T23:16:44.289441] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9813 tests
[2025-10-17T23:16:44.289502] [INFO ] [CONFIGURE ] CIO: Testing feature 29/29: add_vwap
[2025-10-17T23:16:44.289540] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection', 'add_vwap']
[2025-10-17T23:16:44.436924] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:16:44.587537] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:44.738219] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:16:44.885716] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:16:45.037178] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:45.188382] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:45.337076] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:16:45.491195] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:16:45.654897] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:16:45.821058] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:16:45.821238] [INFO ] [CONFIGURE ] CIO: DISCARDED add_vwap (score: 80.00%)
[2025-10-17T23:16:45.821282] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9812 tests
[2025-10-17T23:16:45.821341] [INFO ] [CONFIGURE ] CIO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:16:45.821401] [INFO ] [CONFIGURE ] CIO: Best accuracy: 90.00%
[2025-10-17T23:16:45.821443] [INFO ] [CONFIGURE ] CIO: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-17T23:16:45.821482] [INFO ] [CONFIGURE ] CIO: Improvement over baseline: 30.00%
[2025-10-17T23:16:45.821510] [INFO ] [CONFIGURE ] CIO: Total time: 41.4 seconds
[2025-10-17T23:16:45.821537] [INFO ] [CONFIGURE ] CIO: Average time per feature: 1.4 seconds
[2025-10-17T23:16:45.821623] [INFO ] [CONFIGURE ] CIO: Average speed: 0.70 features/sec
[2025-10-17T23:16:45.822119] [INFO ] [LOCAL     ] Saved configuration for CIO: 3 features, 90.00% accuracy -> ./output/feature-sets/CIO.json
[2025-10-17T23:16:45.822178] [INFO ] [CONFIGURE ] CIO: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-17T23:16:45.822252] [INFO ] [sig       ] [42/380] Successfully configured CIO | 0.02 sym/s | Total: 29.4m | ETA: 3.9h
[2025-10-17T23:16:45.822321] [INFO ] [sig       ] [43/380] Configuring CION...
[2025-10-17T23:16:45.822392] [INFO ] [CONFIGURE ] CION: Configurate test run.
[2025-10-17T23:16:45.822450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-10-17T23:16:45.836466] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CION'.
[2025-10-17T23:16:45.836967] [INFO ] [CONFIGURE ] CION: Testing with 29 available features
[2025-10-17T23:16:45.837026] [INFO ] [CONFIGURE ] CION: Establishing baseline with no features...
[2025-10-17T23:16:45.943235] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:16:46.056210] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:16:46.167900] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:16:46.275475] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:16:46.400054] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:16:46.498919] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:46.599796] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:16:46.699359] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:16:46.799220] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:16:46.900082] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:16:46.900187] [INFO ] [CONFIGURE ] CION: Baseline score (no features): 20.00%
[2025-10-17T23:16:46.900229] [INFO ] [CONFIGURE ] CION: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:16:46.900262] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:16:47.015300] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:16:47.126364] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:16:47.237855] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:16:47.350147] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:16:47.461727] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:16:47.575042] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:47.689218] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:16:47.806563] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:16:47.920043] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:16:48.037180] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:16:48.037304] [INFO ] [CONFIGURE ] CION: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-17T23:16:48.037347] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9811 tests
[2025-10-17T23:16:48.037382] [INFO ] [CONFIGURE ] CION: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:16:48.037412] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:16:48.164017] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:16:48.283710] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:48.403132] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:16:48.524878] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:16:48.644508] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:16:48.764815] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:16:48.885732] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:16:49.008437] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:16:49.129372] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:16:49.251679] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:16:49.251864] [INFO ] [CONFIGURE ] CION: KEPT add_cumulative_delta (score: 40.00%)
[2025-10-17T23:16:49.251914] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9810 tests
[2025-10-17T23:16:49.251950] [INFO ] [CONFIGURE ] CION: Testing feature 3/29: add_daily_returns
[2025-10-17T23:16:49.251981] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:16:49.379158] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:16:49.504784] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:49.637313] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:16:49.762721] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:16:49.889540] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:16:50.017893] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:16:50.146313] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:16:50.274423] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:16:50.403380] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:16:50.531137] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:16:50.531293] [INFO ] [CONFIGURE ] CION: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-17T23:16:50.531357] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9809 tests
[2025-10-17T23:16:50.531394] [INFO ] [CONFIGURE ] CION: Testing feature 4/29: add_ema
[2025-10-17T23:16:50.531427] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-17T23:16:50.670256] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:16:50.808773] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:50.948990] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:16:51.089935] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:16:51.241422] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:16:51.386831] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:16:51.528681] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:16:51.671519] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:16:51.820576] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:16:51.972663] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:16:51.972805] [INFO ] [CONFIGURE ] CION: KEPT add_ema (score: 50.00%)
[2025-10-17T23:16:51.972850] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9808 tests
[2025-10-17T23:16:51.972884] [INFO ] [CONFIGURE ] CION: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:16:51.972915] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:16:52.134872] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:16:52.296392] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:52.458081] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:16:52.624443] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:16:52.788125] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:16:52.952784] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:16:53.118471] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:16:53.285070] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:16:53.458988] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:16:53.636792] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:16:53.636958] [INFO ] [CONFIGURE ] CION: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:16:53.637002] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9807 tests
[2025-10-17T23:16:53.637037] [INFO ] [CONFIGURE ] CION: Testing feature 6/29: add_failed_moves
[2025-10-17T23:16:53.637068] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-17T23:16:53.818047] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:16:54.002763] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:54.201673] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:16:54.396400] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:16:54.573754] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:16:54.769324] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:16:54.946107] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:16:55.120840] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:16:55.296614] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:16:55.474878] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:16:55.475044] [INFO ] [CONFIGURE ] CION: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:16:55.475089] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9806 tests
[2025-10-17T23:16:55.475123] [INFO ] [CONFIGURE ] CION: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:16:55.475155] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-17T23:16:55.643976] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:16:55.808672] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:55.972562] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:16:56.143144] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:16:56.309559] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:16:56.477116] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:16:56.649806] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:16:56.832889] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:16:57.001784] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:16:57.173906] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:16:57.174093] [INFO ] [CONFIGURE ] CION: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:16:57.174153] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9805 tests
[2025-10-17T23:16:57.174191] [INFO ] [CONFIGURE ] CION: Testing feature 8/29: add_macd
[2025-10-17T23:16:57.174223] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-17T23:16:57.361429] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:16:57.579983] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:57.771236] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:16:57.971849] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:16:58.171967] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:16:58.367877] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:16:58.566567] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:16:58.762396] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:16:58.963117] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:16:59.162455] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:16:59.162639] [INFO ] [CONFIGURE ] CION: DISCARDED add_macd (score: 60.00%)
[2025-10-17T23:16:59.162724] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9804 tests
[2025-10-17T23:16:59.162764] [INFO ] [CONFIGURE ] CION: Testing feature 9/29: add_mfi
[2025-10-17T23:16:59.162818] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-17T23:16:59.369062] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:16:59.581342] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:16:59.766319] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:16:59.949298] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:00.136944] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:00.322457] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:00.506825] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:00.691078] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:00.887399] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:17:01.085439] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:01.085700] [INFO ] [CONFIGURE ] CION: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T23:17:01.085764] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9803 tests
[2025-10-17T23:17:01.085805] [INFO ] [CONFIGURE ] CION: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:17:01.085837] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:17:01.300406] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:17:01.509310] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:17:01.723110] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:01.937015] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:02.146032] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:02.363821] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:02.573431] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:02.782106] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:02.986420] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:17:03.192416] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:03.192618] [INFO ] [CONFIGURE ] CION: KEPT add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:17:03.192852] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9802 tests
[2025-10-17T23:17:03.192903] [INFO ] [CONFIGURE ] CION: Testing feature 11/29: add_obv_daily
[2025-10-17T23:17:03.192938] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-17T23:17:03.401355] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:17:03.642195] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:17:03.854061] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:17:04.060576] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:04.267990] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:04.476117] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:04.689517] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:04.899167] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:05.110424] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:17:05.321148] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:05.321313] [INFO ] [CONFIGURE ] CION: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:17:05.321358] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9801 tests
[2025-10-17T23:17:05.321395] [INFO ] [CONFIGURE ] CION: Testing feature 12/29: add_obv_interval
[2025-10-17T23:17:05.321428] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-17T23:17:05.529822] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:17:05.741604] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:17:05.951338] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:17:06.161029] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:06.371594] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:06.582257] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:06.800166] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:07.016086] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:07.227906] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:17:07.441080] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:07.441297] [INFO ] [CONFIGURE ] CION: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T23:17:07.441343] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9800 tests
[2025-10-17T23:17:07.441382] [INFO ] [CONFIGURE ] CION: Testing feature 13/29: add_opening_strength
[2025-10-17T23:17:07.441414] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:17:07.664250] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:17:07.889101] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:17:08.108875] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:17:08.350335] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:08.568369] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:08.789191] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:09.015620] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:09.240021] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:17:09.470033] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:17:09.735839] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:17:09.736032] [INFO ] [CONFIGURE ] CION: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-17T23:17:09.736097] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9799 tests
[2025-10-17T23:17:09.736133] [INFO ] [CONFIGURE ] CION: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:17:09.736164] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-17T23:17:09.953244] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:17:10.171082] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:17:10.388287] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:17:10.612667] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:10.845256] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:11.155314] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:11.456098] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:11.751571] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:11.980190] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:17:12.215113] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:12.215304] [INFO ] [CONFIGURE ] CION: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-17T23:17:12.215348] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9798 tests
[2025-10-17T23:17:12.215384] [INFO ] [CONFIGURE ] CION: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:17:12.215417] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-17T23:17:12.424907] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:17:12.640177] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:17:12.858623] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:17:13.088078] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:13.300862] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:13.511071] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:13.720342] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:13.933896] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:14.148460] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:17:14.369035] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:14.369209] [INFO ] [CONFIGURE ] CION: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-17T23:17:14.369254] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9797 tests
[2025-10-17T23:17:14.369290] [INFO ] [CONFIGURE ] CION: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:17:14.369323] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-17T23:17:14.583047] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:17:14.800141] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:17:15.021876] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:17:15.240890] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:15.458378] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:15.676243] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:15.891874] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:16.106209] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:16.321338] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:17:16.543010] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:16.543198] [INFO ] [CONFIGURE ] CION: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:17:16.543256] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9796 tests
[2025-10-17T23:17:16.543295] [INFO ] [CONFIGURE ] CION: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:17:16.543327] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-17T23:17:16.738598] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:17:16.936148] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:17:17.133272] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:17:17.333580] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:17.531436] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:17.734959] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:17.936719] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:18.145587] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:18.355476] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:17:18.564629] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:18.564837] [INFO ] [CONFIGURE ] CION: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-17T23:17:18.564886] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9795 tests
[2025-10-17T23:17:18.564923] [INFO ] [CONFIGURE ] CION: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:17:18.564956] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-17T23:17:18.789835] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:17:18.994123] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:17:19.195032] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:19.393197] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:19.593307] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:19.799704] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:20.005622] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:20.204768] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:20.404859] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:17:20.604508] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:20.604697] [INFO ] [CONFIGURE ] CION: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:17:20.604760] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9794 tests
[2025-10-17T23:17:20.604798] [INFO ] [CONFIGURE ] CION: Testing feature 20/29: add_price_rejection
[2025-10-17T23:17:20.604831] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-17T23:17:20.818811] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:17:21.025065] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:17:21.228744] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:21.439614] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:21.647700] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:21.855364] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:22.065254] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:22.277417] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:22.496424] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:17:22.707127] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:22.707293] [INFO ] [CONFIGURE ] CION: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:17:22.707336] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9793 tests
[2025-10-17T23:17:22.707372] [INFO ] [CONFIGURE ] CION: Testing feature 21/29: add_range_position
[2025-10-17T23:17:22.707404] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-17T23:17:22.924423] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:17:23.160207] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:17:23.385949] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:17:23.610693] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:23.833454] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:24.059960] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:24.297927] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:24.528213] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:24.756851] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:17:25.007368] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:25.007669] [INFO ] [CONFIGURE ] CION: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:17:25.007766] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9792 tests
[2025-10-17T23:17:25.007825] [INFO ] [CONFIGURE ] CION: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:17:25.007864] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-17T23:17:25.271354] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:17:25.512163] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:17:25.774796] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:26.010300] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:26.249516] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:17:26.496280] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:26.736127] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:17:26.978555] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:27.236473] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:17:27.477527] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:27.477709] [INFO ] [CONFIGURE ] CION: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:17:27.477784] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9791 tests
[2025-10-17T23:17:27.477831] [INFO ] [CONFIGURE ] CION: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:17:27.477866] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-17T23:17:27.678338] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:17:27.903012] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:17:28.108529] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:28.313202] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:28.519635] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:28.724695] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:28.933473] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:29.147297] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:29.357897] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:17:29.568791] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:29.568961] [INFO ] [CONFIGURE ] CION: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T23:17:29.569006] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9790 tests
[2025-10-17T23:17:29.569042] [INFO ] [CONFIGURE ] CION: Testing feature 24/29: add_rsi
[2025-10-17T23:17:29.569076] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_rsi']
[2025-10-17T23:17:29.783531] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:17:30.007158] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:17:30.223443] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:17:30.439152] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:30.656222] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:30.883273] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:31.106699] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:31.329957] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:31.553204] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:17:31.781604] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:31.781829] [INFO ] [CONFIGURE ] CION: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:17:31.781880] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9789 tests
[2025-10-17T23:17:31.781918] [INFO ] [CONFIGURE ] CION: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:17:31.781952] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-17T23:17:31.995219] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:17:32.209724] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:17:32.424784] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:32.638563] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:32.854603] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:33.069658] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:33.281901] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:33.498599] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:33.714520] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:17:33.964125] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:33.964303] [INFO ] [CONFIGURE ] CION: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T23:17:33.964346] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9788 tests
[2025-10-17T23:17:33.964382] [INFO ] [CONFIGURE ] CION: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:17:33.964416] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-17T23:17:34.180455] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:17:34.400126] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:17:34.622012] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:17:34.838091] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:35.067031] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:35.290109] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:35.508944] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:35.734714] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:35.958177] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:17:36.193423] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:36.193700] [INFO ] [CONFIGURE ] CION: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-17T23:17:36.193761] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9787 tests
[2025-10-17T23:17:36.193848] [INFO ] [CONFIGURE ] CION: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:17:36.193907] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-17T23:17:36.424920] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:17:36.640115] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:17:36.890733] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:37.109404] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:37.331842] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:37.551631] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:37.776472] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:37.994822] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:38.213221] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:17:38.438486] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:38.438724] [INFO ] [CONFIGURE ] CION: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T23:17:38.438781] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9786 tests
[2025-10-17T23:17:38.438818] [INFO ] [CONFIGURE ] CION: Testing feature 28/29: add_volume_profile
[2025-10-17T23:17:38.438850] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-17T23:17:38.644188] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:17:38.852444] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:17:39.064728] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:17:39.277623] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:17:39.494984] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:17:39.711793] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:39.926274] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:17:40.142242] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:40.354671] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:17:40.569289] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:17:40.569500] [INFO ] [CONFIGURE ] CION: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:17:40.569574] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9785 tests
[2025-10-17T23:17:40.569635] [INFO ] [CONFIGURE ] CION: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:17:40.569724] [INFO ] [CONFIGURE ] CION: Best accuracy: 70.00%
[2025-10-17T23:17:40.569783] [INFO ] [CONFIGURE ] CION: Best feature set (6 features): ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:17:40.569839] [INFO ] [CONFIGURE ] CION: Improvement over baseline: 50.00%
[2025-10-17T23:17:40.569871] [INFO ] [CONFIGURE ] CION: Total time: 53.7 seconds
[2025-10-17T23:17:40.569900] [INFO ] [CONFIGURE ] CION: Average time per feature: 2.0 seconds
[2025-10-17T23:17:40.570028] [INFO ] [CONFIGURE ] CION: Average speed: 0.54 features/sec
[2025-10-17T23:17:40.570771] [INFO ] [LOCAL     ] Saved configuration for CION: 6 features, 70.00% accuracy -> ./output/feature-sets/CION.json
[2025-10-17T23:17:40.570842] [INFO ] [CONFIGURE ] CION: Configuration saved successfully: 6 features, 70.00% accuracy.
[2025-10-17T23:17:40.570956] [INFO ] [sig       ] [43/380] Successfully configured CION | 0.02 sym/s | Total: 30.3m | ETA: 4.0h
[2025-10-17T23:17:40.571036] [INFO ] [sig       ] [44/380] Configuring CLCO...
[2025-10-17T23:17:40.571101] [INFO ] [CONFIGURE ] CLCO: Configurate test run.
[2025-10-17T23:17:40.571157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-10-17T23:17:40.584929] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLCO'.
[2025-10-17T23:17:40.585353] [INFO ] [CONFIGURE ] CLCO: Testing with 29 available features
[2025-10-17T23:17:40.585411] [INFO ] [CONFIGURE ] CLCO: Establishing baseline with no features...
[2025-10-17T23:17:40.685833] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:17:40.784914] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:17:40.884281] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:17:40.984627] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:17:41.087011] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:17:41.190328] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:17:41.293812] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:17:41.398561] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:41.504950] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:17:41.615908] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:17:41.616056] [INFO ] [CONFIGURE ] CLCO: Baseline score (no features): 70.00%
[2025-10-17T23:17:41.616097] [INFO ] [CONFIGURE ] CLCO: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:17:41.616130] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:17:41.732572] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:17:41.849246] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:17:41.965197] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:17:42.081617] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:17:42.198221] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:17:42.313745] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:17:42.431659] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:17:42.551116] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:42.672140] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:17:42.796584] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:17:42.796857] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-17T23:17:42.796911] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9784 tests
[2025-10-17T23:17:42.796946] [INFO ] [CONFIGURE ] CLCO: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:17:42.796979] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:17:42.916551] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:17:43.041128] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:17:43.163449] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:43.285835] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:17:43.407839] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:17:43.530434] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:17:43.652732] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:17:43.775001] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:43.900577] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:17:44.025443] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:17:44.025602] [INFO ] [CONFIGURE ] CLCO: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-17T23:17:44.025668] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9783 tests
[2025-10-17T23:17:44.025731] [INFO ] [CONFIGURE ] CLCO: Testing feature 3/29: add_daily_returns
[2025-10-17T23:17:44.025772] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:17:44.150217] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:17:44.279202] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:17:44.405897] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:44.534281] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:17:44.668521] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:17:44.805566] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:17:44.941193] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:17:45.078099] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:45.217232] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:17:45.356194] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:17:45.356396] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T23:17:45.356458] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9782 tests
[2025-10-17T23:17:45.356497] [INFO ] [CONFIGURE ] CLCO: Testing feature 4/29: add_ema
[2025-10-17T23:17:45.356529] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-17T23:17:45.505094] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:17:45.662669] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:17:45.816853] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:45.968572] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:17:46.126198] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:17:46.281281] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:17:46.455716] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:17:46.607735] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:46.756112] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:17:46.908271] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:17:46.908454] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_ema (score: 80.00%)
[2025-10-17T23:17:46.908499] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9781 tests
[2025-10-17T23:17:46.908534] [INFO ] [CONFIGURE ] CLCO: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:17:46.908566] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:17:47.071784] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:17:47.230298] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:17:47.383990] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:47.535825] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:17:47.690801] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:17:47.868729] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:17:48.040973] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:17:48.208942] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:48.373967] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:17:48.539573] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:17:48.539843] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-17T23:17:48.539901] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9780 tests
[2025-10-17T23:17:48.539939] [INFO ] [CONFIGURE ] CLCO: Testing feature 6/29: add_failed_moves
[2025-10-17T23:17:48.539975] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:17:48.682601] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:17:48.828286] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:17:48.977726] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:49.121074] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:17:49.266224] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:17:49.411123] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:17:49.556346] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:17:49.709981] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:49.857290] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:17:50.004397] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:17:50.004669] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T23:17:50.004736] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9779 tests
[2025-10-17T23:17:50.004778] [INFO ] [CONFIGURE ] CLCO: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:17:50.005167] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T23:17:50.152356] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:17:50.288292] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:17:50.415198] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:50.540298] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:17:50.666977] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:17:50.794730] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:17:50.923264] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:17:51.056722] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:51.186127] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:17:51.315126] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:17:51.315309] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-17T23:17:51.315354] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9778 tests
[2025-10-17T23:17:51.315388] [INFO ] [CONFIGURE ] CLCO: Testing feature 8/29: add_macd
[2025-10-17T23:17:51.315515] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:17:51.481803] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:17:51.648052] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:17:51.828501] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:52.014021] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:17:52.200967] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:17:52.390465] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:17:52.574568] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:17:52.757419] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:52.936901] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:17:53.127895] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:17:53.128422] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_macd (score: 70.00%)
[2025-10-17T23:17:53.128485] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9777 tests
[2025-10-17T23:17:53.128524] [INFO ] [CONFIGURE ] CLCO: Testing feature 9/29: add_mfi
[2025-10-17T23:17:53.128556] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-17T23:17:53.282674] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:17:53.453223] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:17:53.620760] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:53.785613] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:17:53.948767] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:17:54.112895] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:17:54.280160] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:17:54.431767] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:54.581013] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:17:54.728387] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:17:54.728601] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_mfi (score: 80.00%)
[2025-10-17T23:17:54.728747] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9776 tests
[2025-10-17T23:17:54.728803] [INFO ] [CONFIGURE ] CLCO: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:17:54.728838] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:17:54.890944] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:17:55.063304] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:17:55.232631] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:55.404100] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:17:55.577468] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:17:55.749727] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:17:55.919049] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:17:56.093322] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:56.257949] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:17:56.423951] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:17:56.424107] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-17T23:17:56.424151] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9775 tests
[2025-10-17T23:17:56.424185] [INFO ] [CONFIGURE ] CLCO: Testing feature 11/29: add_obv_daily
[2025-10-17T23:17:56.424215] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-17T23:17:56.559699] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:17:56.701145] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:17:56.840900] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:56.978361] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:17:57.117855] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:17:57.259927] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:17:57.402913] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:17:57.543564] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:57.684421] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:17:57.825638] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:17:57.825836] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-17T23:17:57.825900] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9774 tests
[2025-10-17T23:17:57.825936] [INFO ] [CONFIGURE ] CLCO: Testing feature 12/29: add_obv_interval
[2025-10-17T23:17:57.825967] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-17T23:17:57.965828] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:17:58.102584] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:17:58.242560] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:58.391086] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:17:58.531257] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:17:58.669981] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:17:58.807919] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:17:58.945082] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:17:59.092960] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:17:59.235058] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:17:59.235321] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-17T23:17:59.235370] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9773 tests
[2025-10-17T23:17:59.235405] [INFO ] [CONFIGURE ] CLCO: Testing feature 13/29: add_opening_strength
[2025-10-17T23:17:59.235436] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:17:59.385151] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:17:59.531599] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:17:59.685247] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:17:59.838687] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:17:59.990318] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:00.147143] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:00.307345] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:00.457271] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:00.608174] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:18:00.760339] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:00.760519] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-17T23:18:00.760565] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9772 tests
[2025-10-17T23:18:00.760600] [INFO ] [CONFIGURE ] CLCO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:18:00.760631] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-17T23:18:00.919077] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:18:01.072510] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:18:01.240236] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:18:01.402555] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:01.556015] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:01.700439] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:01.853602] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:02.003943] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:02.159098] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:18:02.309914] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:02.310097] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-17T23:18:02.310140] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9771 tests
[2025-10-17T23:18:02.310178] [INFO ] [CONFIGURE ] CLCO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:18:02.310263] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-17T23:18:02.447957] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:18:02.585547] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:18:02.729132] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:18:02.857073] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:02.985513] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:03.113060] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:03.245077] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:03.386059] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:03.743340] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:18:03.920279] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:03.920518] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T23:18:03.920569] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9770 tests
[2025-10-17T23:18:03.920610] [INFO ] [CONFIGURE ] CLCO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:18:03.920682] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-17T23:18:04.117140] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:18:04.268559] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:18:04.415801] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:18:04.568958] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:04.715133] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:04.866505] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:05.013975] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:05.175273] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:05.328734] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:18:05.481014] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:05.481208] [INFO ] [CONFIGURE ] CLCO: KEPT add_pbf_overnight_gap (score: 90.00%)
[2025-10-17T23:18:05.481283] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9769 tests
[2025-10-17T23:18:05.481348] [INFO ] [CONFIGURE ] CLCO: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:18:05.481389] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-17T23:18:05.644895] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:18:05.803253] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:18:05.953273] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:18:06.107944] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:06.281173] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:06.432428] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:06.586181] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:06.740316] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:06.892766] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:18:07.053832] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:07.054022] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-17T23:18:07.054068] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9768 tests
[2025-10-17T23:18:07.054103] [INFO ] [CONFIGURE ] CLCO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:18:07.054135] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-17T23:18:07.211606] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:18:07.348056] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:18:07.494853] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:18:07.637876] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:07.780176] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:07.920283] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:08.061077] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:08.201140] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:08.340331] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:18:08.478992] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:08.479213] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-17T23:18:08.479276] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9767 tests
[2025-10-17T23:18:08.479337] [INFO ] [CONFIGURE ] CLCO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:18:08.479372] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-17T23:18:08.615680] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:18:08.750421] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:18:08.886735] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:18:09.026254] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:09.171231] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:09.317446] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:09.465160] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:09.609048] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:09.747864] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:18:09.886237] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:09.886404] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-17T23:18:09.886448] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9766 tests
[2025-10-17T23:18:09.886483] [INFO ] [CONFIGURE ] CLCO: Testing feature 20/29: add_price_rejection
[2025-10-17T23:18:09.886515] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-17T23:18:10.035637] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:18:10.193192] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:18:10.341587] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:18:10.488736] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:10.636079] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:10.781486] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:10.954444] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:11.116843] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:11.268282] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:18:11.418639] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:11.418819] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-17T23:18:11.418864] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9765 tests
[2025-10-17T23:18:11.418899] [INFO ] [CONFIGURE ] CLCO: Testing feature 21/29: add_range_position
[2025-10-17T23:18:11.418930] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-17T23:18:11.572278] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:18:11.728781] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:18:11.880026] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:18:12.033785] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:12.188849] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:12.351894] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:12.513497] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:12.670581] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:12.829983] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:18:12.989837] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:18:12.990040] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T23:18:12.990097] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9764 tests
[2025-10-17T23:18:12.990135] [INFO ] [CONFIGURE ] CLCO: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:18:12.990166] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-17T23:18:13.164245] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:18:13.336230] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:18:13.510378] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:18:13.677850] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:13.844723] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:14.009379] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:14.183620] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:14.358878] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:14.532485] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:18:14.707325] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:14.707468] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-17T23:18:14.707533] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9763 tests
[2025-10-17T23:18:14.707571] [INFO ] [CONFIGURE ] CLCO: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:18:14.707601] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-17T23:18:14.847429] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:18:14.989015] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:18:15.129313] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:18:15.291556] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:15.440912] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:15.589100] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:15.738413] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:15.888714] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:16.038579] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:18:16.190466] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:16.190585] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-17T23:18:16.190630] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9762 tests
[2025-10-17T23:18:16.190706] [INFO ] [CONFIGURE ] CLCO: Testing feature 24/29: add_rsi
[2025-10-17T23:18:16.190750] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-17T23:18:16.358192] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:18:16.528007] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:18:16.699494] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:18:16.869587] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:17.040151] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:17.210694] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:17.378971] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:17.549028] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:17.723462] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:18:17.894332] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:17.894463] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_rsi (score: 80.00%)
[2025-10-17T23:18:17.894512] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9761 tests
[2025-10-17T23:18:17.894556] [INFO ] [CONFIGURE ] CLCO: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:18:17.894594] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-17T23:18:18.036394] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:18:18.195457] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:18:18.336719] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:18:18.479967] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:18.624409] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:18.765021] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:18.909065] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:19.054882] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:19.196182] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:18:19.339564] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:19.339709] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-17T23:18:19.339765] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9760 tests
[2025-10-17T23:18:19.339801] [INFO ] [CONFIGURE ] CLCO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:18:19.339831] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-17T23:18:19.480934] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:18:19.648519] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:18:19.795128] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:18:19.936898] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:20.082414] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:20.227533] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:20.372531] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:20.516839] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:20.664966] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:18:20.810872] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:20.811011] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-17T23:18:20.811055] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9759 tests
[2025-10-17T23:18:20.811090] [INFO ] [CONFIGURE ] CLCO: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:18:20.811120] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-17T23:18:20.958038] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:18:21.105483] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:18:21.260542] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:18:21.419486] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:21.575305] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:21.732201] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:21.890878] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:22.047603] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:22.202478] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:18:22.356118] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:22.356280] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-17T23:18:22.356325] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9758 tests
[2025-10-17T23:18:22.356359] [INFO ] [CONFIGURE ] CLCO: Testing feature 28/29: add_volume_profile
[2025-10-17T23:18:22.356391] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-17T23:18:22.498575] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:18:22.671715] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:18:22.815531] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:18:22.961614] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:23.111252] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:23.254903] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:23.399463] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:23.546926] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:23.693132] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:18:23.846136] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:23.846297] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-17T23:18:23.846340] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9757 tests
[2025-10-17T23:18:23.846374] [INFO ] [CONFIGURE ] CLCO: Testing feature 29/29: add_vwap
[2025-10-17T23:18:23.846405] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_vwap']
[2025-10-17T23:18:23.997242] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:18:24.147343] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:18:24.295045] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:18:24.443246] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:24.591037] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:24.740360] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:24.921866] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:25.081214] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:25.253518] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:18:25.418623] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:25.418818] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_vwap (score: 90.00%)
[2025-10-17T23:18:25.418867] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9756 tests
[2025-10-17T23:18:25.418925] [INFO ] [CONFIGURE ] CLCO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:18:25.418979] [INFO ] [CONFIGURE ] CLCO: Best accuracy: 90.00%
[2025-10-17T23:18:25.419013] [INFO ] [CONFIGURE ] CLCO: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-17T23:18:25.419041] [INFO ] [CONFIGURE ] CLCO: Improvement over baseline: 20.00%
[2025-10-17T23:18:25.419068] [INFO ] [CONFIGURE ] CLCO: Total time: 43.8 seconds
[2025-10-17T23:18:25.419131] [INFO ] [CONFIGURE ] CLCO: Average time per feature: 1.5 seconds
[2025-10-17T23:18:25.419183] [INFO ] [CONFIGURE ] CLCO: Average speed: 0.66 features/sec
[2025-10-17T23:18:25.419864] [INFO ] [LOCAL     ] Saved configuration for CLCO: 2 features, 90.00% accuracy -> ./output/feature-sets/CLCO.json
[2025-10-17T23:18:25.419932] [INFO ] [CONFIGURE ] CLCO: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-17T23:18:25.420009] [INFO ] [sig       ] [44/380] Successfully configured CLCO | 0.02 sym/s | Total: 31.1m | ETA: 4.0h
[2025-10-17T23:18:25.420076] [INFO ] [sig       ] [45/380] Configuring CLX...
[2025-10-17T23:18:25.420141] [INFO ] [CONFIGURE ] CLX: Configurate test run.
[2025-10-17T23:18:25.420197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-10-17T23:18:25.435785] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CLX'.
[2025-10-17T23:18:25.436189] [INFO ] [CONFIGURE ] CLX: Testing with 29 available features
[2025-10-17T23:18:25.436247] [INFO ] [CONFIGURE ] CLX: Establishing baseline with no features...
[2025-10-17T23:18:25.545104] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:18:25.684297] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:18:25.793939] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:18:25.904088] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:18:26.019592] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:26.132800] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:26.252057] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:26.371950] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:26.484814] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:26.599532] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:26.599721] [INFO ] [CONFIGURE ] CLX: Baseline score (no features): 70.00%
[2025-10-17T23:18:26.599783] [INFO ] [CONFIGURE ] CLX: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:18:26.599818] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:18:26.721247] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:18:26.843113] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:26.965019] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:18:27.091977] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:27.223749] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:27.349778] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:27.471630] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:27.594558] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:27.718157] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:27.846385] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:27.846495] [INFO ] [CONFIGURE ] CLX: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-17T23:18:27.846537] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9755 tests
[2025-10-17T23:18:27.846570] [INFO ] [CONFIGURE ] CLX: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:18:27.846600] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:18:27.970622] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:18:28.094851] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:28.219855] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:18:28.346659] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:18:28.476864] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:28.604424] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:28.751430] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:28.878414] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:29.007109] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:29.135335] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:29.135437] [INFO ] [CONFIGURE ] CLX: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T23:18:29.135497] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9754 tests
[2025-10-17T23:18:29.135555] [INFO ] [CONFIGURE ] CLX: Testing feature 3/29: add_daily_returns
[2025-10-17T23:18:29.135587] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_daily_returns']
[2025-10-17T23:18:29.244316] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:18:29.354178] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:29.463869] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:18:29.579830] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:29.692163] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:29.804409] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:29.915518] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:30.027693] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:30.140473] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:30.259892] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:30.260008] [INFO ] [CONFIGURE ] CLX: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:18:30.260050] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9753 tests
[2025-10-17T23:18:30.260083] [INFO ] [CONFIGURE ] CLX: Testing feature 4/29: add_ema
[2025-10-17T23:18:30.260113] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_ema']
[2025-10-17T23:18:30.383609] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:18:30.512495] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:30.637532] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:18:30.766801] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:18:30.894394] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:31.025074] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:18:31.152325] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:31.278848] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:31.400876] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:31.522164] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:31.522276] [INFO ] [CONFIGURE ] CLX: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:18:31.522319] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9752 tests
[2025-10-17T23:18:31.522354] [INFO ] [CONFIGURE ] CLX: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:18:31.522383] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:18:31.648511] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:18:31.790440] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:31.919877] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:18:32.057195] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:32.189153] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:32.322120] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:32.454861] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:32.587484] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:18:32.721242] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:32.857349] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:32.857477] [INFO ] [CONFIGURE ] CLX: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:18:32.857519] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9751 tests
[2025-10-17T23:18:32.857552] [INFO ] [CONFIGURE ] CLX: Testing feature 6/29: add_failed_moves
[2025-10-17T23:18:32.857679] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_failed_moves']
[2025-10-17T23:18:32.971443] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:18:33.084603] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:18:33.201518] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:18:33.314540] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:18:33.434363] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:33.546799] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:33.667448] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:33.785990] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:33.895114] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:34.005314] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:34.005438] [INFO ] [CONFIGURE ] CLX: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:18:34.005499] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9750 tests
[2025-10-17T23:18:34.005536] [INFO ] [CONFIGURE ] CLX: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:18:34.005565] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_lag_shelf']
[2025-10-17T23:18:34.102665] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:18:34.200903] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:18:34.302189] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:18:34.415892] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:18:34.519045] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:34.621818] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:34.725507] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:34.836476] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:34.950520] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:35.067214] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:35.067383] [INFO ] [CONFIGURE ] CLX: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:18:35.067451] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9749 tests
[2025-10-17T23:18:35.067511] [INFO ] [CONFIGURE ] CLX: Testing feature 8/29: add_macd
[2025-10-17T23:18:35.067546] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:18:35.216836] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:18:35.360943] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:35.507442] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:18:35.662984] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:35.811788] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:35.961861] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:36.113080] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:36.258748] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:36.399744] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:36.541553] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:36.541721] [INFO ] [CONFIGURE ] CLX: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:18:36.541784] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9748 tests
[2025-10-17T23:18:36.541822] [INFO ] [CONFIGURE ] CLX: Testing feature 9/29: add_mfi
[2025-10-17T23:18:36.541851] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_mfi']
[2025-10-17T23:18:36.652712] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:18:36.769119] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:36.881844] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:18:36.993754] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:18:37.107161] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:37.219513] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:37.336622] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:37.463619] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:37.595492] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:37.719558] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:37.719721] [INFO ] [CONFIGURE ] CLX: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:18:37.719779] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9747 tests
[2025-10-17T23:18:37.719814] [INFO ] [CONFIGURE ] CLX: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:18:37.719884] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:18:37.855165] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:18:37.989381] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:18:38.125947] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:18:38.268313] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:38.406091] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:38.552074] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:38.689318] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:38.828358] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:38.968198] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:39.109814] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:39.109938] [INFO ] [CONFIGURE ] CLX: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:18:39.109982] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9746 tests
[2025-10-17T23:18:39.110085] [INFO ] [CONFIGURE ] CLX: Testing feature 11/29: add_obv_daily
[2025-10-17T23:18:39.110125] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_obv_daily']
[2025-10-17T23:18:39.229834] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:18:39.350337] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:39.465513] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:18:39.581116] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:39.696361] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:39.812943] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:39.929396] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:40.046284] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:40.165289] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:40.289297] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:40.289411] [INFO ] [CONFIGURE ] CLX: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:18:40.289453] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9745 tests
[2025-10-17T23:18:40.289486] [INFO ] [CONFIGURE ] CLX: Testing feature 12/29: add_obv_interval
[2025-10-17T23:18:40.289516] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_obv_interval']
[2025-10-17T23:18:40.404425] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:18:40.516402] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:40.634868] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:18:40.747539] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:40.871419] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:40.988865] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:41.112164] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:41.230055] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:41.349761] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:41.472092] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:41.472208] [INFO ] [CONFIGURE ] CLX: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T23:18:41.472250] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9744 tests
[2025-10-17T23:18:41.472296] [INFO ] [CONFIGURE ] CLX: Testing feature 13/29: add_opening_strength
[2025-10-17T23:18:41.472351] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:18:41.592513] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:18:41.712410] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:41.834147] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:18:41.955854] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:18:42.078900] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:42.200983] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:42.328862] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:42.452347] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:42.578213] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:18:42.705474] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:42.705637] [INFO ] [CONFIGURE ] CLX: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:18:42.705721] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9743 tests
[2025-10-17T23:18:42.705759] [INFO ] [CONFIGURE ] CLX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:18:42.705788] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T23:18:42.834746] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:18:42.964318] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:43.093735] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:18:43.223032] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:43.356282] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:43.485811] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:43.615789] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:43.746011] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:43.904694] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:44.043402] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:44.043548] [INFO ] [CONFIGURE ] CLX: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-17T23:18:44.043591] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9742 tests
[2025-10-17T23:18:44.043623] [INFO ] [CONFIGURE ] CLX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:18:44.043684] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T23:18:44.151487] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:18:44.265000] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:44.374516] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:18:44.484734] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:44.593875] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:44.704340] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:44.824263] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:44.934213] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:45.050059] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:45.163768] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:45.163966] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:18:45.164044] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9741 tests
[2025-10-17T23:18:45.164094] [INFO ] [CONFIGURE ] CLX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:18:45.164125] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T23:18:45.282919] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:18:45.400483] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:45.518638] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:18:45.648354] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:45.766193] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:45.885565] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:46.004520] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:46.124925] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:46.261209] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:46.384292] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:46.384461] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T23:18:46.384521] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9740 tests
[2025-10-17T23:18:46.384580] [INFO ] [CONFIGURE ] CLX: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:18:46.384614] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_pbf_return_2d']
[2025-10-17T23:18:46.506312] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:18:46.628663] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:46.753299] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:18:46.906215] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:47.036166] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:47.163763] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:47.290015] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:47.416382] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:47.538181] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:47.660487] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:47.660677] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-17T23:18:47.660802] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9739 tests
[2025-10-17T23:18:47.660856] [INFO ] [CONFIGURE ] CLX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:18:47.660890] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_pbf_volatility_5d']
[2025-10-17T23:18:47.766468] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:18:47.874541] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:47.983058] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:18:48.090565] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:18:48.199413] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:48.308926] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:48.417691] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:48.531790] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:48.650364] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:48.763893] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:48.764055] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-17T23:18:48.764098] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9738 tests
[2025-10-17T23:18:48.764131] [INFO ] [CONFIGURE ] CLX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:18:48.764161] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-17T23:18:48.872538] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:18:48.980353] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:18:49.095478] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:18:49.215864] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:18:49.325166] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:49.438909] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:49.550122] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:49.666430] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:49.783420] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:49.934457] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:49.934638] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:18:49.934724] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9737 tests
[2025-10-17T23:18:49.934764] [INFO ] [CONFIGURE ] CLX: Testing feature 20/29: add_price_rejection
[2025-10-17T23:18:49.934796] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_price_rejection']
[2025-10-17T23:18:50.056623] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:18:50.177892] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:18:50.300610] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:18:50.427899] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:50.553928] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:18:50.677042] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:50.800793] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:50.929559] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:51.060399] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:51.190992] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:51.191152] [INFO ] [CONFIGURE ] CLX: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:18:51.191195] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9736 tests
[2025-10-17T23:18:51.191230] [INFO ] [CONFIGURE ] CLX: Testing feature 21/29: add_range_position
[2025-10-17T23:18:51.191262] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_range_position']
[2025-10-17T23:18:51.331083] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:18:51.465987] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:18:51.598817] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:18:51.735676] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:18:51.879564] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:52.015527] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:52.157172] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:52.294278] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:52.431212] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:52.568114] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:52.568266] [INFO ] [CONFIGURE ] CLX: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:18:52.568314] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9735 tests
[2025-10-17T23:18:52.568356] [INFO ] [CONFIGURE ] CLX: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:18:52.568391] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_realized_volatility']
[2025-10-17T23:18:52.717043] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:18:52.869262] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:18:53.018023] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:18:53.167331] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:18:53.318263] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:53.474197] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:53.625690] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:18:53.776893] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:53.930445] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:18:54.083046] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:54.083208] [INFO ] [CONFIGURE ] CLX: KEPT add_realized_volatility (score: 90.00%)
[2025-10-17T23:18:54.083251] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9734 tests
[2025-10-17T23:18:54.083285] [INFO ] [CONFIGURE ] CLX: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:18:54.083316] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_realized_volatility', 'add_recent_range_context']
[2025-10-17T23:18:54.245018] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:18:54.406281] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:54.571443] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:18:54.726216] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:54.879460] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:55.032825] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:55.187188] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:18:55.343164] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:55.504742] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:55.682148] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:55.682342] [INFO ] [CONFIGURE ] CLX: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T23:18:55.682389] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9733 tests
[2025-10-17T23:18:55.682425] [INFO ] [CONFIGURE ] CLX: Testing feature 24/29: add_rsi
[2025-10-17T23:18:55.682460] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-17T23:18:55.868749] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:18:56.188013] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:56.427553] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:18:56.640604] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:56.873098] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:57.056529] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:57.242418] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:18:57.437480] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:57.628327] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:57.811344] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:57.811557] [INFO ] [CONFIGURE ] CLX: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:18:57.811620] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9732 tests
[2025-10-17T23:18:57.811690] [INFO ] [CONFIGURE ] CLX: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:18:57.811738] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_realized_volatility', 'add_tick_distribution']
[2025-10-17T23:18:57.964436] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:18:58.117202] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:18:58.269768] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:18:58.429109] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:18:58.587712] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:18:58.742912] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:18:58.897418] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:18:59.073581] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:18:59.224927] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:18:59.380780] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:18:59.380963] [INFO ] [CONFIGURE ] CLX: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-17T23:18:59.381010] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9731 tests
[2025-10-17T23:18:59.381046] [INFO ] [CONFIGURE ] CLX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:18:59.381079] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-17T23:18:59.534521] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:18:59.691033] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:18:59.845372] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:19:00.003294] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:19:00.160597] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:19:00.314404] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:19:00.471416] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:19:00.632959] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:00.791085] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:19:00.945611] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:19:00.945806] [INFO ] [CONFIGURE ] CLX: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:19:00.945856] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9730 tests
[2025-10-17T23:19:00.945892] [INFO ] [CONFIGURE ] CLX: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:19:00.945923] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_realized_volatility', 'add_volume_price_divergence']
[2025-10-17T23:19:01.105940] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:19:01.276975] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:19:01.442496] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:19:01.607916] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:19:01.772116] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:19:01.937305] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:19:02.114152] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:19:02.281829] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:19:02.450152] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:19:02.622014] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:19:02.622185] [INFO ] [CONFIGURE ] CLX: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-17T23:19:02.622244] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9729 tests
[2025-10-17T23:19:02.622280] [INFO ] [CONFIGURE ] CLX: Testing feature 28/29: add_volume_profile
[2025-10-17T23:19:02.622310] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_realized_volatility', 'add_volume_profile']
[2025-10-17T23:19:02.776786] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:19:02.933753] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:19:03.094176] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:19:03.251267] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:19:03.412810] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:19:03.572146] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:19:03.733155] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:19:03.897081] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:04.059175] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:04.219813] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:19:04.219982] [INFO ] [CONFIGURE ] CLX: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-17T23:19:04.220027] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9728 tests
[2025-10-17T23:19:04.220062] [INFO ] [CONFIGURE ] CLX: Testing feature 29/29: add_vwap
[2025-10-17T23:19:04.220093] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_realized_volatility', 'add_vwap']
[2025-10-17T23:19:04.383273] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:19:04.541677] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:19:04.703719] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:04.866845] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:19:05.033977] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:19:05.200241] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:19:05.363049] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:19:05.530324] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:19:05.693707] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:05.859011] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:19:05.859146] [INFO ] [CONFIGURE ] CLX: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:19:05.859190] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9727 tests
[2025-10-17T23:19:05.859224] [INFO ] [CONFIGURE ] CLX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:19:05.859254] [INFO ] [CONFIGURE ] CLX: Best accuracy: 90.00%
[2025-10-17T23:19:05.859282] [INFO ] [CONFIGURE ] CLX: Best feature set (1 features): ['add_realized_volatility']
[2025-10-17T23:19:05.859311] [INFO ] [CONFIGURE ] CLX: Improvement over baseline: 20.00%
[2025-10-17T23:19:05.859338] [INFO ] [CONFIGURE ] CLX: Total time: 39.3 seconds
[2025-10-17T23:19:05.859363] [INFO ] [CONFIGURE ] CLX: Average time per feature: 1.4 seconds
[2025-10-17T23:19:05.859390] [INFO ] [CONFIGURE ] CLX: Average speed: 0.74 features/sec
[2025-10-17T23:19:05.859777] [INFO ] [LOCAL     ] Saved configuration for CLX: 1 features, 90.00% accuracy -> ./output/feature-sets/CLX.json
[2025-10-17T23:19:05.859875] [INFO ] [CONFIGURE ] CLX: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-17T23:19:05.859962] [INFO ] [sig       ] [45/380] Successfully configured CLX | 0.02 sym/s | Total: 31.7m | ETA: 3.9h
[2025-10-17T23:19:05.860029] [INFO ] [sig       ] [46/380] Configuring CMCM...
[2025-10-17T23:19:05.860094] [INFO ] [CONFIGURE ] CMCM: Configurate test run.
[2025-10-17T23:19:05.860149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-10-17T23:19:05.875296] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CMCM'.
[2025-10-17T23:19:05.875797] [INFO ] [CONFIGURE ] CMCM: Testing with 29 available features
[2025-10-17T23:19:05.875872] [INFO ] [CONFIGURE ] CMCM: Establishing baseline with no features...
[2025-10-17T23:19:05.993898] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:06.106173] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:06.230346] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:06.358165] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:06.487388] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:19:06.613080] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:19:06.818175] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:19:06.940402] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:07.055665] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:07.168639] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:19:07.168812] [INFO ] [CONFIGURE ] CMCM: Baseline score (no features): 50.00%
[2025-10-17T23:19:07.168858] [INFO ] [CONFIGURE ] CMCM: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:19:07.168893] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:19:07.291268] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:07.417572] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:07.540955] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:07.666356] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:07.795483] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:19:07.924373] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:19:08.057113] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:19:08.185089] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:08.315048] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:08.443252] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:19:08.443402] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-17T23:19:08.443444] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9726 tests
[2025-10-17T23:19:08.443479] [INFO ] [CONFIGURE ] CMCM: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:19:08.443509] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:19:08.570936] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:08.699072] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:08.826877] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:08.950241] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:09.076416] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:19:09.202120] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:19:09.330552] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:19:09.457162] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:09.583850] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:19:09.710980] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:09.711132] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-17T23:19:09.711175] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9725 tests
[2025-10-17T23:19:09.711208] [INFO ] [CONFIGURE ] CMCM: Testing feature 3/29: add_daily_returns
[2025-10-17T23:19:09.711238] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns']
[2025-10-17T23:19:09.820539] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:09.929981] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:10.040049] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:10.151145] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:10.261369] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:10.373527] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:10.496500] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:10.628902] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:10.748095] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:10.868172] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:19:10.868354] [INFO ] [CONFIGURE ] CMCM: KEPT add_daily_returns (score: 70.00%)
[2025-10-17T23:19:10.868398] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9724 tests
[2025-10-17T23:19:10.868432] [INFO ] [CONFIGURE ] CMCM: Testing feature 4/29: add_ema
[2025-10-17T23:19:10.868463] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-17T23:19:11.018438] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:11.184916] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:11.322230] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:11.455786] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:11.597142] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:11.754088] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:11.905715] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:12.059052] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:12.200865] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:19:12.348244] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:12.348438] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:19:12.348501] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9723 tests
[2025-10-17T23:19:12.348539] [INFO ] [CONFIGURE ] CMCM: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:19:12.348569] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:19:12.487884] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:12.627181] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:12.767998] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:12.915510] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:19:13.061111] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:13.204677] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:13.355816] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:13.506045] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:13.651692] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:13.799934] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:13.800144] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-17T23:19:13.800189] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9722 tests
[2025-10-17T23:19:13.800224] [INFO ] [CONFIGURE ] CMCM: Testing feature 6/29: add_failed_moves
[2025-10-17T23:19:13.800254] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-17T23:19:13.922748] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:14.044458] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:14.207926] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:14.342334] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:14.466283] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:14.589591] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:14.720218] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:14.849880] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:14.974262] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:15.110189] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:19:15.110339] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:19:15.110381] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9721 tests
[2025-10-17T23:19:15.110413] [INFO ] [CONFIGURE ] CMCM: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:19:15.110443] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-17T23:19:15.220422] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:15.335749] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:15.448971] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:15.574935] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:15.706634] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:15.840590] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:15.964363] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:16.092868] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:16.221869] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:16.354022] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:19:16.354335] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:19:16.354450] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9720 tests
[2025-10-17T23:19:16.354514] [INFO ] [CONFIGURE ] CMCM: Testing feature 8/29: add_macd
[2025-10-17T23:19:16.354552] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-17T23:19:16.519230] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:16.697106] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:16.869160] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:17.041267] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:17.247604] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:17.404794] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:19:17.567263] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:19:17.729370] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:19:17.887510] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:18.045330] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:18.045530] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:19:18.045577] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9719 tests
[2025-10-17T23:19:18.045613] [INFO ] [CONFIGURE ] CMCM: Testing feature 9/29: add_mfi
[2025-10-17T23:19:18.045670] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-17T23:19:18.180801] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:18.312665] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:18.444392] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:18.575345] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:18.710200] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:18.848637] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:18.981552] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:19.115350] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:19.249886] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:19.390144] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:19:19.390398] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:19:19.390453] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9718 tests
[2025-10-17T23:19:19.390490] [INFO ] [CONFIGURE ] CMCM: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:19:19.390522] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:19:19.535419] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:19.682369] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:19.838943] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:19.990355] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:19:20.138929] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:20.316444] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:20.465290] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:20.623585] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:19:20.777826] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:20.932505] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:20.932713] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-17T23:19:20.932771] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9717 tests
[2025-10-17T23:19:20.932808] [INFO ] [CONFIGURE ] CMCM: Testing feature 11/29: add_obv_daily
[2025-10-17T23:19:20.932840] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-17T23:19:21.059916] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:21.190006] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:21.314270] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:21.440505] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:21.566433] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:19:21.692335] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:19:21.826921] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:21.956168] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:22.088380] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:19:22.222595] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:22.222820] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-17T23:19:22.222869] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9716 tests
[2025-10-17T23:19:22.222905] [INFO ] [CONFIGURE ] CMCM: Testing feature 12/29: add_obv_interval
[2025-10-17T23:19:22.222938] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-17T23:19:22.352539] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:22.481829] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:22.607822] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:22.732292] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:22.860030] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:22.984576] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:19:23.114208] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:23.240965] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:23.367839] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:19:23.502295] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:23.502485] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:19:23.502532] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9715 tests
[2025-10-17T23:19:23.502569] [INFO ] [CONFIGURE ] CMCM: Testing feature 13/29: add_opening_strength
[2025-10-17T23:19:23.502600] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:19:23.659161] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:23.786712] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:23.924017] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:24.050025] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:24.176298] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:19:24.308119] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:24.422342] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:24.537496] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:24.651776] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:19:24.768396] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:24.768552] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T23:19:24.768620] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9714 tests
[2025-10-17T23:19:24.768708] [INFO ] [CONFIGURE ] CMCM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:19:24.768753] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-17T23:19:24.888413] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:25.008164] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:25.129399] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:25.249742] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:25.369197] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:25.490401] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:25.618156] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:25.741830] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:25.870002] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:25.998744] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:19:25.998897] [INFO ] [CONFIGURE ] CMCM: KEPT add_order_flow_imbalance (score: 80.00%)
[2025-10-17T23:19:25.998939] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9713 tests
[2025-10-17T23:19:25.998973] [INFO ] [CONFIGURE ] CMCM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:19:25.999003] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-17T23:19:26.127037] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:26.257951] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:26.386907] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:26.514620] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:26.645047] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:26.774542] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:19:26.906087] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:27.037288] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:27.172329] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:27.311498] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:27.311715] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T23:19:27.311772] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9712 tests
[2025-10-17T23:19:27.311808] [INFO ] [CONFIGURE ] CMCM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:19:27.311839] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-17T23:19:27.454862] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:27.596831] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:27.740666] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:27.886987] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:28.029997] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:28.176197] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:28.312916] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:28.450988] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:28.588999] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:19:28.730842] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:19:28.731030] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T23:19:28.731077] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9711 tests
[2025-10-17T23:19:28.731113] [INFO ] [CONFIGURE ] CMCM: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:19:28.731146] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-17T23:19:28.877262] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:29.016810] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:29.160369] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:29.300747] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:29.442274] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:29.586437] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:29.731509] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:29.876876] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:30.023757] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:30.169134] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:19:30.169316] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-17T23:19:30.169358] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9710 tests
[2025-10-17T23:19:30.169395] [INFO ] [CONFIGURE ] CMCM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:19:30.169427] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-17T23:19:30.300316] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:30.442162] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:30.599871] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:30.744484] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:30.889335] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:31.035258] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:19:31.168970] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:31.302581] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:31.436358] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:31.570593] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:19:31.570869] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:19:31.570919] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9709 tests
[2025-10-17T23:19:31.570955] [INFO ] [CONFIGURE ] CMCM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:19:31.570986] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-17T23:19:31.699904] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:31.830104] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:31.959858] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:32.090426] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:32.221630] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:32.353724] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:32.486010] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:32.619097] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:32.759234] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:32.899031] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:32.899199] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:19:32.899241] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9708 tests
[2025-10-17T23:19:32.899276] [INFO ] [CONFIGURE ] CMCM: Testing feature 20/29: add_price_rejection
[2025-10-17T23:19:32.899310] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-17T23:19:33.045248] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:33.208431] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:33.374406] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:33.526167] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:33.675607] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:33.828897] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:33.982820] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:34.138705] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:34.298328] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:19:34.454448] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:19:34.454632] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-17T23:19:34.454716] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9707 tests
[2025-10-17T23:19:34.454758] [INFO ] [CONFIGURE ] CMCM: Testing feature 21/29: add_range_position
[2025-10-17T23:19:34.454790] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-17T23:19:34.613946] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:34.772919] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:34.931491] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:35.092888] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:35.254842] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:35.451525] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:19:35.617888] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:35.781892] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:35.942942] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:19:36.109361] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:36.109573] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:19:36.109636] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9706 tests
[2025-10-17T23:19:36.109714] [INFO ] [CONFIGURE ] CMCM: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:19:36.109751] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-17T23:19:36.282679] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:36.468782] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:36.650675] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:36.822739] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:36.995435] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:37.174683] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:19:37.354024] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:37.529347] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:37.704706] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:37.881668] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:19:37.881821] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T23:19:37.881864] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9705 tests
[2025-10-17T23:19:37.881898] [INFO ] [CONFIGURE ] CMCM: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:19:37.881929] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-17T23:19:38.024335] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:38.164946] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:38.307711] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:38.492809] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:38.636267] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:38.781091] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:38.924993] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:39.071504] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:39.218562] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:39.363383] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:19:39.363510] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T23:19:39.363552] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9704 tests
[2025-10-17T23:19:39.363586] [INFO ] [CONFIGURE ] CMCM: Testing feature 24/29: add_rsi
[2025-10-17T23:19:39.363617] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-17T23:19:39.529530] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:39.696476] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:39.858551] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:40.025022] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:40.186376] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:40.349355] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:40.515065] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:40.685001] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:40.854149] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:19:41.024778] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:19:41.024928] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T23:19:41.024971] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9703 tests
[2025-10-17T23:19:41.025005] [INFO ] [CONFIGURE ] CMCM: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:19:41.025035] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-17T23:19:41.179201] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:41.327924] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:41.479416] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:41.624387] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:41.773114] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:41.919230] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:19:42.066750] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:42.214184] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:42.361754] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:19:42.510008] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:42.510240] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T23:19:42.510285] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9702 tests
[2025-10-17T23:19:42.510321] [INFO ] [CONFIGURE ] CMCM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:19:42.510353] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-17T23:19:42.658508] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:42.811387] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:42.969614] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:43.122095] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:19:43.270334] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:43.418291] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:19:43.569356] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:43.721188] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:43.871375] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:19:44.022205] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:19:44.022380] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:19:44.022424] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9701 tests
[2025-10-17T23:19:44.022459] [INFO ] [CONFIGURE ] CMCM: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:19:44.022490] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-17T23:19:44.178602] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:44.340186] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:44.510556] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:44.672046] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:44.830607] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:44.988844] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:45.147272] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:45.305238] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:19:45.464738] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:45.637536] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:19:45.637816] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T23:19:45.637875] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9700 tests
[2025-10-17T23:19:45.637912] [INFO ] [CONFIGURE ] CMCM: Testing feature 28/29: add_volume_profile
[2025-10-17T23:19:45.637943] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-17T23:19:45.783240] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:45.929285] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:46.075924] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:46.222023] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:46.370289] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:46.517359] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:19:46.665447] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:19:46.813394] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:46.964633] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:47.116690] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:19:47.116842] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:19:47.116893] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9699 tests
[2025-10-17T23:19:47.116928] [INFO ] [CONFIGURE ] CMCM: Testing feature 29/29: add_vwap
[2025-10-17T23:19:47.116959] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-17T23:19:47.268116] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:19:47.418232] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:47.610238] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:47.767320] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:47.915286] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:19:48.068231] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:19:48.220574] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:19:48.372585] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:48.530846] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:19:48.720222] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:48.720409] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_vwap (score: 40.00%)
[2025-10-17T23:19:48.720456] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9698 tests
[2025-10-17T23:19:48.720493] [INFO ] [CONFIGURE ] CMCM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:19:48.720524] [INFO ] [CONFIGURE ] CMCM: Best accuracy: 80.00%
[2025-10-17T23:19:48.720558] [INFO ] [CONFIGURE ] CMCM: Best feature set (2 features): ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-17T23:19:48.720609] [INFO ] [CONFIGURE ] CMCM: Improvement over baseline: 30.00%
[2025-10-17T23:19:48.720690] [INFO ] [CONFIGURE ] CMCM: Total time: 41.6 seconds
[2025-10-17T23:19:48.720736] [INFO ] [CONFIGURE ] CMCM: Average time per feature: 1.4 seconds
[2025-10-17T23:19:48.720768] [INFO ] [CONFIGURE ] CMCM: Average speed: 0.70 features/sec
[2025-10-17T23:19:48.721409] [INFO ] [LOCAL     ] Saved configuration for CMCM: 2 features, 80.00% accuracy -> ./output/feature-sets/CMCM.json
[2025-10-17T23:19:48.721479] [INFO ] [CONFIGURE ] CMCM: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-17T23:19:48.721559] [INFO ] [sig       ] [46/380] Successfully configured CMCM | 0.02 sym/s | Total: 32.5m | ETA: 3.9h
[2025-10-17T23:19:48.721638] [INFO ] [sig       ] [47/380] Configuring CNH...
[2025-10-17T23:19:48.721726] [INFO ] [CONFIGURE ] CNH: Configurate test run.
[2025-10-17T23:19:48.721784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNH' from 'https://tdm.silogroup.org/data/derivative_storage/CNH.csv'.
[2025-10-17T23:19:48.739598] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CNH'.
[2025-10-17T23:19:48.740280] [INFO ] [CONFIGURE ] CNH: Testing with 29 available features
[2025-10-17T23:19:48.740360] [INFO ] [CONFIGURE ] CNH: Establishing baseline with no features...
[2025-10-17T23:19:48.862884] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:19:48.973033] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:19:49.079942] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:49.207392] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:49.338600] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:19:49.471458] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:19:49.588246] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:19:49.724564] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:19:49.840137] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:19:49.946238] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:49.946376] [INFO ] [CONFIGURE ] CNH: Baseline score (no features): 10.00%
[2025-10-17T23:19:49.946419] [INFO ] [CONFIGURE ] CNH: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:19:49.946452] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:19:50.058995] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:19:50.174599] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:50.287584] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:19:50.400920] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:50.513112] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:19:50.628777] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:50.743853] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:19:50.859299] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:50.974213] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:19:51.090743] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:51.090890] [INFO ] [CONFIGURE ] CNH: KEPT add_bollinger_bands (score: 30.00%)
[2025-10-17T23:19:51.090935] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9697 tests
[2025-10-17T23:19:51.090970] [INFO ] [CONFIGURE ] CNH: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:19:51.091002] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:19:51.220502] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:19:51.357533] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:51.494106] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:19:51.626400] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:51.759550] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:19:51.892848] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:52.024578] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:19:52.158239] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:52.299402] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:19:52.434133] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:52.434303] [INFO ] [CONFIGURE ] CNH: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-17T23:19:52.434348] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9696 tests
[2025-10-17T23:19:52.434384] [INFO ] [CONFIGURE ] CNH: Testing feature 3/29: add_daily_returns
[2025-10-17T23:19:52.434416] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:19:52.574013] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:19:52.716332] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:52.854556] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:19:52.991664] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:53.130260] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:19:53.268271] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:53.406728] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:19:53.552689] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:53.692831] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:19:53.833086] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:53.833258] [INFO ] [CONFIGURE ] CNH: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-17T23:19:53.833320] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9695 tests
[2025-10-17T23:19:53.833357] [INFO ] [CONFIGURE ] CNH: Testing feature 4/29: add_ema
[2025-10-17T23:19:53.833388] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-17T23:19:53.992479] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:19:54.146395] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:54.293678] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:19:54.443090] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:54.593190] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:19:54.743735] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:54.895034] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:19:55.045708] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:55.202344] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:19:55.353868] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:55.354009] [INFO ] [CONFIGURE ] CNH: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:19:55.354052] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9694 tests
[2025-10-17T23:19:55.354088] [INFO ] [CONFIGURE ] CNH: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:19:55.354119] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:19:55.505029] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:19:55.651170] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:55.815275] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:19:55.977725] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:56.141131] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:19:56.312084] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:56.480760] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:19:56.682553] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:56.850783] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:19:57.020120] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:57.020271] [INFO ] [CONFIGURE ] CNH: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-17T23:19:57.020314] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9693 tests
[2025-10-17T23:19:57.020348] [INFO ] [CONFIGURE ] CNH: Testing feature 6/29: add_failed_moves
[2025-10-17T23:19:57.020378] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:19:57.166150] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:19:57.312994] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:57.459185] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:19:57.610987] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:57.753638] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:19:57.897804] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:58.043113] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:19:58.196497] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:19:58.357083] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:19:58.524059] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:19:58.524225] [INFO ] [CONFIGURE ] CNH: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-17T23:19:58.524271] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9692 tests
[2025-10-17T23:19:58.524307] [INFO ] [CONFIGURE ] CNH: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:19:58.524395] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T23:19:58.679485] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:19:58.850603] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:19:59.012052] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:19:59.176088] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:19:59.340475] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:19:59.504088] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:19:59.671150] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:19:59.838724] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:00.010494] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:20:00.178879] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:00.179066] [INFO ] [CONFIGURE ] CNH: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:20:00.179112] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9691 tests
[2025-10-17T23:20:00.179148] [INFO ] [CONFIGURE ] CNH: Testing feature 8/29: add_macd
[2025-10-17T23:20:00.179181] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:20:00.379424] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:20:00.574435] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:00.773981] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:00.972782] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:01.171902] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:01.376945] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:20:01.589112] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:20:01.809311] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:02.025488] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:20:02.246668] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:20:02.246870] [INFO ] [CONFIGURE ] CNH: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:20:02.246922] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9690 tests
[2025-10-17T23:20:02.246959] [INFO ] [CONFIGURE ] CNH: Testing feature 9/29: add_mfi
[2025-10-17T23:20:02.246992] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-17T23:20:02.427344] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:20:02.608688] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:02.789805] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:02.967060] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:03.145825] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:03.325380] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:03.509745] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:20:03.683659] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:03.855022] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:20:04.026006] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:04.026250] [INFO ] [CONFIGURE ] CNH: DISCARDED add_mfi (score: 40.00%)
[2025-10-17T23:20:04.026331] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9689 tests
[2025-10-17T23:20:04.026384] [INFO ] [CONFIGURE ] CNH: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:20:04.026419] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:20:04.213796] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:20:04.406104] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:04.598167] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:04.797250] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:04.985331] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:05.179758] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:05.377335] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:20:05.574585] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:05.804425] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:20:06.008715] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:20:06.008952] [INFO ] [CONFIGURE ] CNH: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:20:06.009012] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9688 tests
[2025-10-17T23:20:06.009049] [INFO ] [CONFIGURE ] CNH: Testing feature 11/29: add_obv_daily
[2025-10-17T23:20:06.009081] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-17T23:20:06.170158] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:20:06.341602] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:06.512260] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:06.682459] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:06.845186] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:07.012450] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:07.184961] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:20:07.352009] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:07.519024] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:20:07.681960] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:07.682207] [INFO ] [CONFIGURE ] CNH: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-17T23:20:07.682256] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9687 tests
[2025-10-17T23:20:07.682293] [INFO ] [CONFIGURE ] CNH: Testing feature 12/29: add_obv_interval
[2025-10-17T23:20:07.682327] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-17T23:20:07.844057] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:20:07.998659] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:08.154397] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:08.322283] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:08.486203] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:08.652350] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:08.848725] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:20:09.007735] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:09.170425] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:20:09.340200] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:20:09.340409] [INFO ] [CONFIGURE ] CNH: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:20:09.340478] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9686 tests
[2025-10-17T23:20:09.340516] [INFO ] [CONFIGURE ] CNH: Testing feature 13/29: add_opening_strength
[2025-10-17T23:20:09.340549] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:20:09.518104] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:20:09.688408] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:09.842305] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:09.997240] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:10.160825] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:10.333633] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:10.507848] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:20:10.683593] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:10.868776] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:20:11.037884] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:11.038084] [INFO ] [CONFIGURE ] CNH: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-17T23:20:11.038149] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9685 tests
[2025-10-17T23:20:11.038209] [INFO ] [CONFIGURE ] CNH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:20:11.038279] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-17T23:20:11.221058] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:20:11.399422] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:20:11.581887] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:11.764220] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:11.944947] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:12.124477] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:12.305883] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:20:12.480168] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:12.656240] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:20:12.834146] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:12.834320] [INFO ] [CONFIGURE ] CNH: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-17T23:20:12.834365] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9684 tests
[2025-10-17T23:20:12.834399] [INFO ] [CONFIGURE ] CNH: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:20:12.834432] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-17T23:20:12.981527] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:20:13.140755] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:13.295157] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:13.451043] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:13.611756] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:13.776065] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:13.945227] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:20:14.110892] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:14.272008] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:20:14.438156] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:14.438355] [INFO ] [CONFIGURE ] CNH: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T23:20:14.438400] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9683 tests
[2025-10-17T23:20:14.438435] [INFO ] [CONFIGURE ] CNH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:20:14.438467] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-17T23:20:14.596458] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:20:14.755996] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:14.925837] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:15.096317] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:15.254849] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:15.413211] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:15.577548] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:20:15.734516] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:15.891768] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:20:16.048767] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:16.048943] [INFO ] [CONFIGURE ] CNH: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-17T23:20:16.049009] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9682 tests
[2025-10-17T23:20:16.049067] [INFO ] [CONFIGURE ] CNH: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:20:16.049101] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-17T23:20:16.205792] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:20:16.362078] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:16.524188] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:16.687317] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:16.833498] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:16.981161] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:17.130517] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:20:17.281780] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:17.431835] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:20:17.588435] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:17.588588] [INFO ] [CONFIGURE ] CNH: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-17T23:20:17.588630] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9681 tests
[2025-10-17T23:20:17.588761] [INFO ] [CONFIGURE ] CNH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:20:17.588814] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-17T23:20:17.727164] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:20:17.883061] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:18.027966] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:18.187542] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:18.334784] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:18.480576] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:18.627807] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:20:18.775175] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:18.921108] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:20:19.068157] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:19.068297] [INFO ] [CONFIGURE ] CNH: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-17T23:20:19.068340] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9680 tests
[2025-10-17T23:20:19.068375] [INFO ] [CONFIGURE ] CNH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:20:19.068409] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-17T23:20:19.209924] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:20:19.350618] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:19.492134] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:19.637772] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:19.786444] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:19.929785] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:20.074455] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:20:20.217713] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:20.364267] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:20:20.523537] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:20.523747] [INFO ] [CONFIGURE ] CNH: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-17T23:20:20.523805] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9679 tests
[2025-10-17T23:20:20.523844] [INFO ] [CONFIGURE ] CNH: Testing feature 20/29: add_price_rejection
[2025-10-17T23:20:20.523879] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-17T23:20:20.680872] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:20:20.835885] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:20.992153] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:21.152306] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:21.307710] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:21.463290] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:21.633797] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:20:21.795058] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:21.960818] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:20:22.121858] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:22.122112] [INFO ] [CONFIGURE ] CNH: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-17T23:20:22.122176] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9678 tests
[2025-10-17T23:20:22.122216] [INFO ] [CONFIGURE ] CNH: Testing feature 21/29: add_range_position
[2025-10-17T23:20:22.122250] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-10-17T23:20:22.283896] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:20:22.446541] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:22.606387] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:22.774455] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:22.936016] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:23.096421] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:23.259231] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:20:23.420204] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:23.584030] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:20:23.746868] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:23.747035] [INFO ] [CONFIGURE ] CNH: DISCARDED add_range_position (score: 40.00%)
[2025-10-17T23:20:23.747079] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9677 tests
[2025-10-17T23:20:23.747113] [INFO ] [CONFIGURE ] CNH: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:20:23.747144] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-17T23:20:23.924489] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:20:24.101094] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:20:24.277054] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:24.454269] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:24.641145] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:24.848347] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:25.051197] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:20:25.249541] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:25.439570] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:20:25.617082] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:25.617262] [INFO ] [CONFIGURE ] CNH: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-17T23:20:25.617307] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9676 tests
[2025-10-17T23:20:25.617343] [INFO ] [CONFIGURE ] CNH: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:20:25.617375] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-10-17T23:20:25.764492] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:20:25.914969] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:26.067281] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:26.230170] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:26.386087] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:26.543621] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:26.702129] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:20:26.864257] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:27.044287] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:20:27.232605] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:27.232830] [INFO ] [CONFIGURE ] CNH: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-17T23:20:27.232881] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9675 tests
[2025-10-17T23:20:27.232918] [INFO ] [CONFIGURE ] CNH: Testing feature 24/29: add_rsi
[2025-10-17T23:20:27.232951] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-17T23:20:27.404968] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:20:27.575347] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:27.755046] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:27.943679] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:28.127028] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:28.310842] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:28.480606] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:20:28.655054] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:28.825221] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:20:28.993711] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:28.993899] [INFO ] [CONFIGURE ] CNH: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T23:20:28.993944] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9674 tests
[2025-10-17T23:20:28.993978] [INFO ] [CONFIGURE ] CNH: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:20:28.994009] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-10-17T23:20:29.138084] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:20:29.282104] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:29.446383] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:29.603449] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:29.769467] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:29.932822] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:30.091931] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:20:30.254181] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:30.415948] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:20:30.580292] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:30.580456] [INFO ] [CONFIGURE ] CNH: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-17T23:20:30.580503] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9673 tests
[2025-10-17T23:20:30.580538] [INFO ] [CONFIGURE ] CNH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:20:30.580576] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-17T23:20:30.740234] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:20:30.886374] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:20:31.033818] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:31.181016] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:31.331469] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:31.479093] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:31.644902] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:20:31.790860] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:31.935542] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:20:32.083151] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:32.083310] [INFO ] [CONFIGURE ] CNH: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-17T23:20:32.083353] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9672 tests
[2025-10-17T23:20:32.083388] [INFO ] [CONFIGURE ] CNH: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:20:32.083419] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-17T23:20:32.238311] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:20:32.394479] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:32.552103] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:32.708452] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:32.878423] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:33.072316] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:33.232287] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:20:33.397482] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:33.562297] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:20:33.723121] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:33.723304] [INFO ] [CONFIGURE ] CNH: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-17T23:20:33.723348] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9671 tests
[2025-10-17T23:20:33.723383] [INFO ] [CONFIGURE ] CNH: Testing feature 28/29: add_volume_profile
[2025-10-17T23:20:33.723415] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-10-17T23:20:33.872172] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:20:34.019953] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:34.166857] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:34.314088] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:34.463424] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:34.613280] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:34.762131] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:20:34.911265] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:35.063675] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:20:35.214425] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:35.214583] [INFO ] [CONFIGURE ] CNH: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-17T23:20:35.214627] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9670 tests
[2025-10-17T23:20:35.214696] [INFO ] [CONFIGURE ] CNH: Testing feature 29/29: add_vwap
[2025-10-17T23:20:35.214747] [INFO ] [CONFIGURE ] CNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-10-17T23:20:35.369429] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:20:35.524844] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:20:35.690308] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:20:35.868342] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:36.048491] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:36.230188] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:36.417425] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:20:36.588308] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:20:36.746112] [DEBUG] [FORECASTER] CNH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:20:36.907457] [DEBUG] [FORECASTER] CNH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:20:36.907670] [INFO ] [CONFIGURE ] CNH: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T23:20:36.907734] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9669 tests
[2025-10-17T23:20:36.907819] [INFO ] [CONFIGURE ] CNH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:20:36.907863] [INFO ] [CONFIGURE ] CNH: Best accuracy: 50.00%
[2025-10-17T23:20:36.907897] [INFO ] [CONFIGURE ] CNH: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:20:36.907928] [INFO ] [CONFIGURE ] CNH: Improvement over baseline: 40.00%
[2025-10-17T23:20:36.907957] [INFO ] [CONFIGURE ] CNH: Total time: 47.0 seconds
[2025-10-17T23:20:36.907984] [INFO ] [CONFIGURE ] CNH: Average time per feature: 1.6 seconds
[2025-10-17T23:20:36.908011] [INFO ] [CONFIGURE ] CNH: Average speed: 0.62 features/sec
[2025-10-17T23:20:36.908563] [INFO ] [LOCAL     ] Saved configuration for CNH: 2 features, 50.00% accuracy -> ./output/feature-sets/CNH.json
[2025-10-17T23:20:36.908634] [INFO ] [CONFIGURE ] CNH: Configuration saved successfully: 2 features, 50.00% accuracy.
[2025-10-17T23:20:36.908747] [INFO ] [sig       ] [47/380] Successfully configured CNH | 0.02 sym/s | Total: 33.3m | ETA: 3.9h
[2025-10-17T23:20:36.908841] [INFO ] [sig       ] [48/380] Configuring CPS...
[2025-10-17T23:20:36.908921] [INFO ] [CONFIGURE ] CPS: Configurate test run.
[2025-10-17T23:20:36.908993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-10-17T23:20:36.925814] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CPS'.
[2025-10-17T23:20:36.926535] [INFO ] [CONFIGURE ] CPS: Testing with 29 available features
[2025-10-17T23:20:36.926597] [INFO ] [CONFIGURE ] CPS: Establishing baseline with no features...
[2025-10-17T23:20:37.044805] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:20:37.164543] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:20:37.290787] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:20:37.415172] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:37.534897] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:37.652830] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:37.769886] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:20:37.889634] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:20:38.013347] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:20:38.132437] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:38.132714] [INFO ] [CONFIGURE ] CPS: Baseline score (no features): 40.00%
[2025-10-17T23:20:38.132777] [INFO ] [CONFIGURE ] CPS: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:20:38.132813] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:20:38.261193] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:20:38.391359] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:20:38.528342] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:20:38.662178] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:38.796920] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:38.926965] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:20:39.056070] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:20:39.212339] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:20:39.354991] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:20:39.476282] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:39.476506] [INFO ] [CONFIGURE ] CPS: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-17T23:20:39.476569] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9668 tests
[2025-10-17T23:20:39.476606] [INFO ] [CONFIGURE ] CPS: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:20:39.476637] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:20:39.601251] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:20:39.729942] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:20:39.851483] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:20:39.975457] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:40.098761] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:20:40.227477] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:20:40.351801] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:20:40.478386] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:20:40.609758] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:20:40.736379] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:40.736571] [INFO ] [CONFIGURE ] CPS: DISCARDED add_cumulative_delta (score: 10.00%)
[2025-10-17T23:20:40.736615] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9667 tests
[2025-10-17T23:20:40.736701] [INFO ] [CONFIGURE ] CPS: Testing feature 3/29: add_daily_returns
[2025-10-17T23:20:40.736753] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_daily_returns']
[2025-10-17T23:20:40.849458] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:20:40.959092] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:20:41.069373] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:20:41.182593] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:41.296976] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:41.414203] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:20:41.524064] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:20:41.634821] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:20:41.745109] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:20:41.858080] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:41.858219] [INFO ] [CONFIGURE ] CPS: DISCARDED add_daily_returns (score: 20.00%)
[2025-10-17T23:20:41.858263] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9666 tests
[2025-10-17T23:20:41.858295] [INFO ] [CONFIGURE ] CPS: Testing feature 4/29: add_ema
[2025-10-17T23:20:41.858325] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_ema']
[2025-10-17T23:20:41.985938] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:20:42.125176] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:20:42.251803] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:20:42.374347] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:42.503588] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:42.626016] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:42.748917] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:20:42.871486] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:20:42.995663] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:20:43.125017] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:43.125266] [INFO ] [CONFIGURE ] CPS: DISCARDED add_ema (score: 20.00%)
[2025-10-17T23:20:43.125324] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9665 tests
[2025-10-17T23:20:43.125427] [INFO ] [CONFIGURE ] CPS: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:20:43.125467] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:20:43.255733] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:20:43.385037] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:20:43.514994] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:20:43.649326] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:20:43.780242] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:20:43.916965] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:20:44.052201] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:20:44.191822] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:20:44.326569] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:20:44.460260] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:44.460426] [INFO ] [CONFIGURE ] CPS: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-17T23:20:44.460472] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9664 tests
[2025-10-17T23:20:44.460507] [INFO ] [CONFIGURE ] CPS: Testing feature 6/29: add_failed_moves
[2025-10-17T23:20:44.460539] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_failed_moves']
[2025-10-17T23:20:44.575568] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:20:44.686943] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:20:44.803828] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:20:44.923702] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:45.037590] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:45.186948] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:45.301069] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:20:45.413625] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:20:45.533315] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:20:45.647883] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:45.648047] [INFO ] [CONFIGURE ] CPS: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-17T23:20:45.648101] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9663 tests
[2025-10-17T23:20:45.648142] [INFO ] [CONFIGURE ] CPS: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:20:45.648173] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_lag_shelf']
[2025-10-17T23:20:45.750744] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:20:45.852523] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:20:45.956192] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:20:46.065426] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:46.169796] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:46.274966] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:46.382023] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:20:46.501454] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:20:46.611889] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:20:46.723776] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:46.723953] [INFO ] [CONFIGURE ] CPS: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-17T23:20:46.724016] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9662 tests
[2025-10-17T23:20:46.724058] [INFO ] [CONFIGURE ] CPS: Testing feature 8/29: add_macd
[2025-10-17T23:20:46.724090] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:20:46.870459] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:20:47.015763] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:20:47.162711] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:20:47.310923] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:47.458313] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:47.608293] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:20:47.757105] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:20:47.912566] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:20:48.063946] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:20:48.245323] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:48.245521] [INFO ] [CONFIGURE ] CPS: DISCARDED add_macd (score: 20.00%)
[2025-10-17T23:20:48.245568] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9661 tests
[2025-10-17T23:20:48.245603] [INFO ] [CONFIGURE ] CPS: Testing feature 9/29: add_mfi
[2025-10-17T23:20:48.245634] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_mfi']
[2025-10-17T23:20:48.363998] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:20:48.482629] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:20:48.601990] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:20:48.723974] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:20:48.848163] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:48.967781] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:49.087190] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:20:49.207069] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:20:49.327736] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:20:49.448082] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:49.448274] [INFO ] [CONFIGURE ] CPS: DISCARDED add_mfi (score: 40.00%)
[2025-10-17T23:20:49.448387] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9660 tests
[2025-10-17T23:20:49.448431] [INFO ] [CONFIGURE ] CPS: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:20:49.448462] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:20:49.585377] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:20:49.722483] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:20:49.856014] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:20:49.989075] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:20:50.123483] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:20:50.262332] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:50.397626] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:20:50.533386] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:20:50.669578] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:20:50.807163] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:50.807318] [INFO ] [CONFIGURE ] CPS: KEPT add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:20:50.807362] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9659 tests
[2025-10-17T23:20:50.807395] [INFO ] [CONFIGURE ] CPS: Testing feature 11/29: add_obv_daily
[2025-10-17T23:20:50.807426] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-17T23:20:50.950584] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:20:51.095139] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:20:51.281757] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:20:51.442820] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:20:51.600045] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:20:51.745553] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:51.889101] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:20:52.032069] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:20:52.199590] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:20:52.368018] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:52.368200] [INFO ] [CONFIGURE ] CPS: KEPT add_obv_daily (score: 60.00%)
[2025-10-17T23:20:52.368275] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9658 tests
[2025-10-17T23:20:52.368339] [INFO ] [CONFIGURE ] CPS: Testing feature 12/29: add_obv_interval
[2025-10-17T23:20:52.368402] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_obv_interval']
[2025-10-17T23:20:52.529142] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:20:52.691096] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:20:52.847456] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:20:52.997070] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:20:53.146615] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:20:53.296785] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:53.448265] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:20:53.602414] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:20:53.756604] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:20:53.909793] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:53.909963] [INFO ] [CONFIGURE ] CPS: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-17T23:20:53.910008] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9657 tests
[2025-10-17T23:20:53.910043] [INFO ] [CONFIGURE ] CPS: Testing feature 13/29: add_opening_strength
[2025-10-17T23:20:53.910156] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:20:54.069985] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:20:54.231638] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:20:54.398631] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:20:54.562702] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:20:54.729167] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:20:54.895497] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:55.059734] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:20:55.222233] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:20:55.384435] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:20:55.549145] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:20:55.549330] [INFO ] [CONFIGURE ] CPS: KEPT add_opening_strength (score: 70.00%)
[2025-10-17T23:20:55.549374] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9656 tests
[2025-10-17T23:20:55.549409] [INFO ] [CONFIGURE ] CPS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:20:55.549441] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-17T23:20:55.728456] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:20:55.908340] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:20:56.088578] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:20:56.268457] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:20:56.455955] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:20:56.642624] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:20:56.832424] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:20:57.023780] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:20:57.219078] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:20:57.416471] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:20:57.416940] [INFO ] [CONFIGURE ] CPS: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-17T23:20:57.417009] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9655 tests
[2025-10-17T23:20:57.417067] [INFO ] [CONFIGURE ] CPS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:20:57.417124] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-17T23:20:57.603357] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:20:57.819913] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:20:58.081917] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:20:58.313717] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:20:58.520775] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:20:58.710064] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:20:58.894725] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:20:59.076601] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:20:59.253182] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:20:59.434363] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:20:59.434547] [INFO ] [CONFIGURE ] CPS: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:20:59.434591] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9654 tests
[2025-10-17T23:20:59.434627] [INFO ] [CONFIGURE ] CPS: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:20:59.434701] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-17T23:20:59.607994] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:20:59.780426] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:20:59.954006] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:21:00.134180] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:00.315514] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:00.510879] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:21:00.690767] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:21:00.868834] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:21:01.051275] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:01.239465] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:21:01.239631] [INFO ] [CONFIGURE ] CPS: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-17T23:21:01.239728] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9653 tests
[2025-10-17T23:21:01.239770] [INFO ] [CONFIGURE ] CPS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:21:01.239803] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-17T23:21:01.407263] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:21:01.571999] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:21:01.738667] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:21:01.909058] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:02.082160] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:02.257678] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:02.432730] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:21:02.602064] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:21:02.770043] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:02.939874] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:21:02.940018] [INFO ] [CONFIGURE ] CPS: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-17T23:21:02.940082] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9652 tests
[2025-10-17T23:21:02.940118] [INFO ] [CONFIGURE ] CPS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:21:02.940149] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-17T23:21:03.102977] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:21:03.267821] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:21:03.430486] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:21:03.596113] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:03.766131] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:03.932517] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:04.099362] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:21:04.266234] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:21:04.433257] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:04.600954] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:04.601088] [INFO ] [CONFIGURE ] CPS: KEPT add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:21:04.601131] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9651 tests
[2025-10-17T23:21:04.601165] [INFO ] [CONFIGURE ] CPS: Testing feature 20/29: add_price_rejection
[2025-10-17T23:21:04.601196] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-10-17T23:21:04.780514] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:21:04.958492] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:21:05.132401] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:21:05.311263] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:05.486366] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:05.660989] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:05.845452] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:21:06.038069] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:21:06.229799] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:06.413757] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:06.413893] [INFO ] [CONFIGURE ] CPS: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:21:06.413938] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9650 tests
[2025-10-17T23:21:06.413972] [INFO ] [CONFIGURE ] CPS: Testing feature 21/29: add_range_position
[2025-10-17T23:21:06.414003] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-10-17T23:21:06.603576] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:21:06.795158] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:21:06.995013] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:21:07.189966] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:07.384495] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:07.581438] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:21:07.779228] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:21:07.972933] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:21:08.173248] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:08.379862] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:21:08.380187] [INFO ] [CONFIGURE ] CPS: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:21:08.380245] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9649 tests
[2025-10-17T23:21:08.380283] [INFO ] [CONFIGURE ] CPS: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:21:08.380316] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-10-17T23:21:08.589932] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:21:08.800281] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:21:09.013874] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:21:09.230235] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:09.446272] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:09.663044] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:21:09.875556] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:21:10.090460] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:21:10.312016] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:10.536885] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:10.537102] [INFO ] [CONFIGURE ] CPS: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:21:10.537165] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9648 tests
[2025-10-17T23:21:10.537203] [INFO ] [CONFIGURE ] CPS: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:21:10.537239] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-10-17T23:21:10.726092] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:21:10.918952] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:21:11.106063] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:21:11.297684] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:11.481616] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:11.669555] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:11.855693] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:21:12.038482] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:21:12.225486] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:12.410869] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:21:12.411037] [INFO ] [CONFIGURE ] CPS: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:21:12.411081] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9647 tests
[2025-10-17T23:21:12.411116] [INFO ] [CONFIGURE ] CPS: Testing feature 24/29: add_rsi
[2025-10-17T23:21:12.411150] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-10-17T23:21:12.651003] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:21:12.846979] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:21:13.042577] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:21:13.238804] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:13.437315] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:13.636377] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:13.838914] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:21:14.037494] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:21:14.237312] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:14.441499] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:21:14.441733] [INFO ] [CONFIGURE ] CPS: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:21:14.441795] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9646 tests
[2025-10-17T23:21:14.441833] [INFO ] [CONFIGURE ] CPS: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:21:14.441865] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-10-17T23:21:14.619229] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:21:14.796834] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:21:14.978034] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:21:15.154349] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:15.327307] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:15.504184] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:15.689075] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:21:15.872464] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:21:16.062036] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:16.248271] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:16.248447] [INFO ] [CONFIGURE ] CPS: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T23:21:16.248490] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9645 tests
[2025-10-17T23:21:16.248526] [INFO ] [CONFIGURE ] CPS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:21:16.248558] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-10-17T23:21:16.443296] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:21:16.630561] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:21:16.818002] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:21:17.003603] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:17.196842] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:17.389084] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:17.581109] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:21:17.772502] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:21:17.964445] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:18.155333] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:18.155489] [INFO ] [CONFIGURE ] CPS: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:21:18.155531] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9644 tests
[2025-10-17T23:21:18.155565] [INFO ] [CONFIGURE ] CPS: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:21:18.155596] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-10-17T23:21:18.351370] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:21:18.542442] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:21:18.738429] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:21:18.932588] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:19.124476] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:19.321038] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:19.514267] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:21:19.708481] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:21:19.902309] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:20.097445] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:20.097659] [INFO ] [CONFIGURE ] CPS: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T23:21:20.097724] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9643 tests
[2025-10-17T23:21:20.097793] [INFO ] [CONFIGURE ] CPS: Testing feature 28/29: add_volume_profile
[2025-10-17T23:21:20.097849] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-10-17T23:21:20.276964] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:21:20.460739] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:21:20.641108] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:21:20.821780] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:21.002943] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:21.185799] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:21:21.374207] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:21:21.575145] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:21:21.782911] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:21.991636] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:21:21.991864] [INFO ] [CONFIGURE ] CPS: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-17T23:21:21.991927] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9642 tests
[2025-10-17T23:21:21.991965] [INFO ] [CONFIGURE ] CPS: Testing feature 29/29: add_vwap
[2025-10-17T23:21:21.991997] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-10-17T23:21:22.175514] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:21:22.358639] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:21:22.542836] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:21:22.732600] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:22.919251] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:23.107905] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:21:23.297568] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:21:23.486887] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:21:23.676476] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:23.887055] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:21:23.887307] [INFO ] [CONFIGURE ] CPS: DISCARDED add_vwap (score: 40.00%)
[2025-10-17T23:21:23.887367] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9641 tests
[2025-10-17T23:21:23.887405] [INFO ] [CONFIGURE ] CPS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:21:23.887435] [INFO ] [CONFIGURE ] CPS: Best accuracy: 80.00%
[2025-10-17T23:21:23.887467] [INFO ] [CONFIGURE ] CPS: Best feature set (6 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-17T23:21:23.887496] [INFO ] [CONFIGURE ] CPS: Improvement over baseline: 40.00%
[2025-10-17T23:21:23.887523] [INFO ] [CONFIGURE ] CPS: Total time: 45.8 seconds
[2025-10-17T23:21:23.887549] [INFO ] [CONFIGURE ] CPS: Average time per feature: 1.6 seconds
[2025-10-17T23:21:23.887576] [INFO ] [CONFIGURE ] CPS: Average speed: 0.63 features/sec
[2025-10-17T23:21:23.888234] [INFO ] [LOCAL     ] Saved configuration for CPS: 6 features, 80.00% accuracy -> ./output/feature-sets/CPS.json
[2025-10-17T23:21:23.888303] [INFO ] [CONFIGURE ] CPS: Configuration saved successfully: 6 features, 80.00% accuracy.
[2025-10-17T23:21:23.888388] [INFO ] [sig       ] [48/380] Successfully configured CPS | 0.02 sym/s | Total: 34.0m | ETA: 3.9h
[2025-10-17T23:21:23.888456] [INFO ] [sig       ] [49/380] Configuring CQP...
[2025-10-17T23:21:23.888520] [INFO ] [CONFIGURE ] CQP: Configurate test run.
[2025-10-17T23:21:23.888575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-10-17T23:21:23.904189] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CQP'.
[2025-10-17T23:21:23.904727] [INFO ] [CONFIGURE ] CQP: Testing with 29 available features
[2025-10-17T23:21:23.904788] [INFO ] [CONFIGURE ] CQP: Establishing baseline with no features...
[2025-10-17T23:21:24.013236] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:24.118248] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:24.224201] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:24.330047] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:21:24.435479] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:24.543972] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:24.651749] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:24.758044] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:24.863999] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:24.970154] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:24.970301] [INFO ] [CONFIGURE ] CQP: Baseline score (no features): 80.00%
[2025-10-17T23:21:24.970343] [INFO ] [CONFIGURE ] CQP: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:21:24.970376] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:21:25.091558] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:25.209709] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:25.327341] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:25.443549] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:21:25.561627] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:25.686452] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:25.809968] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:25.935915] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:26.063254] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:26.196714] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:26.196907] [INFO ] [CONFIGURE ] CQP: DISCARDED add_bollinger_bands (score: 80.00%)
[2025-10-17T23:21:26.196954] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9640 tests
[2025-10-17T23:21:26.196991] [INFO ] [CONFIGURE ] CQP: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:21:26.197024] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:21:26.331189] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:26.454981] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:21:26.576002] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:21:26.715224] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:21:26.842211] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:26.968822] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:27.092304] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:21:27.218748] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:27.345747] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:27.475346] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:21:27.475579] [INFO ] [CONFIGURE ] CQP: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T23:21:27.475665] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9639 tests
[2025-10-17T23:21:27.475741] [INFO ] [CONFIGURE ] CQP: Testing feature 3/29: add_daily_returns
[2025-10-17T23:21:27.475798] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_daily_returns']
[2025-10-17T23:21:27.583830] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:27.698768] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:27.807882] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:27.929045] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:21:28.058720] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:28.173919] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:28.281502] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:28.389312] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:28.497669] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:28.607158] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:28.607311] [INFO ] [CONFIGURE ] CQP: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-17T23:21:28.607356] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9638 tests
[2025-10-17T23:21:28.607392] [INFO ] [CONFIGURE ] CQP: Testing feature 4/29: add_ema
[2025-10-17T23:21:28.607425] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema']
[2025-10-17T23:21:28.730565] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:28.848965] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:28.978402] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:29.107610] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:29.242864] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:29.368145] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:29.494952] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:29.621203] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:29.745987] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:29.876664] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:29.876879] [INFO ] [CONFIGURE ] CQP: KEPT add_ema (score: 90.00%)
[2025-10-17T23:21:29.876946] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9637 tests
[2025-10-17T23:21:29.877005] [INFO ] [CONFIGURE ] CQP: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:21:29.877042] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:21:30.024917] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:30.173591] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:30.325441] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:30.477679] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:21:30.628421] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:30.812505] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:30.966046] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:31.121103] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:31.281867] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:31.441008] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:31.441192] [INFO ] [CONFIGURE ] CQP: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-17T23:21:31.441238] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9636 tests
[2025-10-17T23:21:31.441276] [INFO ] [CONFIGURE ] CQP: Testing feature 6/29: add_failed_moves
[2025-10-17T23:21:31.441310] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-17T23:21:31.576126] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:31.709545] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:31.841804] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:31.973985] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:32.107172] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:32.240621] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:32.374629] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:32.516817] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:32.660685] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:32.800795] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:32.801008] [INFO ] [CONFIGURE ] CQP: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-17T23:21:32.801061] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9635 tests
[2025-10-17T23:21:32.801099] [INFO ] [CONFIGURE ] CQP: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:21:32.801133] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-17T23:21:32.935034] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:33.077504] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:33.219755] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:33.349579] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:33.475278] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:33.600692] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:33.723597] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:33.846063] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:33.969781] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:34.091041] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:34.091192] [INFO ] [CONFIGURE ] CQP: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-17T23:21:34.091241] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9634 tests
[2025-10-17T23:21:34.091277] [INFO ] [CONFIGURE ] CQP: Testing feature 8/29: add_macd
[2025-10-17T23:21:34.091308] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-17T23:21:34.243550] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:34.396567] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:34.548853] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:34.703736] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:34.858974] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:35.013271] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:35.171703] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:35.327593] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:35.485029] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:21:35.643678] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:35.643893] [INFO ] [CONFIGURE ] CQP: DISCARDED add_macd (score: 80.00%)
[2025-10-17T23:21:35.643955] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9633 tests
[2025-10-17T23:21:35.643993] [INFO ] [CONFIGURE ] CQP: Testing feature 9/29: add_mfi
[2025-10-17T23:21:35.644023] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_mfi']
[2025-10-17T23:21:35.778039] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:35.912963] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:36.049440] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:36.185112] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:36.325500] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:36.465516] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:36.614472] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:36.758951] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:36.906598] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:37.057888] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:37.058072] [INFO ] [CONFIGURE ] CQP: DISCARDED add_mfi (score: 90.00%)
[2025-10-17T23:21:37.058117] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9632 tests
[2025-10-17T23:21:37.058154] [INFO ] [CONFIGURE ] CQP: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:21:37.058186] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:21:37.216161] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:37.400196] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:37.559997] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:37.717244] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:21:37.875075] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:38.046609] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:38.216178] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:38.368879] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:38.521530] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:38.685367] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:38.685593] [INFO ] [CONFIGURE ] CQP: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-17T23:21:38.685675] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9631 tests
[2025-10-17T23:21:38.685732] [INFO ] [CONFIGURE ] CQP: Testing feature 11/29: add_obv_daily
[2025-10-17T23:21:38.685767] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-17T23:21:38.831356] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:38.975505] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:39.115968] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:39.244065] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:21:39.369712] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:39.495275] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:39.622800] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:39.751151] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:39.889982] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:40.018789] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:40.018943] [INFO ] [CONFIGURE ] CQP: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-17T23:21:40.018987] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9630 tests
[2025-10-17T23:21:40.019021] [INFO ] [CONFIGURE ] CQP: Testing feature 12/29: add_obv_interval
[2025-10-17T23:21:40.019052] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-17T23:21:40.140969] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:40.263161] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:40.385362] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:40.507869] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:40.631173] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:40.755371] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:40.879856] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:41.008945] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:41.134140] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:41.259797] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:41.259956] [INFO ] [CONFIGURE ] CQP: DISCARDED add_obv_interval (score: 90.00%)
[2025-10-17T23:21:41.259999] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9629 tests
[2025-10-17T23:21:41.260032] [INFO ] [CONFIGURE ] CQP: Testing feature 13/29: add_opening_strength
[2025-10-17T23:21:41.260063] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:21:41.398253] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:41.544252] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:41.682588] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:41.821635] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:21:41.961278] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:42.099757] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:42.239514] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:42.380049] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:42.520735] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:42.662199] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:42.662371] [INFO ] [CONFIGURE ] CQP: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-17T23:21:42.662415] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9628 tests
[2025-10-17T23:21:42.662450] [INFO ] [CONFIGURE ] CQP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:21:42.662482] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-17T23:21:42.801708] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:42.941843] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:43.081236] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:43.221139] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:21:43.366066] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:43.507319] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:43.648565] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:43.790528] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:43.932741] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:44.074748] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:44.074932] [INFO ] [CONFIGURE ] CQP: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-17T23:21:44.074976] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9627 tests
[2025-10-17T23:21:44.075011] [INFO ] [CONFIGURE ] CQP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:21:44.075043] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-17T23:21:44.195976] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:44.319252] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:44.441444] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:44.563616] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:21:44.686316] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:44.810253] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:44.935964] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:45.061096] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:45.204049] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:45.332600] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:45.332820] [INFO ] [CONFIGURE ] CQP: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T23:21:45.332871] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9626 tests
[2025-10-17T23:21:45.332976] [INFO ] [CONFIGURE ] CQP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:21:45.333028] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-17T23:21:45.465327] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:45.598853] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:45.730592] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:45.860197] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:21:45.989628] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:46.120379] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:46.251054] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:46.384849] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:46.522224] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:46.654590] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:46.654762] [INFO ] [CONFIGURE ] CQP: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-17T23:21:46.654812] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9625 tests
[2025-10-17T23:21:46.654849] [INFO ] [CONFIGURE ] CQP: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:21:46.654880] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-17T23:21:46.787236] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:46.921591] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:47.055474] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:47.188973] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:21:47.325172] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:47.460128] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:47.598036] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:47.737908] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:47.882527] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:48.019988] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:48.020150] [INFO ] [CONFIGURE ] CQP: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-17T23:21:48.020193] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9624 tests
[2025-10-17T23:21:48.020321] [INFO ] [CONFIGURE ] CQP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:21:48.020361] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-17T23:21:48.144732] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:48.279318] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:48.405398] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:48.532861] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:48.660598] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:48.788776] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:48.941282] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:49.071218] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:49.198885] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:49.324508] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:49.324664] [INFO ] [CONFIGURE ] CQP: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-17T23:21:49.324725] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9623 tests
[2025-10-17T23:21:49.324762] [INFO ] [CONFIGURE ] CQP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:21:49.324794] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-17T23:21:49.445435] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:49.564914] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:49.686136] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:49.815484] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:21:49.960849] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:50.117490] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:50.300805] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:50.486721] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:50.667365] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:50.859868] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:50.860069] [INFO ] [CONFIGURE ] CQP: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:21:50.860133] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9622 tests
[2025-10-17T23:21:50.860173] [INFO ] [CONFIGURE ] CQP: Testing feature 20/29: add_price_rejection
[2025-10-17T23:21:50.860205] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-17T23:21:50.999310] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:51.146194] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:51.291210] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:51.428281] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:21:51.563229] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:51.706879] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:51.859418] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:52.019515] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:52.172331] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:52.323210] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:52.323391] [INFO ] [CONFIGURE ] CQP: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-17T23:21:52.323438] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9621 tests
[2025-10-17T23:21:52.323475] [INFO ] [CONFIGURE ] CQP: Testing feature 21/29: add_range_position
[2025-10-17T23:21:52.323510] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_range_position']
[2025-10-17T23:21:52.479195] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:52.621390] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:52.766315] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:52.914234] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:53.064511] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:53.215851] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:53.364770] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:53.516596] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:53.681541] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:53.831700] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:53.831884] [INFO ] [CONFIGURE ] CQP: DISCARDED add_range_position (score: 90.00%)
[2025-10-17T23:21:53.831929] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9620 tests
[2025-10-17T23:21:53.831966] [INFO ] [CONFIGURE ] CQP: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:21:53.831998] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-17T23:21:53.993916] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:54.154833] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:54.321368] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:54.511996] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:54.678616] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:54.842537] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:55.042756] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:55.210079] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:55.377404] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:55.570865] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:21:55.571085] [INFO ] [CONFIGURE ] CQP: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-17T23:21:55.571134] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9619 tests
[2025-10-17T23:21:55.571170] [INFO ] [CONFIGURE ] CQP: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:21:55.571202] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-17T23:21:55.713863] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:55.851754] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:55.989769] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:56.134456] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:56.283436] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:56.431714] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:56.576712] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:56.720690] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:56.857893] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:56.996279] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:56.996458] [INFO ] [CONFIGURE ] CQP: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-17T23:21:56.996506] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9618 tests
[2025-10-17T23:21:56.996544] [INFO ] [CONFIGURE ] CQP: Testing feature 24/29: add_rsi
[2025-10-17T23:21:56.996578] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_rsi']
[2025-10-17T23:21:57.134843] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:57.269497] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:57.403435] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:57.539017] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:21:57.677078] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:57.818321] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:57.954591] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:58.091221] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:58.227260] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:58.364690] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:58.364864] [INFO ] [CONFIGURE ] CQP: DISCARDED add_rsi (score: 80.00%)
[2025-10-17T23:21:58.364928] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 1.4s/test | Remaining: 9617 tests
[2025-10-17T23:21:58.364968] [INFO ] [CONFIGURE ] CQP: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:21:58.365001] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-10-17T23:21:58.496595] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:58.625877] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:21:58.752827] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:21:58.881786] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:21:59.009815] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:21:59.135240] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:21:59.266984] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:21:59.394019] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:21:59.522408] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:21:59.651585] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:21:59.651808] [INFO ] [CONFIGURE ] CQP: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-17T23:21:59.651872] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9616 tests
[2025-10-17T23:21:59.651912] [INFO ] [CONFIGURE ] CQP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:21:59.651944] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-10-17T23:21:59.783865] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:21:59.920869] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:22:00.053725] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:22:00.187965] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:22:00.322660] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:22:00.457715] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:22:00.596467] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:22:00.733311] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:22:00.868806] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:22:01.004715] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:01.004876] [INFO ] [CONFIGURE ] CQP: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-17T23:22:01.004918] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9615 tests
[2025-10-17T23:22:01.004976] [INFO ] [CONFIGURE ] CQP: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:22:01.005033] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-10-17T23:22:01.188324] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:01.350733] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:22:01.498408] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:22:01.647794] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:22:01.813630] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:22:01.977295] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:22:02.130044] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:22:02.283209] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:22:02.438209] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:22:02.592033] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:02.592227] [INFO ] [CONFIGURE ] CQP: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-17T23:22:02.592275] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9614 tests
[2025-10-17T23:22:02.592313] [INFO ] [CONFIGURE ] CQP: Testing feature 28/29: add_volume_profile
[2025-10-17T23:22:02.592346] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_volume_profile']
[2025-10-17T23:22:02.736141] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:02.880148] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:22:03.025572] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:22:03.160623] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:22:03.306128] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:22:03.461102] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:22:03.608415] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:22:03.761071] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:22:03.914024] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:22:04.057533] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:04.057770] [INFO ] [CONFIGURE ] CQP: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-17T23:22:04.057835] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9613 tests
[2025-10-17T23:22:04.057883] [INFO ] [CONFIGURE ] CQP: Testing feature 29/29: add_vwap
[2025-10-17T23:22:04.057939] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_vwap']
[2025-10-17T23:22:04.195023] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:04.337038] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:22:04.475309] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:22:04.619029] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:22:04.766494] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:22:04.909272] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:22:05.060121] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:22:05.206382] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:22:05.367727] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:22:05.536764] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:05.536978] [INFO ] [CONFIGURE ] CQP: DISCARDED add_vwap (score: 90.00%)
[2025-10-17T23:22:05.537057] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9612 tests
[2025-10-17T23:22:05.537108] [INFO ] [CONFIGURE ] CQP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:22:05.537142] [INFO ] [CONFIGURE ] CQP: Best accuracy: 90.00%
[2025-10-17T23:22:05.537202] [INFO ] [CONFIGURE ] CQP: Best feature set (1 features): ['add_ema']
[2025-10-17T23:22:05.537252] [INFO ] [CONFIGURE ] CQP: Improvement over baseline: 10.00%
[2025-10-17T23:22:05.537284] [INFO ] [CONFIGURE ] CQP: Total time: 40.6 seconds
[2025-10-17T23:22:05.537313] [INFO ] [CONFIGURE ] CQP: Average time per feature: 1.4 seconds
[2025-10-17T23:22:05.537343] [INFO ] [CONFIGURE ] CQP: Average speed: 0.71 features/sec
[2025-10-17T23:22:05.538119] [INFO ] [LOCAL     ] Saved configuration for CQP: 1 features, 90.00% accuracy -> ./output/feature-sets/CQP.json
[2025-10-17T23:22:05.538190] [INFO ] [CONFIGURE ] CQP: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-17T23:22:05.538276] [INFO ] [sig       ] [49/380] Successfully configured CQP | 0.02 sym/s | Total: 34.7m | ETA: 3.9h
[2025-10-17T23:22:05.538353] [INFO ] [sig       ] [50/380] Configuring CRL...
[2025-10-17T23:22:05.538419] [INFO ] [CONFIGURE ] CRL: Configurate test run.
[2025-10-17T23:22:05.538476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-10-17T23:22:05.555867] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRL'.
[2025-10-17T23:22:05.556458] [INFO ] [CONFIGURE ] CRL: Testing with 29 available features
[2025-10-17T23:22:05.556527] [INFO ] [CONFIGURE ] CRL: Establishing baseline with no features...
[2025-10-17T23:22:05.679806] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:22:05.797864] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:05.916370] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:06.036348] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:06.159297] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:06.283955] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:06.408511] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:06.536079] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:06.658497] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:06.792134] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:22:06.792377] [INFO ] [CONFIGURE ] CRL: Baseline score (no features): 30.00%
[2025-10-17T23:22:06.792437] [INFO ] [CONFIGURE ] CRL: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:22:06.792473] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:22:06.927374] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:07.065727] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:07.193115] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:07.329227] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:07.449121] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:07.576921] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:07.695548] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:07.815202] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:07.932466] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:08.051420] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:08.051570] [INFO ] [CONFIGURE ] CRL: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-17T23:22:08.051634] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9611 tests
[2025-10-17T23:22:08.051713] [INFO ] [CONFIGURE ] CRL: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:22:08.051750] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:22:08.184054] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:08.317511] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:08.452852] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:08.585215] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:08.720888] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:08.856766] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:08.992779] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:09.136454] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:09.275670] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:09.412058] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:09.412211] [INFO ] [CONFIGURE ] CRL: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-17T23:22:09.412257] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9610 tests
[2025-10-17T23:22:09.412293] [INFO ] [CONFIGURE ] CRL: Testing feature 3/29: add_daily_returns
[2025-10-17T23:22:09.412325] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:22:09.528982] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:09.644546] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:09.765797] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:09.887225] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:10.006946] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:10.127547] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:10.248564] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:10.371180] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:10.495626] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:10.624374] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:10.624536] [INFO ] [CONFIGURE ] CRL: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-17T23:22:10.624579] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9609 tests
[2025-10-17T23:22:10.624613] [INFO ] [CONFIGURE ] CRL: Testing feature 4/29: add_ema
[2025-10-17T23:22:10.624666] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:22:10.756368] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:22:10.891626] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:11.043586] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:11.195857] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:11.330953] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:11.463258] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:11.598819] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:11.735433] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:11.878778] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:12.015921] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:22:12.016089] [INFO ] [CONFIGURE ] CRL: DISCARDED add_ema (score: 30.00%)
[2025-10-17T23:22:12.016134] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9608 tests
[2025-10-17T23:22:12.016169] [INFO ] [CONFIGURE ] CRL: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:22:12.016200] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:22:12.155209] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:22:12.294864] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:12.434517] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:12.577138] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:12.721470] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:12.866209] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:13.012258] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:22:13.165953] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:13.322406] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:13.475343] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:13.475525] [INFO ] [CONFIGURE ] CRL: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-17T23:22:13.475572] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9607 tests
[2025-10-17T23:22:13.475608] [INFO ] [CONFIGURE ] CRL: Testing feature 6/29: add_failed_moves
[2025-10-17T23:22:13.475662] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T23:22:13.603558] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:13.726594] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:13.849030] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:13.971449] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:14.097255] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:14.222808] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:14.349343] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:14.475524] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:14.604289] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:14.743354] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:14.743525] [INFO ] [CONFIGURE ] CRL: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T23:22:14.743569] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9606 tests
[2025-10-17T23:22:14.743603] [INFO ] [CONFIGURE ] CRL: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:22:14.743633] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T23:22:14.864125] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:14.986805] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:15.111356] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:15.233126] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:15.354674] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:15.475249] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:15.604989] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:15.727048] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:15.844362] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:15.962400] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:15.962568] [INFO ] [CONFIGURE ] CRL: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:22:15.962610] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9605 tests
[2025-10-17T23:22:15.962666] [INFO ] [CONFIGURE ] CRL: Testing feature 8/29: add_macd
[2025-10-17T23:22:15.962723] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T23:22:16.114217] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:22:16.268797] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:16.430608] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:16.585004] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:16.741254] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:16.898631] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:17.061777] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:22:17.225439] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:17.391204] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:17.556830] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:22:17.557013] [INFO ] [CONFIGURE ] CRL: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:22:17.557058] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9604 tests
[2025-10-17T23:22:17.557094] [INFO ] [CONFIGURE ] CRL: Testing feature 9/29: add_mfi
[2025-10-17T23:22:17.557125] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T23:22:17.690278] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:17.816921] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:17.945520] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:18.076294] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:18.204897] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:18.333410] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:18.462465] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:18.593223] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:18.724712] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:18.856705] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:18.856874] [INFO ] [CONFIGURE ] CRL: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:22:18.856919] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9603 tests
[2025-10-17T23:22:18.856953] [INFO ] [CONFIGURE ] CRL: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:22:18.856985] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:22:19.007967] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:19.158742] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:19.304320] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:19.459376] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:19.613846] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:22:19.772958] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:19.927974] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:20.086979] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:20.241340] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:20.399206] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:22:20.399404] [INFO ] [CONFIGURE ] CRL: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:22:20.399466] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9602 tests
[2025-10-17T23:22:20.399504] [INFO ] [CONFIGURE ] CRL: Testing feature 11/29: add_obv_daily
[2025-10-17T23:22:20.399537] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-17T23:22:20.520851] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:22:20.645937] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:20.772178] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:20.901549] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:21.028091] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:21.156464] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:21.283833] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:21.408843] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:21.534831] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:21.662114] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:21.662278] [INFO ] [CONFIGURE ] CRL: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-17T23:22:21.662323] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9601 tests
[2025-10-17T23:22:21.662359] [INFO ] [CONFIGURE ] CRL: Testing feature 12/29: add_obv_interval
[2025-10-17T23:22:21.662391] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-17T23:22:21.790182] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:21.913209] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:22.035327] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:22.154581] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:22.274933] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:22.395634] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:22.526103] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:22.651230] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:22.775991] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:22.905962] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:22.906121] [INFO ] [CONFIGURE ] CRL: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:22:22.906167] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9600 tests
[2025-10-17T23:22:22.906204] [INFO ] [CONFIGURE ] CRL: Testing feature 13/29: add_opening_strength
[2025-10-17T23:22:22.906238] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:22:23.044260] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:22:23.181324] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:23.317663] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:23.456465] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:23.593327] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:23.729261] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:23.867094] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:24.015059] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:24.169210] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:24.323768] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:22:24.323969] [INFO ] [CONFIGURE ] CRL: DISCARDED add_opening_strength (score: 20.00%)
[2025-10-17T23:22:24.324043] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9599 tests
[2025-10-17T23:22:24.324082] [INFO ] [CONFIGURE ] CRL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:22:24.324126] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-17T23:22:24.473330] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:24.608329] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:24.743381] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:24.881785] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:25.016749] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:25.154254] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:25.292301] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:22:25.432339] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:25.574284] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:25.718862] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:25.719040] [INFO ] [CONFIGURE ] CRL: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-17T23:22:25.719091] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9598 tests
[2025-10-17T23:22:25.719128] [INFO ] [CONFIGURE ] CRL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:22:25.719159] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-17T23:22:25.838377] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:25.955398] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:26.071631] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:26.188915] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:26.308491] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:22:26.429626] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:26.549036] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:26.680519] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:26.802263] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:26.921114] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:22:26.921287] [INFO ] [CONFIGURE ] CRL: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T23:22:26.921330] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9597 tests
[2025-10-17T23:22:26.921366] [INFO ] [CONFIGURE ] CRL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:22:26.921401] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-17T23:22:27.048488] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:27.171264] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:27.297667] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:27.420620] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:27.544154] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:27.668361] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:27.795805] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:27.923101] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:28.049165] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:28.184240] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:28.184427] [INFO ] [CONFIGURE ] CRL: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-17T23:22:28.184482] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9596 tests
[2025-10-17T23:22:28.184524] [INFO ] [CONFIGURE ] CRL: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:22:28.184557] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-17T23:22:28.317712] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:22:28.457857] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:28.591039] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:28.720363] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:28.848427] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:28.981937] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:29.118817] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:29.255816] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:29.393912] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:29.533551] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:22:29.533751] [INFO ] [CONFIGURE ] CRL: DISCARDED add_pbf_return_2d (score: 20.00%)
[2025-10-17T23:22:29.533803] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9595 tests
[2025-10-17T23:22:29.533838] [INFO ] [CONFIGURE ] CRL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:22:29.533868] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-17T23:22:29.653830] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:29.775198] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:29.889673] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:30.005930] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:30.123327] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:30.239809] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:30.357785] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:30.477163] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:30.595601] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:30.721257] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:30.721450] [INFO ] [CONFIGURE ] CRL: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-17T23:22:30.721495] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9594 tests
[2025-10-17T23:22:30.721532] [INFO ] [CONFIGURE ] CRL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:22:30.721616] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-17T23:22:30.842992] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:30.963281] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:31.096007] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:31.215116] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:31.336835] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:31.457187] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:31.581314] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:31.702448] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:31.821356] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:31.941262] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:31.941416] [INFO ] [CONFIGURE ] CRL: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-17T23:22:31.941460] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9593 tests
[2025-10-17T23:22:31.941493] [INFO ] [CONFIGURE ] CRL: Testing feature 20/29: add_price_rejection
[2025-10-17T23:22:31.941529] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-17T23:22:32.066370] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:32.194407] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:32.323915] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:32.449822] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:32.575751] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:32.706613] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:32.834234] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:32.962820] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:33.095127] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:33.225597] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:22:33.225773] [INFO ] [CONFIGURE ] CRL: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-17T23:22:33.225823] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9592 tests
[2025-10-17T23:22:33.225859] [INFO ] [CONFIGURE ] CRL: Testing feature 21/29: add_range_position
[2025-10-17T23:22:33.225889] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-17T23:22:33.364869] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:33.508048] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:33.648409] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:33.789047] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:33.931148] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:34.079491] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:34.223220] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:34.370584] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:34.520477] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:34.665364] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:22:34.665527] [INFO ] [CONFIGURE ] CRL: DISCARDED add_range_position (score: 30.00%)
[2025-10-17T23:22:34.665572] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9591 tests
[2025-10-17T23:22:34.665610] [INFO ] [CONFIGURE ] CRL: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:22:34.665663] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-17T23:22:34.820951] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:22:34.977171] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:35.135975] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:35.293979] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:35.456666] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:35.620102] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:35.780948] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:35.942228] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:36.110234] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:36.279711] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:36.279937] [INFO ] [CONFIGURE ] CRL: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-17T23:22:36.280002] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9590 tests
[2025-10-17T23:22:36.280042] [INFO ] [CONFIGURE ] CRL: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:22:36.280075] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-17T23:22:36.407744] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:22:36.543397] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:36.672571] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:36.803357] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:36.949241] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:37.088458] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:37.221501] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:37.351202] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:37.482299] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:37.627705] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:37.627923] [INFO ] [CONFIGURE ] CRL: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-17T23:22:37.627974] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9589 tests
[2025-10-17T23:22:37.628009] [INFO ] [CONFIGURE ] CRL: Testing feature 24/29: add_rsi
[2025-10-17T23:22:37.628040] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-17T23:22:37.771485] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:22:37.912552] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:38.050985] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:38.194296] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:38.333479] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:38.477204] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:38.624355] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:38.769570] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:38.914557] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:39.062349] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:39.062509] [INFO ] [CONFIGURE ] CRL: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T23:22:39.062552] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9588 tests
[2025-10-17T23:22:39.062587] [INFO ] [CONFIGURE ] CRL: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:22:39.062618] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-17T23:22:39.182012] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:39.301956] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:39.423168] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:39.550863] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:39.675370] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:39.798867] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:39.922282] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:40.050362] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:40.179280] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:40.306925] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:40.307071] [INFO ] [CONFIGURE ] CRL: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T23:22:40.307114] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9587 tests
[2025-10-17T23:22:40.307221] [INFO ] [CONFIGURE ] CRL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:22:40.307261] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-17T23:22:40.431285] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:22:40.557018] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:40.682051] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:40.817457] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:40.956286] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:41.092154] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:41.227639] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:41.364042] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:41.501766] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:41.639412] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:41.639589] [INFO ] [CONFIGURE ] CRL: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-17T23:22:41.639633] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9586 tests
[2025-10-17T23:22:41.639710] [INFO ] [CONFIGURE ] CRL: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:22:41.639754] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-17T23:22:41.774634] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:22:41.906191] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:42.043911] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:42.180497] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:42.318592] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:42.450127] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:42.593916] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:42.732374] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:42.871864] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:43.024277] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:43.024473] [INFO ] [CONFIGURE ] CRL: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-17T23:22:43.024518] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9585 tests
[2025-10-17T23:22:43.024554] [INFO ] [CONFIGURE ] CRL: Testing feature 28/29: add_volume_profile
[2025-10-17T23:22:43.024586] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T23:22:43.174406] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:22:43.343762] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:43.518062] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:43.713627] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:43.878123] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:44.025668] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:44.162410] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:44.295570] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:44.426894] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:44.561914] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:44.562084] [INFO ] [CONFIGURE ] CRL: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-17T23:22:44.562128] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9584 tests
[2025-10-17T23:22:44.562163] [INFO ] [CONFIGURE ] CRL: Testing feature 29/29: add_vwap
[2025-10-17T23:22:44.562194] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-17T23:22:44.693355] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:22:44.823181] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:22:44.953755] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:45.086076] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:22:45.217888] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:45.349930] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:22:45.488431] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:45.627289] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:45.771225] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:22:45.912861] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:45.913021] [INFO ] [CONFIGURE ] CRL: DISCARDED add_vwap (score: 30.00%)
[2025-10-17T23:22:45.913066] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9583 tests
[2025-10-17T23:22:45.913100] [INFO ] [CONFIGURE ] CRL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:22:45.913130] [INFO ] [CONFIGURE ] CRL: Best accuracy: 50.00%
[2025-10-17T23:22:45.913160] [INFO ] [CONFIGURE ] CRL: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-17T23:22:45.913189] [INFO ] [CONFIGURE ] CRL: Improvement over baseline: 20.00%
[2025-10-17T23:22:45.913215] [INFO ] [CONFIGURE ] CRL: Total time: 39.1 seconds
[2025-10-17T23:22:45.913242] [INFO ] [CONFIGURE ] CRL: Average time per feature: 1.3 seconds
[2025-10-17T23:22:45.913269] [INFO ] [CONFIGURE ] CRL: Average speed: 0.74 features/sec
[2025-10-17T23:22:45.913877] [INFO ] [LOCAL     ] Saved configuration for CRL: 1 features, 50.00% accuracy -> ./output/feature-sets/CRL.json
[2025-10-17T23:22:45.913946] [INFO ] [CONFIGURE ] CRL: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-17T23:22:45.914015] [INFO ] [sig       ] [50/380] Successfully configured CRL | 0.02 sym/s | Total: 35.4m | ETA: 3.9h
[2025-10-17T23:22:45.914070] [INFO ] [sig       ] [51/380] Configuring CRS...
[2025-10-17T23:22:45.914102] [INFO ] [CONFIGURE ] CRS: Configurate test run.
[2025-10-17T23:22:45.914132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-10-17T23:22:45.926903] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRS'.
[2025-10-17T23:22:45.927310] [INFO ] [CONFIGURE ] CRS: Testing with 29 available features
[2025-10-17T23:22:45.927368] [INFO ] [CONFIGURE ] CRS: Establishing baseline with no features...
[2025-10-17T23:22:46.042275] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:22:46.146628] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:22:46.258834] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:46.369308] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:22:46.476681] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:22:46.581286] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:22:46.706722] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:22:46.815771] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:22:46.923543] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:22:47.034191] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:47.034332] [INFO ] [CONFIGURE ] CRS: Baseline score (no features): 60.00%
[2025-10-17T23:22:47.034375] [INFO ] [CONFIGURE ] CRS: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:22:47.034409] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:22:47.150318] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:22:47.264125] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:22:47.381299] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:47.513548] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:22:47.641733] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:47.764287] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:22:47.902863] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:48.028203] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:22:48.146118] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:22:48.279619] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:48.279852] [INFO ] [CONFIGURE ] CRS: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-17T23:22:48.279912] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9582 tests
[2025-10-17T23:22:48.279971] [INFO ] [CONFIGURE ] CRS: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:22:48.280032] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:22:48.411667] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:22:48.543759] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:22:48.675620] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:48.802136] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:22:48.928397] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:22:49.063170] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:22:49.188980] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:49.313914] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:22:49.439167] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:22:49.564929] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:49.565119] [INFO ] [CONFIGURE ] CRS: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T23:22:49.565162] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9581 tests
[2025-10-17T23:22:49.565196] [INFO ] [CONFIGURE ] CRS: Testing feature 3/29: add_daily_returns
[2025-10-17T23:22:49.565226] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns']
[2025-10-17T23:22:49.673322] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:22:49.781343] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:22:49.889011] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:49.996228] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:22:50.105998] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:22:50.215928] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:22:50.327807] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:22:50.442672] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:22:50.548800] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:22:50.656447] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:50.656680] [INFO ] [CONFIGURE ] CRS: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T23:22:50.656741] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9580 tests
[2025-10-17T23:22:50.656777] [INFO ] [CONFIGURE ] CRS: Testing feature 4/29: add_ema
[2025-10-17T23:22:50.656807] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema']
[2025-10-17T23:22:50.775292] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:22:50.892945] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:22:51.012416] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:51.133930] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:22:51.257163] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:22:51.380957] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:22:51.504432] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:22:51.627215] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:51.750775] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:22:51.882144] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:51.882344] [INFO ] [CONFIGURE ] CRS: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:22:51.882452] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9579 tests
[2025-10-17T23:22:51.882495] [INFO ] [CONFIGURE ] CRS: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:22:51.882526] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:22:52.008444] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:22:52.134259] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:22:52.271163] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:52.406066] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:22:52.534604] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:52.666255] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:22:52.796861] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:52.930420] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:53.062180] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:22:53.198580] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:53.198817] [INFO ] [CONFIGURE ] CRS: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-10-17T23:22:53.198874] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9578 tests
[2025-10-17T23:22:53.198910] [INFO ] [CONFIGURE ] CRS: Testing feature 6/29: add_failed_moves
[2025-10-17T23:22:53.198942] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_failed_moves']
[2025-10-17T23:22:53.310823] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:22:53.422243] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:22:53.532976] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:53.644111] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:22:53.755467] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:22:53.867233] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:22:53.981186] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:22:54.096198] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:22:54.216687] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:22:54.354467] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:54.354623] [INFO ] [CONFIGURE ] CRS: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:22:54.354701] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9577 tests
[2025-10-17T23:22:54.354749] [INFO ] [CONFIGURE ] CRS: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:22:54.354782] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_lag_shelf']
[2025-10-17T23:22:54.465024] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:22:54.587630] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:22:54.698368] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:54.804815] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:22:54.910379] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:22:55.025795] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:22:55.132968] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:22:55.239305] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:22:55.345901] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:22:55.453269] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:55.453433] [INFO ] [CONFIGURE ] CRS: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:22:55.453476] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9576 tests
[2025-10-17T23:22:55.453510] [INFO ] [CONFIGURE ] CRS: Testing feature 8/29: add_macd
[2025-10-17T23:22:55.453541] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:22:55.594415] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:22:55.735312] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:22:55.877282] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:56.019811] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:22:56.162867] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:56.311063] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:22:56.454093] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:56.597974] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:56.742726] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:22:56.887959] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:56.888177] [INFO ] [CONFIGURE ] CRS: DISCARDED add_macd (score: 20.00%)
[2025-10-17T23:22:56.888225] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9575 tests
[2025-10-17T23:22:56.888259] [INFO ] [CONFIGURE ] CRS: Testing feature 9/29: add_mfi
[2025-10-17T23:22:56.888291] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_mfi']
[2025-10-17T23:22:57.012021] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:22:57.132065] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:22:57.253694] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:22:57.377639] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:22:57.500431] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:22:57.622750] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:22:57.765237] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:22:57.885742] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:58.004750] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:22:58.124089] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:58.124307] [INFO ] [CONFIGURE ] CRS: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:22:58.124369] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9574 tests
[2025-10-17T23:22:58.124407] [INFO ] [CONFIGURE ] CRS: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:22:58.124438] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:22:58.253821] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:22:58.388028] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:22:58.520443] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:58.654314] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:22:58.819193] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:22:58.953951] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:22:59.087456] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:22:59.230204] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:22:59.366172] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:22:59.501980] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:22:59.502103] [INFO ] [CONFIGURE ] CRS: DISCARDED add_momentum_acceleration (score: 10.00%)
[2025-10-17T23:22:59.502147] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9573 tests
[2025-10-17T23:22:59.502180] [INFO ] [CONFIGURE ] CRS: Testing feature 11/29: add_obv_daily
[2025-10-17T23:22:59.502211] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_daily']
[2025-10-17T23:22:59.610794] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:22:59.720709] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:22:59.830184] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:22:59.945916] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:23:00.057816] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:00.168928] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:23:00.279831] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:00.391055] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:00.502580] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:00.614436] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:00.614607] [INFO ] [CONFIGURE ] CRS: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:23:00.614693] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9572 tests
[2025-10-17T23:23:00.614751] [INFO ] [CONFIGURE ] CRS: Testing feature 12/29: add_obv_interval
[2025-10-17T23:23:00.614786] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval']
[2025-10-17T23:23:00.723985] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:00.832263] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:23:00.940188] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:23:01.049031] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:23:01.158379] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:23:01.278947] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:23:01.392906] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:23:01.503054] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:01.614693] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:01.725385] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:01.725508] [INFO ] [CONFIGURE ] CRS: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-17T23:23:01.725550] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9571 tests
[2025-10-17T23:23:01.725584] [INFO ] [CONFIGURE ] CRS: Testing feature 13/29: add_opening_strength
[2025-10-17T23:23:01.725614] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:23:01.868756] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:01.985596] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:02.110975] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:23:02.231943] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:23:02.353378] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:23:02.475364] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:02.596542] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:02.719110] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:02.843062] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:02.967339] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:02.967464] [INFO ] [CONFIGURE ] CRS: KEPT add_opening_strength (score: 70.00%)
[2025-10-17T23:23:02.967507] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9570 tests
[2025-10-17T23:23:02.967540] [INFO ] [CONFIGURE ] CRS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:23:02.967570] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-17T23:23:03.105476] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:03.243933] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:23:03.386473] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:23:03.526814] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:23:03.669288] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:23:03.811772] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:03.954093] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:04.097359] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:04.238636] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:04.384403] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:04.384576] [INFO ] [CONFIGURE ] CRS: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:23:04.384619] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9569 tests
[2025-10-17T23:23:04.384715] [INFO ] [CONFIGURE ] CRS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:23:04.384765] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-17T23:23:04.515788] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:04.651241] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:23:04.784931] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:23:04.925286] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:23:05.055024] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:23:05.179500] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:05.305538] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:05.432468] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:05.559205] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:05.687439] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:05.687593] [INFO ] [CONFIGURE ] CRS: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T23:23:05.687636] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9568 tests
[2025-10-17T23:23:05.687713] [INFO ] [CONFIGURE ] CRS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:23:05.687771] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-17T23:23:05.820345] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:05.952271] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:23:06.096027] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:23:06.232665] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:23:06.371222] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:23:06.505181] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:06.641967] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:06.773994] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:23:06.907081] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:07.047611] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:07.047860] [INFO ] [CONFIGURE ] CRS: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-17T23:23:07.047948] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9567 tests
[2025-10-17T23:23:07.047989] [INFO ] [CONFIGURE ] CRS: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:23:07.048022] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-17T23:23:07.192625] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:07.334386] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:23:07.474205] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:23:07.613963] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:23:07.759286] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:23:07.928501] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:08.069428] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:08.211779] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:23:08.355184] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:08.499251] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:08.499447] [INFO ] [CONFIGURE ] CRS: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-17T23:23:08.499490] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9566 tests
[2025-10-17T23:23:08.499527] [INFO ] [CONFIGURE ] CRS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:23:08.499559] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-17T23:23:08.628207] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:08.754090] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:08.881941] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:23:09.008253] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:23:09.136397] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:23:09.263265] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:09.388081] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:23:09.515926] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:09.642839] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:09.771089] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:09.771273] [INFO ] [CONFIGURE ] CRS: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-17T23:23:09.771319] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9565 tests
[2025-10-17T23:23:09.771353] [INFO ] [CONFIGURE ] CRS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:23:09.771386] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-17T23:23:09.893483] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:10.017070] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:10.141109] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:23:10.265583] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:23:10.392874] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:23:10.523364] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:10.650431] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:10.778486] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:10.908965] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:11.041200] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:11.041410] [INFO ] [CONFIGURE ] CRS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:23:11.041456] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9564 tests
[2025-10-17T23:23:11.041491] [INFO ] [CONFIGURE ] CRS: Testing feature 20/29: add_price_rejection
[2025-10-17T23:23:11.041524] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-17T23:23:11.177161] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:11.310229] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:11.442001] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:23:11.575539] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:23:11.709584] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:23:11.844570] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:11.983171] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:12.119950] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:12.255356] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:12.391305] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:12.391467] [INFO ] [CONFIGURE ] CRS: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:23:12.391509] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9563 tests
[2025-10-17T23:23:12.391543] [INFO ] [CONFIGURE ] CRS: Testing feature 21/29: add_range_position
[2025-10-17T23:23:12.391573] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-17T23:23:12.532053] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:12.672910] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:12.814945] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:23:12.956323] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:23:13.099280] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:23:13.244301] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:13.390240] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:13.534368] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:13.684398] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:13.835923] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:23:13.836090] [INFO ] [CONFIGURE ] CRS: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:23:13.836134] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9562 tests
[2025-10-17T23:23:13.836168] [INFO ] [CONFIGURE ] CRS: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:23:13.836251] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-17T23:23:14.021264] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:14.183156] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:23:14.349079] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:23:14.517119] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:23:14.685464] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:14.857495] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:15.029528] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:15.200239] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:15.373626] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:15.545730] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:15.545909] [INFO ] [CONFIGURE ] CRS: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:23:15.545954] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9561 tests
[2025-10-17T23:23:15.545990] [INFO ] [CONFIGURE ] CRS: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:23:15.546021] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-17T23:23:15.686815] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:15.826808] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:15.969608] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:23:16.122896] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:23:16.264298] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:23:16.403834] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:16.543846] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:16.686010] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:16.827026] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:16.971304] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:23:16.971484] [INFO ] [CONFIGURE ] CRS: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:23:16.971528] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9560 tests
[2025-10-17T23:23:16.971568] [INFO ] [CONFIGURE ] CRS: Testing feature 24/29: add_rsi
[2025-10-17T23:23:16.971602] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-17T23:23:17.137974] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:17.301329] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:23:17.464465] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:23:17.630422] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:23:17.796522] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:23:17.964135] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:18.132829] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:18.305021] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:23:18.474677] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:18.642969] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:18.643125] [INFO ] [CONFIGURE ] CRS: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T23:23:18.643171] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9559 tests
[2025-10-17T23:23:18.643207] [INFO ] [CONFIGURE ] CRS: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:23:18.643240] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-17T23:23:18.783542] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:18.918987] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:23:19.059121] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:23:19.197672] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:23:19.337181] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:23:19.477667] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:19.618155] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:19.761194] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:23:19.899943] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:20.074003] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:20.074200] [INFO ] [CONFIGURE ] CRS: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T23:23:20.074242] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9558 tests
[2025-10-17T23:23:20.074278] [INFO ] [CONFIGURE ] CRS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:23:20.074309] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-17T23:23:20.207502] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:20.346886] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:23:20.486297] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:23:20.625347] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:23:20.763244] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:23:20.901957] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:23:21.042838] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:21.182614] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:21.324565] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:21.467143] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:21.467320] [INFO ] [CONFIGURE ] CRS: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-17T23:23:21.467363] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9557 tests
[2025-10-17T23:23:21.467398] [INFO ] [CONFIGURE ] CRS: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:23:21.467430] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-17T23:23:21.618709] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:21.773025] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:21.932136] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:23:22.089212] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:23:22.240822] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:23:22.395126] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:22.547853] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:22.701252] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:23:22.860965] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:23.025405] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:23.025590] [INFO ] [CONFIGURE ] CRS: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:23:23.025637] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9556 tests
[2025-10-17T23:23:23.025724] [INFO ] [CONFIGURE ] CRS: Testing feature 28/29: add_volume_profile
[2025-10-17T23:23:23.025764] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-17T23:23:23.169814] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:23.314587] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:23.457151] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:23:23.602074] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:23:23.747482] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:23:23.895896] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:24.036725] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:24.182145] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:23:24.328003] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:24.473602] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:24.473830] [INFO ] [CONFIGURE ] CRS: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T23:23:24.473905] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9555 tests
[2025-10-17T23:23:24.473943] [INFO ] [CONFIGURE ] CRS: Testing feature 29/29: add_vwap
[2025-10-17T23:23:24.474040] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-17T23:23:24.616748] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:24.763564] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:24.905758] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:23:25.051597] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:23:25.199118] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:23:25.344547] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:23:25.488159] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:23:25.634714] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:23:25.785187] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:25.943397] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:25.943565] [INFO ] [CONFIGURE ] CRS: DISCARDED add_vwap (score: 30.00%)
[2025-10-17T23:23:25.943610] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9554 tests
[2025-10-17T23:23:25.943668] [INFO ] [CONFIGURE ] CRS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:23:25.943723] [INFO ] [CONFIGURE ] CRS: Best accuracy: 70.00%
[2025-10-17T23:23:25.943757] [INFO ] [CONFIGURE ] CRS: Best feature set (2 features): ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:23:25.943787] [INFO ] [CONFIGURE ] CRS: Improvement over baseline: 10.00%
[2025-10-17T23:23:25.943813] [INFO ] [CONFIGURE ] CRS: Total time: 38.9 seconds
[2025-10-17T23:23:25.943840] [INFO ] [CONFIGURE ] CRS: Average time per feature: 1.3 seconds
[2025-10-17T23:23:25.943867] [INFO ] [CONFIGURE ] CRS: Average speed: 0.75 features/sec
[2025-10-17T23:23:25.944506] [INFO ] [LOCAL     ] Saved configuration for CRS: 2 features, 70.00% accuracy -> ./output/feature-sets/CRS.json
[2025-10-17T23:23:25.944571] [INFO ] [CONFIGURE ] CRS: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-17T23:23:25.944685] [INFO ] [sig       ] [51/380] Successfully configured CRS | 0.02 sym/s | Total: 36.1m | ETA: 3.9h
[2025-10-17T23:23:25.944762] [INFO ] [sig       ] [52/380] Configuring CRT...
[2025-10-17T23:23:25.944826] [INFO ] [CONFIGURE ] CRT: Configurate test run.
[2025-10-17T23:23:25.944881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRT' from 'https://tdm.silogroup.org/data/derivative_storage/CRT.csv'.
[2025-10-17T23:23:25.959365] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CRT'.
[2025-10-17T23:23:25.959888] [INFO ] [CONFIGURE ] CRT: Testing with 29 available features
[2025-10-17T23:23:25.959947] [INFO ] [CONFIGURE ] CRT: Establishing baseline with no features...
[2025-10-17T23:23:26.116539] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:26.238131] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:26.354419] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:23:26.464873] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:26.576886] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:26.690105] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:26.803084] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:23:26.918724] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:27.033722] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:23:27.146580] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:27.146757] [INFO ] [CONFIGURE ] CRT: Baseline score (no features): 70.00%
[2025-10-17T23:23:27.146813] [INFO ] [CONFIGURE ] CRT: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:23:27.146847] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:23:27.269436] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:27.392183] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:23:27.519512] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:23:27.644253] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:27.766258] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:27.888590] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:28.011570] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:28.133240] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:28.256750] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:23:28.380386] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:28.380570] [INFO ] [CONFIGURE ] CRT: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-17T23:23:28.380614] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9553 tests
[2025-10-17T23:23:28.380675] [INFO ] [CONFIGURE ] CRT: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:23:28.380728] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:23:28.505380] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:28.630602] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:28.755762] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:23:28.888859] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:29.022837] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:29.183782] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:29.311606] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:23:29.441402] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:29.578388] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:23:29.716382] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:29.716556] [INFO ] [CONFIGURE ] CRT: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-17T23:23:29.716603] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9552 tests
[2025-10-17T23:23:29.716638] [INFO ] [CONFIGURE ] CRT: Testing feature 3/29: add_daily_returns
[2025-10-17T23:23:29.716763] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns']
[2025-10-17T23:23:29.827672] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:29.936416] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:30.047207] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:23:30.161525] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:30.281543] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:30.403210] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:30.516046] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:23:30.630791] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:30.747498] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:30.862305] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:30.862460] [INFO ] [CONFIGURE ] CRT: KEPT add_daily_returns (score: 80.00%)
[2025-10-17T23:23:30.862504] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9551 tests
[2025-10-17T23:23:30.862538] [INFO ] [CONFIGURE ] CRT: Testing feature 4/29: add_ema
[2025-10-17T23:23:30.862570] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-17T23:23:30.991255] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:31.119752] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:31.250265] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:23:31.383859] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:31.512989] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:31.641247] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:31.775927] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:23:31.904067] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:32.033884] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:32.166847] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:32.167016] [INFO ] [CONFIGURE ] CRT: DISCARDED add_ema (score: 80.00%)
[2025-10-17T23:23:32.167061] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9550 tests
[2025-10-17T23:23:32.167096] [INFO ] [CONFIGURE ] CRT: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:23:32.167126] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:23:32.309786] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:32.442181] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:32.575096] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:23:32.707835] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:23:32.840202] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:32.974230] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:23:33.106922] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:23:33.244591] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:33.382244] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:23:33.523000] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:33.523203] [INFO ] [CONFIGURE ] CRT: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:23:33.523267] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9549 tests
[2025-10-17T23:23:33.523306] [INFO ] [CONFIGURE ] CRT: Testing feature 6/29: add_failed_moves
[2025-10-17T23:23:33.523339] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-17T23:23:33.640123] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:33.758253] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:33.878079] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:23:33.996362] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:34.115768] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:34.236627] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:34.356559] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:23:34.480433] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:34.619178] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:34.753343] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:34.753531] [INFO ] [CONFIGURE ] CRT: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T23:23:34.753601] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9548 tests
[2025-10-17T23:23:34.753695] [INFO ] [CONFIGURE ] CRT: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:23:34.753753] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-17T23:23:34.871492] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:34.978209] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:35.086284] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:23:35.195095] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:35.306675] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:35.427492] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:35.562013] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:23:35.700190] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:35.845754] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:36.013588] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:36.013870] [INFO ] [CONFIGURE ] CRT: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-17T23:23:36.014030] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9547 tests
[2025-10-17T23:23:36.014095] [INFO ] [CONFIGURE ] CRT: Testing feature 8/29: add_macd
[2025-10-17T23:23:36.014152] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-17T23:23:36.194411] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:36.358961] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:23:36.538030] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:23:36.717342] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:23:36.863190] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:37.012081] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:37.158574] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:37.309293] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:37.476104] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:37.631946] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:37.632124] [INFO ] [CONFIGURE ] CRT: DISCARDED add_macd (score: 70.00%)
[2025-10-17T23:23:37.632169] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9546 tests
[2025-10-17T23:23:37.632203] [INFO ] [CONFIGURE ] CRT: Testing feature 9/29: add_mfi
[2025-10-17T23:23:37.632235] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-17T23:23:37.781622] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:37.912357] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:38.045320] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:23:38.177628] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:38.309749] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:38.443306] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:38.582411] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:23:38.712616] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:38.841875] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:23:38.981046] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:38.981245] [INFO ] [CONFIGURE ] CRT: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:23:38.981306] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9545 tests
[2025-10-17T23:23:38.981344] [INFO ] [CONFIGURE ] CRT: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:23:38.981376] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:23:39.132346] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:39.274184] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:23:39.420217] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:23:39.561488] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:39.705226] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:39.851116] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:39.994890] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:40.136796] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:40.277970] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:23:40.420273] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:40.420428] [INFO ] [CONFIGURE ] CRT: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:23:40.420471] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9544 tests
[2025-10-17T23:23:40.420504] [INFO ] [CONFIGURE ] CRT: Testing feature 11/29: add_obv_daily
[2025-10-17T23:23:40.420535] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-17T23:23:40.533870] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:40.647067] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:40.761467] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:23:40.876824] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:23:40.992744] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:41.109211] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:41.224890] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:41.340963] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:41.457895] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:41.583178] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:41.583399] [INFO ] [CONFIGURE ] CRT: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-17T23:23:41.583461] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9543 tests
[2025-10-17T23:23:41.583534] [INFO ] [CONFIGURE ] CRT: Testing feature 12/29: add_obv_interval
[2025-10-17T23:23:41.583586] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-17T23:23:41.694935] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:41.805675] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:41.917069] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:23:42.029312] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:42.142072] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:42.255524] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:42.369957] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:42.484632] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:42.600573] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:42.716093] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:42.716260] [INFO ] [CONFIGURE ] CRT: KEPT add_obv_interval (score: 90.00%)
[2025-10-17T23:23:42.716304] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9542 tests
[2025-10-17T23:23:42.716338] [INFO ] [CONFIGURE ] CRT: Testing feature 13/29: add_opening_strength
[2025-10-17T23:23:42.716370] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_opening_strength']
[2025-10-17T23:23:42.841360] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:42.967341] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:43.102554] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:23:43.236133] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:43.369025] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:43.504030] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:43.642438] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:43.770777] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:43.898788] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:44.025237] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:44.025371] [INFO ] [CONFIGURE ] CRT: DISCARDED add_opening_strength (score: 90.00%)
[2025-10-17T23:23:44.025415] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9541 tests
[2025-10-17T23:23:44.025450] [INFO ] [CONFIGURE ] CRT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:23:44.025480] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-17T23:23:44.153383] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:44.282068] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:44.412257] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:23:44.548269] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:44.678268] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:44.808556] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:44.939278] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:23:45.071040] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:45.206951] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:45.339532] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:45.339716] [INFO ] [CONFIGURE ] CRT: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-17T23:23:45.339772] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9540 tests
[2025-10-17T23:23:45.339807] [INFO ] [CONFIGURE ] CRT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:23:45.339837] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-17T23:23:45.451674] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:45.563847] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:45.677590] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:23:45.792314] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:45.911272] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:46.028379] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:46.145875] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:46.263784] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:46.381486] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:46.500566] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:46.500722] [INFO ] [CONFIGURE ] CRT: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T23:23:46.500777] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9539 tests
[2025-10-17T23:23:46.500812] [INFO ] [CONFIGURE ] CRT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:23:46.500844] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-17T23:23:46.624132] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:46.746282] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:46.869634] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:23:46.994385] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:47.121290] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:47.247192] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:47.379577] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:47.518053] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:23:47.647709] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:47.777520] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:47.777668] [INFO ] [CONFIGURE ] CRT: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T23:23:47.777729] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9538 tests
[2025-10-17T23:23:47.777784] [INFO ] [CONFIGURE ] CRT: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:23:47.777834] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_return_2d']
[2025-10-17T23:23:47.903056] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:48.027979] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:48.154527] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:23:48.281695] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:48.409729] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:48.537882] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:48.668257] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:23:48.802451] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:48.934418] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:49.066894] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:49.067069] [INFO ] [CONFIGURE ] CRT: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-17T23:23:49.067113] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9537 tests
[2025-10-17T23:23:49.067148] [INFO ] [CONFIGURE ] CRT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:23:49.067181] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-17T23:23:49.185305] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:49.303955] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:49.422871] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:23:49.539930] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:49.657595] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:49.776263] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:49.894453] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:23:50.014072] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:50.139404] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:50.261276] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:50.261426] [INFO ] [CONFIGURE ] CRT: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:23:50.261468] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9536 tests
[2025-10-17T23:23:50.261501] [INFO ] [CONFIGURE ] CRT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:23:50.261532] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-17T23:23:50.375927] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:50.517996] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:50.633352] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:23:50.749421] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:50.869670] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:50.991132] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:51.111764] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:51.234231] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:51.356463] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:51.479679] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:51.479880] [INFO ] [CONFIGURE ] CRT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-17T23:23:51.479926] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9535 tests
[2025-10-17T23:23:51.479962] [INFO ] [CONFIGURE ] CRT: Testing feature 20/29: add_price_rejection
[2025-10-17T23:23:51.479993] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_price_rejection']
[2025-10-17T23:23:51.618957] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:51.765005] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:51.908749] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:23:52.036339] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:52.163415] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:52.292292] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:52.424631] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:52.553630] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:52.684662] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:52.816186] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:52.816349] [INFO ] [CONFIGURE ] CRT: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-17T23:23:52.816393] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9534 tests
[2025-10-17T23:23:52.816428] [INFO ] [CONFIGURE ] CRT: Testing feature 21/29: add_range_position
[2025-10-17T23:23:52.816459] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_range_position']
[2025-10-17T23:23:52.954782] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:53.090724] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:53.228246] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:23:53.366483] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:53.506189] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:53.657983] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:53.797288] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:53.937222] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:54.076995] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:54.220435] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:54.220591] [INFO ] [CONFIGURE ] CRT: DISCARDED add_range_position (score: 80.00%)
[2025-10-17T23:23:54.220678] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9533 tests
[2025-10-17T23:23:54.220739] [INFO ] [CONFIGURE ] CRT: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:23:54.220774] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_realized_volatility']
[2025-10-17T23:23:54.378235] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:54.531969] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:54.685443] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:23:54.840587] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:54.995261] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:55.147821] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:55.302327] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:55.457165] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:55.614747] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:23:55.775683] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:55.775905] [INFO ] [CONFIGURE ] CRT: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T23:23:55.775956] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9532 tests
[2025-10-17T23:23:55.775991] [INFO ] [CONFIGURE ] CRT: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:23:55.776021] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_recent_range_context']
[2025-10-17T23:23:55.904510] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:56.041242] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:56.168928] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:23:56.295623] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:56.429848] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:56.556093] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:56.695994] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:56.824393] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:56.952258] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:57.081370] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:57.081529] [INFO ] [CONFIGURE ] CRT: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-17T23:23:57.081578] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9531 tests
[2025-10-17T23:23:57.081612] [INFO ] [CONFIGURE ] CRT: Testing feature 24/29: add_rsi
[2025-10-17T23:23:57.081663] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-17T23:23:57.221323] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:57.362337] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:57.509826] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:23:57.653472] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:57.796612] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:57.937415] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:58.075292] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:23:58.214138] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:23:58.353242] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:58.494838] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:58.495051] [INFO ] [CONFIGURE ] CRT: DISCARDED add_rsi (score: 80.00%)
[2025-10-17T23:23:58.495109] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9530 tests
[2025-10-17T23:23:58.495146] [INFO ] [CONFIGURE ] CRT: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:23:58.495182] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_tick_distribution']
[2025-10-17T23:23:58.608838] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:58.728304] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:23:58.845510] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:23:58.962943] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:23:59.078336] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:23:59.194950] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:23:59.310848] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:23:59.428232] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:23:59.544615] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:23:59.665328] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:23:59.665444] [INFO ] [CONFIGURE ] CRT: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:23:59.665487] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9529 tests
[2025-10-17T23:23:59.665521] [INFO ] [CONFIGURE ] CRT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:23:59.665555] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-17T23:23:59.787172] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:23:59.912207] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:24:00.039588] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:00.161976] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:00.284333] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:00.407795] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:00.533669] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:24:00.671399] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:00.803137] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:00.932598] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:00.932832] [INFO ] [CONFIGURE ] CRT: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:24:00.932886] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9528 tests
[2025-10-17T23:24:00.932923] [INFO ] [CONFIGURE ] CRT: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:24:00.932956] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_volume_price_divergence']
[2025-10-17T23:24:01.071004] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:24:01.217516] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:24:01.373904] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:01.515854] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:01.663444] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:01.814336] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:01.965885] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:24:02.110827] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:02.255762] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:02.402462] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:02.402682] [INFO ] [CONFIGURE ] CRT: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-17T23:24:02.402754] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9527 tests
[2025-10-17T23:24:02.402805] [INFO ] [CONFIGURE ] CRT: Testing feature 28/29: add_volume_profile
[2025-10-17T23:24:02.402840] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_volume_profile']
[2025-10-17T23:24:02.540469] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:24:02.671055] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:24:02.803934] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:24:02.936104] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:03.067459] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:03.200271] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:03.331854] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:24:03.466202] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:03.598455] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:03.732133] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:03.732293] [INFO ] [CONFIGURE ] CRT: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-17T23:24:03.732336] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9526 tests
[2025-10-17T23:24:03.732372] [INFO ] [CONFIGURE ] CRT: Testing feature 29/29: add_vwap
[2025-10-17T23:24:03.732403] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_vwap']
[2025-10-17T23:24:03.865115] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:24:03.997931] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:24:04.129566] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:24:04.260278] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:04.393713] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:04.527410] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:04.661045] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:24:04.793334] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:24:04.926529] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:24:05.061235] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:05.061401] [INFO ] [CONFIGURE ] CRT: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:24:05.061446] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9525 tests
[2025-10-17T23:24:05.061532] [INFO ] [CONFIGURE ] CRT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:24:05.061582] [INFO ] [CONFIGURE ] CRT: Best accuracy: 90.00%
[2025-10-17T23:24:05.061614] [INFO ] [CONFIGURE ] CRT: Best feature set (2 features): ['add_daily_returns', 'add_obv_interval']
[2025-10-17T23:24:05.061665] [INFO ] [CONFIGURE ] CRT: Improvement over baseline: 20.00%
[2025-10-17T23:24:05.061717] [INFO ] [CONFIGURE ] CRT: Total time: 37.9 seconds
[2025-10-17T23:24:05.061747] [INFO ] [CONFIGURE ] CRT: Average time per feature: 1.3 seconds
[2025-10-17T23:24:05.061774] [INFO ] [CONFIGURE ] CRT: Average speed: 0.76 features/sec
[2025-10-17T23:24:05.062160] [INFO ] [LOCAL     ] Saved configuration for CRT: 2 features, 90.00% accuracy -> ./output/feature-sets/CRT.json
[2025-10-17T23:24:05.062217] [INFO ] [CONFIGURE ] CRT: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-17T23:24:05.062272] [INFO ] [sig       ] [52/380] Successfully configured CRT | 0.02 sym/s | Total: 36.7m | ETA: 3.9h
[2025-10-17T23:24:05.062346] [INFO ] [sig       ] [53/380] Configuring CTOS...
[2025-10-17T23:24:05.062410] [INFO ] [CONFIGURE ] CTOS: Configurate test run.
[2025-10-17T23:24:05.062465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTOS' from 'https://tdm.silogroup.org/data/derivative_storage/CTOS.csv'.
[2025-10-17T23:24:05.076722] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CTOS'.
[2025-10-17T23:24:05.077260] [INFO ] [CONFIGURE ] CTOS: Testing with 29 available features
[2025-10-17T23:24:05.077318] [INFO ] [CONFIGURE ] CTOS: Establishing baseline with no features...
[2025-10-17T23:24:05.185760] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:24:05.291464] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:05.395943] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:05.499625] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:05.604695] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:05.709764] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:05.816303] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:05.921092] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:06.027234] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:06.132996] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:06.133168] [INFO ] [CONFIGURE ] CTOS: Baseline score (no features): 80.00%
[2025-10-17T23:24:06.133229] [INFO ] [CONFIGURE ] CTOS: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:24:06.133264] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:24:06.248298] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:24:06.366831] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:06.484885] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:06.601218] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:06.722058] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:06.838965] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:06.956744] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:07.075879] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:07.195268] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:07.315201] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:07.315338] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_bollinger_bands (score: 80.00%)
[2025-10-17T23:24:07.315379] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9524 tests
[2025-10-17T23:24:07.315413] [INFO ] [CONFIGURE ] CTOS: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:24:07.315443] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:24:07.441788] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:07.567193] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:07.687735] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:07.808474] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:07.929497] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:08.055054] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:08.177035] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:08.300853] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:08.425382] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:08.549339] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:08.549466] [INFO ] [CONFIGURE ] CTOS: KEPT add_cumulative_delta (score: 90.00%)
[2025-10-17T23:24:08.549508] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9523 tests
[2025-10-17T23:24:08.549541] [INFO ] [CONFIGURE ] CTOS: Testing feature 3/29: add_daily_returns
[2025-10-17T23:24:08.549571] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:24:08.673152] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:08.820276] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:08.940920] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:09.061824] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:09.185945] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:09.310799] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:09.437460] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:09.559546] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:09.682927] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:09.806508] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:09.806673] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_daily_returns (score: 90.00%)
[2025-10-17T23:24:09.806738] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9522 tests
[2025-10-17T23:24:09.806784] [INFO ] [CONFIGURE ] CTOS: Testing feature 4/29: add_ema
[2025-10-17T23:24:09.806821] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-17T23:24:09.941726] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:10.076603] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:10.211077] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:10.347023] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:10.488091] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:10.623680] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:10.761587] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:10.899200] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:11.037238] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:11.185219] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:11.185418] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_ema (score: 90.00%)
[2025-10-17T23:24:11.185506] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9521 tests
[2025-10-17T23:24:11.185566] [INFO ] [CONFIGURE ] CTOS: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:24:11.185603] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:24:11.334842] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:11.486683] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:11.639467] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:11.792458] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:11.946384] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:12.099280] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:12.246697] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:12.405736] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:12.577127] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:12.734844] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:12.735047] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_exhaustion_signals (score: 90.00%)
[2025-10-17T23:24:12.735095] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9520 tests
[2025-10-17T23:24:12.735228] [INFO ] [CONFIGURE ] CTOS: Testing feature 6/29: add_failed_moves
[2025-10-17T23:24:12.735270] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:24:12.880042] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:13.013817] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:13.148719] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:13.283046] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:13.419285] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:13.555857] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:13.694472] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:13.839877] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:13.990833] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:14.138595] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:14.138819] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-17T23:24:14.138891] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9519 tests
[2025-10-17T23:24:14.138929] [INFO ] [CONFIGURE ] CTOS: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:24:14.138961] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T23:24:14.277284] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:14.420938] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:14.569850] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:14.708778] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:14.889241] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:15.023236] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:15.152689] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:15.283988] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:15.414372] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:15.547230] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:15.547428] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-17T23:24:15.547499] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9518 tests
[2025-10-17T23:24:15.547556] [INFO ] [CONFIGURE ] CTOS: Testing feature 8/29: add_macd
[2025-10-17T23:24:15.547592] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:24:15.713958] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:15.878772] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:16.045785] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:16.214731] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:16.379513] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:16.551114] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:24:16.724589] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:16.897123] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:17.068383] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:17.240748] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:17.240925] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_macd (score: 80.00%)
[2025-10-17T23:24:17.240969] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9517 tests
[2025-10-17T23:24:17.241004] [INFO ] [CONFIGURE ] CTOS: Testing feature 9/29: add_mfi
[2025-10-17T23:24:17.241036] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-17T23:24:17.400012] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:24:17.560268] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:17.705564] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:17.852557] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:17.999835] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:18.146352] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:18.298726] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:18.446214] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:18.597600] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:18.754689] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:18.754854] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_mfi (score: 80.00%)
[2025-10-17T23:24:18.754898] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9516 tests
[2025-10-17T23:24:18.754934] [INFO ] [CONFIGURE ] CTOS: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:24:18.754965] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:24:18.924122] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:19.087390] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:19.246839] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:19.409432] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:19.578248] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:19.742295] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:19.906061] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:20.083932] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:20.274283] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:20.459397] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:20.459692] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_momentum_acceleration (score: 90.00%)
[2025-10-17T23:24:20.459757] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9515 tests
[2025-10-17T23:24:20.459808] [INFO ] [CONFIGURE ] CTOS: Testing feature 11/29: add_obv_daily
[2025-10-17T23:24:20.459866] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-17T23:24:20.599070] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:20.736235] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:20.878435] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:21.022337] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:21.161194] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:21.297520] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:21.436083] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:21.576206] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:21.719476] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:21.860991] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:21.861191] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_obv_daily (score: 90.00%)
[2025-10-17T23:24:21.861238] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9514 tests
[2025-10-17T23:24:21.861272] [INFO ] [CONFIGURE ] CTOS: Testing feature 12/29: add_obv_interval
[2025-10-17T23:24:21.861304] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-17T23:24:21.994383] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:22.129472] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:22.263133] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:22.402893] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:22.542464] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:22.679542] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:22.823902] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:22.972602] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:23.127184] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:23.272120] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:24:23.272280] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-17T23:24:23.272322] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9513 tests
[2025-10-17T23:24:23.272357] [INFO ] [CONFIGURE ] CTOS: Testing feature 13/29: add_opening_strength
[2025-10-17T23:24:23.272388] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:24:23.419284] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:24:23.569214] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:23.725578] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:23.875184] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:24.024413] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:24.173049] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:24:24.325913] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:24.474876] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:24.623463] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:24.772009] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:24.772167] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-17T23:24:24.772215] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9512 tests
[2025-10-17T23:24:24.772250] [INFO ] [CONFIGURE ] CTOS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:24:24.772283] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-17T23:24:24.920057] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:25.072962] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:25.219788] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:25.368122] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:25.516972] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:25.670967] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:25.830139] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:24:25.990156] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:26.150499] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:26.312531] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:26.312765] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-17T23:24:26.312822] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9511 tests
[2025-10-17T23:24:26.312859] [INFO ] [CONFIGURE ] CTOS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:24:26.312890] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-17T23:24:26.448196] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:26.578343] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:26.708913] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:26.839061] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:26.981801] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:27.121834] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:27.256416] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:27.391932] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:27.529639] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:27.665669] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:27.665861] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-17T23:24:27.665906] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9510 tests
[2025-10-17T23:24:27.665940] [INFO ] [CONFIGURE ] CTOS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:24:27.665972] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-17T23:24:27.810471] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:24:27.950200] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:28.088064] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:28.227969] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:28.368394] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:28.513534] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:28.654169] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:28.796139] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:28.944471] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:29.093386] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:29.093571] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-17T23:24:29.093636] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9509 tests
[2025-10-17T23:24:29.093719] [INFO ] [CONFIGURE ] CTOS: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:24:29.093757] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-17T23:24:29.240209] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:29.382503] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:29.522994] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:29.665141] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:29.807368] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:29.947875] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:30.088737] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:30.230049] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:30.373303] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:30.518941] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:30.519124] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-17T23:24:30.519169] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9508 tests
[2025-10-17T23:24:30.519207] [INFO ] [CONFIGURE ] CTOS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:24:30.519241] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-17T23:24:30.655090] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:30.790264] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:30.919778] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:31.049492] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:31.179825] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:31.310825] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:31.442958] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:31.578834] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:31.714145] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:31.848969] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:31.849134] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-17T23:24:31.849180] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9507 tests
[2025-10-17T23:24:31.849214] [INFO ] [CONFIGURE ] CTOS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:24:31.849245] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-17T23:24:31.978966] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:32.108464] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:32.234323] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:32.362452] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:32.494017] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:32.622616] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:32.753179] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:32.894672] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:33.035474] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:33.185131] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:33.185326] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-17T23:24:33.185371] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9506 tests
[2025-10-17T23:24:33.185407] [INFO ] [CONFIGURE ] CTOS: Testing feature 20/29: add_price_rejection
[2025-10-17T23:24:33.185437] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-17T23:24:33.325614] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:33.465753] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:33.612303] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:33.762896] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:33.916266] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:34.051204] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:34.185333] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:34.329142] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:34.488341] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:34.643140] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:34.643374] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-17T23:24:34.643429] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9505 tests
[2025-10-17T23:24:34.643497] [INFO ] [CONFIGURE ] CTOS: Testing feature 21/29: add_range_position
[2025-10-17T23:24:34.643574] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-17T23:24:34.803809] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:24:34.968358] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:35.123586] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:35.270616] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:35.419428] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:35.569479] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:35.718719] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:35.865605] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:36.011887] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:36.157216] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:36.157361] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_range_position (score: 80.00%)
[2025-10-17T23:24:36.157409] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9504 tests
[2025-10-17T23:24:36.157444] [INFO ] [CONFIGURE ] CTOS: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:24:36.157475] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-17T23:24:36.313785] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:36.469620] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:36.629446] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:36.791013] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:36.961368] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:37.124485] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:37.285168] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:37.462847] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:37.649841] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:37.824193] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:37.824371] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-17T23:24:37.824414] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9503 tests
[2025-10-17T23:24:37.824449] [INFO ] [CONFIGURE ] CTOS: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:24:37.824479] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-17T23:24:37.973740] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:38.114241] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:38.256259] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:38.396728] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:38.540434] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:38.686137] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:38.829524] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:38.971971] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:39.118678] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:39.296304] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:39.296469] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-17T23:24:39.296516] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9502 tests
[2025-10-17T23:24:39.296551] [INFO ] [CONFIGURE ] CTOS: Testing feature 24/29: add_rsi
[2025-10-17T23:24:39.296584] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-17T23:24:39.454815] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:39.617725] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:39.779095] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:39.938037] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:40.096423] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:40.258408] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:40.422601] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:40.583230] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:40.744572] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:40.905768] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:40.905927] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_rsi (score: 90.00%)
[2025-10-17T23:24:40.905970] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9501 tests
[2025-10-17T23:24:40.906005] [INFO ] [CONFIGURE ] CTOS: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:24:40.906061] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-17T23:24:41.046111] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:41.182059] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:41.319098] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:41.458051] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:41.599075] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:41.737743] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:41.876945] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:42.014539] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:42.154347] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:42.324177] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:42.324361] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-17T23:24:42.324406] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9500 tests
[2025-10-17T23:24:42.324440] [INFO ] [CONFIGURE ] CTOS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:24:42.324470] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-17T23:24:42.460273] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:24:42.600987] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:42.739290] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:42.876330] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:43.015134] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:43.154919] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:43.296446] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:43.436806] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:43.577106] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:43.716770] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:43.716915] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-17T23:24:43.716977] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9499 tests
[2025-10-17T23:24:43.717014] [INFO ] [CONFIGURE ] CTOS: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:24:43.717045] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-17T23:24:43.863088] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:24:44.021112] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:44.175011] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:44.360502] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:44.561185] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:44.736594] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:24:44.946854] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:45.110400] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:45.266560] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:45.421067] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:24:45.421231] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T23:24:45.421275] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9498 tests
[2025-10-17T23:24:45.421312] [INFO ] [CONFIGURE ] CTOS: Testing feature 28/29: add_volume_profile
[2025-10-17T23:24:45.421345] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-17T23:24:45.561884] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:24:45.702730] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:45.842425] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:45.984636] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:46.131003] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:46.271328] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:46.413023] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:46.562131] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:46.707040] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:46.853366] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:24:46.853554] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T23:24:46.853625] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9497 tests
[2025-10-17T23:24:46.853712] [INFO ] [CONFIGURE ] CTOS: Testing feature 29/29: add_vwap
[2025-10-17T23:24:46.853752] [INFO ] [CONFIGURE ] CTOS: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-17T23:24:47.006675] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:24:47.162189] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:24:47.303952] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:24:47.445337] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:24:47.587599] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:24:47.728205] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:47.870065] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:48.014253] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:48.155171] [DEBUG] [FORECASTER] CTOS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:48.294427] [DEBUG] [FORECASTER] CTOS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:24:48.294585] [INFO ] [CONFIGURE ] CTOS: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:24:48.294631] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9496 tests
[2025-10-17T23:24:48.294726] [INFO ] [CONFIGURE ] CTOS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:24:48.294781] [INFO ] [CONFIGURE ] CTOS: Best accuracy: 90.00%
[2025-10-17T23:24:48.294814] [INFO ] [CONFIGURE ] CTOS: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-17T23:24:48.294913] [INFO ] [CONFIGURE ] CTOS: Improvement over baseline: 10.00%
[2025-10-17T23:24:48.294951] [INFO ] [CONFIGURE ] CTOS: Total time: 42.2 seconds
[2025-10-17T23:24:48.294979] [INFO ] [CONFIGURE ] CTOS: Average time per feature: 1.5 seconds
[2025-10-17T23:24:48.295007] [INFO ] [CONFIGURE ] CTOS: Average speed: 0.69 features/sec
[2025-10-17T23:24:48.295551] [INFO ] [LOCAL     ] Saved configuration for CTOS: 1 features, 90.00% accuracy -> ./output/feature-sets/CTOS.json
[2025-10-17T23:24:48.295621] [INFO ] [CONFIGURE ] CTOS: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-17T23:24:48.295731] [INFO ] [sig       ] [53/380] Successfully configured CTOS | 0.02 sym/s | Total: 37.5m | ETA: 3.9h
[2025-10-17T23:24:48.295810] [INFO ] [sig       ] [54/380] Configuring CTRI...
[2025-10-17T23:24:48.295877] [INFO ] [CONFIGURE ] CTRI: Configurate test run.
[2025-10-17T23:24:48.295932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRI' from 'https://tdm.silogroup.org/data/derivative_storage/CTRI.csv'.
[2025-10-17T23:24:48.310150] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CTRI'.
[2025-10-17T23:24:48.310530] [INFO ] [CONFIGURE ] CTRI: Testing with 29 available features
[2025-10-17T23:24:48.310587] [INFO ] [CONFIGURE ] CTRI: Establishing baseline with no features...
[2025-10-17T23:24:48.418199] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:24:48.527109] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:24:48.636842] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:24:48.746262] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:48.857297] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:24:48.967671] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:24:49.078433] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:49.190356] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:49.305303] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:24:49.417743] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:24:49.417944] [INFO ] [CONFIGURE ] CTRI: Baseline score (no features): 60.00%
[2025-10-17T23:24:49.417992] [INFO ] [CONFIGURE ] CTRI: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:24:49.418026] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:24:49.538596] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:24:49.660152] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:24:49.783000] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:24:49.905189] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:50.028969] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:24:50.156063] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:24:50.287843] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:50.414823] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:24:50.539789] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:50.667984] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:24:50.668164] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-17T23:24:50.668248] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9495 tests
[2025-10-17T23:24:50.668301] [INFO ] [CONFIGURE ] CTRI: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:24:50.668334] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:24:50.793777] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:24:50.921023] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:24:51.048381] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:24:51.176855] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:51.305629] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:24:51.435021] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:51.564455] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:51.692983] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:24:51.824821] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:24:51.955417] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:24:51.955552] [INFO ] [CONFIGURE ] CTRI: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-17T23:24:51.955594] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9494 tests
[2025-10-17T23:24:51.955628] [INFO ] [CONFIGURE ] CTRI: Testing feature 3/29: add_daily_returns
[2025-10-17T23:24:51.955693] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:24:52.091972] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:24:52.226626] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:24:52.361907] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:24:52.496281] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:52.632632] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:24:52.768392] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:52.905389] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:53.045870] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:24:53.183571] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:24:53.323354] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:24:53.323519] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T23:24:53.323562] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9493 tests
[2025-10-17T23:24:53.323597] [INFO ] [CONFIGURE ] CTRI: Testing feature 4/29: add_ema
[2025-10-17T23:24:53.323627] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-17T23:24:53.473278] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:24:53.627310] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:24:53.784085] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:24:53.938849] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:54.092257] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:24:54.247958] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:54.407491] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:54.567543] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:24:54.723349] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:24:54.877442] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:24:54.877611] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_ema (score: 70.00%)
[2025-10-17T23:24:54.877685] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9492 tests
[2025-10-17T23:24:54.877738] [INFO ] [CONFIGURE ] CTRI: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:24:54.877798] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:24:55.033902] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:24:55.189817] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:24:55.347896] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:24:55.502707] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:55.660359] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:24:55.816050] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:24:55.970076] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:56.128160] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:24:56.291244] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:24:56.457830] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:24:56.458024] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-17T23:24:56.458070] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9491 tests
[2025-10-17T23:24:56.458107] [INFO ] [CONFIGURE ] CTRI: Testing feature 6/29: add_failed_moves
[2025-10-17T23:24:56.458140] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:24:56.614905] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:24:56.749415] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:24:56.885285] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:24:57.022002] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:57.166572] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:24:57.306115] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:57.483354] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:57.626231] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:24:57.765197] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:24:57.936957] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:24:57.937259] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:24:57.937316] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9490 tests
[2025-10-17T23:24:57.937356] [INFO ] [CONFIGURE ] CTRI: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:24:57.937392] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T23:24:58.095816] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:24:58.233571] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:24:58.370795] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:24:58.508624] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:24:58.652730] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:24:58.798465] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:24:58.950574] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:24:59.111063] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:24:59.255111] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:24:59.392505] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:24:59.392776] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:24:59.392853] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9489 tests
[2025-10-17T23:24:59.392891] [INFO ] [CONFIGURE ] CTRI: Testing feature 8/29: add_macd
[2025-10-17T23:24:59.392924] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:24:59.554523] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:24:59.718337] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:24:59.878492] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:00.040621] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:00.204881] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:00.367774] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:25:00.565303] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:00.742438] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:00.913815] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:01.088590] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:01.088782] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_macd (score: 60.00%)
[2025-10-17T23:25:01.088833] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9488 tests
[2025-10-17T23:25:01.088869] [INFO ] [CONFIGURE ] CTRI: Testing feature 9/29: add_mfi
[2025-10-17T23:25:01.088958] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-17T23:25:01.255252] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:01.430910] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:01.615364] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:01.772839] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:01.928820] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:02.085185] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:25:02.232070] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:02.377412] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:02.527827] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:02.696997] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:02.697197] [INFO ] [CONFIGURE ] CTRI: KEPT add_mfi (score: 80.00%)
[2025-10-17T23:25:02.697250] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9487 tests
[2025-10-17T23:25:02.697287] [INFO ] [CONFIGURE ] CTRI: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:25:02.697317] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:25:02.880490] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:03.073888] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:03.267163] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:03.459410] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:03.638365] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:03.822044] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:25:04.002542] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:04.191524] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:04.400788] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:04.591295] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:04.591521] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-17T23:25:04.591569] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9486 tests
[2025-10-17T23:25:04.591633] [INFO ] [CONFIGURE ] CTRI: Testing feature 11/29: add_obv_daily
[2025-10-17T23:25:04.591716] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily']
[2025-10-17T23:25:04.747295] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:04.906066] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:05.064034] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:05.216202] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:05.368617] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:05.524054] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:25:05.688758] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:05.848617] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:06.031632] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:25:06.196567] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:06.196777] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T23:25:06.196830] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9485 tests
[2025-10-17T23:25:06.196868] [INFO ] [CONFIGURE ] CTRI: Testing feature 12/29: add_obv_interval
[2025-10-17T23:25:06.196901] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_interval']
[2025-10-17T23:25:06.357871] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:06.526394] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:06.693993] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:06.860536] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:07.028672] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:07.191505] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:25:07.351502] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:07.505197] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:07.665435] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:25:07.814531] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:07.814753] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-17T23:25:07.814810] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9484 tests
[2025-10-17T23:25:07.814845] [INFO ] [CONFIGURE ] CTRI: Testing feature 13/29: add_opening_strength
[2025-10-17T23:25:07.814876] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:25:07.971819] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:08.124084] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:08.281316] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:08.434568] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:08.588152] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:08.751661] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:25:08.906884] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:09.062002] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:09.217538] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:25:09.379070] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:09.379357] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:25:09.379408] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9483 tests
[2025-10-17T23:25:09.379445] [INFO ] [CONFIGURE ] CTRI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:25:09.379479] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-17T23:25:09.537294] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:09.694617] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:09.852702] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:10.011282] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:10.176129] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:10.354944] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:25:10.541314] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:10.721584] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:10.909229] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:25:11.101217] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:11.101452] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-17T23:25:11.101512] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9482 tests
[2025-10-17T23:25:11.101550] [INFO ] [CONFIGURE ] CTRI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:25:11.101582] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-17T23:25:11.261410] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:11.410637] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:11.555132] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:11.720744] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:11.886264] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:12.045634] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:25:12.203253] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:12.363917] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:12.537539] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:12.706767] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:12.706968] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T23:25:12.707014] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9481 tests
[2025-10-17T23:25:12.707051] [INFO ] [CONFIGURE ] CTRI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:25:12.707083] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-17T23:25:12.864844] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:13.014930] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:13.172947] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:13.327225] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:13.478232] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:13.630073] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:25:13.782512] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:13.946209] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:14.099380] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:25:14.253755] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:14.253971] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T23:25:14.254036] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9480 tests
[2025-10-17T23:25:14.254094] [INFO ] [CONFIGURE ] CTRI: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:25:14.254130] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_return_2d']
[2025-10-17T23:25:14.407364] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:14.561592] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:14.715585] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:14.875018] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:15.034179] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:15.190053] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:25:15.347963] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:15.506847] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:15.694708] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:15.856696] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:15.856947] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-17T23:25:15.856997] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9479 tests
[2025-10-17T23:25:15.857034] [INFO ] [CONFIGURE ] CTRI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:25:15.857066] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-17T23:25:15.999211] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:16.139574] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:16.283214] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:16.428174] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:16.581820] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:16.735003] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:25:16.884095] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:17.032475] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:17.181495] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:25:17.332913] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:17.333102] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-17T23:25:17.333148] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9478 tests
[2025-10-17T23:25:17.333186] [INFO ] [CONFIGURE ] CTRI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:25:17.333218] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-17T23:25:17.485699] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:17.638141] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:17.799084] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:17.955758] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:18.113185] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:18.272751] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:25:18.432328] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:18.593998] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:18.774262] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:18.949052] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:18.949285] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:25:18.949335] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9477 tests
[2025-10-17T23:25:18.949410] [INFO ] [CONFIGURE ] CTRI: Testing feature 20/29: add_price_rejection
[2025-10-17T23:25:18.949461] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_price_rejection']
[2025-10-17T23:25:19.108316] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:19.266948] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:19.425540] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:19.586324] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:19.749472] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:19.909593] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:25:20.070017] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:20.230416] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:20.392128] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:20.554963] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:20.555111] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-17T23:25:20.555154] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9476 tests
[2025-10-17T23:25:20.555187] [INFO ] [CONFIGURE ] CTRI: Testing feature 21/29: add_range_position
[2025-10-17T23:25:20.555218] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_range_position']
[2025-10-17T23:25:20.722808] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:20.892596] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:21.060400] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:21.231445] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:21.401192] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:21.571976] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:25:21.775522] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:21.947371] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:22.114062] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:22.277956] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:22.278130] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_range_position (score: 80.00%)
[2025-10-17T23:25:22.278177] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9475 tests
[2025-10-17T23:25:22.278210] [INFO ] [CONFIGURE ] CTRI: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:25:22.278241] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_realized_volatility']
[2025-10-17T23:25:22.453251] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:22.636330] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:22.825721] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:23.012198] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:23.199009] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:23.384284] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:25:23.572818] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:23.760037] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:23.949686] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:25:24.139528] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:24.139784] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T23:25:24.139848] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9474 tests
[2025-10-17T23:25:24.139886] [INFO ] [CONFIGURE ] CTRI: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:25:24.139918] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_recent_range_context']
[2025-10-17T23:25:24.297787] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:24.452350] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:24.608185] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:24.798833] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:24.954906] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:25.112456] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:25:25.269221] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:25.425527] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:25.581745] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:25:25.743270] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:25.743432] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:25:25.743474] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9473 tests
[2025-10-17T23:25:25.743508] [INFO ] [CONFIGURE ] CTRI: Testing feature 24/29: add_rsi
[2025-10-17T23:25:25.743539] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_ema', 'add_rsi']
[2025-10-17T23:25:25.917020] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:26.090594] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:26.264941] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:26.440001] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:26.617361] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:26.799486] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:25:26.978974] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:27.161483] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:27.341244] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:25:27.520619] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:27.520807] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T23:25:27.520858] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9472 tests
[2025-10-17T23:25:27.520894] [INFO ] [CONFIGURE ] CTRI: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:25:27.520982] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_tick_distribution']
[2025-10-17T23:25:27.676329] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:27.869799] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:28.024723] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:28.180708] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:28.337286] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:28.496161] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:25:28.659343] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:28.819925] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:28.982367] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:25:29.138166] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:29.138366] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T23:25:29.138411] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9471 tests
[2025-10-17T23:25:29.138445] [INFO ] [CONFIGURE ] CTRI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:25:29.138477] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-17T23:25:29.292805] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:25:29.449892] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:29.617545] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:29.782602] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:29.943944] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:30.104222] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:25:30.261807] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:30.424198] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:30.602576] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:25:30.768547] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:30.768734] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:25:30.768788] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9470 tests
[2025-10-17T23:25:30.768824] [INFO ] [CONFIGURE ] CTRI: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:25:30.768855] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_price_divergence']
[2025-10-17T23:25:30.936580] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:31.104181] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:31.276428] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:31.444425] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:31.616809] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:31.776553] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:25:31.933293] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:32.094314] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:32.252795] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:25:32.411210] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:32.411351] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T23:25:32.411394] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9469 tests
[2025-10-17T23:25:32.411431] [INFO ] [CONFIGURE ] CTRI: Testing feature 28/29: add_volume_profile
[2025-10-17T23:25:32.411461] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_profile']
[2025-10-17T23:25:32.562840] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:25:32.713609] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:32.861268] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:33.009752] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:33.158310] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:33.308078] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:25:33.457902] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:33.610968] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:33.764390] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:25:33.923981] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:33.924165] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:25:33.924208] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9468 tests
[2025-10-17T23:25:33.924241] [INFO ] [CONFIGURE ] CTRI: Testing feature 29/29: add_vwap
[2025-10-17T23:25:33.924271] [INFO ] [CONFIGURE ] CTRI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_vwap']
[2025-10-17T23:25:34.076973] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:25:34.229373] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:25:34.383912] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:25:34.537384] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:25:34.690922] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:25:34.847079] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:25:35.004372] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:25:35.161959] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:35.323895] [DEBUG] [FORECASTER] CTRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:35.490824] [DEBUG] [FORECASTER] CTRI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:25:35.491002] [INFO ] [CONFIGURE ] CTRI: DISCARDED add_vwap (score: 70.00%)
[2025-10-17T23:25:35.491050] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9467 tests
[2025-10-17T23:25:35.491088] [INFO ] [CONFIGURE ] CTRI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:25:35.491121] [INFO ] [CONFIGURE ] CTRI: Best accuracy: 80.00%
[2025-10-17T23:25:35.491154] [INFO ] [CONFIGURE ] CTRI: Best feature set (2 features): ['add_cumulative_delta', 'add_mfi']
[2025-10-17T23:25:35.491208] [INFO ] [CONFIGURE ] CTRI: Improvement over baseline: 20.00%
[2025-10-17T23:25:35.491238] [INFO ] [CONFIGURE ] CTRI: Total time: 46.1 seconds
[2025-10-17T23:25:35.491265] [INFO ] [CONFIGURE ] CTRI: Average time per feature: 1.6 seconds
[2025-10-17T23:25:35.491291] [INFO ] [CONFIGURE ] CTRI: Average speed: 0.63 features/sec
[2025-10-17T23:25:35.491924] [INFO ] [LOCAL     ] Saved configuration for CTRI: 2 features, 80.00% accuracy -> ./output/feature-sets/CTRI.json
[2025-10-17T23:25:35.491996] [INFO ] [CONFIGURE ] CTRI: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-17T23:25:35.492085] [INFO ] [sig       ] [54/380] Successfully configured CTRI | 0.02 sym/s | Total: 38.2m | ETA: 3.8h
[2025-10-17T23:25:35.492153] [INFO ] [sig       ] [55/380] Configuring CTVA...
[2025-10-17T23:25:35.492219] [INFO ] [CONFIGURE ] CTVA: Configurate test run.
[2025-10-17T23:25:35.492275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-10-17T23:25:35.507473] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CTVA'.
[2025-10-17T23:25:35.508044] [INFO ] [CONFIGURE ] CTVA: Testing with 29 available features
[2025-10-17T23:25:35.508104] [INFO ] [CONFIGURE ] CTVA: Establishing baseline with no features...
[2025-10-17T23:25:35.614739] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:25:35.717304] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:35.821069] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:35.924950] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:25:36.034790] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:25:36.138718] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:25:36.240922] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:25:36.344883] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:36.446928] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:36.556417] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:25:36.556582] [INFO ] [CONFIGURE ] CTVA: Baseline score (no features): 50.00%
[2025-10-17T23:25:36.556628] [INFO ] [CONFIGURE ] CTVA: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:25:36.556698] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:25:36.684555] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:25:36.822515] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:36.997969] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:37.171495] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:25:37.337137] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:25:37.484060] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:25:37.620789] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:25:37.757557] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:37.887626] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:38.006562] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:25:38.006770] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-17T23:25:38.006855] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9466 tests
[2025-10-17T23:25:38.006904] [INFO ] [CONFIGURE ] CTVA: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:25:38.006959] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:25:38.125943] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:25:38.246121] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:38.367321] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:38.490690] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:25:38.613705] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:25:38.735947] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:25:38.861013] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:25:38.988710] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:25:39.120560] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:39.258151] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:25:39.258314] [INFO ] [CONFIGURE ] CTVA: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-17T23:25:39.258356] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9465 tests
[2025-10-17T23:25:39.258390] [INFO ] [CONFIGURE ] CTVA: Testing feature 3/29: add_daily_returns
[2025-10-17T23:25:39.258422] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:25:39.388084] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:25:39.521141] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:39.654630] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:39.785889] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:25:39.929230] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:25:40.065079] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:25:40.196377] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:25:40.328172] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:25:40.463168] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:40.599490] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:25:40.599692] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T23:25:40.599753] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9464 tests
[2025-10-17T23:25:40.599791] [INFO ] [CONFIGURE ] CTVA: Testing feature 4/29: add_ema
[2025-10-17T23:25:40.599822] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-17T23:25:40.746561] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:25:40.892825] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:41.041099] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:41.189599] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:25:41.337563] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:25:41.483462] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:25:41.633424] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:25:41.781752] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:25:41.931207] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:42.082607] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:25:42.082793] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_ema (score: 60.00%)
[2025-10-17T23:25:42.082844] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9463 tests
[2025-10-17T23:25:42.082878] [INFO ] [CONFIGURE ] CTVA: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:25:42.082909] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:25:42.233276] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:25:42.384125] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:42.535063] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:42.688791] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:25:42.843259] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:25:43.027422] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:25:43.181219] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:25:43.334047] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:25:43.493357] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:43.649129] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:25:43.649288] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-17T23:25:43.649330] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9462 tests
[2025-10-17T23:25:43.649368] [INFO ] [CONFIGURE ] CTVA: Testing feature 6/29: add_failed_moves
[2025-10-17T23:25:43.649401] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:25:43.781204] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:25:43.914281] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:44.051481] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:44.185286] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:25:44.325722] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:25:44.464974] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:25:44.602003] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:25:44.739341] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:25:44.876478] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:45.019946] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:25:45.020125] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:25:45.020171] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9461 tests
[2025-10-17T23:25:45.020205] [INFO ] [CONFIGURE ] CTVA: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:25:45.020292] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T23:25:45.146615] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:25:45.271739] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:45.398710] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:45.524201] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:25:45.646814] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:25:45.769502] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:25:45.892481] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:25:46.053351] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:25:46.181810] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:46.310870] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:25:46.311022] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:25:46.311074] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9460 tests
[2025-10-17T23:25:46.311114] [INFO ] [CONFIGURE ] CTVA: Testing feature 8/29: add_macd
[2025-10-17T23:25:46.311152] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:25:46.478717] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:25:46.641024] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:46.804800] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:46.969417] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:25:47.135551] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:25:47.303389] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:25:47.472827] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:25:47.640076] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:25:47.813300] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:48.004666] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:25:48.004878] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_macd (score: 70.00%)
[2025-10-17T23:25:48.004935] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9459 tests
[2025-10-17T23:25:48.004974] [INFO ] [CONFIGURE ] CTVA: Testing feature 9/29: add_mfi
[2025-10-17T23:25:48.005006] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-17T23:25:48.146555] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:25:48.288847] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:48.436561] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:48.578699] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:25:48.717709] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:25:48.857143] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:25:48.998162] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:25:49.138899] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:25:49.280559] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:49.429606] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:25:49.429885] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:25:49.429945] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9458 tests
[2025-10-17T23:25:49.429983] [INFO ] [CONFIGURE ] CTVA: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:25:49.430016] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:25:49.584189] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:25:49.738431] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:49.892438] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:50.048791] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:25:50.203896] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:25:50.360136] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:25:50.517815] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:25:50.677563] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:50.839733] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:50.999924] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:25:51.000127] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:25:51.000174] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9457 tests
[2025-10-17T23:25:51.000211] [INFO ] [CONFIGURE ] CTVA: Testing feature 11/29: add_obv_daily
[2025-10-17T23:25:51.000243] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-17T23:25:51.132113] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:25:51.262480] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:51.392275] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:51.525792] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:25:51.656338] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:25:51.789200] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:25:51.922738] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:25:52.058984] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:52.193733] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:52.335255] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:25:52.335500] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T23:25:52.335549] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9456 tests
[2025-10-17T23:25:52.335584] [INFO ] [CONFIGURE ] CTVA: Testing feature 12/29: add_obv_interval
[2025-10-17T23:25:52.335637] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-17T23:25:52.461597] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:25:52.589063] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:52.716868] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:52.848314] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:25:52.981201] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:25:53.115004] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:25:53.250508] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:25:53.384859] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:25:53.520094] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:53.655451] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:25:53.655622] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-17T23:25:53.655700] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9455 tests
[2025-10-17T23:25:53.655749] [INFO ] [CONFIGURE ] CTVA: Testing feature 13/29: add_opening_strength
[2025-10-17T23:25:53.655782] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:25:53.801428] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:25:53.942080] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:54.082541] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:54.225184] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:25:54.366089] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:25:54.507098] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:25:54.648820] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:25:54.789019] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:25:54.931769] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:55.074209] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:25:55.074334] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-17T23:25:55.074378] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9454 tests
[2025-10-17T23:25:55.074414] [INFO ] [CONFIGURE ] CTVA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:25:55.074444] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-17T23:25:55.211478] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:25:55.355319] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:55.493231] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:55.632843] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:25:55.772923] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:25:55.912319] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:25:56.060405] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:25:56.221680] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:25:56.380059] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:56.530518] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:25:56.530766] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:25:56.530850] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9453 tests
[2025-10-17T23:25:56.530925] [INFO ] [CONFIGURE ] CTVA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:25:56.531002] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-17T23:25:56.666860] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:25:56.808991] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:56.943405] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:57.087918] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:25:57.241676] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:25:57.372037] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:25:57.502066] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:25:57.641218] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:25:57.787093] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:57.925003] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:25:57.925187] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:25:57.925235] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9452 tests
[2025-10-17T23:25:57.925273] [INFO ] [CONFIGURE ] CTVA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:25:57.925309] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-17T23:25:58.063420] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:25:58.201900] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:58.336752] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:58.470067] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:25:58.612470] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:25:58.757905] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:25:58.893194] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:25:59.030186] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:25:59.166610] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:25:59.309246] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:25:59.309419] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:25:59.309465] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9451 tests
[2025-10-17T23:25:59.309500] [INFO ] [CONFIGURE ] CTVA: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:25:59.309532] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-17T23:25:59.444962] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:25:59.585257] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:25:59.726007] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:25:59.860938] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:25:59.996254] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:00.133865] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:26:00.269818] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:00.406307] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:26:00.546673] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:26:00.685104] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:00.685277] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-17T23:26:00.685321] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9450 tests
[2025-10-17T23:26:00.685355] [INFO ] [CONFIGURE ] CTVA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:26:00.685387] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-17T23:26:00.812954] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:26:00.944492] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:26:01.081686] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:26:01.226238] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:26:01.355253] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:01.482362] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:26:01.614803] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:01.742089] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:26:01.903596] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:26:02.032095] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:02.032248] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:26:02.032290] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9449 tests
[2025-10-17T23:26:02.032358] [INFO ] [CONFIGURE ] CTVA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:26:02.032405] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-17T23:26:02.155963] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:26:02.279275] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:26:02.404586] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:26:02.528435] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:26:02.661629] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:02.788141] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:26:02.918712] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:03.054165] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:26:03.184211] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:26:03.312987] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:03.313141] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:26:03.313208] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9448 tests
[2025-10-17T23:26:03.313330] [INFO ] [CONFIGURE ] CTVA: Testing feature 20/29: add_price_rejection
[2025-10-17T23:26:03.313381] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-17T23:26:03.446368] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:26:03.580848] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:26:03.719768] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:26:03.856169] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:26:03.992213] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:26:04.132880] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:26:04.277152] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:04.434222] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:26:04.584691] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:26:04.732375] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:04.732571] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-17T23:26:04.732628] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9447 tests
[2025-10-17T23:26:04.732702] [INFO ] [CONFIGURE ] CTVA: Testing feature 21/29: add_range_position
[2025-10-17T23:26:04.732746] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-17T23:26:04.886124] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:26:05.029961] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:26:05.173770] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:26:05.318441] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:26:05.469549] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:26:05.637397] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:26:05.803194] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:05.969738] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:26:06.128080] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:26:06.288489] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:06.288679] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:26:06.288741] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9446 tests
[2025-10-17T23:26:06.288779] [INFO ] [CONFIGURE ] CTVA: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:26:06.288810] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-17T23:26:06.447982] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:26:06.608778] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:26:06.773106] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:26:06.940419] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:26:07.115565] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:26:07.277950] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:26:07.471961] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:07.636483] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:26:07.805348] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:26:07.972251] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:07.972416] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:26:07.972460] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9445 tests
[2025-10-17T23:26:07.972496] [INFO ] [CONFIGURE ] CTVA: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:26:07.972527] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-17T23:26:08.103619] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:26:08.236783] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:26:08.370362] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:26:08.504968] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:26:08.645041] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:08.781470] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:26:08.921360] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:09.061248] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:26:09.201449] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:26:09.342948] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:09.343094] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T23:26:09.343158] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9444 tests
[2025-10-17T23:26:09.343217] [INFO ] [CONFIGURE ] CTVA: Testing feature 24/29: add_rsi
[2025-10-17T23:26:09.343251] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-17T23:26:09.496368] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:26:09.646327] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:26:09.798617] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:26:09.954505] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:26:10.113326] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:10.266533] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:26:10.420456] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:10.582362] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:26:10.737812] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:26:10.891691] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:10.891848] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T23:26:10.891891] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9443 tests
[2025-10-17T23:26:10.891926] [INFO ] [CONFIGURE ] CTVA: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:26:10.891957] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-17T23:26:11.024067] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:26:11.153728] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:26:11.285672] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:26:11.416598] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:26:11.550183] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:11.686394] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:26:11.821824] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:11.958353] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:26:12.097353] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:26:12.234501] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:12.234698] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:26:12.234758] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9442 tests
[2025-10-17T23:26:12.234798] [INFO ] [CONFIGURE ] CTVA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:26:12.234831] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-17T23:26:12.373863] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:26:12.516285] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:26:12.649932] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:26:12.793289] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:26:12.936612] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:13.082907] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:26:13.227026] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:13.372189] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:26:13.540356] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:26:13.682321] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:13.682470] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:26:13.682513] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9441 tests
[2025-10-17T23:26:13.682547] [INFO ] [CONFIGURE ] CTVA: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:26:13.682578] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-17T23:26:13.829151] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:26:13.978354] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:26:14.127353] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:26:14.280062] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:26:14.433141] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:14.585196] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:26:14.729725] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:14.875270] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:26:15.019910] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:26:15.166956] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:15.167153] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:26:15.167198] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9440 tests
[2025-10-17T23:26:15.167234] [INFO ] [CONFIGURE ] CTVA: Testing feature 28/29: add_volume_profile
[2025-10-17T23:26:15.167267] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-17T23:26:15.299343] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:26:15.429378] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:26:15.560038] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:26:15.692705] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:26:15.824805] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:15.961225] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:26:16.094310] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:16.229324] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:26:16.365825] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:26:16.505865] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:16.506037] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:26:16.506099] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9439 tests
[2025-10-17T23:26:16.506136] [INFO ] [CONFIGURE ] CTVA: Testing feature 29/29: add_vwap
[2025-10-17T23:26:16.506167] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-17T23:26:16.638689] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:26:16.777456] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:26:16.913917] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:26:17.048447] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:26:17.183822] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:17.321370] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:26:17.461234] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:17.604019] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:26:17.748491] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:26:17.894122] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:17.894299] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T23:26:17.894343] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9438 tests
[2025-10-17T23:26:17.894379] [INFO ] [CONFIGURE ] CTVA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:26:17.894410] [INFO ] [CONFIGURE ] CTVA: Best accuracy: 70.00%
[2025-10-17T23:26:17.894443] [INFO ] [CONFIGURE ] CTVA: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-17T23:26:17.894473] [INFO ] [CONFIGURE ] CTVA: Improvement over baseline: 20.00%
[2025-10-17T23:26:17.894500] [INFO ] [CONFIGURE ] CTVA: Total time: 41.3 seconds
[2025-10-17T23:26:17.894584] [INFO ] [CONFIGURE ] CTVA: Average time per feature: 1.4 seconds
[2025-10-17T23:26:17.894634] [INFO ] [CONFIGURE ] CTVA: Average speed: 0.70 features/sec
[2025-10-17T23:26:17.895225] [INFO ] [LOCAL     ] Saved configuration for CTVA: 1 features, 70.00% accuracy -> ./output/feature-sets/CTVA.json
[2025-10-17T23:26:17.895294] [INFO ] [CONFIGURE ] CTVA: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-17T23:26:17.895389] [INFO ] [sig       ] [55/380] Successfully configured CTVA | 0.02 sym/s | Total: 38.9m | ETA: 3.8h
[2025-10-17T23:26:17.895464] [INFO ] [sig       ] [56/380] Configuring CURV...
[2025-10-17T23:26:17.895529] [INFO ] [CONFIGURE ] CURV: Configurate test run.
[2025-10-17T23:26:17.895584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURV' from 'https://tdm.silogroup.org/data/derivative_storage/CURV.csv'.
[2025-10-17T23:26:17.917826] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CURV'.
[2025-10-17T23:26:17.918318] [INFO ] [CONFIGURE ] CURV: Testing with 29 available features
[2025-10-17T23:26:17.918400] [INFO ] [CONFIGURE ] CURV: Establishing baseline with no features...
[2025-10-17T23:26:18.022401] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:18.126265] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:26:18.231577] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:18.338773] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:26:18.443502] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:18.547509] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:18.652907] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:18.761339] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:18.881431] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:18.997626] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:18.997838] [INFO ] [CONFIGURE ] CURV: Baseline score (no features): 60.00%
[2025-10-17T23:26:18.997896] [INFO ] [CONFIGURE ] CURV: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:26:18.997933] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:26:19.115961] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:19.231942] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:26:19.366081] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:19.492844] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:26:19.609607] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:19.728005] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:19.852436] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:19.982303] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:20.112437] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:20.243992] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:26:20.244164] [INFO ] [CONFIGURE ] CURV: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-17T23:26:20.244209] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9437 tests
[2025-10-17T23:26:20.244245] [INFO ] [CONFIGURE ] CURV: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:26:20.244302] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:26:20.374860] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:20.507715] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:20.629817] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:20.754682] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:26:20.879440] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:21.001889] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:21.124347] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:21.247695] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:21.377092] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:21.511257] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:21.511439] [INFO ] [CONFIGURE ] CURV: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-17T23:26:21.511488] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9436 tests
[2025-10-17T23:26:21.511523] [INFO ] [CONFIGURE ] CURV: Testing feature 3/29: add_daily_returns
[2025-10-17T23:26:21.511554] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:26:21.643920] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:21.783491] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:21.917663] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:22.052445] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:22.183364] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:22.314345] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:22.444108] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:22.613067] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:22.746818] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:22.881029] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:22.881194] [INFO ] [CONFIGURE ] CURV: KEPT add_daily_returns (score: 80.00%)
[2025-10-17T23:26:22.881238] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9435 tests
[2025-10-17T23:26:22.881273] [INFO ] [CONFIGURE ] CURV: Testing feature 4/29: add_ema
[2025-10-17T23:26:22.881306] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-17T23:26:23.023555] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:23.165413] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:23.307823] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:23.452075] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:23.598031] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:23.743862] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:23.889634] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:24.038336] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:24.184500] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:24.332323] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:24.332503] [INFO ] [CONFIGURE ] CURV: DISCARDED add_ema (score: 80.00%)
[2025-10-17T23:26:24.332548] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9434 tests
[2025-10-17T23:26:24.332640] [INFO ] [CONFIGURE ] CURV: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:26:24.332720] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:26:24.484789] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:24.640801] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:24.801596] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:24.970063] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:26:25.138383] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:25.306760] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:25.461015] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:25.638351] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:25.798758] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:25.956563] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:25.956763] [INFO ] [CONFIGURE ] CURV: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-17T23:26:25.956818] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9433 tests
[2025-10-17T23:26:25.956856] [INFO ] [CONFIGURE ] CURV: Testing feature 6/29: add_failed_moves
[2025-10-17T23:26:25.956893] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-17T23:26:26.090468] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:26.219713] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:26.351574] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:26.482962] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:26.614822] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:26.750537] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:26.889166] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:27.027842] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:27.170073] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:27.304707] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:27.304855] [INFO ] [CONFIGURE ] CURV: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T23:26:27.304898] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9432 tests
[2025-10-17T23:26:27.304932] [INFO ] [CONFIGURE ] CURV: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:26:27.304961] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-17T23:26:27.425007] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:27.546229] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:27.670934] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:27.802594] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:27.927383] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:28.052737] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:28.176623] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:28.308477] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:28.438431] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:28.568802] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:28.568975] [INFO ] [CONFIGURE ] CURV: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-17T23:26:28.569021] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9431 tests
[2025-10-17T23:26:28.569056] [INFO ] [CONFIGURE ] CURV: Testing feature 8/29: add_macd
[2025-10-17T23:26:28.569089] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-17T23:26:28.735273] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:28.901580] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:29.072732] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:29.269597] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:29.463010] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:29.680118] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:29.919429] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:26:30.159921] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:30.358444] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:30.530010] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:30.530207] [INFO ] [CONFIGURE ] CURV: DISCARDED add_macd (score: 70.00%)
[2025-10-17T23:26:30.530253] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9430 tests
[2025-10-17T23:26:30.530289] [INFO ] [CONFIGURE ] CURV: Testing feature 9/29: add_mfi
[2025-10-17T23:26:30.530321] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-17T23:26:30.669962] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:30.810182] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:30.953491] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:31.110832] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:31.270981] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:31.433027] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:31.596789] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:31.760980] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:31.914271] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:32.069473] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:32.069719] [INFO ] [CONFIGURE ] CURV: DISCARDED add_mfi (score: 80.00%)
[2025-10-17T23:26:32.069780] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9429 tests
[2025-10-17T23:26:32.069820] [INFO ] [CONFIGURE ] CURV: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:26:32.069853] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:26:32.227455] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:32.383188] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:32.540159] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:32.696622] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:32.854766] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:33.019559] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:33.185745] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:33.349901] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:33.520665] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:33.697872] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:33.698051] [INFO ] [CONFIGURE ] CURV: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-17T23:26:33.698101] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9428 tests
[2025-10-17T23:26:33.698161] [INFO ] [CONFIGURE ] CURV: Testing feature 11/29: add_obv_daily
[2025-10-17T23:26:33.698204] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-17T23:26:33.852920] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:34.001530] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:34.153921] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:34.304487] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:26:34.443465] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:34.581835] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:34.752064] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:34.890870] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:35.034997] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:35.185626] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:35.185840] [INFO ] [CONFIGURE ] CURV: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T23:26:35.185889] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9427 tests
[2025-10-17T23:26:35.185925] [INFO ] [CONFIGURE ] CURV: Testing feature 12/29: add_obv_interval
[2025-10-17T23:26:35.185959] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-10-17T23:26:35.322609] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:35.457795] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:35.592197] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:35.726963] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:35.864442] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:36.003498] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:36.145054] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:36.280691] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:36.422187] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:36.561331] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:36.561490] [INFO ] [CONFIGURE ] CURV: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-17T23:26:36.561534] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9426 tests
[2025-10-17T23:26:36.561569] [INFO ] [CONFIGURE ] CURV: Testing feature 13/29: add_opening_strength
[2025-10-17T23:26:36.561601] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:26:36.701074] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:36.847067] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:36.993994] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:37.144889] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:37.292410] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:37.436848] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:37.581493] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:26:37.733863] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:37.880099] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:38.023758] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:38.023929] [INFO ] [CONFIGURE ] CURV: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-17T23:26:38.023974] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9425 tests
[2025-10-17T23:26:38.024010] [INFO ] [CONFIGURE ] CURV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:26:38.024042] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-17T23:26:38.172317] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:38.319349] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:38.468284] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:38.622029] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:38.789310] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:38.939509] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:39.089880] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:26:39.239607] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:39.402594] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:39.563810] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:39.564038] [INFO ] [CONFIGURE ] CURV: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-17T23:26:39.564097] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9424 tests
[2025-10-17T23:26:39.564135] [INFO ] [CONFIGURE ] CURV: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:26:39.564167] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-17T23:26:39.693910] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:39.821673] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:39.950854] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:40.079779] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:26:40.208780] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:40.338048] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:40.468716] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:40.599416] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:40.735146] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:40.866121] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:40.866242] [INFO ] [CONFIGURE ] CURV: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-17T23:26:40.866286] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9423 tests
[2025-10-17T23:26:40.866320] [INFO ] [CONFIGURE ] CURV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:26:40.866350] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-17T23:26:40.997725] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:41.129662] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:41.263029] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:41.396697] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:41.531632] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:41.666528] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:41.801711] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:41.937792] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:42.072545] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:42.208715] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:42.208844] [INFO ] [CONFIGURE ] CURV: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-17T23:26:42.208887] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9422 tests
[2025-10-17T23:26:42.208921] [INFO ] [CONFIGURE ] CURV: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:26:42.208950] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-17T23:26:42.349316] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:42.486779] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:42.627353] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:42.770011] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:42.910390] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:43.051887] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:43.192176] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:43.333945] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:43.474911] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:43.620976] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:43.621115] [INFO ] [CONFIGURE ] CURV: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-17T23:26:43.621159] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9421 tests
[2025-10-17T23:26:43.621193] [INFO ] [CONFIGURE ] CURV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:26:43.621223] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-17T23:26:43.750815] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:43.877528] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:44.005701] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:44.134548] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:44.264051] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:44.394410] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:44.524907] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:44.656720] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:44.788460] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:44.919332] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:44.919448] [INFO ] [CONFIGURE ] CURV: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T23:26:44.919490] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9420 tests
[2025-10-17T23:26:44.919524] [INFO ] [CONFIGURE ] CURV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:26:44.919555] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-17T23:26:45.043094] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:45.167355] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:45.299813] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:45.427943] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:45.553870] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:45.681162] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:45.809043] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:45.937496] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:46.066199] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:46.193717] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:46.193887] [INFO ] [CONFIGURE ] CURV: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:26:46.193936] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9419 tests
[2025-10-17T23:26:46.194249] [INFO ] [CONFIGURE ] CURV: Testing feature 20/29: add_price_rejection
[2025-10-17T23:26:46.194301] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection']
[2025-10-17T23:26:46.331199] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:46.467386] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:46.604755] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:46.743716] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:46.883911] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:47.023305] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:47.163603] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:47.303463] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:47.444805] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:47.585981] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:47.586097] [INFO ] [CONFIGURE ] CURV: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-17T23:26:47.586141] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9418 tests
[2025-10-17T23:26:47.586174] [INFO ] [CONFIGURE ] CURV: Testing feature 21/29: add_range_position
[2025-10-17T23:26:47.586204] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position']
[2025-10-17T23:26:47.730246] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:47.873813] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:48.019170] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:48.164248] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:48.313306] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:48.459994] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:48.606517] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:48.754256] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:48.901303] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:49.049589] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:49.049757] [INFO ] [CONFIGURE ] CURV: DISCARDED add_range_position (score: 80.00%)
[2025-10-17T23:26:49.049821] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9417 tests
[2025-10-17T23:26:49.049867] [INFO ] [CONFIGURE ] CURV: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:26:49.049921] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility']
[2025-10-17T23:26:49.209347] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:49.368300] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:49.528923] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:49.690286] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:26:49.858329] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:50.029595] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:50.203059] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:50.377917] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:50.547437] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:50.717306] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:50.717486] [INFO ] [CONFIGURE ] CURV: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T23:26:50.717531] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9416 tests
[2025-10-17T23:26:50.717566] [INFO ] [CONFIGURE ] CURV: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:26:50.717598] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context']
[2025-10-17T23:26:50.855085] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:50.993045] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:51.132271] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:51.268971] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:26:51.405000] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:51.540788] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:51.677039] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:51.818057] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:51.956477] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:52.094721] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:52.094874] [INFO ] [CONFIGURE ] CURV: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T23:26:52.094917] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9415 tests
[2025-10-17T23:26:52.095003] [INFO ] [CONFIGURE ] CURV: Testing feature 24/29: add_rsi
[2025-10-17T23:26:52.095043] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-17T23:26:52.245482] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:52.395588] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:52.548615] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:52.701456] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:52.856977] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:53.010355] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:53.169504] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:53.324966] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:53.480985] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:53.637611] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:53.637826] [INFO ] [CONFIGURE ] CURV: DISCARDED add_rsi (score: 80.00%)
[2025-10-17T23:26:53.637883] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9414 tests
[2025-10-17T23:26:53.637919] [INFO ] [CONFIGURE ] CURV: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:26:53.637972] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution']
[2025-10-17T23:26:53.768108] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:53.898401] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:54.030813] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:54.167514] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:26:54.301313] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:54.437832] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:54.574184] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:54.710781] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:54.848011] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:54.984775] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:54.984937] [INFO ] [CONFIGURE ] CURV: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T23:26:54.984979] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9413 tests
[2025-10-17T23:26:54.985013] [INFO ] [CONFIGURE ] CURV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:26:54.985044] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-17T23:26:55.124509] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:55.266496] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:55.404352] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:55.544147] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:55.688351] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:55.832526] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:55.977928] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:56.122507] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:56.269885] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:56.413091] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:56.413259] [INFO ] [CONFIGURE ] CURV: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-17T23:26:56.413303] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9412 tests
[2025-10-17T23:26:56.413337] [INFO ] [CONFIGURE ] CURV: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:26:56.413368] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-17T23:26:56.559634] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:56.705042] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:56.853050] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:57.004819] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:57.153402] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:57.302675] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:57.452700] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:57.600255] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:57.750718] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:57.900576] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:57.900743] [INFO ] [CONFIGURE ] CURV: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-17T23:26:57.900796] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9411 tests
[2025-10-17T23:26:57.900831] [INFO ] [CONFIGURE ] CURV: Testing feature 28/29: add_volume_profile
[2025-10-17T23:26:57.900861] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile']
[2025-10-17T23:26:58.033567] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:58.167216] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:58.304924] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:58.444200] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:58.582454] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:26:58.720280] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:26:58.859594] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:26:59.001834] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:26:59.140870] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:26:59.279600] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:26:59.279760] [INFO ] [CONFIGURE ] CURV: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-17T23:26:59.279815] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9410 tests
[2025-10-17T23:26:59.279851] [INFO ] [CONFIGURE ] CURV: Testing feature 29/29: add_vwap
[2025-10-17T23:26:59.279882] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap']
[2025-10-17T23:26:59.416751] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:26:59.556310] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:26:59.694404] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:26:59.834550] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:26:59.980939] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:27:00.120787] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:00.265861] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:27:00.410955] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:27:00.557041] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:27:00.710868] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:00.711073] [INFO ] [CONFIGURE ] CURV: DISCARDED add_vwap (score: 70.00%)
[2025-10-17T23:27:00.711120] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9409 tests
[2025-10-17T23:27:00.711158] [INFO ] [CONFIGURE ] CURV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:27:00.711188] [INFO ] [CONFIGURE ] CURV: Best accuracy: 80.00%
[2025-10-17T23:27:00.711223] [INFO ] [CONFIGURE ] CURV: Best feature set (2 features): ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:27:00.711303] [INFO ] [CONFIGURE ] CURV: Improvement over baseline: 20.00%
[2025-10-17T23:27:00.711356] [INFO ] [CONFIGURE ] CURV: Total time: 41.7 seconds
[2025-10-17T23:27:00.711435] [INFO ] [CONFIGURE ] CURV: Average time per feature: 1.4 seconds
[2025-10-17T23:27:00.711478] [INFO ] [CONFIGURE ] CURV: Average speed: 0.70 features/sec
[2025-10-17T23:27:00.712111] [INFO ] [LOCAL     ] Saved configuration for CURV: 2 features, 80.00% accuracy -> ./output/feature-sets/CURV.json
[2025-10-17T23:27:00.712181] [INFO ] [CONFIGURE ] CURV: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-17T23:27:00.712247] [INFO ] [sig       ] [56/380] Successfully configured CURV | 0.02 sym/s | Total: 39.7m | ETA: 3.8h
[2025-10-17T23:27:00.712290] [INFO ] [sig       ] [57/380] Configuring CVEO...
[2025-10-17T23:27:00.712327] [INFO ] [CONFIGURE ] CVEO: Configurate test run.
[2025-10-17T23:27:00.712366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-10-17T23:27:00.728759] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CVEO'.
[2025-10-17T23:27:00.729423] [INFO ] [CONFIGURE ] CVEO: Testing with 29 available features
[2025-10-17T23:27:00.729496] [INFO ] [CONFIGURE ] CVEO: Establishing baseline with no features...
[2025-10-17T23:27:00.847291] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:00.965400] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:27:01.077736] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:01.189585] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:01.296218] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:27:01.401349] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:01.507106] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:01.621896] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:27:01.732480] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:01.854850] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:27:01.855017] [INFO ] [CONFIGURE ] CVEO: Baseline score (no features): 60.00%
[2025-10-17T23:27:01.855061] [INFO ] [CONFIGURE ] CVEO: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:27:01.855096] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:27:02.004977] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:02.132762] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:27:02.258892] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:27:02.381963] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:02.501594] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:27:02.623528] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:02.748522] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:02.879797] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:27:03.004287] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:27:03.133288] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:03.133484] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-17T23:27:03.133528] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9408 tests
[2025-10-17T23:27:03.133565] [INFO ] [CONFIGURE ] CVEO: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:27:03.133597] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:27:03.259399] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:03.387213] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:03.506952] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:03.629087] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:03.757088] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:03.883930] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:04.016608] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:04.145103] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:04.269991] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:04.395019] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:04.395236] [INFO ] [CONFIGURE ] CVEO: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-17T23:27:04.395312] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9407 tests
[2025-10-17T23:27:04.395370] [INFO ] [CONFIGURE ] CVEO: Testing feature 3/29: add_daily_returns
[2025-10-17T23:27:04.395406] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:27:04.516704] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:27:04.642413] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:04.769890] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:04.900049] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:05.050270] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:05.180745] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:05.314515] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:05.445468] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:05.577403] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:05.708438] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:05.708590] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T23:27:05.708634] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9406 tests
[2025-10-17T23:27:05.708708] [INFO ] [CONFIGURE ] CVEO: Testing feature 4/29: add_ema
[2025-10-17T23:27:05.708748] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-17T23:27:05.851555] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:05.997347] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:27:06.139220] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:27:06.285988] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:06.429118] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:06.580370] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:06.726482] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:06.874179] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:07.022000] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:07.170857] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:07.171001] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_ema (score: 60.00%)
[2025-10-17T23:27:07.171045] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9405 tests
[2025-10-17T23:27:07.171080] [INFO ] [CONFIGURE ] CVEO: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:27:07.171110] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:27:07.325085] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:07.473423] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:07.624178] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:07.776216] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:07.935068] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:08.093947] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:08.243963] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:08.394875] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:27:08.549839] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:27:08.701805] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:08.701937] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:27:08.701983] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9404 tests
[2025-10-17T23:27:08.702018] [INFO ] [CONFIGURE ] CVEO: Testing feature 6/29: add_failed_moves
[2025-10-17T23:27:08.702047] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:27:08.828157] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:08.955007] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:09.081831] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:09.214528] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:09.343740] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:09.474945] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:09.604865] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:09.741392] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:09.871874] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:10.002145] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:10.002289] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T23:27:10.002333] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9403 tests
[2025-10-17T23:27:10.002367] [INFO ] [CONFIGURE ] CVEO: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:27:10.002462] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T23:27:10.120195] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:10.238731] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:10.357566] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:10.489797] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:10.615121] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:10.743767] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:10.877966] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:11.011140] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:11.139662] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:11.275063] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:11.275257] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-17T23:27:11.275302] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9402 tests
[2025-10-17T23:27:11.275337] [INFO ] [CONFIGURE ] CVEO: Testing feature 8/29: add_macd
[2025-10-17T23:27:11.275369] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:27:11.442212] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:27:11.603552] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:11.770678] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:27:11.936568] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:27:12.125083] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:12.299859] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:27:12.478870] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:12.645421] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:27:12.815464] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:27:12.987167] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:12.987400] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_macd (score: 20.00%)
[2025-10-17T23:27:12.987475] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9401 tests
[2025-10-17T23:27:12.987536] [INFO ] [CONFIGURE ] CVEO: Testing feature 9/29: add_mfi
[2025-10-17T23:27:12.987573] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-17T23:27:13.133989] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:13.279196] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:13.418922] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:13.558093] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:13.697189] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:13.838373] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:13.988899] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:14.148811] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:14.297790] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:14.454793] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:14.454975] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_mfi (score: 80.00%)
[2025-10-17T23:27:14.455021] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9400 tests
[2025-10-17T23:27:14.455057] [INFO ] [CONFIGURE ] CVEO: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:27:14.455088] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:27:14.620045] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:14.774385] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:14.929091] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:15.082776] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:15.236871] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:15.392402] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:15.551725] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:15.709659] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:15.867552] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:16.030631] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:16.030825] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-17T23:27:16.030872] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9399 tests
[2025-10-17T23:27:16.030907] [INFO ] [CONFIGURE ] CVEO: Testing feature 11/29: add_obv_daily
[2025-10-17T23:27:16.030939] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-17T23:27:16.169592] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:16.304850] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:16.442061] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:16.583205] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:16.730160] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:16.879261] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:17.027446] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:17.183019] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:27:17.338756] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:17.493070] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:17.493315] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T23:27:17.493371] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9398 tests
[2025-10-17T23:27:17.493408] [INFO ] [CONFIGURE ] CVEO: Testing feature 12/29: add_obv_interval
[2025-10-17T23:27:17.493439] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-17T23:27:17.626423] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:17.757155] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:27:17.888617] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:18.017742] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:18.148528] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:18.278716] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:18.409292] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:18.542006] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:18.673584] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:18.804801] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:18.804959] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-17T23:27:18.805002] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9397 tests
[2025-10-17T23:27:18.805037] [INFO ] [CONFIGURE ] CVEO: Testing feature 13/29: add_opening_strength
[2025-10-17T23:27:18.805067] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:27:18.944144] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:19.087087] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:19.227313] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:27:19.365451] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:19.519276] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:19.659917] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:19.804444] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:19.947265] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:20.089168] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:20.227494] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:27:20.227668] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:27:20.227731] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9396 tests
[2025-10-17T23:27:20.227781] [INFO ] [CONFIGURE ] CVEO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:27:20.227834] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-17T23:27:20.364939] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:20.500334] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:27:20.637487] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:27:20.773474] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:20.910840] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:21.048464] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:21.186362] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:21.323688] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:21.462867] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:21.607422] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:21.607702] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:27:21.607793] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9395 tests
[2025-10-17T23:27:21.607853] [INFO ] [CONFIGURE ] CVEO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:27:21.607891] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-17T23:27:21.725422] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:21.842837] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:21.973211] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:22.095037] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:22.213314] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:22.335800] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:22.464141] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:22.594093] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:22.738712] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:22.916048] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:22.916322] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T23:27:22.916384] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9394 tests
[2025-10-17T23:27:22.916427] [INFO ] [CONFIGURE ] CVEO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:27:22.916465] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-17T23:27:23.089275] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:23.279077] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:23.438625] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:23.581097] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:23.754438] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:23.893252] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:24.032279] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:24.177305] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:24.330080] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:27:24.469888] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:24.470067] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T23:27:24.470112] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9393 tests
[2025-10-17T23:27:24.470147] [INFO ] [CONFIGURE ] CVEO: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:27:24.470178] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-17T23:27:24.612241] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:24.756092] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:24.899409] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:25.057812] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:25.207239] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:25.349947] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:25.492946] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:25.636821] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:25.777308] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:25.920192] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:27:25.920352] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-17T23:27:25.920396] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9392 tests
[2025-10-17T23:27:25.920429] [INFO ] [CONFIGURE ] CVEO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:27:25.920459] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-17T23:27:26.046516] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:26.175500] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:26.303565] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:26.431440] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:26.559827] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:26.691736] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:26.822465] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:26.955483] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:27.094994] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:27.228252] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:27.228404] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T23:27:27.228450] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 1.4s/test | Remaining: 9391 tests
[2025-10-17T23:27:27.228484] [INFO ] [CONFIGURE ] CVEO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:27:27.228515] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-17T23:27:27.354556] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:27.481590] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:27.607537] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:27.739099] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:27.871836] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:28.001065] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:28.129393] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:28.258585] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:28.389134] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:28.519196] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:28.519360] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:27:28.519406] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9390 tests
[2025-10-17T23:27:28.519493] [INFO ] [CONFIGURE ] CVEO: Testing feature 20/29: add_price_rejection
[2025-10-17T23:27:28.519544] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-17T23:27:28.656078] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:28.792700] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:28.928698] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:29.065823] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:29.199745] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:29.333195] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:29.465592] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:29.599518] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:29.734538] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:29.868109] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:29.868310] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-17T23:27:29.868358] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9389 tests
[2025-10-17T23:27:29.868393] [INFO ] [CONFIGURE ] CVEO: Testing feature 21/29: add_range_position
[2025-10-17T23:27:29.868426] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-17T23:27:30.007856] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:27:30.149103] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:30.295197] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:30.435372] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:30.574306] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:30.716262] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:30.859984] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:31.006619] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:31.151714] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:27:31.297707] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:31.297893] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:27:31.297949] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9388 tests
[2025-10-17T23:27:31.298129] [INFO ] [CONFIGURE ] CVEO: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:27:31.298171] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-17T23:27:31.452369] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:31.607460] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:31.762733] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:31.916729] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:32.072448] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:32.236815] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:32.418412] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:32.606918] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:32.796041] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:27:32.975359] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:32.975545] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T23:27:32.975591] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9387 tests
[2025-10-17T23:27:32.975628] [INFO ] [CONFIGURE ] CVEO: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:27:32.975697] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-17T23:27:33.124179] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:33.274078] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:33.412789] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:33.549415] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:33.687120] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:33.825436] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:33.963133] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:34.100095] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:34.234064] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:34.369563] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:34.369799] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T23:27:34.369851] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9386 tests
[2025-10-17T23:27:34.369888] [INFO ] [CONFIGURE ] CVEO: Testing feature 24/29: add_rsi
[2025-10-17T23:27:34.369920] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-17T23:27:34.517988] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:27:34.665105] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:27:34.814187] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:27:34.963273] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:35.113820] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:35.275967] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:27:35.451454] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:35.610870] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:35.764770] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:35.917615] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:35.917841] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T23:27:35.917899] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9385 tests
[2025-10-17T23:27:35.917935] [INFO ] [CONFIGURE ] CVEO: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:27:35.917966] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-17T23:27:36.043949] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:36.172518] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:36.299089] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:36.426479] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:36.558922] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:36.687579] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:36.816592] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:36.946004] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:37.078742] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:37.210119] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:37.210318] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-17T23:27:37.210381] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9384 tests
[2025-10-17T23:27:37.210417] [INFO ] [CONFIGURE ] CVEO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:27:37.210449] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-17T23:27:37.337571] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:37.465195] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:37.594702] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:37.730603] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:37.861448] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:37.996822] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:38.126758] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:38.256467] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:38.386045] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:27:38.516816] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:38.516985] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:27:38.517029] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9383 tests
[2025-10-17T23:27:38.517065] [INFO ] [CONFIGURE ] CVEO: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:27:38.517096] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-17T23:27:38.654855] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:38.792298] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:38.931511] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:39.083128] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:39.224907] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:39.366140] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:39.508519] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:39.651929] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:39.795137] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:39.937292] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:39.937440] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-17T23:27:39.937483] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9382 tests
[2025-10-17T23:27:39.937518] [INFO ] [CONFIGURE ] CVEO: Testing feature 28/29: add_volume_profile
[2025-10-17T23:27:39.937550] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-17T23:27:40.067401] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:40.201465] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:40.335526] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:40.466627] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:40.597775] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:40.730878] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:40.866393] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:41.001918] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:41.138048] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:27:41.273091] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:41.273258] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-17T23:27:41.273301] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9381 tests
[2025-10-17T23:27:41.273335] [INFO ] [CONFIGURE ] CVEO: Testing feature 29/29: add_vwap
[2025-10-17T23:27:41.273366] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-17T23:27:41.410539] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:27:41.549973] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:41.685337] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:41.823115] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:41.960247] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:27:42.094715] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:42.229532] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:27:42.363802] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:42.500104] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:27:42.636494] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:42.636683] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:27:42.636744] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9380 tests
[2025-10-17T23:27:42.636781] [INFO ] [CONFIGURE ] CVEO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:27:42.636811] [INFO ] [CONFIGURE ] CVEO: Best accuracy: 80.00%
[2025-10-17T23:27:42.636841] [INFO ] [CONFIGURE ] CVEO: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-17T23:27:42.636868] [INFO ] [CONFIGURE ] CVEO: Improvement over baseline: 20.00%
[2025-10-17T23:27:42.636893] [INFO ] [CONFIGURE ] CVEO: Total time: 40.8 seconds
[2025-10-17T23:27:42.636942] [INFO ] [CONFIGURE ] CVEO: Average time per feature: 1.4 seconds
[2025-10-17T23:27:42.636971] [INFO ] [CONFIGURE ] CVEO: Average speed: 0.71 features/sec
[2025-10-17T23:27:42.637630] [INFO ] [LOCAL     ] Saved configuration for CVEO: 1 features, 80.00% accuracy -> ./output/feature-sets/CVEO.json
[2025-10-17T23:27:42.637721] [INFO ] [CONFIGURE ] CVEO: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-17T23:27:42.637844] [INFO ] [sig       ] [57/380] Successfully configured CVEO | 0.02 sym/s | Total: 40.4m | ETA: 3.8h
[2025-10-17T23:27:42.637919] [INFO ] [sig       ] [58/380] Configuring CVNA...
[2025-10-17T23:27:42.637984] [INFO ] [CONFIGURE ] CVNA: Configurate test run.
[2025-10-17T23:27:42.638038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-10-17T23:27:42.652764] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CVNA'.
[2025-10-17T23:27:42.653174] [INFO ] [CONFIGURE ] CVNA: Testing with 29 available features
[2025-10-17T23:27:42.653231] [INFO ] [CONFIGURE ] CVNA: Establishing baseline with no features...
[2025-10-17T23:27:42.765049] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:42.876989] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:42.993320] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:43.112152] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:43.223281] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:27:43.329056] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:27:43.431537] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:27:43.534357] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:27:43.636607] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:27:43.739973] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:43.740121] [INFO ] [CONFIGURE ] CVNA: Baseline score (no features): 70.00%
[2025-10-17T23:27:43.740165] [INFO ] [CONFIGURE ] CVNA: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:27:43.740198] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:27:43.864750] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:43.992015] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:44.112234] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:44.230987] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:44.350274] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:27:44.493214] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:44.608178] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:27:44.725207] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:44.843214] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:27:44.961233] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:44.961432] [INFO ] [CONFIGURE ] CVNA: KEPT add_bollinger_bands (score: 90.00%)
[2025-10-17T23:27:44.961480] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9379 tests
[2025-10-17T23:27:44.961517] [INFO ] [CONFIGURE ] CVNA: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:27:44.961568] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:27:45.094146] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:45.231809] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:45.365814] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:45.498626] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:45.632143] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:27:45.766450] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:27:45.900390] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:27:46.039719] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:27:46.180770] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:27:46.319015] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:27:46.319170] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T23:27:46.319213] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9378 tests
[2025-10-17T23:27:46.319246] [INFO ] [CONFIGURE ] CVNA: Testing feature 3/29: add_daily_returns
[2025-10-17T23:27:46.319276] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:27:46.442026] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:46.571326] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:46.694205] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:46.819791] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:46.942555] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:27:47.065894] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:47.189542] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:27:47.314046] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:27:47.439584] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:27:47.565238] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:27:47.565426] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T23:27:47.565473] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9377 tests
[2025-10-17T23:27:47.565509] [INFO ] [CONFIGURE ] CVNA: Testing feature 4/29: add_ema
[2025-10-17T23:27:47.565542] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:27:47.700698] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:47.842986] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:27:47.980777] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:48.119397] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:48.256055] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:27:48.393915] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:27:48.532464] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:27:48.670101] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:48.806508] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:27:48.943799] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:27:48.943984] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_ema (score: 60.00%)
[2025-10-17T23:27:48.944028] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9376 tests
[2025-10-17T23:27:48.944063] [INFO ] [CONFIGURE ] CVNA: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:27:48.944095] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:27:49.090462] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:49.232409] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:49.377346] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:49.520045] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:49.662943] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:27:49.805560] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:49.950993] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:27:50.099118] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:50.254421] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:27:50.407001] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:50.407183] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_exhaustion_signals (score: 90.00%)
[2025-10-17T23:27:50.407227] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9375 tests
[2025-10-17T23:27:50.407262] [INFO ] [CONFIGURE ] CVNA: Testing feature 6/29: add_failed_moves
[2025-10-17T23:27:50.407294] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T23:27:50.558900] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:50.682293] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:50.807031] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:50.929959] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:51.052196] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:27:51.175029] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:51.298881] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:27:51.422777] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:27:51.552724] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:27:51.677920] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:27:51.678076] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:27:51.678121] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9374 tests
[2025-10-17T23:27:51.678155] [INFO ] [CONFIGURE ] CVNA: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:27:51.678185] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T23:27:51.792076] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:51.905329] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:52.017236] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:52.129401] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:52.241378] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:27:52.353087] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:52.465635] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:27:52.578357] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:52.691516] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:27:52.811487] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:27:52.811682] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-17T23:27:52.811747] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9373 tests
[2025-10-17T23:27:52.811786] [INFO ] [CONFIGURE ] CVNA: Testing feature 8/29: add_macd
[2025-10-17T23:27:52.811821] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T23:27:52.967142] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:53.138284] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:27:53.303357] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:53.471304] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:53.646810] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:27:53.815392] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:54.002303] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:27:54.182676] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:27:54.363808] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:27:54.545934] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:54.546156] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_macd (score: 70.00%)
[2025-10-17T23:27:54.546203] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9372 tests
[2025-10-17T23:27:54.546240] [INFO ] [CONFIGURE ] CVNA: Testing feature 9/29: add_mfi
[2025-10-17T23:27:54.546273] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T23:27:54.697182] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:54.846517] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:54.998426] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:55.150872] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:55.315032] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:27:55.473391] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:55.632102] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:27:55.786611] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:27:55.943940] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:27:56.102312] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:56.102586] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_mfi (score: 80.00%)
[2025-10-17T23:27:56.102690] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9371 tests
[2025-10-17T23:27:56.102755] [INFO ] [CONFIGURE ] CVNA: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:27:56.102793] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:27:56.272378] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:56.444793] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:56.651915] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:56.818596] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:56.988624] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:27:57.152598] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:57.312888] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:27:57.466339] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:27:57.620201] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:27:57.780608] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:27:57.780793] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:27:57.780853] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9370 tests
[2025-10-17T23:27:57.780911] [INFO ] [CONFIGURE ] CVNA: Testing feature 11/29: add_obv_daily
[2025-10-17T23:27:57.780946] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-17T23:27:57.910813] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:58.041724] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:58.171832] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:58.300717] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:58.430035] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:27:58.561517] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:58.691274] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:27:58.823821] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:27:58.955804] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:27:59.096163] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:27:59.096359] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_obv_daily (score: 90.00%)
[2025-10-17T23:27:59.096418] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9369 tests
[2025-10-17T23:27:59.096455] [INFO ] [CONFIGURE ] CVNA: Testing feature 12/29: add_obv_interval
[2025-10-17T23:27:59.096487] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-17T23:27:59.222376] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:27:59.350104] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:27:59.478447] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:27:59.608863] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:27:59.739114] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:27:59.868710] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:27:59.997005] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:28:00.143436] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:00.281994] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:28:00.413018] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:00.413145] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-17T23:28:00.413203] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9368 tests
[2025-10-17T23:28:00.413262] [INFO ] [CONFIGURE ] CVNA: Testing feature 13/29: add_opening_strength
[2025-10-17T23:28:00.413296] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:28:00.549824] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:28:00.689526] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:28:00.826544] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:28:00.963540] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:28:01.102179] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:01.251436] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:28:01.392719] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:28:01.531989] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:28:01.664040] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:28:01.818779] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:28:01.819030] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-17T23:28:01.819085] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9367 tests
[2025-10-17T23:28:01.819125] [INFO ] [CONFIGURE ] CVNA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:28:01.819160] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-17T23:28:01.958378] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:28:02.097510] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:28:02.260731] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:28:02.421032] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:28:02.558181] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:02.722365] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:02.860498] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:28:03.001767] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:28:03.147873] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:03.294750] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:03.294905] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:28:03.294951] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9366 tests
[2025-10-17T23:28:03.295010] [INFO ] [CONFIGURE ] CVNA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:28:03.295046] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-17T23:28:03.417017] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:28:03.536967] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:28:03.657875] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:28:03.780830] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:28:03.904793] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:04.027637] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:04.153401] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:28:04.278038] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:28:04.399809] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:28:04.530390] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:04.530634] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T23:28:04.530722] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9365 tests
[2025-10-17T23:28:04.530767] [INFO ] [CONFIGURE ] CVNA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:28:04.530801] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-17T23:28:04.664997] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:28:04.794914] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:28:04.920885] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:28:05.047892] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:28:05.175520] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:05.303091] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:05.431139] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:28:05.561453] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:28:05.695853] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:05.828398] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:28:05.828573] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T23:28:05.828616] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9364 tests
[2025-10-17T23:28:05.828677] [INFO ] [CONFIGURE ] CVNA: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:28:05.828730] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-17T23:28:05.960236] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:28:06.090224] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:28:06.222633] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:28:06.353694] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:28:06.485635] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:06.620447] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:06.755297] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:28:06.897895] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:28:07.047060] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:28:07.196992] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:28:07.197169] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-17T23:28:07.197243] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9363 tests
[2025-10-17T23:28:07.197287] [INFO ] [CONFIGURE ] CVNA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:28:07.197323] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-17T23:28:07.326830] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:28:07.455664] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:28:07.582535] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:28:07.706711] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:28:07.823753] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:07.940846] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:08.064462] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:28:08.188175] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:28:08.320767] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:28:08.445411] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:28:08.445552] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T23:28:08.445596] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9362 tests
[2025-10-17T23:28:08.445630] [INFO ] [CONFIGURE ] CVNA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:28:08.445697] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-17T23:28:08.560681] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:28:08.675349] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:28:08.793017] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:28:08.908541] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:28:09.025425] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:09.141377] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:09.258827] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:28:09.384802] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:09.510445] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:28:09.635424] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:09.635564] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:28:09.635608] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9361 tests
[2025-10-17T23:28:09.635663] [INFO ] [CONFIGURE ] CVNA: Testing feature 20/29: add_price_rejection
[2025-10-17T23:28:09.635720] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-17T23:28:09.767362] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:28:09.898957] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:28:10.027087] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:28:10.152086] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:28:10.277405] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:10.402722] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:10.526788] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:28:10.651631] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:10.778483] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:28:10.904861] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:10.905022] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-17T23:28:10.905064] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9360 tests
[2025-10-17T23:28:10.905099] [INFO ] [CONFIGURE ] CVNA: Testing feature 21/29: add_range_position
[2025-10-17T23:28:10.905129] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-17T23:28:11.038430] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:28:11.171712] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:28:11.304257] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:28:11.438889] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:28:11.572162] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:11.705353] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:11.841461] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:28:11.976899] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:28:12.112797] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:28:12.249113] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:12.249268] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T23:28:12.249312] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9359 tests
[2025-10-17T23:28:12.249347] [INFO ] [CONFIGURE ] CVNA: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:28:12.249378] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-17T23:28:12.397129] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:28:12.547096] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:28:12.700870] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:28:12.863321] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:28:13.025892] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:13.196704] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:13.366323] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:28:13.539074] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:13.711100] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:28:13.877287] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:13.877480] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T23:28:13.877525] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9358 tests
[2025-10-17T23:28:13.877559] [INFO ] [CONFIGURE ] CVNA: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:28:13.877589] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-17T23:28:14.008379] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:28:14.136818] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:28:14.275581] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:28:14.415415] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:28:14.559330] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:14.708469] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:14.855905] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:28:15.003464] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:28:15.151596] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:28:15.306357] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:28:15.306538] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T23:28:15.306593] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9357 tests
[2025-10-17T23:28:15.306636] [INFO ] [CONFIGURE ] CVNA: Testing feature 24/29: add_rsi
[2025-10-17T23:28:15.306713] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-17T23:28:15.475191] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:28:15.646040] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:28:15.807045] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:28:15.960935] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:28:16.115940] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:16.270851] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:28:16.431365] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:28:16.587599] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:28:16.746218] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:16.903716] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:16.903911] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:28:16.904026] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9356 tests
[2025-10-17T23:28:16.904069] [INFO ] [CONFIGURE ] CVNA: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:28:16.904101] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-17T23:28:17.035367] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:28:17.166359] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:28:17.300600] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:28:17.435047] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:28:17.568218] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:17.700233] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:17.864639] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:28:17.999871] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:28:18.149898] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:28:18.297935] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:28:18.298101] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-17T23:28:18.298147] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9355 tests
[2025-10-17T23:28:18.298180] [INFO ] [CONFIGURE ] CVNA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:28:18.298211] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-17T23:28:18.433108] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:28:18.576149] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:28:18.736811] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:28:18.883056] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:28:19.032185] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:19.179665] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:19.338134] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:28:19.486885] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:28:19.627479] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:28:19.787023] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:19.787209] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:28:19.787254] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9354 tests
[2025-10-17T23:28:19.787288] [INFO ] [CONFIGURE ] CVNA: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:28:19.787319] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-17T23:28:19.928989] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:28:20.068620] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:28:20.205602] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:28:20.344806] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:28:20.487401] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:20.626493] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:20.767616] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:28:20.908487] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:21.051534] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:28:21.195025] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:21.195239] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-17T23:28:21.195299] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9353 tests
[2025-10-17T23:28:21.195337] [INFO ] [CONFIGURE ] CVNA: Testing feature 28/29: add_volume_profile
[2025-10-17T23:28:21.195368] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T23:28:21.329477] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:28:21.460887] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:28:21.589806] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:28:21.719499] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:28:21.849804] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:21.980392] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:22.111265] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:28:22.242140] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:22.374193] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:28:22.507290] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:22.507487] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-17T23:28:22.507533] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9352 tests
[2025-10-17T23:28:22.507567] [INFO ] [CONFIGURE ] CVNA: Testing feature 29/29: add_vwap
[2025-10-17T23:28:22.507598] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-17T23:28:22.646171] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:28:22.780462] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:28:22.912802] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:28:23.050279] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:28:23.187291] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:23.321465] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:23.454962] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:28:23.590922] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:28:23.740520] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:28:23.917047] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:28:23.917208] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_vwap (score: 80.00%)
[2025-10-17T23:28:23.917252] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9351 tests
[2025-10-17T23:28:23.917288] [INFO ] [CONFIGURE ] CVNA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:28:23.917318] [INFO ] [CONFIGURE ] CVNA: Best accuracy: 90.00%
[2025-10-17T23:28:23.917349] [INFO ] [CONFIGURE ] CVNA: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-17T23:28:23.917377] [INFO ] [CONFIGURE ] CVNA: Improvement over baseline: 20.00%
[2025-10-17T23:28:23.917405] [INFO ] [CONFIGURE ] CVNA: Total time: 40.2 seconds
[2025-10-17T23:28:23.917432] [INFO ] [CONFIGURE ] CVNA: Average time per feature: 1.4 seconds
[2025-10-17T23:28:23.917459] [INFO ] [CONFIGURE ] CVNA: Average speed: 0.72 features/sec
[2025-10-17T23:28:23.917942] [INFO ] [LOCAL     ] Saved configuration for CVNA: 1 features, 90.00% accuracy -> ./output/feature-sets/CVNA.json
[2025-10-17T23:28:23.918022] [INFO ] [CONFIGURE ] CVNA: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-17T23:28:23.918105] [INFO ] [sig       ] [58/380] Successfully configured CVNA | 0.02 sym/s | Total: 41.0m | ETA: 3.8h
[2025-10-17T23:28:23.918182] [INFO ] [sig       ] [59/380] Configuring CW...
[2025-10-17T23:28:23.918246] [INFO ] [CONFIGURE ] CW: Configurate test run.
[2025-10-17T23:28:23.918302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CW' from 'https://tdm.silogroup.org/data/derivative_storage/CW.csv'.
[2025-10-17T23:28:23.931117] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CW'.
[2025-10-17T23:28:23.931464] [INFO ] [CONFIGURE ] CW: Testing with 29 available features
[2025-10-17T23:28:23.931521] [INFO ] [CONFIGURE ] CW: Establishing baseline with no features...
[2025-10-17T23:28:24.035703] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:24.140024] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:28:24.249382] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:28:24.355889] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:24.462748] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:28:24.568553] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:24.677497] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:24.785582] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:24.896087] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:25.004413] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:25.004574] [INFO ] [CONFIGURE ] CW: Baseline score (no features): 60.00%
[2025-10-17T23:28:25.004617] [INFO ] [CONFIGURE ] CW: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:28:25.004679] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:28:25.121817] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:25.241201] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:28:25.359688] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:28:25.481023] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:25.607635] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:25.727868] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:25.848815] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:25.970063] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:26.094318] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:26.219971] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:26.220150] [INFO ] [CONFIGURE ] CW: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-17T23:28:26.220194] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9350 tests
[2025-10-17T23:28:26.220228] [INFO ] [CONFIGURE ] CW: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:28:26.220261] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:28:26.361251] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:26.497817] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:28:26.634251] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:28:26.770887] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:26.948625] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:27.094718] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:27.243440] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:27.385358] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:27.526488] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:27.680144] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:27.680339] [INFO ] [CONFIGURE ] CW: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T23:28:27.680403] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9349 tests
[2025-10-17T23:28:27.680442] [INFO ] [CONFIGURE ] CW: Testing feature 3/29: add_daily_returns
[2025-10-17T23:28:27.680475] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:28:27.806029] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:27.929162] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:28:28.055328] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:28:28.179405] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:28.302616] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:28.431365] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:28.566441] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:28.697279] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:28.822713] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:28.949146] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:28.949337] [INFO ] [CONFIGURE ] CW: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T23:28:28.949382] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9348 tests
[2025-10-17T23:28:28.949415] [INFO ] [CONFIGURE ] CW: Testing feature 4/29: add_ema
[2025-10-17T23:28:28.949446] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:28:29.089666] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:29.224449] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:28:29.359791] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:28:29.495898] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:29.643809] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:29.801979] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:29.976718] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:30.114349] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:30.252787] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:30.399755] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:30.399980] [INFO ] [CONFIGURE ] CW: DISCARDED add_ema (score: 70.00%)
[2025-10-17T23:28:30.400036] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9347 tests
[2025-10-17T23:28:30.400072] [INFO ] [CONFIGURE ] CW: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:28:30.400112] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:28:30.549589] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:30.709390] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:28:30.897140] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:28:31.117108] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:31.324471] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:31.499790] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:31.669350] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:31.846177] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:32.004358] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:32.164405] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:32.164628] [INFO ] [CONFIGURE ] CW: KEPT add_exhaustion_signals (score: 80.00%)
[2025-10-17T23:28:32.164712] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9346 tests
[2025-10-17T23:28:32.164782] [INFO ] [CONFIGURE ] CW: Testing feature 6/29: add_failed_moves
[2025-10-17T23:28:32.164841] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-17T23:28:32.334611] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:32.502302] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:28:32.666279] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:28:32.829498] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:33.040422] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:33.218268] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:33.389336] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:33.563440] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:33.741590] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:33.918793] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:33.918973] [INFO ] [CONFIGURE ] CW: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T23:28:33.919022] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9345 tests
[2025-10-17T23:28:33.919060] [INFO ] [CONFIGURE ] CW: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:28:33.919094] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-17T23:28:34.080534] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:34.242708] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:28:34.402634] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:28:34.570337] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:34.737660] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:34.899975] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:35.063090] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:35.227029] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:35.395933] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:35.565421] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:35.565611] [INFO ] [CONFIGURE ] CW: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:28:35.565695] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9344 tests
[2025-10-17T23:28:35.565746] [INFO ] [CONFIGURE ] CW: Testing feature 8/29: add_macd
[2025-10-17T23:28:35.565781] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-17T23:28:35.756088] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:35.954026] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:28:36.146889] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:28:36.338435] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:36.524129] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:36.717387] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:36.905464] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:37.092498] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:37.283839] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:37.462693] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:37.462891] [INFO ] [CONFIGURE ] CW: DISCARDED add_macd (score: 60.00%)
[2025-10-17T23:28:37.462937] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9343 tests
[2025-10-17T23:28:37.462973] [INFO ] [CONFIGURE ] CW: Testing feature 9/29: add_mfi
[2025-10-17T23:28:37.463005] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-17T23:28:37.643191] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:37.793764] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:28:37.945725] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:28:38.098816] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:38.253008] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:38.425165] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:38.597235] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:38.761325] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:38.921585] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:39.111847] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:39.111992] [INFO ] [CONFIGURE ] CW: DISCARDED add_mfi (score: 80.00%)
[2025-10-17T23:28:39.112035] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9342 tests
[2025-10-17T23:28:39.112069] [INFO ] [CONFIGURE ] CW: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:28:39.112100] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:28:39.286002] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:39.459589] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:28:39.627699] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:28:39.800879] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:39.970336] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:40.140512] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:40.310603] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:40.480821] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:40.651699] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:40.825458] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:40.825591] [INFO ] [CONFIGURE ] CW: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:28:40.825634] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9341 tests
[2025-10-17T23:28:40.825709] [INFO ] [CONFIGURE ] CW: Testing feature 11/29: add_obv_daily
[2025-10-17T23:28:40.825749] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-17T23:28:40.971581] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:41.120697] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:28:41.267466] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:28:41.414000] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:41.559877] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:41.706719] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:41.855286] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:42.002713] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:42.160807] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:42.308596] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:42.308759] [INFO ] [CONFIGURE ] CW: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-17T23:28:42.308810] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9340 tests
[2025-10-17T23:28:42.308844] [INFO ] [CONFIGURE ] CW: Testing feature 12/29: add_obv_interval
[2025-10-17T23:28:42.308874] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-17T23:28:42.457023] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:42.602331] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:28:42.747122] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:28:42.892703] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:43.039383] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:43.185876] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:43.333293] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:43.480548] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:43.628863] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:43.781530] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:43.781733] [INFO ] [CONFIGURE ] CW: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-17T23:28:43.781805] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9339 tests
[2025-10-17T23:28:43.781862] [INFO ] [CONFIGURE ] CW: Testing feature 13/29: add_opening_strength
[2025-10-17T23:28:43.781906] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:28:43.934957] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:44.088068] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:28:44.243302] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:28:44.398501] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:44.553379] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:44.709660] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:44.865038] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:45.021852] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:45.198225] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:45.355527] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:28:45.355702] [INFO ] [CONFIGURE ] CW: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-17T23:28:45.355758] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9338 tests
[2025-10-17T23:28:45.355814] [INFO ] [CONFIGURE ] CW: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:28:45.355870] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-17T23:28:45.513878] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:45.673092] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:28:45.836171] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:28:46.000618] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:46.165959] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:46.331220] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:46.503798] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:46.676967] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:46.850278] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:47.022782] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:47.022971] [INFO ] [CONFIGURE ] CW: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-17T23:28:47.023015] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9337 tests
[2025-10-17T23:28:47.023051] [INFO ] [CONFIGURE ] CW: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:28:47.023084] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-17T23:28:47.172619] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:47.322187] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:28:47.473699] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:28:47.624022] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:47.775787] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:47.924126] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:48.071528] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:48.227633] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:48.380063] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:48.532291] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:48.532480] [INFO ] [CONFIGURE ] CW: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-17T23:28:48.532546] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9336 tests
[2025-10-17T23:28:48.532606] [INFO ] [CONFIGURE ] CW: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:28:48.532662] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-17T23:28:48.689877] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:48.846718] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:28:49.003799] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:28:49.165397] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:49.325669] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:49.484505] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:49.646433] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:49.800885] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:49.954746] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:50.109221] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:50.109391] [INFO ] [CONFIGURE ] CW: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:28:50.109434] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9335 tests
[2025-10-17T23:28:50.109468] [INFO ] [CONFIGURE ] CW: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:28:50.109498] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-17T23:28:50.264312] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:50.418927] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:28:50.573086] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:28:50.728207] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:50.885359] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:51.046309] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:51.239598] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:51.402089] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:51.563550] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:51.725681] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:51.725903] [INFO ] [CONFIGURE ] CW: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-17T23:28:51.725952] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9334 tests
[2025-10-17T23:28:51.725987] [INFO ] [CONFIGURE ] CW: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:28:51.726019] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-17T23:28:51.873869] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:52.021361] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:28:52.170452] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:28:52.318001] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:52.465720] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:52.615707] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:52.765724] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:52.917709] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:53.075603] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:53.234739] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:53.234914] [INFO ] [CONFIGURE ] CW: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-17T23:28:53.234973] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9333 tests
[2025-10-17T23:28:53.235011] [INFO ] [CONFIGURE ] CW: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:28:53.235043] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-17T23:28:53.394507] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:53.544356] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:28:53.694443] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:28:53.850795] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:54.000951] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:54.152994] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:54.305368] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:54.461428] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:54.614193] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:54.763128] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:54.763290] [INFO ] [CONFIGURE ] CW: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:28:54.763335] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9332 tests
[2025-10-17T23:28:54.763371] [INFO ] [CONFIGURE ] CW: Testing feature 20/29: add_price_rejection
[2025-10-17T23:28:54.763405] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-17T23:28:54.920146] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:55.075776] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:28:55.232728] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:28:55.393776] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:55.554469] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:55.713414] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:55.873573] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:56.030854] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:56.189078] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:56.348426] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:56.348593] [INFO ] [CONFIGURE ] CW: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:28:56.348638] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9331 tests
[2025-10-17T23:28:56.348718] [INFO ] [CONFIGURE ] CW: Testing feature 21/29: add_range_position
[2025-10-17T23:28:56.348755] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-17T23:28:56.514270] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:56.680308] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:28:56.846573] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:28:57.021363] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:57.192193] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:57.371294] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:57.549006] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:57.726860] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:57.906080] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:58.098782] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:58.098940] [INFO ] [CONFIGURE ] CW: DISCARDED add_range_position (score: 80.00%)
[2025-10-17T23:28:58.098983] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9330 tests
[2025-10-17T23:28:58.099017] [INFO ] [CONFIGURE ] CW: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:28:58.099048] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-17T23:28:58.278776] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:28:58.464351] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:28:58.649846] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:28:58.842303] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:28:59.028940] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:28:59.215673] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:28:59.403152] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:28:59.589619] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:28:59.781159] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:28:59.970198] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:28:59.970410] [INFO ] [CONFIGURE ] CW: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T23:28:59.970472] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9329 tests
[2025-10-17T23:28:59.970553] [INFO ] [CONFIGURE ] CW: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:28:59.970594] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-17T23:29:00.129900] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:29:00.318607] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:00.474175] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:00.631162] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:29:00.789321] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:29:00.948273] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:29:01.106496] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:01.274941] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:01.433884] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:29:01.591714] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:01.591884] [INFO ] [CONFIGURE ] CW: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T23:29:01.591930] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9328 tests
[2025-10-17T23:29:01.591966] [INFO ] [CONFIGURE ] CW: Testing feature 24/29: add_rsi
[2025-10-17T23:29:01.591999] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-17T23:29:01.770475] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:29:01.950025] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:02.130617] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:29:02.310874] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:29:02.491855] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:29:02.678972] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:29:02.872140] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:03.049545] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:03.227743] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:29:03.409607] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:03.409787] [INFO ] [CONFIGURE ] CW: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T23:29:03.409838] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9327 tests
[2025-10-17T23:29:03.409874] [INFO ] [CONFIGURE ] CW: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:29:03.409905] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-17T23:29:03.565598] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:29:03.736938] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:03.911264] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:29:04.080068] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:29:04.247699] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:29:04.435858] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:29:04.621020] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:04.794637] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:04.964183] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:29:05.137174] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:05.137439] [INFO ] [CONFIGURE ] CW: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T23:29:05.137487] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9326 tests
[2025-10-17T23:29:05.137522] [INFO ] [CONFIGURE ] CW: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:29:05.137555] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-17T23:29:05.304972] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:29:05.479487] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:05.665401] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:05.852300] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:29:06.034017] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:29:06.210547] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:29:06.427859] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:06.602678] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:06.773432] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:29:06.949726] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:06.949992] [INFO ] [CONFIGURE ] CW: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-17T23:29:06.950040] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9325 tests
[2025-10-17T23:29:06.950078] [INFO ] [CONFIGURE ] CW: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:29:06.950112] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-17T23:29:07.135933] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:29:07.318380] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:07.498549] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:07.680867] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:29:07.866866] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:29:08.056470] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:29:08.241737] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:08.422889] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:08.606319] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:29:08.786302] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:08.786567] [INFO ] [CONFIGURE ] CW: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-17T23:29:08.786709] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9324 tests
[2025-10-17T23:29:08.786780] [INFO ] [CONFIGURE ] CW: Testing feature 28/29: add_volume_profile
[2025-10-17T23:29:08.786834] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-17T23:29:08.951361] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:29:09.121416] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:29:09.301405] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:29:09.474911] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:29:09.646840] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:29:09.832825] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:29:09.999499] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:10.163293] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:10.320579] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:29:10.474438] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:10.474631] [INFO ] [CONFIGURE ] CW: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:29:10.474720] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9323 tests
[2025-10-17T23:29:10.474764] [INFO ] [CONFIGURE ] CW: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:29:10.474797] [INFO ] [CONFIGURE ] CW: Best accuracy: 80.00%
[2025-10-17T23:29:10.474830] [INFO ] [CONFIGURE ] CW: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:29:10.474858] [INFO ] [CONFIGURE ] CW: Improvement over baseline: 20.00%
[2025-10-17T23:29:10.474884] [INFO ] [CONFIGURE ] CW: Total time: 45.5 seconds
[2025-10-17T23:29:10.474910] [INFO ] [CONFIGURE ] CW: Average time per feature: 1.6 seconds
[2025-10-17T23:29:10.474942] [INFO ] [CONFIGURE ] CW: Average speed: 0.64 features/sec
[2025-10-17T23:29:10.476048] [INFO ] [LOCAL     ] Saved configuration for CW: 3 features, 80.00% accuracy -> ./output/feature-sets/CW.json
[2025-10-17T23:29:10.476199] [INFO ] [CONFIGURE ] CW: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-17T23:29:10.476289] [INFO ] [sig       ] [59/380] Successfully configured CW | 0.02 sym/s | Total: 41.8m | ETA: 3.8h
[2025-10-17T23:29:10.476361] [INFO ] [sig       ] [60/380] Configuring CX...
[2025-10-17T23:29:10.476431] [INFO ] [CONFIGURE ] CX: Configurate test run.
[2025-10-17T23:29:10.476491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CX' from 'https://tdm.silogroup.org/data/derivative_storage/CX.csv'.
[2025-10-17T23:29:10.493718] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CX'.
[2025-10-17T23:29:10.494339] [INFO ] [CONFIGURE ] CX: Testing with 29 available features
[2025-10-17T23:29:10.494399] [INFO ] [CONFIGURE ] CX: Establishing baseline with no features...
[2025-10-17T23:29:10.611624] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:29:10.725047] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:10.839966] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:10.963415] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:11.079315] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:11.193751] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:11.313561] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:11.435214] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:11.555190] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:11.667250] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:11.667419] [INFO ] [CONFIGURE ] CX: Baseline score (no features): 80.00%
[2025-10-17T23:29:11.667466] [INFO ] [CONFIGURE ] CX: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:29:11.667501] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:29:11.794448] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:11.924788] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:12.057865] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:29:12.190197] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:12.325128] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:12.469593] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:12.617401] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:12.763825] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:12.905177] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:13.038593] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:13.038910] [INFO ] [CONFIGURE ] CX: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-17T23:29:13.038963] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9322 tests
[2025-10-17T23:29:13.039001] [INFO ] [CONFIGURE ] CX: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:29:13.039034] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:29:13.178057] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:13.313721] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:13.453326] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:29:13.606137] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:13.754431] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:29:13.890632] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:14.027617] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:29:14.169369] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:14.315505] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:14.461509] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:29:14.461799] [INFO ] [CONFIGURE ] CX: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T23:29:14.461873] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9321 tests
[2025-10-17T23:29:14.461920] [INFO ] [CONFIGURE ] CX: Testing feature 3/29: add_daily_returns
[2025-10-17T23:29:14.461955] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns']
[2025-10-17T23:29:14.601022] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:14.729289] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:14.862842] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:29:14.991021] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:15.121305] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:29:15.245495] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:15.373479] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:15.502060] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:15.634023] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:15.767101] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:29:15.767332] [INFO ] [CONFIGURE ] CX: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T23:29:15.767380] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9320 tests
[2025-10-17T23:29:15.767417] [INFO ] [CONFIGURE ] CX: Testing feature 4/29: add_ema
[2025-10-17T23:29:15.767474] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_ema']
[2025-10-17T23:29:15.910095] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:16.053546] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:16.198390] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:29:16.339422] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:16.478791] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:29:16.631382] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:16.782815] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:16.915955] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:17.041909] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:17.167997] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:17.168201] [INFO ] [CONFIGURE ] CX: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:29:17.168248] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9319 tests
[2025-10-17T23:29:17.168285] [INFO ] [CONFIGURE ] CX: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:29:17.168318] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:29:17.303268] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:17.444371] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:17.581987] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:17.724013] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:17.860033] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:29:17.991926] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:29:18.127308] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:18.281084] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:18.418838] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:18.550810] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:29:18.551021] [INFO ] [CONFIGURE ] CX: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:29:18.551067] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9318 tests
[2025-10-17T23:29:18.551165] [INFO ] [CONFIGURE ] CX: Testing feature 6/29: add_failed_moves
[2025-10-17T23:29:18.551218] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_failed_moves']
[2025-10-17T23:29:18.659569] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:29:18.769140] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:18.879865] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:18.988793] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:19.102202] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:19.211202] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:19.322086] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:19.432882] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:19.544535] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:19.655882] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:19.656040] [INFO ] [CONFIGURE ] CX: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T23:29:19.656085] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9317 tests
[2025-10-17T23:29:19.656121] [INFO ] [CONFIGURE ] CX: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:29:19.656154] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_lag_shelf']
[2025-10-17T23:29:19.761925] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:29:19.864542] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:19.965878] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:20.066336] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:20.169152] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:20.271548] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:20.375759] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:20.485374] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:20.593274] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:20.699919] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:20.700096] [INFO ] [CONFIGURE ] CX: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-17T23:29:20.700139] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9316 tests
[2025-10-17T23:29:20.700173] [INFO ] [CONFIGURE ] CX: Testing feature 8/29: add_macd
[2025-10-17T23:29:20.700205] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:29:20.843955] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:20.984159] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:21.126394] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:21.271579] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:29:21.411849] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:29:21.554596] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:29:21.699562] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:21.846612] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:21.990099] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:22.133031] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:29:22.133209] [INFO ] [CONFIGURE ] CX: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:29:22.133251] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9315 tests
[2025-10-17T23:29:22.133285] [INFO ] [CONFIGURE ] CX: Testing feature 9/29: add_mfi
[2025-10-17T23:29:22.133315] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_mfi']
[2025-10-17T23:29:22.249037] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:29:22.364238] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:22.480921] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:22.602111] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:22.722889] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:22.843287] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:22.962226] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:23.086586] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:23.212774] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:23.349957] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:23.350316] [INFO ] [CONFIGURE ] CX: DISCARDED add_mfi (score: 80.00%)
[2025-10-17T23:29:23.350384] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9314 tests
[2025-10-17T23:29:23.350425] [INFO ] [CONFIGURE ] CX: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:29:23.350457] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:29:23.526560] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:23.692013] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:23.886231] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:24.065046] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:24.225575] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:29:24.387135] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:29:24.577284] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:24.718315] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:24.860371] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:25.002099] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:25.002281] [INFO ] [CONFIGURE ] CX: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:29:25.002325] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9313 tests
[2025-10-17T23:29:25.002359] [INFO ] [CONFIGURE ] CX: Testing feature 11/29: add_obv_daily
[2025-10-17T23:29:25.002390] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_obv_daily']
[2025-10-17T23:29:25.122514] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:29:25.239791] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:29:25.356129] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:29:25.473013] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:25.590456] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:29:25.707624] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:29:25.826804] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:25.949400] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:26.073013] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:26.194312] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:26.194489] [INFO ] [CONFIGURE ] CX: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-17T23:29:26.194534] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9312 tests
[2025-10-17T23:29:26.194568] [INFO ] [CONFIGURE ] CX: Testing feature 12/29: add_obv_interval
[2025-10-17T23:29:26.194598] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_obv_interval']
[2025-10-17T23:29:26.318575] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:26.451961] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:26.572425] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:26.702800] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:26.840193] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:26.973550] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:27.107826] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:27.229042] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:29:27.350235] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:27.476104] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:27.476292] [INFO ] [CONFIGURE ] CX: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T23:29:27.476336] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9311 tests
[2025-10-17T23:29:27.476372] [INFO ] [CONFIGURE ] CX: Testing feature 13/29: add_opening_strength
[2025-10-17T23:29:27.476404] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:29:27.622522] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:29:27.751468] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:27.880636] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:28.009280] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:28.144449] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:29:28.277865] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:28.406777] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:29:28.536355] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:28.663798] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:28.794224] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:29:28.794403] [INFO ] [CONFIGURE ] CX: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-17T23:29:28.794477] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9310 tests
[2025-10-17T23:29:28.794589] [INFO ] [CONFIGURE ] CX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:29:28.794660] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T23:29:28.932724] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:29.064105] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:29:29.195480] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:29.325631] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:29.454004] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:29:29.583497] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:29.713584] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:29.843361] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:29:29.974231] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:30.104780] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:30.104960] [INFO ] [CONFIGURE ] CX: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-17T23:29:30.105009] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9309 tests
[2025-10-17T23:29:30.105044] [INFO ] [CONFIGURE ] CX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:29:30.105073] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T23:29:30.213956] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:29:30.323591] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:30.434054] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:29:30.543967] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:30.655243] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:30.765528] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:29:30.873339] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:30.977858] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:31.082121] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:31.187629] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:31.187812] [INFO ] [CONFIGURE ] CX: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:29:31.187881] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9308 tests
[2025-10-17T23:29:31.187920] [INFO ] [CONFIGURE ] CX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:29:31.187950] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T23:29:31.305742] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:29:31.423866] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:31.542210] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:31.660438] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:31.779862] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:31.901567] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:32.022369] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:32.143820] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:32.266832] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:32.389451] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:29:32.389698] [INFO ] [CONFIGURE ] CX: KEPT add_pbf_overnight_gap (score: 90.00%)
[2025-10-17T23:29:32.389758] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9307 tests
[2025-10-17T23:29:32.389795] [INFO ] [CONFIGURE ] CX: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:29:32.389825] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-17T23:29:32.525046] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:32.660206] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:32.797199] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:29:32.934460] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:33.071006] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:29:33.207333] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:33.343446] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:33.479872] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:33.626081] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:33.780785] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:33.781008] [INFO ] [CONFIGURE ] CX: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-17T23:29:33.781061] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9306 tests
[2025-10-17T23:29:33.781099] [INFO ] [CONFIGURE ] CX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:29:33.781134] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-17T23:29:33.925161] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:34.069151] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:29:34.204519] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:29:34.339617] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:34.484953] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:34.624987] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:34.762246] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:34.900481] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:35.038215] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:35.177102] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:29:35.177419] [INFO ] [CONFIGURE ] CX: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-17T23:29:35.177629] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9305 tests
[2025-10-17T23:29:35.177730] [INFO ] [CONFIGURE ] CX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:29:35.177803] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-17T23:29:35.310035] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:29:35.438800] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:35.566003] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:35.695432] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:35.825188] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:35.955244] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:36.084395] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:36.213585] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:36.342501] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:36.474560] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:29:36.474795] [INFO ] [CONFIGURE ] CX: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-17T23:29:36.474848] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9304 tests
[2025-10-17T23:29:36.474885] [INFO ] [CONFIGURE ] CX: Testing feature 20/29: add_price_rejection
[2025-10-17T23:29:36.474918] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-17T23:29:36.614791] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:36.757962] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:29:36.896455] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:29:37.042572] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:37.186858] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:37.329030] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:37.468857] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:37.608593] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:29:37.755034] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:37.914968] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:29:37.915225] [INFO ] [CONFIGURE ] CX: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:29:37.915276] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9303 tests
[2025-10-17T23:29:37.915314] [INFO ] [CONFIGURE ] CX: Testing feature 21/29: add_range_position
[2025-10-17T23:29:37.915348] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_pbf_overnight_gap', 'add_range_position']
[2025-10-17T23:29:38.060314] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:38.204375] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:38.347386] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:38.494966] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:38.645292] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:29:38.796749] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:38.951153] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:39.099188] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:39.249550] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:39.402201] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:29:39.402428] [INFO ] [CONFIGURE ] CX: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T23:29:39.402505] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9302 tests
[2025-10-17T23:29:39.402545] [INFO ] [CONFIGURE ] CX: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:29:39.402578] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-17T23:29:39.567028] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:39.766567] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:39.950182] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:29:40.123432] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:40.297759] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:29:40.466012] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:40.641820] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:40.812883] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:40.983126] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:41.172580] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:41.172821] [INFO ] [CONFIGURE ] CX: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:29:41.172875] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9301 tests
[2025-10-17T23:29:41.172914] [INFO ] [CONFIGURE ] CX: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:29:41.172948] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-17T23:29:41.321739] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:29:41.481931] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:41.630997] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:41.767870] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:41.903562] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:42.036599] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:42.172876] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:42.309352] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:42.451788] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:42.603619] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:42.603872] [INFO ] [CONFIGURE ] CX: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T23:29:42.603924] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9300 tests
[2025-10-17T23:29:42.603964] [INFO ] [CONFIGURE ] CX: Testing feature 24/29: add_rsi
[2025-10-17T23:29:42.603997] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-17T23:29:42.799162] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:42.962156] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:29:43.124958] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:29:43.291126] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:43.449165] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:43.613915] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:29:43.788400] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:43.957884] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:29:44.122790] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:44.292298] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:29:44.292534] [INFO ] [CONFIGURE ] CX: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T23:29:44.292585] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9299 tests
[2025-10-17T23:29:44.292625] [INFO ] [CONFIGURE ] CX: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:29:44.292708] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-17T23:29:44.432111] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:44.577195] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:29:44.724154] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:44.864185] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:45.008111] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:45.147221] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:45.288580] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:45.427112] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:45.571489] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:45.717973] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:29:45.718216] [INFO ] [CONFIGURE ] CX: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T23:29:45.718291] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9298 tests
[2025-10-17T23:29:45.718338] [INFO ] [CONFIGURE ] CX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:29:45.718370] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-17T23:29:45.864400] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:46.008054] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:46.151286] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:46.297848] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:46.441855] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:46.584383] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:46.736709] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:46.869661] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:47.005144] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:47.142305] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:47.142480] [INFO ] [CONFIGURE ] CX: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:29:47.142524] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9297 tests
[2025-10-17T23:29:47.142559] [INFO ] [CONFIGURE ] CX: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:29:47.142591] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-17T23:29:47.278575] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:47.415545] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:47.554467] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:29:47.692864] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:47.831603] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:47.976636] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:29:48.118348] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:48.258526] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:48.469450] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:48.614671] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:48.614862] [INFO ] [CONFIGURE ] CX: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:29:48.614908] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9296 tests
[2025-10-17T23:29:48.614943] [INFO ] [CONFIGURE ] CX: Testing feature 28/29: add_volume_profile
[2025-10-17T23:29:48.614973] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-17T23:29:48.747889] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:48.881325] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:29:49.013440] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:29:49.147134] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:49.278719] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:29:49.412828] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:29:49.545101] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:49.679107] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:49.812284] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:49.946670] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:29:49.946832] [INFO ] [CONFIGURE ] CX: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-17T23:29:49.946876] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9295 tests
[2025-10-17T23:29:49.946911] [INFO ] [CONFIGURE ] CX: Testing feature 29/29: add_vwap
[2025-10-17T23:29:49.946942] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_pbf_overnight_gap', 'add_vwap']
[2025-10-17T23:29:50.080371] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:50.219042] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:29:50.353982] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:50.487111] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:29:50.620370] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:29:50.756773] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:29:50.891896] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:51.028237] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:51.166091] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:29:51.302236] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:29:51.302401] [INFO ] [CONFIGURE ] CX: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:29:51.302445] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9294 tests
[2025-10-17T23:29:51.302480] [INFO ] [CONFIGURE ] CX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:29:51.302510] [INFO ] [CONFIGURE ] CX: Best accuracy: 90.00%
[2025-10-17T23:29:51.302540] [INFO ] [CONFIGURE ] CX: Best feature set (1 features): ['add_pbf_overnight_gap']
[2025-10-17T23:29:51.302568] [INFO ] [CONFIGURE ] CX: Improvement over baseline: 10.00%
[2025-10-17T23:29:51.302593] [INFO ] [CONFIGURE ] CX: Total time: 39.6 seconds
[2025-10-17T23:29:51.302619] [INFO ] [CONFIGURE ] CX: Average time per feature: 1.4 seconds
[2025-10-17T23:29:51.302675] [INFO ] [CONFIGURE ] CX: Average speed: 0.73 features/sec
[2025-10-17T23:29:51.303297] [INFO ] [LOCAL     ] Saved configuration for CX: 1 features, 90.00% accuracy -> ./output/feature-sets/CX.json
[2025-10-17T23:29:51.303352] [INFO ] [CONFIGURE ] CX: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-17T23:29:51.303391] [INFO ] [sig       ] [60/380] Successfully configured CX | 0.02 sym/s | Total: 42.5m | ETA: 3.8h
[2025-10-17T23:29:51.303424] [INFO ] [sig       ] [61/380] Configuring CXH...
[2025-10-17T23:29:51.303453] [INFO ] [CONFIGURE ] CXH: Configurate test run.
[2025-10-17T23:29:51.303482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXH' from 'https://tdm.silogroup.org/data/derivative_storage/CXH.csv'.
[2025-10-17T23:29:51.318231] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CXH'.
[2025-10-17T23:29:51.318575] [INFO ] [CONFIGURE ] CXH: Testing with 29 available features
[2025-10-17T23:29:51.318630] [INFO ] [CONFIGURE ] CXH: Establishing baseline with no features...
[2025-10-17T23:29:51.424379] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:51.529357] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:29:51.635696] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:51.744215] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:29:51.866194] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:51.976246] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:29:52.087037] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:52.198628] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:52.309777] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:29:52.420817] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:52.420972] [INFO ] [CONFIGURE ] CXH: Baseline score (no features): 50.00%
[2025-10-17T23:29:52.421015] [INFO ] [CONFIGURE ] CXH: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:29:52.421047] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:29:52.541658] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:52.661263] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:29:52.783058] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:52.906990] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:29:53.028036] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:53.153208] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:53.277199] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:53.400189] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:53.522059] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:29:53.647045] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:29:53.647196] [INFO ] [CONFIGURE ] CXH: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-17T23:29:53.647240] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9293 tests
[2025-10-17T23:29:53.647274] [INFO ] [CONFIGURE ] CXH: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:29:53.647303] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:29:53.784851] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:29:53.919186] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:29:54.049574] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:54.181777] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:29:54.313286] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:54.451985] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:54.591383] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:54.737613] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:54.913992] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:29:55.054483] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:55.054695] [INFO ] [CONFIGURE ] CXH: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-17T23:29:55.054755] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9292 tests
[2025-10-17T23:29:55.054791] [INFO ] [CONFIGURE ] CXH: Testing feature 3/29: add_daily_returns
[2025-10-17T23:29:55.054821] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:29:55.176495] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:55.298628] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:29:55.422255] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:55.544791] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:29:55.667539] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:55.793573] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:55.920164] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:56.046168] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:29:56.176108] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:29:56.306251] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:56.306461] [INFO ] [CONFIGURE ] CXH: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:29:56.306523] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9291 tests
[2025-10-17T23:29:56.306569] [INFO ] [CONFIGURE ] CXH: Testing feature 4/29: add_ema
[2025-10-17T23:29:56.306626] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:29:56.444526] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:56.572114] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:29:56.699730] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:56.838180] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:29:56.982278] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:57.125385] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:57.268484] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:57.410808] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:57.551820] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:29:57.700686] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:57.700871] [INFO ] [CONFIGURE ] CXH: DISCARDED add_ema (score: 60.00%)
[2025-10-17T23:29:57.700917] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9290 tests
[2025-10-17T23:29:57.700952] [INFO ] [CONFIGURE ] CXH: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:29:57.700982] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:29:57.846172] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:57.991359] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:29:58.136974] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:29:58.289100] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:29:58.445072] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:58.592001] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:29:58.737312] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:29:58.888055] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:29:59.038535] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:29:59.195346] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:29:59.195556] [INFO ] [CONFIGURE ] CXH: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:29:59.195612] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9289 tests
[2025-10-17T23:29:59.195679] [INFO ] [CONFIGURE ] CXH: Testing feature 6/29: add_failed_moves
[2025-10-17T23:29:59.195740] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T23:29:59.325623] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:29:59.453008] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:29:59.578905] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:29:59.706541] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:29:59.830954] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:29:59.959044] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:00.082633] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:00.206495] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:00.336960] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:00.469630] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:00.469824] [INFO ] [CONFIGURE ] CXH: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:30:00.469872] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9288 tests
[2025-10-17T23:30:00.469907] [INFO ] [CONFIGURE ] CXH: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:30:00.469937] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T23:30:00.587307] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:00.709949] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:00.829911] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:30:00.977404] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:01.133986] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:01.284230] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:01.409221] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:01.532424] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:01.661185] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:01.789026] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:01.789402] [INFO ] [CONFIGURE ] CXH: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:30:01.789445] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9287 tests
[2025-10-17T23:30:01.789480] [INFO ] [CONFIGURE ] CXH: Testing feature 8/29: add_macd
[2025-10-17T23:30:01.789512] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T23:30:01.963836] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:30:02.125549] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:02.301141] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:30:02.458723] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:02.624203] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:02.778939] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:02.924853] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:03.092983] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:03.245439] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:03.399422] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:03.399697] [INFO ] [CONFIGURE ] CXH: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:30:03.399765] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9286 tests
[2025-10-17T23:30:03.399806] [INFO ] [CONFIGURE ] CXH: Testing feature 9/29: add_mfi
[2025-10-17T23:30:03.399840] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T23:30:03.532139] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:30:03.659406] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:03.797217] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:30:03.943753] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:04.079959] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:04.221008] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:04.356686] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:04.497397] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:04.632479] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:04.769739] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:04.769964] [INFO ] [CONFIGURE ] CXH: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:30:04.770010] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9285 tests
[2025-10-17T23:30:04.770046] [INFO ] [CONFIGURE ] CXH: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:30:04.770077] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:30:04.918310] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:30:05.073583] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:30:05.217323] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:30:05.364918] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:05.509442] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:05.654670] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:05.802315] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:05.945724] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:30:06.093399] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:06.241393] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:06.241612] [INFO ] [CONFIGURE ] CXH: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-17T23:30:06.241689] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9284 tests
[2025-10-17T23:30:06.241743] [INFO ] [CONFIGURE ] CXH: Testing feature 11/29: add_obv_daily
[2025-10-17T23:30:06.241777] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-17T23:30:06.374914] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:06.511825] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:06.649806] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:30:06.789938] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:06.921106] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:07.078150] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:07.209028] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:07.339856] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:07.470927] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:07.607086] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:07.607296] [INFO ] [CONFIGURE ] CXH: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T23:30:07.607350] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9283 tests
[2025-10-17T23:30:07.607410] [INFO ] [CONFIGURE ] CXH: Testing feature 12/29: add_obv_interval
[2025-10-17T23:30:07.607442] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-17T23:30:07.732782] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:07.854228] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:07.976460] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:30:08.105371] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:08.244865] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:30:08.372404] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:08.499343] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:08.627434] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:08.752818] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:08.881761] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:08.881942] [INFO ] [CONFIGURE ] CXH: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T23:30:08.881986] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9282 tests
[2025-10-17T23:30:08.882019] [INFO ] [CONFIGURE ] CXH: Testing feature 13/29: add_opening_strength
[2025-10-17T23:30:08.882050] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:30:09.016908] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:30:09.145383] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:09.273794] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:30:09.400576] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:09.528012] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:09.655576] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:09.789165] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:09.918747] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:10.079603] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:10.211105] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:10.211273] [INFO ] [CONFIGURE ] CXH: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:30:10.211340] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9281 tests
[2025-10-17T23:30:10.211400] [INFO ] [CONFIGURE ] CXH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:30:10.211435] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-17T23:30:10.342023] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:30:10.472981] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:10.608138] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:30:10.740835] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:10.872577] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:11.006943] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:11.140233] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:11.275222] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:11.409767] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:11.544992] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:11.545144] [INFO ] [CONFIGURE ] CXH: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:30:11.545187] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9280 tests
[2025-10-17T23:30:11.545227] [INFO ] [CONFIGURE ] CXH: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:30:11.545258] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-17T23:30:11.658453] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:30:11.771356] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:11.885630] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:30:11.998849] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:12.112844] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:12.229123] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:12.343875] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:12.458340] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:12.575401] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:12.690997] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:12.691147] [INFO ] [CONFIGURE ] CXH: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:30:12.691244] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9279 tests
[2025-10-17T23:30:12.691294] [INFO ] [CONFIGURE ] CXH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:30:12.691328] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-17T23:30:12.812271] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:30:12.934565] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:13.083308] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:30:13.208522] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:13.351086] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:13.479997] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:13.609844] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:13.737500] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:13.874743] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:14.003426] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:14.003634] [INFO ] [CONFIGURE ] CXH: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-17T23:30:14.003718] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9278 tests
[2025-10-17T23:30:14.003758] [INFO ] [CONFIGURE ] CXH: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:30:14.003789] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-17T23:30:14.134636] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:30:14.261246] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:14.389476] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:30:14.515434] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:14.643847] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:14.771588] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:14.899907] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:15.028728] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:15.157602] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:15.288315] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:15.288507] [INFO ] [CONFIGURE ] CXH: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:30:15.288551] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9277 tests
[2025-10-17T23:30:15.288585] [INFO ] [CONFIGURE ] CXH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:30:15.288618] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-17T23:30:15.410546] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:30:15.543874] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:15.677532] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:30:15.825889] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:15.981806] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:16.149814] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:16.306311] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:16.449492] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:16.586311] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:16.707302] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:16.707493] [INFO ] [CONFIGURE ] CXH: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:30:16.707539] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9276 tests
[2025-10-17T23:30:16.707576] [INFO ] [CONFIGURE ] CXH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:30:16.707609] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-17T23:30:16.831962] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:16.946940] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:30:17.061666] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:30:17.175183] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:17.289283] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:17.403291] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:17.517480] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:17.633023] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:17.749474] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:17.867941] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:17.868084] [INFO ] [CONFIGURE ] CXH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:30:17.868128] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9275 tests
[2025-10-17T23:30:17.868162] [INFO ] [CONFIGURE ] CXH: Testing feature 20/29: add_price_rejection
[2025-10-17T23:30:17.868192] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-17T23:30:17.991853] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:18.115122] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:18.239479] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:30:18.363029] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:18.486949] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:18.611894] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:18.735334] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:18.859980] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:18.986566] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:19.112598] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:19.112756] [INFO ] [CONFIGURE ] CXH: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:30:19.112808] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9274 tests
[2025-10-17T23:30:19.112844] [INFO ] [CONFIGURE ] CXH: Testing feature 21/29: add_range_position
[2025-10-17T23:30:19.112877] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-17T23:30:19.245165] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:30:19.376843] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:19.513030] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:30:19.645460] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:19.779042] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:19.913532] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:20.047841] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:20.183205] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:20.318526] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:20.460824] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:20.460977] [INFO ] [CONFIGURE ] CXH: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:30:20.461022] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9273 tests
[2025-10-17T23:30:20.461057] [INFO ] [CONFIGURE ] CXH: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:30:20.461087] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-17T23:30:20.612978] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:20.766761] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:20.917089] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:30:21.073258] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:21.228594] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:21.385883] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:21.543594] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:21.703836] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:21.863036] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:22.021749] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:22.021915] [INFO ] [CONFIGURE ] CXH: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T23:30:22.021977] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9272 tests
[2025-10-17T23:30:22.022014] [INFO ] [CONFIGURE ] CXH: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:30:22.022044] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-17T23:30:22.163520] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:30:22.291056] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:22.422940] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:30:22.553207] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:22.682983] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:22.813095] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:22.943172] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:23.075904] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:23.208331] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:23.339275] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:23.339432] [INFO ] [CONFIGURE ] CXH: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T23:30:23.339476] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9271 tests
[2025-10-17T23:30:23.339512] [INFO ] [CONFIGURE ] CXH: Testing feature 24/29: add_rsi
[2025-10-17T23:30:23.339545] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-17T23:30:23.487919] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:30:23.637393] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:23.789415] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:30:23.949816] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:24.098437] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:24.252179] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:24.406422] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:24.560876] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:24.711843] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:24.869018] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:24.869204] [INFO ] [CONFIGURE ] CXH: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:30:24.869268] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9270 tests
[2025-10-17T23:30:24.869305] [INFO ] [CONFIGURE ] CXH: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:30:24.869336] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-17T23:30:24.998393] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:25.126954] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:25.253702] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:30:25.384340] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:25.511815] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:25.640270] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:25.771080] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:25.901624] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:26.032924] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:26.157349] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:26.157488] [INFO ] [CONFIGURE ] CXH: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T23:30:26.157531] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9269 tests
[2025-10-17T23:30:26.157565] [INFO ] [CONFIGURE ] CXH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:30:26.157596] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-17T23:30:26.280342] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:30:26.401279] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:26.523849] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:30:26.651801] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:26.781980] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:26.914435] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:27.043162] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:27.175121] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:27.307115] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:27.438554] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:27.438722] [INFO ] [CONFIGURE ] CXH: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:30:27.438776] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9268 tests
[2025-10-17T23:30:27.438811] [INFO ] [CONFIGURE ] CXH: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:30:27.438842] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-17T23:30:27.498746] [FATAL] [FORECASTER] Failed to test lookback=11: [23:30:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:30:27.557747] [FATAL] [FORECASTER] Failed to test lookback=10: [23:30:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:30:27.617267] [FATAL] [FORECASTER] Failed to test lookback=9: [23:30:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:30:27.676732] [FATAL] [FORECASTER] Failed to test lookback=8: [23:30:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:30:27.736452] [FATAL] [FORECASTER] Failed to test lookback=7: [23:30:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:30:27.796386] [FATAL] [FORECASTER] Failed to test lookback=6: [23:30:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:30:27.856257] [FATAL] [FORECASTER] Failed to test lookback=5: [23:30:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:30:27.916384] [FATAL] [FORECASTER] Failed to test lookback=4: [23:30:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:30:27.976894] [FATAL] [FORECASTER] Failed to test lookback=3: [23:30:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:30:28.037541] [FATAL] [FORECASTER] Failed to test lookback=2: [23:30:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:30:28.037879] [INFO ] [CONFIGURE ] CXH: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-10-17T23:30:28.037943] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9267 tests
[2025-10-17T23:30:28.037981] [INFO ] [CONFIGURE ] CXH: Testing feature 28/29: add_volume_profile
[2025-10-17T23:30:28.038011] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T23:30:28.162023] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:28.284450] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:30:28.411082] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:30:28.534590] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:28.657894] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:28.782626] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:28.916979] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:29.055805] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:29.187906] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:29.320828] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:30:29.320982] [INFO ] [CONFIGURE ] CXH: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:30:29.321027] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9266 tests
[2025-10-17T23:30:29.321061] [INFO ] [CONFIGURE ] CXH: Testing feature 29/29: add_vwap
[2025-10-17T23:30:29.321091] [INFO ] [CONFIGURE ] CXH: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-17T23:30:29.450566] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:29.579833] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:30:29.710197] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:30:29.837185] [DEBUG] [FORECASTER] CXH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:29.972597] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:30.102840] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:30.229913] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:30.364900] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:30.491989] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:30:30.619768] [DEBUG] [FORECASTER] CXH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:30.619944] [INFO ] [CONFIGURE ] CXH: KEPT add_vwap (score: 80.00%)
[2025-10-17T23:30:30.619988] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9265 tests
[2025-10-17T23:30:30.620040] [INFO ] [CONFIGURE ] CXH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:30:30.620095] [INFO ] [CONFIGURE ] CXH: Best accuracy: 80.00%
[2025-10-17T23:30:30.620129] [INFO ] [CONFIGURE ] CXH: Best feature set (2 features): ['add_bollinger_bands', 'add_vwap']
[2025-10-17T23:30:30.620160] [INFO ] [CONFIGURE ] CXH: Improvement over baseline: 30.00%
[2025-10-17T23:30:30.620187] [INFO ] [CONFIGURE ] CXH: Total time: 38.2 seconds
[2025-10-17T23:30:30.620214] [INFO ] [CONFIGURE ] CXH: Average time per feature: 1.3 seconds
[2025-10-17T23:30:30.620241] [INFO ] [CONFIGURE ] CXH: Average speed: 0.76 features/sec
[2025-10-17T23:30:30.620860] [INFO ] [LOCAL     ] Saved configuration for CXH: 2 features, 80.00% accuracy -> ./output/feature-sets/CXH.json
[2025-10-17T23:30:30.620927] [INFO ] [CONFIGURE ] CXH: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-17T23:30:30.621004] [INFO ] [sig       ] [61/380] Successfully configured CXH | 0.02 sym/s | Total: 43.2m | ETA: 3.8h
[2025-10-17T23:30:30.621071] [INFO ] [sig       ] [62/380] Configuring CYD...
[2025-10-17T23:30:30.621135] [INFO ] [CONFIGURE ] CYD: Configurate test run.
[2025-10-17T23:30:30.621189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-10-17T23:30:30.637221] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'CYD'.
[2025-10-17T23:30:30.637614] [INFO ] [CONFIGURE ] CYD: Testing with 29 available features
[2025-10-17T23:30:30.637694] [INFO ] [CONFIGURE ] CYD: Establishing baseline with no features...
[2025-10-17T23:30:30.738274] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:30.838069] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:30.939701] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:31.041508] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:31.146747] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:31.277571] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:31.380378] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:31.484515] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:31.587547] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:30:31.691047] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:31.691204] [INFO ] [CONFIGURE ] CYD: Baseline score (no features): 70.00%
[2025-10-17T23:30:31.691247] [INFO ] [CONFIGURE ] CYD: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:30:31.691279] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:30:31.805076] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:31.920236] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:32.034127] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:32.150150] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:32.265515] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:32.380716] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:32.495659] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:32.610752] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:32.726763] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:32.842004] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:32.842158] [INFO ] [CONFIGURE ] CYD: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-17T23:30:32.842201] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9264 tests
[2025-10-17T23:30:32.842234] [INFO ] [CONFIGURE ] CYD: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:30:32.842265] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:30:32.972220] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:33.104501] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:33.243032] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:33.377475] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:33.511190] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:33.646136] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:33.780157] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:33.920054] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:34.054515] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:34.190223] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:34.190410] [INFO ] [CONFIGURE ] CYD: DISCARDED add_cumulative_delta (score: 80.00%)
[2025-10-17T23:30:34.190455] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9263 tests
[2025-10-17T23:30:34.190491] [INFO ] [CONFIGURE ] CYD: Testing feature 3/29: add_daily_returns
[2025-10-17T23:30:34.190525] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:30:34.326491] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:34.442788] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:34.559236] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:34.676901] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:34.794786] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:34.916827] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:35.038598] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:35.161591] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:35.295502] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:35.426131] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:35.426355] [INFO ] [CONFIGURE ] CYD: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-17T23:30:35.426403] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9262 tests
[2025-10-17T23:30:35.426438] [INFO ] [CONFIGURE ] CYD: Testing feature 4/29: add_ema
[2025-10-17T23:30:35.426469] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:30:35.557964] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:35.690848] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:35.827132] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:35.961115] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:36.099138] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:36.244090] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:36.386612] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:36.525242] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:36.667264] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:36.819481] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:36.819710] [INFO ] [CONFIGURE ] CYD: DISCARDED add_ema (score: 80.00%)
[2025-10-17T23:30:36.819776] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9261 tests
[2025-10-17T23:30:36.819815] [INFO ] [CONFIGURE ] CYD: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:30:36.819848] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:30:36.983164] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:37.149531] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:37.322771] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:37.485316] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:37.650004] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:37.817320] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:37.983944] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:30:38.142371] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:38.299561] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:38.470711] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:38.470896] [INFO ] [CONFIGURE ] CYD: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-17T23:30:38.470941] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9260 tests
[2025-10-17T23:30:38.470976] [INFO ] [CONFIGURE ] CYD: Testing feature 6/29: add_failed_moves
[2025-10-17T23:30:38.471009] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T23:30:38.613380] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:38.753155] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:38.898595] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:39.038011] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:39.175850] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:39.309697] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:39.451309] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:39.589852] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:39.734418] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:39.876606] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:39.876869] [INFO ] [CONFIGURE ] CYD: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T23:30:39.876935] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9259 tests
[2025-10-17T23:30:39.876974] [INFO ] [CONFIGURE ] CYD: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:30:39.877005] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T23:30:40.005782] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:40.138630] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:40.272216] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:40.413819] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:40.545997] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:40.677092] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:40.805504] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:40.931278] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:41.048627] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:41.165504] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:41.165687] [INFO ] [CONFIGURE ] CYD: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-17T23:30:41.165747] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9258 tests
[2025-10-17T23:30:41.165783] [INFO ] [CONFIGURE ] CYD: Testing feature 8/29: add_macd
[2025-10-17T23:30:41.165814] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T23:30:41.317428] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:41.474936] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:41.627375] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:41.794296] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:41.958152] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:42.118947] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:42.279475] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:30:42.440043] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:42.606155] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:42.769838] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:42.770050] [INFO ] [CONFIGURE ] CYD: DISCARDED add_macd (score: 60.00%)
[2025-10-17T23:30:42.770103] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9257 tests
[2025-10-17T23:30:42.770141] [INFO ] [CONFIGURE ] CYD: Testing feature 9/29: add_mfi
[2025-10-17T23:30:42.770174] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T23:30:42.901820] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:43.036142] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:43.168327] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:43.308598] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:43.444551] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:43.581250] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:43.717177] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:43.851161] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:43.988558] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:44.121743] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:44.121933] [INFO ] [CONFIGURE ] CYD: DISCARDED add_mfi (score: 80.00%)
[2025-10-17T23:30:44.121977] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9256 tests
[2025-10-17T23:30:44.122013] [INFO ] [CONFIGURE ] CYD: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:30:44.122044] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:30:44.270776] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:44.418824] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:44.564082] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:44.711858] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:44.865460] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:45.016491] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:45.167324] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:45.322772] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:45.472846] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:45.623482] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:45.623694] [INFO ] [CONFIGURE ] CYD: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-17T23:30:45.623754] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9255 tests
[2025-10-17T23:30:45.623791] [INFO ] [CONFIGURE ] CYD: Testing feature 11/29: add_obv_daily
[2025-10-17T23:30:45.623822] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-17T23:30:45.745963] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:45.871976] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:45.997582] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:46.119930] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:46.247406] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:46.371038] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:30:46.494601] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:46.618564] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:46.742479] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:46.868099] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:46.868278] [INFO ] [CONFIGURE ] CYD: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T23:30:46.868321] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9254 tests
[2025-10-17T23:30:46.868357] [INFO ] [CONFIGURE ] CYD: Testing feature 12/29: add_obv_interval
[2025-10-17T23:30:46.868389] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-17T23:30:46.988996] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:47.111423] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:47.235542] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:47.357412] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:47.479442] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:47.601418] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:47.724133] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:47.855697] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:47.980265] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:48.105722] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:48.105914] [INFO ] [CONFIGURE ] CYD: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-17T23:30:48.105959] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9253 tests
[2025-10-17T23:30:48.105993] [INFO ] [CONFIGURE ] CYD: Testing feature 13/29: add_opening_strength
[2025-10-17T23:30:48.106023] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:30:48.238093] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:48.368437] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:48.497492] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:48.631804] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:30:48.764219] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:48.896261] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:30:49.030214] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:49.164078] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:49.309541] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:30:49.480845] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:49.481007] [INFO ] [CONFIGURE ] CYD: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T23:30:49.481050] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9252 tests
[2025-10-17T23:30:49.481145] [INFO ] [CONFIGURE ] CYD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:30:49.481196] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-17T23:30:49.619011] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:49.758305] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:49.897802] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:50.038353] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:50.180381] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:50.324462] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:50.471044] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:50.614038] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:50.760582] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:50.902044] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:50.902196] [INFO ] [CONFIGURE ] CYD: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-17T23:30:50.902255] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9251 tests
[2025-10-17T23:30:50.902373] [INFO ] [CONFIGURE ] CYD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:30:50.902413] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-17T23:30:51.022791] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:51.145692] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:51.266661] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:51.387339] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:51.510240] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:51.634047] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:51.761367] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:51.885285] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:52.009042] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:52.135775] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:52.135912] [INFO ] [CONFIGURE ] CYD: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T23:30:52.135955] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9250 tests
[2025-10-17T23:30:52.135988] [INFO ] [CONFIGURE ] CYD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:30:52.136018] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-17T23:30:52.267900] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:52.400027] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:52.537178] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:52.667768] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:52.798081] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:52.930276] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:53.063033] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:53.197295] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:53.329768] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:53.468417] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:53.468607] [INFO ] [CONFIGURE ] CYD: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-17T23:30:53.468689] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9249 tests
[2025-10-17T23:30:53.468739] [INFO ] [CONFIGURE ] CYD: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:30:53.468771] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-17T23:30:53.601718] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:53.736606] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:53.878167] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:54.019029] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:54.161089] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:54.300478] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:54.444801] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:54.585912] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:54.727091] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:54.871268] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:54.871485] [INFO ] [CONFIGURE ] CYD: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-17T23:30:54.871531] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9248 tests
[2025-10-17T23:30:54.871567] [INFO ] [CONFIGURE ] CYD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:30:54.871601] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-17T23:30:54.994302] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:55.117329] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:55.242385] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:55.360315] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:55.478384] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:55.601217] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:55.725160] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:55.850106] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:55.971392] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:56.093277] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:56.093418] [INFO ] [CONFIGURE ] CYD: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T23:30:56.093460] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9247 tests
[2025-10-17T23:30:56.093494] [INFO ] [CONFIGURE ] CYD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:30:56.093523] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-17T23:30:56.211557] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:56.333067] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:56.454900] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:56.574818] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:56.698874] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:56.818999] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:56.938859] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:57.060539] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:57.182501] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:57.302977] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:57.303161] [INFO ] [CONFIGURE ] CYD: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:30:57.303238] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9246 tests
[2025-10-17T23:30:57.303311] [INFO ] [CONFIGURE ] CYD: Testing feature 20/29: add_price_rejection
[2025-10-17T23:30:57.303374] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-17T23:30:57.431588] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:57.562169] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:57.695764] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:57.830500] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:57.966478] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:58.099812] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:58.236939] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:58.369339] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:58.503368] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:30:58.640427] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:30:58.640621] [INFO ] [CONFIGURE ] CYD: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-17T23:30:58.640741] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9245 tests
[2025-10-17T23:30:58.640802] [INFO ] [CONFIGURE ] CYD: Testing feature 21/29: add_range_position
[2025-10-17T23:30:58.640839] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-17T23:30:58.783731] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:30:58.924834] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:30:59.063840] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:30:59.208389] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:30:59.352456] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:30:59.499878] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:30:59.659953] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:30:59.806871] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:30:59.953432] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:31:00.100636] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:00.100836] [INFO ] [CONFIGURE ] CYD: DISCARDED add_range_position (score: 80.00%)
[2025-10-17T23:31:00.100891] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9244 tests
[2025-10-17T23:31:00.100950] [INFO ] [CONFIGURE ] CYD: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:31:00.101006] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-17T23:31:00.257113] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:00.419955] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:00.600145] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:00.757720] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:00.912106] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:31:01.067701] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:31:01.236798] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:31:01.396356] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:01.553009] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:31:01.708661] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:01.708997] [INFO ] [CONFIGURE ] CYD: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-17T23:31:01.709041] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9243 tests
[2025-10-17T23:31:01.709074] [INFO ] [CONFIGURE ] CYD: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:31:01.709104] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-17T23:31:01.832684] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:01.957091] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:02.079543] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:02.201292] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:02.329987] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:31:02.459055] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:31:02.589454] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:31:02.724539] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:02.856680] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:31:02.987100] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:02.987233] [INFO ] [CONFIGURE ] CYD: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T23:31:02.987277] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9242 tests
[2025-10-17T23:31:02.987311] [INFO ] [CONFIGURE ] CYD: Testing feature 24/29: add_rsi
[2025-10-17T23:31:02.987341] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-17T23:31:03.132005] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:03.276477] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:03.422805] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:03.574607] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:03.721803] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:31:03.869974] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:31:04.017904] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:31:04.174980] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:04.332855] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:31:04.486454] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:04.486604] [INFO ] [CONFIGURE ] CYD: DISCARDED add_rsi (score: 80.00%)
[2025-10-17T23:31:04.486689] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9241 tests
[2025-10-17T23:31:04.486749] [INFO ] [CONFIGURE ] CYD: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:31:04.486784] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-17T23:31:04.617546] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:04.743593] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:04.869798] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:04.998759] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:05.126016] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:31:05.253917] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:31:05.382924] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:31:05.511222] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:05.642640] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:31:05.774539] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:05.774748] [INFO ] [CONFIGURE ] CYD: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-17T23:31:05.774802] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9240 tests
[2025-10-17T23:31:05.774839] [INFO ] [CONFIGURE ] CYD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:31:05.774870] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-17T23:31:05.902277] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:06.031826] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:06.159994] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:06.286545] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:06.410476] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:31:06.542022] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:31:06.669611] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:31:06.796855] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:06.921998] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:31:07.047071] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:07.047248] [INFO ] [CONFIGURE ] CYD: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-17T23:31:07.047300] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9239 tests
[2025-10-17T23:31:07.047377] [INFO ] [CONFIGURE ] CYD: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:31:07.047428] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-17T23:31:07.175016] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:07.303529] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:07.433162] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:07.562430] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:07.712358] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:31:07.843936] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:31:07.981869] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:31:08.121950] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:08.284957] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:31:08.453915] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:08.454133] [INFO ] [CONFIGURE ] CYD: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-17T23:31:08.454182] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9238 tests
[2025-10-17T23:31:08.454220] [INFO ] [CONFIGURE ] CYD: Testing feature 28/29: add_volume_profile
[2025-10-17T23:31:08.454252] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T23:31:08.645769] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:08.831485] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:08.989359] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:09.153215] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:09.316507] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:31:09.448964] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:31:09.576454] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:31:09.713197] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:09.852061] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:31:09.989296] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:09.989471] [INFO ] [CONFIGURE ] CYD: KEPT add_volume_profile (score: 90.00%)
[2025-10-17T23:31:09.989514] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9237 tests
[2025-10-17T23:31:09.989548] [INFO ] [CONFIGURE ] CYD: Testing feature 29/29: add_vwap
[2025-10-17T23:31:09.989581] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands', 'add_volume_profile', 'add_vwap']
[2025-10-17T23:31:10.130857] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:10.272532] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:10.409358] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:10.546721] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:10.685229] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:31:10.830154] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:31:10.974260] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:11.118896] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:11.265369] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:11.404087] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:11.404346] [INFO ] [CONFIGURE ] CYD: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:31:11.404409] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9236 tests
[2025-10-17T23:31:11.404447] [INFO ] [CONFIGURE ] CYD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:31:11.404478] [INFO ] [CONFIGURE ] CYD: Best accuracy: 90.00%
[2025-10-17T23:31:11.404508] [INFO ] [CONFIGURE ] CYD: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T23:31:11.404537] [INFO ] [CONFIGURE ] CYD: Improvement over baseline: 20.00%
[2025-10-17T23:31:11.404564] [INFO ] [CONFIGURE ] CYD: Total time: 39.7 seconds
[2025-10-17T23:31:11.404591] [INFO ] [CONFIGURE ] CYD: Average time per feature: 1.4 seconds
[2025-10-17T23:31:11.404617] [INFO ] [CONFIGURE ] CYD: Average speed: 0.73 features/sec
[2025-10-17T23:31:11.405193] [INFO ] [LOCAL     ] Saved configuration for CYD: 2 features, 90.00% accuracy -> ./output/feature-sets/CYD.json
[2025-10-17T23:31:11.405264] [INFO ] [CONFIGURE ] CYD: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-17T23:31:11.405342] [INFO ] [sig       ] [62/380] Successfully configured CYD | 0.02 sym/s | Total: 43.8m | ETA: 3.7h
[2025-10-17T23:31:11.405410] [INFO ] [sig       ] [63/380] Configuring DAN...
[2025-10-17T23:31:11.405478] [INFO ] [CONFIGURE ] DAN: Configurate test run.
[2025-10-17T23:31:11.405540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-10-17T23:31:11.422615] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DAN'.
[2025-10-17T23:31:11.423318] [INFO ] [CONFIGURE ] DAN: Testing with 29 available features
[2025-10-17T23:31:11.423379] [INFO ] [CONFIGURE ] DAN: Establishing baseline with no features...
[2025-10-17T23:31:11.534835] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:11.651335] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:11.760019] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:11.867927] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:11.976306] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:12.088154] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:12.192882] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:12.296198] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:12.401084] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:12.513570] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:12.513771] [INFO ] [CONFIGURE ] DAN: Baseline score (no features): 40.00%
[2025-10-17T23:31:12.513825] [INFO ] [CONFIGURE ] DAN: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:31:12.513862] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:31:12.631942] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:12.748242] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:12.862662] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:12.978679] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:13.092456] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:13.209669] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:13.324823] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:13.439382] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:13.555758] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:13.671726] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:13.671899] [INFO ] [CONFIGURE ] DAN: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-17T23:31:13.671944] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9235 tests
[2025-10-17T23:31:13.671979] [INFO ] [CONFIGURE ] DAN: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:31:13.672011] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:31:13.790578] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:13.908017] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:14.027931] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:14.151951] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:14.276143] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:14.397695] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:14.518097] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:14.643528] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:14.768062] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:14.891037] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:14.891193] [INFO ] [CONFIGURE ] DAN: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-17T23:31:14.891235] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9234 tests
[2025-10-17T23:31:14.891268] [INFO ] [CONFIGURE ] DAN: Testing feature 3/29: add_daily_returns
[2025-10-17T23:31:14.891298] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns']
[2025-10-17T23:31:14.993960] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:15.099668] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:15.206385] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:15.314500] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:15.420146] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:15.526193] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:15.634792] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:15.744849] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:15.852628] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:15.962951] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:15.963141] [INFO ] [CONFIGURE ] DAN: KEPT add_daily_returns (score: 50.00%)
[2025-10-17T23:31:15.963190] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9233 tests
[2025-10-17T23:31:15.963250] [INFO ] [CONFIGURE ] DAN: Testing feature 4/29: add_ema
[2025-10-17T23:31:15.963285] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-17T23:31:16.087130] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:16.213070] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:16.343246] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:16.473997] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:16.602736] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:16.735625] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:16.862248] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:16.991495] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:17.122774] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:17.249887] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:17.250049] [INFO ] [CONFIGURE ] DAN: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:31:17.250092] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9232 tests
[2025-10-17T23:31:17.250126] [INFO ] [CONFIGURE ] DAN: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:31:17.250156] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:31:17.380542] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:17.512006] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:17.646559] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:17.779525] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:17.913377] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:18.047424] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:18.182961] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:18.318767] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:18.455394] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:18.592220] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:18.592399] [INFO ] [CONFIGURE ] DAN: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-17T23:31:18.592444] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9231 tests
[2025-10-17T23:31:18.592478] [INFO ] [CONFIGURE ] DAN: Testing feature 6/29: add_failed_moves
[2025-10-17T23:31:18.592509] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-17T23:31:18.704890] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:18.817539] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:18.930962] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:19.045145] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:19.162719] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:19.278480] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:19.394270] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:19.513122] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:19.629611] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:19.748583] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:19.748731] [INFO ] [CONFIGURE ] DAN: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T23:31:19.748785] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9230 tests
[2025-10-17T23:31:19.748820] [INFO ] [CONFIGURE ] DAN: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:31:19.748850] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-17T23:31:19.854912] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:19.960672] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:20.066097] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:20.171999] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:20.277787] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:20.384170] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:20.492326] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:20.599973] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:20.707998] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:20.817040] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:20.817187] [INFO ] [CONFIGURE ] DAN: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:31:20.817230] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9229 tests
[2025-10-17T23:31:20.817264] [INFO ] [CONFIGURE ] DAN: Testing feature 8/29: add_macd
[2025-10-17T23:31:20.817295] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-17T23:31:20.959780] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:21.103948] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:21.248134] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:21.398606] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:21.547307] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:21.693188] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:21.842171] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:22.000614] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:22.152274] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:22.305806] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:22.306011] [INFO ] [CONFIGURE ] DAN: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:31:22.306057] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9228 tests
[2025-10-17T23:31:22.306094] [INFO ] [CONFIGURE ] DAN: Testing feature 9/29: add_mfi
[2025-10-17T23:31:22.306128] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-17T23:31:22.433026] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:22.562871] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:22.691052] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:22.842056] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:22.965016] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:23.092327] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:23.218585] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:23.346909] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:23.479234] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:23.609131] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:23.609342] [INFO ] [CONFIGURE ] DAN: DISCARDED add_mfi (score: 40.00%)
[2025-10-17T23:31:23.609390] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9227 tests
[2025-10-17T23:31:23.609427] [INFO ] [CONFIGURE ] DAN: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:31:23.609462] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:31:23.750238] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:23.886575] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:24.024013] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:24.168212] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:24.306109] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:24.455430] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:24.610202] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:24.761714] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:24.905505] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:25.050815] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:25.051018] [INFO ] [CONFIGURE ] DAN: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-17T23:31:25.051064] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9226 tests
[2025-10-17T23:31:25.051100] [INFO ] [CONFIGURE ] DAN: Testing feature 11/29: add_obv_daily
[2025-10-17T23:31:25.051133] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-17T23:31:25.167246] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:25.282153] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:25.395061] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:25.509516] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:25.628577] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:25.745637] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:25.886081] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:26.004779] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:26.121122] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:26.238504] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:26.238695] [INFO ] [CONFIGURE ] DAN: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-17T23:31:26.238757] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9225 tests
[2025-10-17T23:31:26.238796] [INFO ] [CONFIGURE ] DAN: Testing feature 12/29: add_obv_interval
[2025-10-17T23:31:26.238830] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-17T23:31:26.349267] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:26.461865] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:26.572388] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:26.687398] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:26.801290] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:26.911836] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:27.026015] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:27.152577] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:27.274133] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:31:27.391964] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:27.392140] [INFO ] [CONFIGURE ] DAN: KEPT add_obv_interval (score: 60.00%)
[2025-10-17T23:31:27.392186] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9224 tests
[2025-10-17T23:31:27.392221] [INFO ] [CONFIGURE ] DAN: Testing feature 13/29: add_opening_strength
[2025-10-17T23:31:27.392254] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_opening_strength']
[2025-10-17T23:31:27.519159] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:27.642280] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:27.769342] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:27.914969] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:28.043142] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:28.170548] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:28.296809] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:28.423231] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:28.552526] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:31:28.683785] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:28.683933] [INFO ] [CONFIGURE ] DAN: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:31:28.683976] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9223 tests
[2025-10-17T23:31:28.684010] [INFO ] [CONFIGURE ] DAN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:31:28.684041] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-17T23:31:28.814719] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:28.946407] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:29.077333] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:29.217069] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:29.353028] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:29.495144] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:29.634820] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:29.775337] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:29.916449] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:31:30.057387] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:30.057544] [INFO ] [CONFIGURE ] DAN: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:31:30.057586] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9222 tests
[2025-10-17T23:31:30.057621] [INFO ] [CONFIGURE ] DAN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:31:30.057679] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-17T23:31:30.180673] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:30.303668] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:30.429585] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:30.553437] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:30.677819] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:30.801619] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:30.926023] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:31.055498] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:31.181518] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:31.308609] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:31.308763] [INFO ] [CONFIGURE ] DAN: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T23:31:31.308813] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9221 tests
[2025-10-17T23:31:31.308847] [INFO ] [CONFIGURE ] DAN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:31:31.308878] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-17T23:31:31.439826] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:31.569683] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:31.704496] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:31.843910] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:31.977971] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:32.109765] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:32.238836] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:32.367411] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:32.505040] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:32.632510] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:32.632847] [INFO ] [CONFIGURE ] DAN: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-17T23:31:32.632985] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9220 tests
[2025-10-17T23:31:32.633043] [INFO ] [CONFIGURE ] DAN: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:31:32.633078] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_return_2d']
[2025-10-17T23:31:32.757997] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:32.885161] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:33.011151] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:33.136822] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:33.263540] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:33.389925] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:33.517601] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:33.645356] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:33.773504] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:33.902881] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:33.903039] [INFO ] [CONFIGURE ] DAN: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-17T23:31:33.903084] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9219 tests
[2025-10-17T23:31:33.903118] [INFO ] [CONFIGURE ] DAN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:31:33.903149] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-17T23:31:34.016432] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:34.130603] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:34.247213] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:34.366974] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:34.489138] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:34.607441] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:34.728337] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:34.848437] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:34.973149] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:31:35.094296] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:35.094457] [INFO ] [CONFIGURE ] DAN: KEPT add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:31:35.094500] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9218 tests
[2025-10-17T23:31:35.094534] [INFO ] [CONFIGURE ] DAN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:31:35.094564] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-17T23:31:35.212470] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:35.331091] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:35.452991] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:35.571963] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:35.691177] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:35.810378] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:35.931351] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:36.053299] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:36.176317] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:36.300895] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:36.301039] [INFO ] [CONFIGURE ] DAN: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-17T23:31:36.301082] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9217 tests
[2025-10-17T23:31:36.301116] [INFO ] [CONFIGURE ] DAN: Testing feature 20/29: add_price_rejection
[2025-10-17T23:31:36.301147] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-17T23:31:36.428073] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:36.556036] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:36.683326] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:36.810158] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:36.938156] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:37.068911] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:37.203056] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:37.335061] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:37.465851] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:37.597236] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:37.597413] [INFO ] [CONFIGURE ] DAN: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:31:37.597458] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9216 tests
[2025-10-17T23:31:37.597494] [INFO ] [CONFIGURE ] DAN: Testing feature 21/29: add_range_position
[2025-10-17T23:31:37.597525] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-17T23:31:37.734813] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:37.876037] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:38.013564] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:38.153416] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:38.297058] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:38.450888] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:38.629929] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:38.790795] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:38.940317] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:39.089780] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:39.089959] [INFO ] [CONFIGURE ] DAN: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:31:39.090025] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9215 tests
[2025-10-17T23:31:39.090109] [INFO ] [CONFIGURE ] DAN: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:31:39.090145] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-17T23:31:39.251191] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:39.414525] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:39.574247] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:39.753501] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:39.917338] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:40.077930] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:40.245627] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:40.408087] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:40.589968] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:40.763924] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:40.764179] [INFO ] [CONFIGURE ] DAN: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:31:40.764233] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9214 tests
[2025-10-17T23:31:40.764271] [INFO ] [CONFIGURE ] DAN: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:31:40.764305] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-17T23:31:40.913389] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:41.060820] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:41.207546] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:41.360810] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:41.509304] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:41.658964] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:41.795353] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:41.929449] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:42.067473] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:42.205094] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:42.205264] [INFO ] [CONFIGURE ] DAN: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-17T23:31:42.205307] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9213 tests
[2025-10-17T23:31:42.205342] [INFO ] [CONFIGURE ] DAN: Testing feature 24/29: add_rsi
[2025-10-17T23:31:42.205376] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-17T23:31:42.356895] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:31:42.506202] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:42.656461] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:42.806341] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:42.957913] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:43.108753] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:43.261472] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:43.414542] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:43.572590] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:43.727950] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:43.728123] [INFO ] [CONFIGURE ] DAN: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T23:31:43.728167] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9212 tests
[2025-10-17T23:31:43.728201] [INFO ] [CONFIGURE ] DAN: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:31:43.728233] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-17T23:31:43.856752] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:43.983370] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:44.111180] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:44.241148] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:44.378451] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:44.506687] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:44.636717] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:44.766621] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:44.897636] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:31:45.031051] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:45.031211] [INFO ] [CONFIGURE ] DAN: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:31:45.031254] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9211 tests
[2025-10-17T23:31:45.031288] [INFO ] [CONFIGURE ] DAN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:31:45.031318] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-17T23:31:45.160424] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:45.290284] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:45.423709] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:45.556617] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:45.689487] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:45.817636] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:45.950874] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:46.084817] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:46.220868] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:46.358401] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:46.358586] [INFO ] [CONFIGURE ] DAN: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:31:46.358630] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9210 tests
[2025-10-17T23:31:46.358702] [INFO ] [CONFIGURE ] DAN: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:31:46.358770] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-17T23:31:46.499752] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:46.640576] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:46.778983] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:46.918843] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:47.101150] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:47.249500] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:47.397743] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:47.546071] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:47.696144] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:31:47.843850] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:47.844029] [INFO ] [CONFIGURE ] DAN: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T23:31:47.844073] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9209 tests
[2025-10-17T23:31:47.844108] [INFO ] [CONFIGURE ] DAN: Testing feature 28/29: add_volume_profile
[2025-10-17T23:31:47.844139] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-17T23:31:47.981462] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:31:48.116820] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:31:48.251659] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:48.386397] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:48.522566] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:48.659071] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:48.796517] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:48.938491] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:49.080226] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:49.225639] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:49.225831] [INFO ] [CONFIGURE ] DAN: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-17T23:31:49.225877] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9208 tests
[2025-10-17T23:31:49.225911] [INFO ] [CONFIGURE ] DAN: Testing feature 29/29: add_vwap
[2025-10-17T23:31:49.225943] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_vwap']
[2025-10-17T23:31:49.363379] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:49.500220] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:31:49.635136] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:31:49.774382] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:31:49.913471] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:50.055203] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:50.209413] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:31:50.352372] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:50.499863] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:50.642492] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:50.642714] [INFO ] [CONFIGURE ] DAN: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T23:31:50.642771] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9207 tests
[2025-10-17T23:31:50.642809] [INFO ] [CONFIGURE ] DAN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:31:50.642840] [INFO ] [CONFIGURE ] DAN: Best accuracy: 70.00%
[2025-10-17T23:31:50.642870] [INFO ] [CONFIGURE ] DAN: Best feature set (3 features): ['add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-17T23:31:50.642897] [INFO ] [CONFIGURE ] DAN: Improvement over baseline: 30.00%
[2025-10-17T23:31:50.642924] [INFO ] [CONFIGURE ] DAN: Total time: 38.1 seconds
[2025-10-17T23:31:50.642950] [INFO ] [CONFIGURE ] DAN: Average time per feature: 1.3 seconds
[2025-10-17T23:31:50.642976] [INFO ] [CONFIGURE ] DAN: Average speed: 0.76 features/sec
[2025-10-17T23:31:50.643561] [INFO ] [LOCAL     ] Saved configuration for DAN: 3 features, 70.00% accuracy -> ./output/feature-sets/DAN.json
[2025-10-17T23:31:50.643636] [INFO ] [CONFIGURE ] DAN: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-17T23:31:50.643720] [INFO ] [sig       ] [63/380] Successfully configured DAN | 0.02 sym/s | Total: 44.5m | ETA: 3.7h
[2025-10-17T23:31:50.643756] [INFO ] [sig       ] [64/380] Configuring DAO...
[2025-10-17T23:31:50.643786] [INFO ] [CONFIGURE ] DAO: Configurate test run.
[2025-10-17T23:31:50.643815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-10-17T23:31:50.657063] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DAO'.
[2025-10-17T23:31:50.657501] [INFO ] [CONFIGURE ] DAO: Testing with 29 available features
[2025-10-17T23:31:50.657570] [INFO ] [CONFIGURE ] DAO: Establishing baseline with no features...
[2025-10-17T23:31:50.769830] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:31:50.879978] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:31:50.989163] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:31:51.095318] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:31:51.206571] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:31:51.318267] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:31:51.432801] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:31:51.547057] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:31:51.668461] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:51.788401] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:51.788562] [INFO ] [CONFIGURE ] DAO: Baseline score (no features): 50.00%
[2025-10-17T23:31:51.788606] [INFO ] [CONFIGURE ] DAO: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:31:51.788666] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:31:51.916870] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:31:52.041327] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:31:52.166471] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:31:52.288560] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:31:52.415313] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:31:52.539596] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:31:52.665413] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:31:52.791468] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:52.921933] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:53.051707] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:53.051886] [INFO ] [CONFIGURE ] DAO: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-17T23:31:53.051929] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9206 tests
[2025-10-17T23:31:53.051963] [INFO ] [CONFIGURE ] DAO: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:31:53.051993] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:31:53.180772] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:53.307876] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:31:53.435201] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:31:53.564595] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:31:53.695999] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:31:53.837960] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:31:53.970024] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:31:54.097746] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:31:54.229982] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:54.361958] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:54.362151] [INFO ] [CONFIGURE ] DAO: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T23:31:54.362197] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9205 tests
[2025-10-17T23:31:54.362231] [INFO ] [CONFIGURE ] DAO: Testing feature 3/29: add_daily_returns
[2025-10-17T23:31:54.362261] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns']
[2025-10-17T23:31:54.483226] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:31:54.598719] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:31:54.713723] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:31:54.828051] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:31:54.943512] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:31:55.061900] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:31:55.179380] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:31:55.296528] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:55.414105] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:55.531267] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:55.531444] [INFO ] [CONFIGURE ] DAO: KEPT add_daily_returns (score: 60.00%)
[2025-10-17T23:31:55.531488] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9204 tests
[2025-10-17T23:31:55.531608] [INFO ] [CONFIGURE ] DAO: Testing feature 4/29: add_ema
[2025-10-17T23:31:55.531688] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-17T23:31:55.662638] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:31:55.796205] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:31:55.933606] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:31:56.068832] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:31:56.201569] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:31:56.337900] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:31:56.474430] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:31:56.618951] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:31:56.766129] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:56.905835] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:56.906127] [INFO ] [CONFIGURE ] DAO: DISCARDED add_ema (score: 30.00%)
[2025-10-17T23:31:56.906215] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9203 tests
[2025-10-17T23:31:56.906268] [INFO ] [CONFIGURE ] DAO: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:31:56.906304] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:31:57.052868] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:31:57.200433] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:31:57.345149] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:31:57.487953] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:31:57.635847] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:31:57.783187] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:31:57.927082] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:31:58.090322] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:31:58.249748] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:31:58.407466] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:31:58.407689] [INFO ] [CONFIGURE ] DAO: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:31:58.407756] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9202 tests
[2025-10-17T23:31:58.407821] [INFO ] [CONFIGURE ] DAO: Testing feature 6/29: add_failed_moves
[2025-10-17T23:31:58.407866] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-17T23:31:58.528364] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:31:58.652490] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:31:58.781155] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:31:58.907166] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:31:59.032750] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:31:59.195842] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:31:59.318827] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:31:59.446630] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:31:59.575884] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:31:59.714850] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:31:59.715086] [INFO ] [CONFIGURE ] DAO: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:31:59.715164] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9201 tests
[2025-10-17T23:31:59.715237] [INFO ] [CONFIGURE ] DAO: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:31:59.715310] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-17T23:31:59.834952] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:31:59.957765] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:00.081365] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:32:00.201264] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:32:00.319532] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:32:00.437503] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:00.556274] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:00.680534] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:00.799671] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:00.916890] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:00.917101] [INFO ] [CONFIGURE ] DAO: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:32:00.917192] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9200 tests
[2025-10-17T23:32:00.917283] [INFO ] [CONFIGURE ] DAO: Testing feature 8/29: add_macd
[2025-10-17T23:32:00.917347] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-17T23:32:01.074539] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:01.244090] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:01.400895] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:32:01.565391] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:32:01.720224] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:32:01.876946] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:02.032498] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:02.184503] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:02.332985] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:02.484488] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:02.484710] [INFO ] [CONFIGURE ] DAO: KEPT add_macd (score: 90.00%)
[2025-10-17T23:32:02.484770] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9199 tests
[2025-10-17T23:32:02.484808] [INFO ] [CONFIGURE ] DAO: Testing feature 9/29: add_mfi
[2025-10-17T23:32:02.484839] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-17T23:32:02.642258] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:02.802263] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:02.960316] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:32:03.124135] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:32:03.282857] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:32:03.441617] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:03.600937] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:03.761564] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:03.925578] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:04.087850] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:04.088029] [INFO ] [CONFIGURE ] DAO: DISCARDED add_mfi (score: 90.00%)
[2025-10-17T23:32:04.088072] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9198 tests
[2025-10-17T23:32:04.088107] [INFO ] [CONFIGURE ] DAO: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:32:04.088137] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:32:04.271361] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:04.455869] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:04.647438] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:32:04.845534] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:32:05.038376] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:32:05.235077] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:05.424500] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:05.614860] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:05.807703] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:06.000300] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:06.000539] [INFO ] [CONFIGURE ] DAO: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-17T23:32:06.000586] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9197 tests
[2025-10-17T23:32:06.000625] [INFO ] [CONFIGURE ] DAO: Testing feature 11/29: add_obv_daily
[2025-10-17T23:32:06.000698] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-17T23:32:06.162241] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:06.324628] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:06.499335] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:32:06.680455] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:32:06.849887] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:32:07.030461] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:07.221380] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:07.393899] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:07.560842] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:07.727086] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:07.727264] [INFO ] [CONFIGURE ] DAO: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T23:32:07.727307] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9196 tests
[2025-10-17T23:32:07.727342] [INFO ] [CONFIGURE ] DAO: Testing feature 12/29: add_obv_interval
[2025-10-17T23:32:07.727374] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-17T23:32:07.895340] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:08.081871] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:08.268832] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:32:08.436353] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:32:08.607169] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:32:08.772586] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:08.938290] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:09.120487] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:09.295757] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:09.465907] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:09.466115] [INFO ] [CONFIGURE ] DAO: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-17T23:32:09.466187] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9195 tests
[2025-10-17T23:32:09.466250] [INFO ] [CONFIGURE ] DAO: Testing feature 13/29: add_opening_strength
[2025-10-17T23:32:09.466287] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength']
[2025-10-17T23:32:09.639012] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:09.809154] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:09.978761] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:32:10.154470] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:32:10.321798] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:32:10.491216] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:10.663370] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:10.832126] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:11.008482] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:11.180529] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:11.180759] [INFO ] [CONFIGURE ] DAO: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:32:11.180816] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9194 tests
[2025-10-17T23:32:11.180857] [INFO ] [CONFIGURE ] DAO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:32:11.180892] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-17T23:32:11.356184] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:11.532179] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:11.711099] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:32:11.895661] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:32:12.080084] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:32:12.261787] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:12.463264] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:12.678183] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:32:12.865241] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:13.053024] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:13.053230] [INFO ] [CONFIGURE ] DAO: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:32:13.053275] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9193 tests
[2025-10-17T23:32:13.053312] [INFO ] [CONFIGURE ] DAO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:32:13.053346] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-17T23:32:13.211311] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:13.368470] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:13.528503] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:32:13.686301] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:32:13.849197] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:32:14.011789] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:14.180734] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:14.349198] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:14.519393] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:14.687466] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:14.687726] [INFO ] [CONFIGURE ] DAO: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T23:32:14.687819] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9192 tests
[2025-10-17T23:32:14.687874] [INFO ] [CONFIGURE ] DAO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:32:14.687965] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-17T23:32:14.849473] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:15.014231] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:15.179552] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:32:15.370208] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:32:15.534849] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:32:15.702992] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:15.874376] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:16.047818] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:32:16.212441] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:16.382932] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:16.383150] [INFO ] [CONFIGURE ] DAO: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-17T23:32:16.383194] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9191 tests
[2025-10-17T23:32:16.383228] [INFO ] [CONFIGURE ] DAO: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:32:16.383260] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-17T23:32:16.549229] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:16.717100] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:16.885967] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:32:17.055631] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:32:17.230622] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:32:17.404243] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:17.577606] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:17.753164] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:17.928980] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:18.111601] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:18.111825] [INFO ] [CONFIGURE ] DAO: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-17T23:32:18.111876] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9190 tests
[2025-10-17T23:32:18.111913] [INFO ] [CONFIGURE ] DAO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:32:18.111945] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-17T23:32:18.281582] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:18.477146] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:18.700008] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:32:18.900272] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:32:19.072472] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:32:19.281008] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:19.446486] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:19.605627] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:19.769397] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:19.930149] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:19.930343] [INFO ] [CONFIGURE ] DAO: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:32:19.930389] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9189 tests
[2025-10-17T23:32:19.930427] [INFO ] [CONFIGURE ] DAO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:32:19.930460] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-17T23:32:20.085768] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:20.245594] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:20.399357] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:32:20.552379] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:32:20.712386] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:32:20.878732] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:21.044611] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:21.210262] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:21.382597] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:21.556927] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:21.557109] [INFO ] [CONFIGURE ] DAO: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-17T23:32:21.557154] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9188 tests
[2025-10-17T23:32:21.557189] [INFO ] [CONFIGURE ] DAO: Testing feature 20/29: add_price_rejection
[2025-10-17T23:32:21.557220] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-17T23:32:21.715776] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:21.876283] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:32:22.036194] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:32:22.199583] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:32:22.360693] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:32:22.521557] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:22.683697] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:22.845564] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:32:23.030154] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:23.201311] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:23.201548] [INFO ] [CONFIGURE ] DAO: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:32:23.201597] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9187 tests
[2025-10-17T23:32:23.201634] [INFO ] [CONFIGURE ] DAO: Testing feature 21/29: add_range_position
[2025-10-17T23:32:23.201709] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-17T23:32:23.380541] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:23.577434] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:32:23.752700] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:32:23.928436] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:32:24.103973] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:32:24.281801] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:24.456892] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:24.630354] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:24.803605] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:24.977522] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:24.977736] [INFO ] [CONFIGURE ] DAO: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:32:24.977833] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9186 tests
[2025-10-17T23:32:24.977912] [INFO ] [CONFIGURE ] DAO: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:32:24.977948] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-17T23:32:25.163454] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:32:25.348362] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:25.538116] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:32:25.728524] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:32:25.910581] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:32:26.092961] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:26.278140] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:26.463729] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:32:26.644611] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:26.824942] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:26.825112] [INFO ] [CONFIGURE ] DAO: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:32:26.825155] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9185 tests
[2025-10-17T23:32:26.825191] [INFO ] [CONFIGURE ] DAO: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:32:26.825221] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-17T23:32:26.981309] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:27.136987] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:27.291228] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:32:27.446760] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:32:27.603924] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:32:27.760100] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:27.922631] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:28.086238] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:28.244196] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:28.402916] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:28.403082] [INFO ] [CONFIGURE ] DAO: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-17T23:32:28.403125] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9184 tests
[2025-10-17T23:32:28.403160] [INFO ] [CONFIGURE ] DAO: Testing feature 24/29: add_rsi
[2025-10-17T23:32:28.403191] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-17T23:32:28.585332] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:28.760764] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:28.936359] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:32:29.117304] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:32:29.294064] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:32:29.470756] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:29.656121] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:29.835712] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:32:30.016623] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:30.199340] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:30.199554] [INFO ] [CONFIGURE ] DAO: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:32:30.199617] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9183 tests
[2025-10-17T23:32:30.199686] [INFO ] [CONFIGURE ] DAO: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:32:30.199735] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-17T23:32:30.352279] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:30.507097] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:32:30.665827] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:32:30.831306] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:32:30.987490] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:32:31.143523] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:31.303638] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:31.471389] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:31.633445] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:31.791330] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:31.791517] [INFO ] [CONFIGURE ] DAO: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:32:31.791570] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9182 tests
[2025-10-17T23:32:31.791613] [INFO ] [CONFIGURE ] DAO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:32:31.791676] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-17T23:32:31.954334] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:32:32.112416] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:32:32.270119] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:32:32.434394] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:32:32.635277] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:32:32.791379] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:32.947371] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:33.113806] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:33.277563] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:33.441102] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:33.441290] [INFO ] [CONFIGURE ] DAO: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:32:33.441335] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9181 tests
[2025-10-17T23:32:33.441391] [INFO ] [CONFIGURE ] DAO: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:32:33.441448] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-17T23:32:33.604817] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:33.784448] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:33.955204] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:32:34.124850] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:32:34.294951] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:32:34.475832] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:34.646845] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:34.822243] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:34.991822] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:35.162365] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:35.162542] [INFO ] [CONFIGURE ] DAO: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-17T23:32:35.162586] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9180 tests
[2025-10-17T23:32:35.162621] [INFO ] [CONFIGURE ] DAO: Testing feature 28/29: add_volume_profile
[2025-10-17T23:32:35.162682] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-17T23:32:35.319187] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:32:35.483519] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:32:35.674454] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:32:35.832886] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:32:35.996822] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:32:36.156173] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:36.315924] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:32:36.476715] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:36.643036] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:32:36.805774] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:32:36.805910] [INFO ] [CONFIGURE ] DAO: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:32:36.805954] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9179 tests
[2025-10-17T23:32:36.805990] [INFO ] [CONFIGURE ] DAO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:32:36.806021] [INFO ] [CONFIGURE ] DAO: Best accuracy: 90.00%
[2025-10-17T23:32:36.806052] [INFO ] [CONFIGURE ] DAO: Best feature set (3 features): ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-17T23:32:36.806080] [INFO ] [CONFIGURE ] DAO: Improvement over baseline: 40.00%
[2025-10-17T23:32:36.806108] [INFO ] [CONFIGURE ] DAO: Total time: 45.0 seconds
[2025-10-17T23:32:36.806134] [INFO ] [CONFIGURE ] DAO: Average time per feature: 1.6 seconds
[2025-10-17T23:32:36.806162] [INFO ] [CONFIGURE ] DAO: Average speed: 0.64 features/sec
[2025-10-17T23:32:36.806804] [INFO ] [LOCAL     ] Saved configuration for DAO: 3 features, 90.00% accuracy -> ./output/feature-sets/DAO.json
[2025-10-17T23:32:36.806875] [INFO ] [CONFIGURE ] DAO: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-17T23:32:36.806953] [INFO ] [sig       ] [64/380] Successfully configured DAO | 0.02 sym/s | Total: 45.3m | ETA: 3.7h
[2025-10-17T23:32:36.807040] [INFO ] [sig       ] [65/380] Configuring DAVA...
[2025-10-17T23:32:36.807105] [INFO ] [CONFIGURE ] DAVA: Configurate test run.
[2025-10-17T23:32:36.807160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-10-17T23:32:36.821616] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DAVA'.
[2025-10-17T23:32:36.822021] [INFO ] [CONFIGURE ] DAVA: Testing with 29 available features
[2025-10-17T23:32:36.822078] [INFO ] [CONFIGURE ] DAVA: Establishing baseline with no features...
[2025-10-17T23:32:36.925832] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:32:37.028733] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:32:37.135839] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:32:37.239395] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:32:37.343869] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:32:37.448782] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:32:37.553659] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:32:37.663563] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:37.772298] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:37.879909] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:32:37.880037] [INFO ] [CONFIGURE ] DAVA: Baseline score (no features): 50.00%
[2025-10-17T23:32:37.880080] [INFO ] [CONFIGURE ] DAVA: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:32:37.880112] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:32:37.995925] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:32:38.111905] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:32:38.232479] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:32:38.347597] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:32:38.463382] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:32:38.581498] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:32:38.703340] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:32:38.829448] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:38.953286] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:39.073721] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:32:39.073847] [INFO ] [CONFIGURE ] DAVA: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-17T23:32:39.073890] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9178 tests
[2025-10-17T23:32:39.073923] [INFO ] [CONFIGURE ] DAVA: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:32:39.073954] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:32:39.204944] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:32:39.337023] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:32:39.483798] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:32:39.619669] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:32:39.752306] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:32:39.884872] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:32:40.019380] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:32:40.153479] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:40.290308] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:40.427997] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:32:40.428155] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T23:32:40.428218] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9177 tests
[2025-10-17T23:32:40.428275] [INFO ] [CONFIGURE ] DAVA: Testing feature 3/29: add_daily_returns
[2025-10-17T23:32:40.428308] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:32:40.549036] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:32:40.670475] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:32:40.792412] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:32:40.914581] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:32:41.039717] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:32:41.168475] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:32:41.294486] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:32:41.420097] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:41.549226] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:41.711216] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:32:41.711394] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T23:32:41.711437] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9176 tests
[2025-10-17T23:32:41.711471] [INFO ] [CONFIGURE ] DAVA: Testing feature 4/29: add_ema
[2025-10-17T23:32:41.711502] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:32:41.848499] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:32:41.986154] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:32:42.130853] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:32:42.278469] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:32:42.420280] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:32:42.564354] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:32:42.706493] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:32:42.849574] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:42.991787] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:43.136209] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:32:43.136433] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_ema (score: 60.00%)
[2025-10-17T23:32:43.136484] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9175 tests
[2025-10-17T23:32:43.136520] [INFO ] [CONFIGURE ] DAVA: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:32:43.136589] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:32:43.288528] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:32:43.442923] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:32:43.591705] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:32:43.735677] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:32:43.905512] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:32:44.068821] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:32:44.229193] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:32:44.386738] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:32:44.542216] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:44.695690] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:32:44.695854] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-17T23:32:44.695899] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9174 tests
[2025-10-17T23:32:44.695936] [INFO ] [CONFIGURE ] DAVA: Testing feature 6/29: add_failed_moves
[2025-10-17T23:32:44.695968] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T23:32:44.825143] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:32:44.951542] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:32:45.081612] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:32:45.212462] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:32:45.348936] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:32:45.483164] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:32:45.619220] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:32:45.748903] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:45.879869] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:46.012566] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:32:46.012775] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:32:46.012837] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9173 tests
[2025-10-17T23:32:46.012875] [INFO ] [CONFIGURE ] DAVA: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:32:46.012906] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T23:32:46.133639] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:32:46.255300] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:32:46.380911] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:32:46.501523] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:32:46.623168] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:32:46.748936] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:32:46.873507] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:32:46.996732] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:47.120679] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:47.246177] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:32:47.246335] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-17T23:32:47.246378] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9172 tests
[2025-10-17T23:32:47.246411] [INFO ] [CONFIGURE ] DAVA: Testing feature 8/29: add_macd
[2025-10-17T23:32:47.246443] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T23:32:47.404856] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:32:47.577080] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:32:47.737136] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:32:47.899675] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:32:48.060944] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:32:48.223372] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:32:48.384000] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:32:48.546517] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:48.708578] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:48.872235] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:32:48.872446] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:32:48.872500] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9171 tests
[2025-10-17T23:32:48.872543] [INFO ] [CONFIGURE ] DAVA: Testing feature 9/29: add_mfi
[2025-10-17T23:32:48.872581] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T23:32:49.008099] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:32:49.147956] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:32:49.285390] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:32:49.422413] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:32:49.560422] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:32:49.697740] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:32:49.837140] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:32:49.970694] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:50.105123] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:50.238930] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:32:50.239117] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:32:50.239166] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9170 tests
[2025-10-17T23:32:50.239207] [INFO ] [CONFIGURE ] DAVA: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:32:50.239241] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:32:50.386147] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:32:50.532323] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:32:50.680422] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:32:50.844134] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:32:50.990859] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:32:51.145729] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:32:51.299430] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:32:51.454199] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:32:51.613539] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:51.770750] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:32:51.770949] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-17T23:32:51.770995] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9169 tests
[2025-10-17T23:32:51.771031] [INFO ] [CONFIGURE ] DAVA: Testing feature 11/29: add_obv_daily
[2025-10-17T23:32:51.771063] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-17T23:32:51.897580] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:32:52.024868] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:32:52.151540] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:32:52.282812] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:32:52.415514] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:32:52.548165] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:32:52.680604] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:32:52.814849] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:52.949124] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:53.076369] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:32:53.076527] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T23:32:53.076572] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9168 tests
[2025-10-17T23:32:53.076608] [INFO ] [CONFIGURE ] DAVA: Testing feature 12/29: add_obv_interval
[2025-10-17T23:32:53.076639] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-17T23:32:53.196043] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:32:53.314447] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:32:53.439244] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:32:53.567206] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:32:53.694183] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:32:53.858436] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:32:53.984501] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:32:54.112208] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:54.239353] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:54.366627] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:32:54.366835] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T23:32:54.366886] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9167 tests
[2025-10-17T23:32:54.366924] [INFO ] [CONFIGURE ] DAVA: Testing feature 13/29: add_opening_strength
[2025-10-17T23:32:54.366957] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:32:54.500145] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:32:54.649866] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:32:54.783766] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:32:54.916949] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:32:55.050577] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:32:55.183258] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:32:55.320752] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:32:55.458510] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:55.599742] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:55.739353] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:32:55.739542] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T23:32:55.739589] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9166 tests
[2025-10-17T23:32:55.739627] [INFO ] [CONFIGURE ] DAVA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:32:55.739701] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-17T23:32:55.880357] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:32:56.019509] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:32:56.151764] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:32:56.285424] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:32:56.418028] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:32:56.552454] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:32:56.685466] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:32:56.826532] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:56.961377] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:57.108283] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:32:57.108489] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-17T23:32:57.108569] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9165 tests
[2025-10-17T23:32:57.108635] [INFO ] [CONFIGURE ] DAVA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:32:57.108825] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-17T23:32:57.240386] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:32:57.364607] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:32:57.495925] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:32:57.623236] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:32:57.745843] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:32:57.869021] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:32:57.995019] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:32:58.117271] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:58.241923] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:58.368898] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:32:58.369071] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:32:58.369135] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9164 tests
[2025-10-17T23:32:58.369173] [INFO ] [CONFIGURE ] DAVA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:32:58.369205] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-17T23:32:58.507992] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:32:58.647877] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:32:58.783967] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:32:58.918779] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:32:59.054713] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:32:59.186598] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:32:59.321010] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:32:59.454615] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:32:59.592117] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:32:59.733732] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:32:59.733885] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-17T23:32:59.733929] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9163 tests
[2025-10-17T23:32:59.733963] [INFO ] [CONFIGURE ] DAVA: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:32:59.733992] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-17T23:32:59.861307] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:32:59.988388] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:33:00.116720] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:00.250473] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:33:00.384396] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:33:00.517339] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:00.661612] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:00.795323] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:00.929108] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:33:01.064553] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:33:01.064733] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-17T23:33:01.064809] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9162 tests
[2025-10-17T23:33:01.064847] [INFO ] [CONFIGURE ] DAVA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:33:01.064881] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-17T23:33:01.195067] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:33:01.319208] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:33:01.438943] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:01.560682] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:33:01.680853] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:33:01.803982] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:01.931066] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:02.062625] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:02.185895] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:33:02.308831] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:33:02.308989] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-17T23:33:02.309034] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9161 tests
[2025-10-17T23:33:02.309067] [INFO ] [CONFIGURE ] DAVA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:33:02.309098] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-17T23:33:02.432380] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:33:02.552401] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:33:02.670198] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:02.789307] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:33:02.938237] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:33:03.057360] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:03.176542] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:03.295693] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:03.417407] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:33:03.538531] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:33:03.538735] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-17T23:33:03.538789] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9160 tests
[2025-10-17T23:33:03.538824] [INFO ] [CONFIGURE ] DAVA: Testing feature 20/29: add_price_rejection
[2025-10-17T23:33:03.538855] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-17T23:33:03.670819] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:33:03.799208] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:33:03.930109] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:04.062502] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:33:04.193614] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:33:04.328899] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:04.456685] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:04.583834] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:04.725248] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:33:04.855817] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:33:04.856000] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-17T23:33:04.856045] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9159 tests
[2025-10-17T23:33:04.856079] [INFO ] [CONFIGURE ] DAVA: Testing feature 21/29: add_range_position
[2025-10-17T23:33:04.856109] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-17T23:33:04.992958] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:05.131496] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:33:05.268700] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:05.407497] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:33:05.546769] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:33:05.686149] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:05.832967] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:06.006146] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:06.146847] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:33:06.289065] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:33:06.289240] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:33:06.289286] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9158 tests
[2025-10-17T23:33:06.289325] [INFO ] [CONFIGURE ] DAVA: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:33:06.289356] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-17T23:33:06.438728] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:06.588283] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:33:06.738666] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:33:06.889843] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:33:07.045261] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:33:07.197954] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:07.350906] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:07.503928] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:07.658785] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:33:07.814327] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:33:07.814507] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-17T23:33:07.814552] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 1.4s/test | Remaining: 9157 tests
[2025-10-17T23:33:07.814588] [INFO ] [CONFIGURE ] DAVA: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:33:07.814662] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-17T23:33:07.939504] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:33:08.077604] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:33:08.212293] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:08.343303] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:33:08.471884] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:33:08.601148] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:08.730759] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:08.864082] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:09.030745] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:33:09.169070] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:33:09.169236] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:33:09.169281] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9156 tests
[2025-10-17T23:33:09.169316] [INFO ] [CONFIGURE ] DAVA: Testing feature 24/29: add_rsi
[2025-10-17T23:33:09.169348] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-17T23:33:09.343417] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:33:09.517123] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:33:09.688449] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:09.869134] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:33:10.040693] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:33:10.214794] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:10.400165] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:10.559660] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:10.722506] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:33:10.896561] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:33:10.896806] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:33:10.896861] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9155 tests
[2025-10-17T23:33:10.896899] [INFO ] [CONFIGURE ] DAVA: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:33:10.896931] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-17T23:33:11.077952] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:33:11.254134] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:33:11.426409] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:11.599225] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:33:11.744238] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:33:11.891180] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:12.073027] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:12.218927] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:12.361217] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:33:12.504197] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:33:12.504381] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:33:12.504425] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9154 tests
[2025-10-17T23:33:12.504459] [INFO ] [CONFIGURE ] DAVA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:33:12.504490] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-17T23:33:12.646821] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:33:12.787072] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:33:12.924487] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:13.066275] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:33:13.209430] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:33:13.353258] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:13.497880] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:13.644868] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:13.783365] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:33:13.924903] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:33:13.925074] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:33:13.925120] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9153 tests
[2025-10-17T23:33:13.925154] [INFO ] [CONFIGURE ] DAVA: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:33:13.925212] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-17T23:33:14.078522] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:33:14.225990] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:33:14.356969] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:14.488988] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:33:14.621341] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:33:14.758471] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:14.891444] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:15.024221] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:15.158471] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:33:15.292749] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:33:15.292926] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:33:15.292971] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9152 tests
[2025-10-17T23:33:15.293006] [INFO ] [CONFIGURE ] DAVA: Testing feature 28/29: add_volume_profile
[2025-10-17T23:33:15.293037] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T23:33:15.416180] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:33:15.538343] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:33:15.661742] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:15.789869] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:33:15.930095] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:33:16.078066] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:16.220785] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:16.360467] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:16.509604] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:33:16.655779] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:33:16.655946] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:33:16.655991] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9151 tests
[2025-10-17T23:33:16.656026] [INFO ] [CONFIGURE ] DAVA: Testing feature 29/29: add_vwap
[2025-10-17T23:33:16.656059] [INFO ] [CONFIGURE ] DAVA: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-17T23:33:16.799905] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:16.943221] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:33:17.095254] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:17.241777] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:33:17.381929] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:33:17.522354] [DEBUG] [FORECASTER] DAVA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:17.661413] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:17.800789] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:33:17.936597] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:33:18.063624] [DEBUG] [FORECASTER] DAVA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:33:18.063788] [INFO ] [CONFIGURE ] DAVA: DISCARDED add_vwap (score: 40.00%)
[2025-10-17T23:33:18.063850] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9150 tests
[2025-10-17T23:33:18.063920] [INFO ] [CONFIGURE ] DAVA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:33:18.063975] [INFO ] [CONFIGURE ] DAVA: Best accuracy: 60.00%
[2025-10-17T23:33:18.064010] [INFO ] [CONFIGURE ] DAVA: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-17T23:33:18.064039] [INFO ] [CONFIGURE ] DAVA: Improvement over baseline: 10.00%
[2025-10-17T23:33:18.064067] [INFO ] [CONFIGURE ] DAVA: Total time: 40.2 seconds
[2025-10-17T23:33:18.064093] [INFO ] [CONFIGURE ] DAVA: Average time per feature: 1.4 seconds
[2025-10-17T23:33:18.064119] [INFO ] [CONFIGURE ] DAVA: Average speed: 0.72 features/sec
[2025-10-17T23:33:18.064784] [INFO ] [LOCAL     ] Saved configuration for DAVA: 1 features, 60.00% accuracy -> ./output/feature-sets/DAVA.json
[2025-10-17T23:33:18.064854] [INFO ] [CONFIGURE ] DAVA: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-17T23:33:18.064931] [INFO ] [sig       ] [65/380] Successfully configured DAVA | 0.02 sym/s | Total: 46.0m | ETA: 3.7h
[2025-10-17T23:33:18.064997] [INFO ] [sig       ] [66/380] Configuring DBRG...
[2025-10-17T23:33:18.065061] [INFO ] [CONFIGURE ] DBRG: Configurate test run.
[2025-10-17T23:33:18.065137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-10-17T23:33:18.079093] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DBRG'.
[2025-10-17T23:33:18.079496] [INFO ] [CONFIGURE ] DBRG: Testing with 29 available features
[2025-10-17T23:33:18.079553] [INFO ] [CONFIGURE ] DBRG: Establishing baseline with no features...
[2025-10-17T23:33:18.177141] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:18.279580] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:33:18.388349] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:33:18.491109] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:33:18.590833] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:18.690421] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:18.791919] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:18.892592] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:18.990476] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:19.087860] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:19.088003] [INFO ] [CONFIGURE ] DBRG: Baseline score (no features): 50.00%
[2025-10-17T23:33:19.088046] [INFO ] [CONFIGURE ] DBRG: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:33:19.088079] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:33:19.196430] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:19.303393] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:33:19.416580] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:33:19.534536] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:33:19.655341] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:19.774853] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:19.903136] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:20.033252] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:33:20.162084] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:20.288798] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:20.288961] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-17T23:33:20.289005] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9149 tests
[2025-10-17T23:33:20.289038] [INFO ] [CONFIGURE ] DBRG: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:33:20.289068] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:33:20.415850] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:20.545427] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:20.671014] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:20.792296] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:33:20.914258] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:21.034906] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:21.158843] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:21.282633] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:21.407914] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:21.533492] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:21.533636] [INFO ] [CONFIGURE ] DBRG: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-17T23:33:21.533717] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9148 tests
[2025-10-17T23:33:21.533757] [INFO ] [CONFIGURE ] DBRG: Testing feature 3/29: add_daily_returns
[2025-10-17T23:33:21.533789] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:33:21.664083] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:21.788156] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:21.913147] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:33:22.038125] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:33:22.163553] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:22.290443] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:22.417390] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:22.544976] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:22.674635] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:22.805293] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:22.805463] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:33:22.805533] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9147 tests
[2025-10-17T23:33:22.805590] [INFO ] [CONFIGURE ] DBRG: Testing feature 4/29: add_ema
[2025-10-17T23:33:22.805624] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-17T23:33:22.942971] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:23.081878] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:23.220938] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:23.361675] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:33:23.505677] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:23.649273] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:33:23.796954] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:23.950548] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:33:24.098417] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:24.245810] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:24.245966] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:33:24.246011] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9146 tests
[2025-10-17T23:33:24.246045] [INFO ] [CONFIGURE ] DBRG: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:33:24.246076] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:33:24.390925] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:24.539098] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:24.685035] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:33:24.844528] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:33:25.002794] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:25.164628] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:25.317526] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:25.485770] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:25.646273] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:25.806734] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:25.806910] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:33:25.806955] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9145 tests
[2025-10-17T23:33:25.806989] [INFO ] [CONFIGURE ] DBRG: Testing feature 6/29: add_failed_moves
[2025-10-17T23:33:25.807020] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:33:25.940126] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:26.094261] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:26.229629] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:26.366420] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:33:26.505980] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:26.643338] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:26.782927] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:26.919100] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:27.054875] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:27.247043] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:27.247282] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:33:27.247364] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9144 tests
[2025-10-17T23:33:27.247439] [INFO ] [CONFIGURE ] DBRG: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:33:27.247509] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T23:33:27.387663] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:27.511905] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:27.637123] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:27.763955] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:33:27.890463] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:28.019412] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:28.147669] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:28.276725] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:28.407739] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:28.544009] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:28.544134] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:33:28.544176] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9143 tests
[2025-10-17T23:33:28.544211] [INFO ] [CONFIGURE ] DBRG: Testing feature 8/29: add_macd
[2025-10-17T23:33:28.544241] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:33:28.709996] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:33:28.878012] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:29.048897] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:33:29.215545] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:33:29.385766] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:29.555814] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:33:29.722880] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:29.895557] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:30.064953] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:30.266631] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:30.266852] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:33:30.266899] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9142 tests
[2025-10-17T23:33:30.266932] [INFO ] [CONFIGURE ] DBRG: Testing feature 9/29: add_mfi
[2025-10-17T23:33:30.266963] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-17T23:33:30.408729] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:30.550474] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:30.693717] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:30.838050] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:33:30.982142] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:31.125517] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:31.269489] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:31.417996] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:31.564297] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:31.713146] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:31.713354] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T23:33:31.713398] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9141 tests
[2025-10-17T23:33:31.713434] [INFO ] [CONFIGURE ] DBRG: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:33:31.713466] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:33:31.875025] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:32.032418] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:32.190754] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:32.349406] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:33:32.509484] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:32.673449] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:32.831820] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:32.996225] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:33.158454] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:33.325306] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:33.325473] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:33:33.325516] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9140 tests
[2025-10-17T23:33:33.325551] [INFO ] [CONFIGURE ] DBRG: Testing feature 11/29: add_obv_daily
[2025-10-17T23:33:33.325581] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-17T23:33:33.475295] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:33.609854] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:33.755975] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:33:33.900998] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:33:34.040507] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:34.186318] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:34.326362] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:34.468761] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:34.613608] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:34.758145] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:34.758307] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T23:33:34.758350] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9139 tests
[2025-10-17T23:33:34.758383] [INFO ] [CONFIGURE ] DBRG: Testing feature 12/29: add_obv_interval
[2025-10-17T23:33:34.758413] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-17T23:33:34.895062] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:35.030630] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:35.162931] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:35.298008] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:33:35.432771] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:35.570045] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:33:35.706324] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:35.843506] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:35.980984] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:36.121593] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:36.121824] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:33:36.121881] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9138 tests
[2025-10-17T23:33:36.121918] [INFO ] [CONFIGURE ] DBRG: Testing feature 13/29: add_opening_strength
[2025-10-17T23:33:36.121949] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:33:36.277127] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:36.421428] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:36.567034] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:33:36.714064] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:33:36.859589] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:37.005468] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:33:37.153119] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:37.302935] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:37.453705] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:37.604003] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:37.604181] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-17T23:33:37.604225] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9137 tests
[2025-10-17T23:33:37.604262] [INFO ] [CONFIGURE ] DBRG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:33:37.604294] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-17T23:33:37.752777] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:37.898219] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:38.045586] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:38.193018] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:33:38.342624] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:38.503352] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:33:38.695456] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:38.854429] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:33:39.010237] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:39.170547] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:39.170765] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-17T23:33:39.170820] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9136 tests
[2025-10-17T23:33:39.170859] [INFO ] [CONFIGURE ] DBRG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:33:39.170893] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-17T23:33:39.308953] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:39.440946] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:39.574511] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:39.707798] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:33:39.841212] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:39.978437] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:40.112885] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:40.247509] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:40.383663] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:40.520870] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:40.521063] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:33:40.521107] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9135 tests
[2025-10-17T23:33:40.521140] [INFO ] [CONFIGURE ] DBRG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:33:40.521170] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-17T23:33:40.658771] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:40.799847] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:40.940482] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:33:41.080701] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:33:41.223052] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:41.374905] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:41.519577] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:41.664554] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:41.810791] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:41.957925] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:41.958085] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:33:41.958130] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9134 tests
[2025-10-17T23:33:41.958167] [INFO ] [CONFIGURE ] DBRG: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:33:41.958199] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-17T23:33:42.100637] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:42.243419] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:42.414949] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:42.559964] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:33:42.706037] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:42.857093] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:43.009795] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:43.165798] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:43.320200] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:43.473210] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:43.473367] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:33:43.473506] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9133 tests
[2025-10-17T23:33:43.473565] [INFO ] [CONFIGURE ] DBRG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:33:43.473598] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-17T23:33:43.604479] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:43.737708] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:43.875408] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:33:44.011251] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:33:44.150877] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:44.284137] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:44.419908] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:44.560415] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:44.700917] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:44.841990] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:44.842206] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-17T23:33:44.842282] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9132 tests
[2025-10-17T23:33:44.842327] [INFO ] [CONFIGURE ] DBRG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:33:44.842366] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-17T23:33:44.975913] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:45.106699] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:45.238344] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:45.375470] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:33:45.503091] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:45.634065] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:45.764238] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:45.894566] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:46.027334] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:46.161710] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:46.161894] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:33:46.161939] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9131 tests
[2025-10-17T23:33:46.161974] [INFO ] [CONFIGURE ] DBRG: Testing feature 20/29: add_price_rejection
[2025-10-17T23:33:46.162005] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-17T23:33:46.301500] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:46.441851] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:46.587292] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:46.736672] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:33:46.881298] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:47.023724] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:47.164438] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:47.314763] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:47.465073] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:47.614246] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:47.614448] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-17T23:33:47.614494] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9130 tests
[2025-10-17T23:33:47.614529] [INFO ] [CONFIGURE ] DBRG: Testing feature 21/29: add_range_position
[2025-10-17T23:33:47.614562] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-17T23:33:47.769005] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:47.921502] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:33:48.076371] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:48.232458] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:33:48.388300] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:48.553023] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:48.707853] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:48.860812] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:49.017209] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:49.177568] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:49.177778] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:33:49.177865] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9129 tests
[2025-10-17T23:33:49.177904] [INFO ] [CONFIGURE ] DBRG: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:33:49.177936] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-17T23:33:49.345209] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:49.512143] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:49.679311] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:49.846960] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:33:50.013623] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:50.180704] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:50.349999] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:50.517400] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:50.686842] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:50.857756] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:50.857965] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T23:33:50.858015] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9128 tests
[2025-10-17T23:33:50.858050] [INFO ] [CONFIGURE ] DBRG: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:33:50.858081] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-17T23:33:50.995961] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:51.133378] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:51.276079] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:51.417760] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:33:51.558292] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:51.697849] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:51.845734] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:51.985440] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:52.125225] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:52.265203] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:52.265370] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:33:52.265413] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9127 tests
[2025-10-17T23:33:52.265447] [INFO ] [CONFIGURE ] DBRG: Testing feature 24/29: add_rsi
[2025-10-17T23:33:52.265479] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-17T23:33:52.425109] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:52.584958] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:52.751226] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:52.920298] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:33:53.083163] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:53.246217] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:33:53.412939] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:53.592583] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:33:53.765891] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:53.928533] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:53.928739] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:33:53.928796] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9126 tests
[2025-10-17T23:33:53.928835] [INFO ] [CONFIGURE ] DBRG: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:33:53.928867] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-17T23:33:54.067493] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:54.203227] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:54.339871] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:54.475379] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:33:54.630723] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:54.764276] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:54.902095] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:55.035069] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:55.170172] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:55.307486] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:55.307698] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:33:55.307760] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9125 tests
[2025-10-17T23:33:55.307833] [INFO ] [CONFIGURE ] DBRG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:33:55.307879] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-17T23:33:55.438296] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:33:55.575703] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:55.707822] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:55.845895] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:33:55.988013] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:56.120598] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:56.259507] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:56.393342] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:56.526971] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:56.675894] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:56.676068] [INFO ] [CONFIGURE ] DBRG: KEPT add_volume_momentum_confirmation (score: 80.00%)
[2025-10-17T23:33:56.676113] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9124 tests
[2025-10-17T23:33:56.676150] [INFO ] [CONFIGURE ] DBRG: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:33:56.676182] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-10-17T23:33:56.835938] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:33:56.986579] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:33:57.138001] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:57.292131] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:33:57.444397] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:57.597343] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:57.753057] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:57.907395] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:33:58.062786] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:58.219401] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:58.219581] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T23:33:58.219626] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9123 tests
[2025-10-17T23:33:58.219698] [INFO ] [CONFIGURE ] DBRG: Testing feature 28/29: add_volume_profile
[2025-10-17T23:33:58.219742] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-10-17T23:33:58.362034] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:33:58.515052] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:33:58.661543] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:33:58.806187] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:33:58.952034] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:33:59.097420] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:33:59.241758] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:33:59.385483] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:33:59.531331] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:33:59.676660] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:33:59.676834] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:33:59.676879] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9122 tests
[2025-10-17T23:33:59.676912] [INFO ] [CONFIGURE ] DBRG: Testing feature 29/29: add_vwap
[2025-10-17T23:33:59.676943] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation', 'add_vwap']
[2025-10-17T23:33:59.824109] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:33:59.974543] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:34:00.132090] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:34:00.292314] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:34:00.452564] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:00.608042] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:34:00.768500] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:34:00.923832] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:01.081967] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:34:01.237750] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:01.237936] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_vwap (score: 80.00%)
[2025-10-17T23:34:01.237984] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9121 tests
[2025-10-17T23:34:01.238021] [INFO ] [CONFIGURE ] DBRG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:34:01.238051] [INFO ] [CONFIGURE ] DBRG: Best accuracy: 80.00%
[2025-10-17T23:34:01.238081] [INFO ] [CONFIGURE ] DBRG: Best feature set (2 features): ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-17T23:34:01.238109] [INFO ] [CONFIGURE ] DBRG: Improvement over baseline: 30.00%
[2025-10-17T23:34:01.238135] [INFO ] [CONFIGURE ] DBRG: Total time: 42.1 seconds
[2025-10-17T23:34:01.238161] [INFO ] [CONFIGURE ] DBRG: Average time per feature: 1.5 seconds
[2025-10-17T23:34:01.238188] [INFO ] [CONFIGURE ] DBRG: Average speed: 0.69 features/sec
[2025-10-17T23:34:01.238759] [INFO ] [LOCAL     ] Saved configuration for DBRG: 2 features, 80.00% accuracy -> ./output/feature-sets/DBRG.json
[2025-10-17T23:34:01.238827] [INFO ] [CONFIGURE ] DBRG: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-17T23:34:01.238900] [INFO ] [sig       ] [66/380] Successfully configured DBRG | 0.02 sym/s | Total: 46.7m | ETA: 3.7h
[2025-10-17T23:34:01.238975] [INFO ] [sig       ] [67/380] Configuring DCI...
[2025-10-17T23:34:01.239030] [INFO ] [CONFIGURE ] DCI: Configurate test run.
[2025-10-17T23:34:01.239064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-10-17T23:34:01.255047] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DCI'.
[2025-10-17T23:34:01.255499] [INFO ] [CONFIGURE ] DCI: Testing with 29 available features
[2025-10-17T23:34:01.255556] [INFO ] [CONFIGURE ] DCI: Establishing baseline with no features...
[2025-10-17T23:34:01.374408] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:01.485129] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:01.598720] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:01.731710] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:01.862584] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:34:01.970912] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:02.081258] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:02.190273] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:02.298265] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:02.406866] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:34:02.407005] [INFO ] [CONFIGURE ] DCI: Baseline score (no features): 70.00%
[2025-10-17T23:34:02.407047] [INFO ] [CONFIGURE ] DCI: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:34:02.407080] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:34:02.525581] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:02.643609] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:34:02.763434] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:02.892175] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:03.016589] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:03.140228] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:34:03.268771] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:03.386966] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:03.506921] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:03.674125] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:34:03.674349] [INFO ] [CONFIGURE ] DCI: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-17T23:34:03.674408] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9120 tests
[2025-10-17T23:34:03.674447] [INFO ] [CONFIGURE ] DCI: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:34:03.674481] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:34:03.832393] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:03.986295] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:04.168993] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:04.339193] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:04.475461] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:04.605201] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:04.732169] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:34:04.863190] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:04.992692] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:05.125820] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:34:05.125979] [INFO ] [CONFIGURE ] DCI: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T23:34:05.126023] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9119 tests
[2025-10-17T23:34:05.126060] [INFO ] [CONFIGURE ] DCI: Testing feature 3/29: add_daily_returns
[2025-10-17T23:34:05.126093] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns']
[2025-10-17T23:34:05.246827] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:05.367132] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:05.485945] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:05.604828] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:05.726080] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:05.859041] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:05.974067] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:06.090811] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:06.212374] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:06.343197] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:34:06.343361] [INFO ] [CONFIGURE ] DCI: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T23:34:06.343405] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9118 tests
[2025-10-17T23:34:06.343440] [INFO ] [CONFIGURE ] DCI: Testing feature 4/29: add_ema
[2025-10-17T23:34:06.343472] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_ema']
[2025-10-17T23:34:06.470526] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:06.597348] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:06.755820] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:06.874857] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:07.004951] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:07.139838] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:07.270711] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:07.402471] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:07.539099] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:07.669864] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:34:07.670060] [INFO ] [CONFIGURE ] DCI: DISCARDED add_ema (score: 60.00%)
[2025-10-17T23:34:07.670106] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9117 tests
[2025-10-17T23:34:07.670140] [INFO ] [CONFIGURE ] DCI: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:34:07.670171] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:34:07.804537] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:34:07.938421] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:34:08.074761] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:08.211729] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:08.350445] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:08.490947] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:08.631344] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:08.774737] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:08.914020] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:09.054828] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:34:09.055005] [INFO ] [CONFIGURE ] DCI: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:34:09.055050] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9116 tests
[2025-10-17T23:34:09.055087] [INFO ] [CONFIGURE ] DCI: Testing feature 6/29: add_failed_moves
[2025-10-17T23:34:09.055120] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_failed_moves']
[2025-10-17T23:34:09.174014] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:09.291442] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:09.408292] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:09.524396] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:09.640986] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:09.808341] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:09.925852] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:10.049476] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:10.169095] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:10.287246] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:34:10.287431] [INFO ] [CONFIGURE ] DCI: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:34:10.287477] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9115 tests
[2025-10-17T23:34:10.287510] [INFO ] [CONFIGURE ] DCI: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:34:10.287542] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_lag_shelf']
[2025-10-17T23:34:10.394235] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:10.502303] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:10.603389] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:10.704392] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:10.816369] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:34:10.919089] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:11.024332] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:11.130633] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:11.246720] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:11.357637] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:34:11.357903] [INFO ] [CONFIGURE ] DCI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:34:11.357962] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9114 tests
[2025-10-17T23:34:11.357999] [INFO ] [CONFIGURE ] DCI: Testing feature 8/29: add_macd
[2025-10-17T23:34:11.358033] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:34:11.505716] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:11.649480] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:34:11.793079] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:11.942473] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:12.091336] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:12.240132] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:12.390606] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:12.542340] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:12.693071] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:12.874883] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:34:12.875076] [INFO ] [CONFIGURE ] DCI: DISCARDED add_macd (score: 70.00%)
[2025-10-17T23:34:12.875122] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9113 tests
[2025-10-17T23:34:12.875155] [INFO ] [CONFIGURE ] DCI: Testing feature 9/29: add_mfi
[2025-10-17T23:34:12.875187] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_mfi']
[2025-10-17T23:34:12.995722] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:13.117812] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:13.245678] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:13.369217] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:13.491526] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:34:13.615855] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:13.746034] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:13.868511] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:13.993521] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:14.130690] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:34:14.130908] [INFO ] [CONFIGURE ] DCI: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:34:14.130968] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9112 tests
[2025-10-17T23:34:14.131007] [INFO ] [CONFIGURE ] DCI: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:34:14.131046] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:34:14.274537] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:14.416619] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:34:14.560229] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:14.700677] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:14.848042] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:14.994816] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:15.136387] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:15.278823] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:15.426743] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:15.578080] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:34:15.578262] [INFO ] [CONFIGURE ] DCI: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:34:15.578310] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9111 tests
[2025-10-17T23:34:15.578344] [INFO ] [CONFIGURE ] DCI: Testing feature 11/29: add_obv_daily
[2025-10-17T23:34:15.578375] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_obv_daily']
[2025-10-17T23:34:15.690458] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:15.801343] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:15.916594] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:16.030763] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:16.143986] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:16.257756] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:16.377663] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:16.500403] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:16.622434] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:16.747235] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:34:16.747411] [INFO ] [CONFIGURE ] DCI: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T23:34:16.747455] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9110 tests
[2025-10-17T23:34:16.747489] [INFO ] [CONFIGURE ] DCI: Testing feature 12/29: add_obv_interval
[2025-10-17T23:34:16.747521] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_obv_interval']
[2025-10-17T23:34:16.864760] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:16.982105] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:17.100681] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:17.221193] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:17.343751] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:17.477981] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:17.609093] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:17.730868] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:17.853560] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:17.973860] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:34:17.974066] [INFO ] [CONFIGURE ] DCI: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T23:34:17.974111] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9109 tests
[2025-10-17T23:34:17.974145] [INFO ] [CONFIGURE ] DCI: Testing feature 13/29: add_opening_strength
[2025-10-17T23:34:17.974176] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:34:18.099571] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:18.221018] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:18.342901] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:18.464576] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:18.587870] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:34:18.716176] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:18.846200] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:18.974895] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:19.105073] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:19.235027] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:19.235226] [INFO ] [CONFIGURE ] DCI: KEPT add_opening_strength (score: 80.00%)
[2025-10-17T23:34:19.235271] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9108 tests
[2025-10-17T23:34:19.235307] [INFO ] [CONFIGURE ] DCI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:34:19.235340] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-17T23:34:19.388666] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:34:19.542876] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:19.696338] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:19.850496] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:34:20.005090] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:20.162112] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:20.307021] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:20.457453] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:20.608242] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:20.759707] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:20.759874] [INFO ] [CONFIGURE ] DCI: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-17T23:34:20.759930] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9107 tests
[2025-10-17T23:34:20.759967] [INFO ] [CONFIGURE ] DCI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:34:20.759998] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-17T23:34:20.888091] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:21.016205] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:21.143091] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:21.273037] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:21.402524] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:34:21.535498] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:21.665430] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:21.791914] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:21.950771] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:22.079699] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:22.079848] [INFO ] [CONFIGURE ] DCI: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T23:34:22.079912] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9106 tests
[2025-10-17T23:34:22.079970] [INFO ] [CONFIGURE ] DCI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:34:22.080004] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-17T23:34:22.212115] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:34:22.346194] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:34:22.479711] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:22.611503] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:34:22.742465] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:22.877486] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:23.010147] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:23.145073] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:23.286165] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:23.422046] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:23.422198] [INFO ] [CONFIGURE ] DCI: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-17T23:34:23.422242] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9105 tests
[2025-10-17T23:34:23.422277] [INFO ] [CONFIGURE ] DCI: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:34:23.422308] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-17T23:34:23.555367] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:23.689002] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:23.823008] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:23.956617] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:24.107155] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:24.253210] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:24.404843] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:24.554566] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:24.698274] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:24.835311] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:34:24.835508] [INFO ] [CONFIGURE ] DCI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:34:24.835559] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9104 tests
[2025-10-17T23:34:24.835597] [INFO ] [CONFIGURE ] DCI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:34:24.835629] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-17T23:34:24.995249] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:25.131719] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:25.255949] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:25.382083] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:25.510149] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:25.636930] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:25.762239] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:25.888119] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:26.014031] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:26.139252] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:26.139388] [INFO ] [CONFIGURE ] DCI: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:34:26.139431] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9103 tests
[2025-10-17T23:34:26.139464] [INFO ] [CONFIGURE ] DCI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:34:26.139495] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-17T23:34:26.262351] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:26.383729] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:26.508148] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:26.630455] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:26.758450] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:34:26.883472] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:27.007086] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:27.131418] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:27.255819] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:27.398666] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:27.398846] [INFO ] [CONFIGURE ] DCI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:34:27.398890] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9102 tests
[2025-10-17T23:34:27.398925] [INFO ] [CONFIGURE ] DCI: Testing feature 20/29: add_price_rejection
[2025-10-17T23:34:27.398956] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-17T23:34:27.537312] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:27.674793] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:34:27.810104] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:27.944999] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:28.082290] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:28.219251] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:28.356289] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:28.492345] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:28.631223] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:28.765742] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:28.765936] [INFO ] [CONFIGURE ] DCI: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-17T23:34:28.766030] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9101 tests
[2025-10-17T23:34:28.766073] [INFO ] [CONFIGURE ] DCI: Testing feature 21/29: add_range_position
[2025-10-17T23:34:28.766106] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-17T23:34:28.907742] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:29.047962] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:29.189929] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:34:29.335664] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:34:29.482488] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:29.628401] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:34:29.774933] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:34:29.918849] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:30.067343] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:30.218337] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:30.218484] [INFO ] [CONFIGURE ] DCI: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:34:30.218526] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9100 tests
[2025-10-17T23:34:30.218560] [INFO ] [CONFIGURE ] DCI: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:34:30.218591] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-17T23:34:30.378955] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:30.540040] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:34:30.701712] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:30.864863] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:31.064481] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:31.228128] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:34:31.396093] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:31.567490] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:31.748590] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:31.909675] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:31.909882] [INFO ] [CONFIGURE ] DCI: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T23:34:31.909930] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9099 tests
[2025-10-17T23:34:31.909965] [INFO ] [CONFIGURE ] DCI: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:34:31.909998] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-17T23:34:32.047474] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:34:32.186958] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:32.324400] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:32.462331] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:32.600185] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:32.741969] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:32.882536] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:33.022142] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:33.161479] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:33.300662] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:33.300834] [INFO ] [CONFIGURE ] DCI: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:34:33.300878] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9098 tests
[2025-10-17T23:34:33.300912] [INFO ] [CONFIGURE ] DCI: Testing feature 24/29: add_rsi
[2025-10-17T23:34:33.300943] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-17T23:34:33.456601] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:33.612204] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:33.769999] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:33.925831] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:34.104257] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:34.260758] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:34.417603] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:34.574927] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:34.732898] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:34.891085] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:34.891219] [INFO ] [CONFIGURE ] DCI: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T23:34:34.891260] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9097 tests
[2025-10-17T23:34:34.891295] [INFO ] [CONFIGURE ] DCI: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:34:34.891324] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-17T23:34:35.022808] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:35.155195] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:35.288224] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:35.421939] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:35.557041] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:35.692188] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:35.829003] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:35.968107] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:36.107154] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:36.246768] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:36.246949] [INFO ] [CONFIGURE ] DCI: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T23:34:36.246992] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9096 tests
[2025-10-17T23:34:36.247050] [INFO ] [CONFIGURE ] DCI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:34:36.247084] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-17T23:34:36.384316] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:36.522245] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:36.663475] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:36.802253] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:36.942212] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:37.111319] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:37.251348] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:37.389378] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:37.527829] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:37.664146] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:37.664284] [INFO ] [CONFIGURE ] DCI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:34:37.664326] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9095 tests
[2025-10-17T23:34:37.664361] [INFO ] [CONFIGURE ] DCI: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:34:37.664392] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-17T23:34:37.808519] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:37.951676] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:38.096998] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:38.242242] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:38.389018] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:38.540877] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:38.688586] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:38.840258] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:38.989030] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:39.144437] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:39.144614] [INFO ] [CONFIGURE ] DCI: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T23:34:39.144686] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9094 tests
[2025-10-17T23:34:39.144738] [INFO ] [CONFIGURE ] DCI: Testing feature 28/29: add_volume_profile
[2025-10-17T23:34:39.144772] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-17T23:34:39.281623] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:39.418197] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:34:39.556063] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:39.693048] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:34:39.829435] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:39.969430] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:40.113008] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:40.263846] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:40.404382] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:40.545830] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:34:40.546029] [INFO ] [CONFIGURE ] DCI: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-17T23:34:40.546073] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9093 tests
[2025-10-17T23:34:40.546108] [INFO ] [CONFIGURE ] DCI: Testing feature 29/29: add_vwap
[2025-10-17T23:34:40.546139] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-17T23:34:40.685895] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:40.826613] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:34:40.968443] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:34:41.133048] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:34:41.278494] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:34:41.425385] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:34:41.572097] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:34:41.723825] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:41.883734] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:34:42.032688] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:34:42.032871] [INFO ] [CONFIGURE ] DCI: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T23:34:42.032915] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9092 tests
[2025-10-17T23:34:42.032951] [INFO ] [CONFIGURE ] DCI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:34:42.032981] [INFO ] [CONFIGURE ] DCI: Best accuracy: 80.00%
[2025-10-17T23:34:42.033011] [INFO ] [CONFIGURE ] DCI: Best feature set (2 features): ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:34:42.033038] [INFO ] [CONFIGURE ] DCI: Improvement over baseline: 10.00%
[2025-10-17T23:34:42.033066] [INFO ] [CONFIGURE ] DCI: Total time: 39.6 seconds
[2025-10-17T23:34:42.033092] [INFO ] [CONFIGURE ] DCI: Average time per feature: 1.4 seconds
[2025-10-17T23:34:42.033118] [INFO ] [CONFIGURE ] DCI: Average speed: 0.73 features/sec
[2025-10-17T23:34:42.033553] [INFO ] [LOCAL     ] Saved configuration for DCI: 2 features, 80.00% accuracy -> ./output/feature-sets/DCI.json
[2025-10-17T23:34:42.033672] [INFO ] [CONFIGURE ] DCI: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-17T23:34:42.033758] [INFO ] [sig       ] [67/380] Successfully configured DCI | 0.02 sym/s | Total: 47.4m | ETA: 3.7h
[2025-10-17T23:34:42.033815] [INFO ] [sig       ] [68/380] Configuring DCO...
[2025-10-17T23:34:42.033858] [INFO ] [CONFIGURE ] DCO: Configurate test run.
[2025-10-17T23:34:42.033913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-10-17T23:34:42.047541] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DCO'.
[2025-10-17T23:34:42.048171] [INFO ] [CONFIGURE ] DCO: Testing with 29 available features
[2025-10-17T23:34:42.048234] [INFO ] [CONFIGURE ] DCO: Establishing baseline with no features...
[2025-10-17T23:34:42.163383] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:34:42.277111] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:34:42.386355] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:42.496206] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:34:42.605233] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:34:42.711808] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:34:42.818002] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:34:42.928055] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:43.036253] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:34:43.144491] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:43.144702] [INFO ] [CONFIGURE ] DCO: Baseline score (no features): 60.00%
[2025-10-17T23:34:43.144763] [INFO ] [CONFIGURE ] DCO: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:34:43.144798] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:34:43.263438] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:34:43.381430] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:34:43.502874] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:43.623677] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:34:43.743742] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:34:43.863045] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:34:43.983075] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:34:44.103701] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:44.224208] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:34:44.344994] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:44.345142] [INFO ] [CONFIGURE ] DCO: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-17T23:34:44.345184] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9091 tests
[2025-10-17T23:34:44.345218] [INFO ] [CONFIGURE ] DCO: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:34:44.345247] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:34:44.467490] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:44.589334] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:34:44.712004] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:44.834603] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:34:44.957281] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:34:45.087756] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:34:45.224605] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:34:45.346770] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:45.469117] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:34:45.602411] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:45.602568] [INFO ] [CONFIGURE ] DCO: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-17T23:34:45.602674] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9090 tests
[2025-10-17T23:34:45.602729] [INFO ] [CONFIGURE ] DCO: Testing feature 3/29: add_daily_returns
[2025-10-17T23:34:45.602762] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:34:45.732625] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:45.864568] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:34:45.998212] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:46.135131] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:34:46.267674] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:34:46.409741] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:34:46.542941] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:34:46.684383] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:46.819801] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:34:46.955533] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:46.955716] [INFO ] [CONFIGURE ] DCO: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T23:34:46.955771] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9089 tests
[2025-10-17T23:34:46.955809] [INFO ] [CONFIGURE ] DCO: Testing feature 4/29: add_ema
[2025-10-17T23:34:46.955840] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-17T23:34:47.101736] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:47.248637] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:34:47.396930] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:47.544347] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:34:47.692802] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:34:47.836972] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:34:47.990263] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:34:48.137284] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:48.285828] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:34:48.434915] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:48.435084] [INFO ] [CONFIGURE ] DCO: DISCARDED add_ema (score: 70.00%)
[2025-10-17T23:34:48.435129] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9088 tests
[2025-10-17T23:34:48.435163] [INFO ] [CONFIGURE ] DCO: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:34:48.435194] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:34:48.586992] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:48.737101] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:34:48.889490] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:49.041121] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:34:49.194869] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:34:49.349226] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:34:49.503753] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:34:49.661957] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:49.819275] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:34:49.973778] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:49.973956] [INFO ] [CONFIGURE ] DCO: KEPT add_exhaustion_signals (score: 80.00%)
[2025-10-17T23:34:49.974000] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9087 tests
[2025-10-17T23:34:49.974036] [INFO ] [CONFIGURE ] DCO: Testing feature 6/29: add_failed_moves
[2025-10-17T23:34:49.974067] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-17T23:34:50.143979] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:50.303533] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:34:50.462939] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:50.626993] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:34:50.790275] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:34:50.959419] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:34:51.131364] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:34:51.298389] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:51.463207] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:34:51.629290] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:51.629461] [INFO ] [CONFIGURE ] DCO: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T23:34:51.629524] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9086 tests
[2025-10-17T23:34:51.629570] [INFO ] [CONFIGURE ] DCO: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:34:51.629626] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-17T23:34:51.781020] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:51.933014] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:34:52.084388] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:52.243157] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:34:52.409794] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:34:52.603563] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:34:52.787151] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:34:52.957830] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:53.132016] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:34:53.302112] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:53.302352] [INFO ] [CONFIGURE ] DCO: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:34:53.302430] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9085 tests
[2025-10-17T23:34:53.302479] [INFO ] [CONFIGURE ] DCO: Testing feature 8/29: add_macd
[2025-10-17T23:34:53.302515] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-17T23:34:53.499577] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:34:53.698014] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:34:53.895014] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:54.097039] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:34:54.290033] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:34:54.481501] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:34:54.681571] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:34:54.893415] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:55.095882] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:34:55.298858] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:55.299188] [INFO ] [CONFIGURE ] DCO: DISCARDED add_macd (score: 70.00%)
[2025-10-17T23:34:55.299256] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9084 tests
[2025-10-17T23:34:55.299298] [INFO ] [CONFIGURE ] DCO: Testing feature 9/29: add_mfi
[2025-10-17T23:34:55.299340] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-17T23:34:55.526312] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:55.749393] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:34:55.944154] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:56.165581] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:34:56.382368] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:34:56.596482] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:34:56.778495] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:34:56.964402] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:57.144243] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:34:57.314694] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:57.314879] [INFO ] [CONFIGURE ] DCO: DISCARDED add_mfi (score: 80.00%)
[2025-10-17T23:34:57.314926] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9083 tests
[2025-10-17T23:34:57.314962] [INFO ] [CONFIGURE ] DCO: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:34:57.314994] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:34:57.486961] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:34:57.655776] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:34:57.826234] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:58.006677] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:34:58.196128] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:34:58.380411] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:34:58.576764] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:34:58.755779] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:34:58.935324] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:34:59.119144] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:34:59.119320] [INFO ] [CONFIGURE ] DCO: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-17T23:34:59.119376] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9082 tests
[2025-10-17T23:34:59.119434] [INFO ] [CONFIGURE ] DCO: Testing feature 11/29: add_obv_daily
[2025-10-17T23:34:59.119469] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-17T23:34:59.273558] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:34:59.426521] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:34:59.583968] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:34:59.739193] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:34:59.892291] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:00.047011] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:00.214477] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:00.375979] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:00.539485] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:00.706029] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:00.706198] [INFO ] [CONFIGURE ] DCO: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-17T23:35:00.706242] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9081 tests
[2025-10-17T23:35:00.706276] [INFO ] [CONFIGURE ] DCO: Testing feature 12/29: add_obv_interval
[2025-10-17T23:35:00.706307] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-17T23:35:00.865634] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:35:01.021806] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:01.191589] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:35:01.360966] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:35:01.526365] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:01.684258] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:01.843350] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:02.002601] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:02.165469] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:02.324328] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:02.324509] [INFO ] [CONFIGURE ] DCO: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-17T23:35:02.324580] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9080 tests
[2025-10-17T23:35:02.324639] [INFO ] [CONFIGURE ] DCO: Testing feature 13/29: add_opening_strength
[2025-10-17T23:35:02.324717] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:35:02.491139] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:35:02.657758] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:02.820293] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:35:02.982364] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:35:03.147290] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:03.314637] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:03.478228] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:03.642795] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:03.809953] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:03.979892] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:03.980051] [INFO ] [CONFIGURE ] DCO: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-17T23:35:03.980105] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9079 tests
[2025-10-17T23:35:03.980147] [INFO ] [CONFIGURE ] DCO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:35:03.980183] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-17T23:35:04.144338] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:35:04.311790] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:04.478835] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:35:04.643557] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:35:04.811689] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:04.978057] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:05.149053] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:05.328370] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:05.505190] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:05.682100] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:05.682274] [INFO ] [CONFIGURE ] DCO: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-17T23:35:05.682318] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9078 tests
[2025-10-17T23:35:05.682353] [INFO ] [CONFIGURE ] DCO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:35:05.682384] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-17T23:35:05.840314] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:35:05.996387] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:06.158460] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:35:06.321214] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:35:06.482317] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:06.640927] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:06.801104] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:06.950437] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:07.109462] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:07.262524] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:07.262756] [INFO ] [CONFIGURE ] DCO: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-17T23:35:07.262810] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9077 tests
[2025-10-17T23:35:07.262846] [INFO ] [CONFIGURE ] DCO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:35:07.262877] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-17T23:35:07.420925] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:35:07.578468] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:07.740130] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:35:07.897367] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:35:08.055523] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:08.215714] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:08.374249] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:08.536626] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:08.698478] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:08.858944] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:08.859178] [INFO ] [CONFIGURE ] DCO: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T23:35:08.859240] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9076 tests
[2025-10-17T23:35:08.859279] [INFO ] [CONFIGURE ] DCO: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:35:08.859313] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-17T23:35:09.016051] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:35:09.175020] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:09.333782] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:35:09.493407] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:35:09.651388] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:09.813501] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:09.974371] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:10.140255] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:10.310964] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:10.477539] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:10.477716] [INFO ] [CONFIGURE ] DCO: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:35:10.477774] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9075 tests
[2025-10-17T23:35:10.477855] [INFO ] [CONFIGURE ] DCO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:35:10.477897] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-17T23:35:10.667867] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:35:10.829681] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:10.982319] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:35:11.135610] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:35:11.290871] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:11.448526] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:11.610289] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:11.772571] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:11.938939] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:12.100990] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:12.101194] [INFO ] [CONFIGURE ] DCO: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:35:12.101243] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9074 tests
[2025-10-17T23:35:12.101280] [INFO ] [CONFIGURE ] DCO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:35:12.101312] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-17T23:35:12.272992] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:35:12.431444] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:12.592376] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:35:12.752760] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:35:12.909569] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:13.072339] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:13.231486] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:13.390769] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:13.553116] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:13.727112] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:13.727308] [INFO ] [CONFIGURE ] DCO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:35:13.727353] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9073 tests
[2025-10-17T23:35:13.727388] [INFO ] [CONFIGURE ] DCO: Testing feature 20/29: add_price_rejection
[2025-10-17T23:35:13.727419] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-17T23:35:13.890995] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:35:14.057039] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:14.221734] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:35:14.399425] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:35:14.563326] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:14.732563] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:14.901452] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:15.067428] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:15.237169] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:15.411266] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:15.411430] [INFO ] [CONFIGURE ] DCO: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:35:15.411474] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9072 tests
[2025-10-17T23:35:15.411508] [INFO ] [CONFIGURE ] DCO: Testing feature 21/29: add_range_position
[2025-10-17T23:35:15.411539] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-17T23:35:15.594888] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:35:15.766171] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:15.938789] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:35:16.104087] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:35:16.267468] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:16.430885] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:16.595229] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:16.760582] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:16.926303] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:17.096071] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:17.096249] [INFO ] [CONFIGURE ] DCO: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T23:35:17.096306] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9071 tests
[2025-10-17T23:35:17.096343] [INFO ] [CONFIGURE ] DCO: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:35:17.096375] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-17T23:35:17.273028] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:35:17.451576] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:17.628689] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:35:17.806833] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:35:17.998870] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:18.189356] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:18.379983] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:18.568972] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:18.759019] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:18.950112] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:18.950275] [INFO ] [CONFIGURE ] DCO: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-17T23:35:18.950320] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9070 tests
[2025-10-17T23:35:18.950357] [INFO ] [CONFIGURE ] DCO: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:35:18.950389] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-17T23:35:19.114560] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:35:19.272775] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:19.432747] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:35:19.592498] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:35:19.795348] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:19.958681] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:20.123480] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:20.291769] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:20.459294] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:20.624189] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:20.624337] [INFO ] [CONFIGURE ] DCO: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T23:35:20.624382] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9069 tests
[2025-10-17T23:35:20.624426] [INFO ] [CONFIGURE ] DCO: Testing feature 24/29: add_rsi
[2025-10-17T23:35:20.624466] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-17T23:35:20.801820] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:35:20.981263] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:21.156123] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:35:21.329758] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:35:21.503192] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:21.676667] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:21.852501] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:22.032458] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:22.209177] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:22.386029] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:22.386223] [INFO ] [CONFIGURE ] DCO: DISCARDED add_rsi (score: 80.00%)
[2025-10-17T23:35:22.386287] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9068 tests
[2025-10-17T23:35:22.386340] [INFO ] [CONFIGURE ] DCO: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:35:22.386397] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-17T23:35:22.539193] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:35:22.692603] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:22.852512] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:35:23.014607] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:35:23.174719] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:23.333994] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:23.495924] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:23.665934] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:23.841898] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:24.014328] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:24.014596] [INFO ] [CONFIGURE ] DCO: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T23:35:24.014684] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9067 tests
[2025-10-17T23:35:24.014738] [INFO ] [CONFIGURE ] DCO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:35:24.014775] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-17T23:35:24.180055] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:35:24.340392] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:24.494961] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:35:24.650808] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:35:24.806406] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:24.959433] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:25.122617] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:25.289840] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:25.455139] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:25.622460] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:25.622608] [INFO ] [CONFIGURE ] DCO: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:35:25.622678] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9066 tests
[2025-10-17T23:35:25.622733] [INFO ] [CONFIGURE ] DCO: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:35:25.622767] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-17T23:35:25.793717] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:35:25.963283] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:26.138037] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:35:26.307581] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:35:26.478022] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:26.646378] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:26.821959] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:27.004545] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:27.181807] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:27.354181] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:27.354358] [INFO ] [CONFIGURE ] DCO: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:35:27.354407] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9065 tests
[2025-10-17T23:35:27.354443] [INFO ] [CONFIGURE ] DCO: Testing feature 28/29: add_volume_profile
[2025-10-17T23:35:27.354473] [INFO ] [CONFIGURE ] DCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-17T23:35:27.511010] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:35:27.667579] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:27.824424] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:35:27.981088] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:35:28.145659] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:35:28.305301] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:28.465334] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:35:28.626828] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:28.784569] [DEBUG] [FORECASTER] DCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:35:28.945355] [DEBUG] [FORECASTER] DCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:28.945511] [INFO ] [CONFIGURE ] DCO: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T23:35:28.945555] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9064 tests
[2025-10-17T23:35:28.945592] [INFO ] [CONFIGURE ] DCO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:35:28.945624] [INFO ] [CONFIGURE ] DCO: Best accuracy: 80.00%
[2025-10-17T23:35:28.945695] [INFO ] [CONFIGURE ] DCO: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:35:28.945742] [INFO ] [CONFIGURE ] DCO: Improvement over baseline: 20.00%
[2025-10-17T23:35:28.945772] [INFO ] [CONFIGURE ] DCO: Total time: 45.8 seconds
[2025-10-17T23:35:28.945800] [INFO ] [CONFIGURE ] DCO: Average time per feature: 1.6 seconds
[2025-10-17T23:35:28.945830] [INFO ] [CONFIGURE ] DCO: Average speed: 0.63 features/sec
[2025-10-17T23:35:28.946477] [INFO ] [LOCAL     ] Saved configuration for DCO: 3 features, 80.00% accuracy -> ./output/feature-sets/DCO.json
[2025-10-17T23:35:28.946548] [INFO ] [CONFIGURE ] DCO: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-17T23:35:28.946627] [INFO ] [sig       ] [68/380] Successfully configured DCO | 0.02 sym/s | Total: 48.1m | ETA: 3.7h
[2025-10-17T23:35:28.946718] [INFO ] [sig       ] [69/380] Configuring DDD...
[2025-10-17T23:35:28.946784] [INFO ] [CONFIGURE ] DDD: Configurate test run.
[2025-10-17T23:35:28.946839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-10-17T23:35:28.965947] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DDD'.
[2025-10-17T23:35:28.966420] [INFO ] [CONFIGURE ] DDD: Testing with 29 available features
[2025-10-17T23:35:28.966478] [INFO ] [CONFIGURE ] DDD: Establishing baseline with no features...
[2025-10-17T23:35:29.071520] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:35:29.170990] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:29.271219] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:29.372808] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:29.473533] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:29.575769] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:29.677749] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:35:29.779672] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:29.881328] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:29.986031] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:29.986174] [INFO ] [CONFIGURE ] DDD: Baseline score (no features): 60.00%
[2025-10-17T23:35:29.986218] [INFO ] [CONFIGURE ] DDD: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:35:29.986252] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:35:30.103151] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:35:30.216306] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:30.340680] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:35:30.465360] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:30.594591] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:30.718416] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:30.842694] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:35:30.964881] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:35:31.092358] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:35:31.220357] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:31.220516] [INFO ] [CONFIGURE ] DDD: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-17T23:35:31.220559] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9063 tests
[2025-10-17T23:35:31.220592] [INFO ] [CONFIGURE ] DDD: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:35:31.220623] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:35:31.353054] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:35:31.489205] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:31.614865] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:31.735082] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:31.894297] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:32.015214] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:32.144077] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:35:32.267002] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:35:32.388786] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:35:32.517907] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:32.518339] [INFO ] [CONFIGURE ] DDD: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-17T23:35:32.518473] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9062 tests
[2025-10-17T23:35:32.518544] [INFO ] [CONFIGURE ] DDD: Testing feature 3/29: add_daily_returns
[2025-10-17T23:35:32.518604] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_daily_returns']
[2025-10-17T23:35:32.633012] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:35:32.745701] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:35:32.852307] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:32.959393] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:33.072809] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:33.185102] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:33.299107] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:35:33.407957] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:35:33.517514] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:35:33.628204] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:33.628371] [INFO ] [CONFIGURE ] DDD: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-17T23:35:33.628416] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9061 tests
[2025-10-17T23:35:33.628451] [INFO ] [CONFIGURE ] DDD: Testing feature 4/29: add_ema
[2025-10-17T23:35:33.628482] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_ema']
[2025-10-17T23:35:33.749134] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:35:33.871959] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:33.994050] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:34.122590] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:34.243842] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:34.368898] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:34.493053] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:35:34.619187] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:34.748552] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:34.913004] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:34.913173] [INFO ] [CONFIGURE ] DDD: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:35:34.913217] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9060 tests
[2025-10-17T23:35:34.913252] [INFO ] [CONFIGURE ] DDD: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:35:34.913283] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:35:35.043547] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:35:35.179816] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:35.317244] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:35.447052] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:35.582274] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:35.711868] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:35.840741] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:35:35.971324] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:35:36.110876] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:36.243954] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:36.244120] [INFO ] [CONFIGURE ] DDD: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:35:36.244163] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9059 tests
[2025-10-17T23:35:36.244198] [INFO ] [CONFIGURE ] DDD: Testing feature 6/29: add_failed_moves
[2025-10-17T23:35:36.244228] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_failed_moves']
[2025-10-17T23:35:36.352447] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:35:36.464343] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:36.573864] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:36.684509] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:36.793882] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:36.905329] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:37.017748] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:35:37.138140] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:37.252575] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:37.370298] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:37.370470] [INFO ] [CONFIGURE ] DDD: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:35:37.370516] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9058 tests
[2025-10-17T23:35:37.370552] [INFO ] [CONFIGURE ] DDD: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:35:37.370585] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_lag_shelf']
[2025-10-17T23:35:37.473524] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:35:37.575186] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:37.681849] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:37.786794] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:37.899445] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:38.012098] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:38.122869] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:35:38.228539] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:38.335472] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:38.446827] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:38.446998] [INFO ] [CONFIGURE ] DDD: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:35:38.447043] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9057 tests
[2025-10-17T23:35:38.447080] [INFO ] [CONFIGURE ] DDD: Testing feature 8/29: add_macd
[2025-10-17T23:35:38.447113] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:35:38.604031] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:35:38.758143] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:38.908101] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:39.071117] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:39.220256] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:39.369365] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:39.520494] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:35:39.670249] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:39.818580] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:39.970379] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:39.970551] [INFO ] [CONFIGURE ] DDD: KEPT add_macd (score: 70.00%)
[2025-10-17T23:35:39.970596] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9056 tests
[2025-10-17T23:35:39.970633] [INFO ] [CONFIGURE ] DDD: Testing feature 9/29: add_mfi
[2025-10-17T23:35:39.970764] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-17T23:35:40.139981] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:35:40.310733] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:40.480070] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:40.650136] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:40.839488] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:41.048060] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:41.222308] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:35:41.395800] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:35:41.568057] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:41.743193] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:41.743385] [INFO ] [CONFIGURE ] DDD: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T23:35:41.743458] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9055 tests
[2025-10-17T23:35:41.743520] [INFO ] [CONFIGURE ] DDD: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:35:41.743557] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:35:41.947456] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:35:42.122552] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:35:42.292733] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:42.463275] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:42.633694] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:35:42.804859] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:42.981229] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:35:43.159246] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:43.341132] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:43.524565] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:43.524758] [INFO ] [CONFIGURE ] DDD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:35:43.524813] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9054 tests
[2025-10-17T23:35:43.524850] [INFO ] [CONFIGURE ] DDD: Testing feature 11/29: add_obv_daily
[2025-10-17T23:35:43.524882] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-17T23:35:43.682439] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:35:43.837896] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:44.028401] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:44.189752] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:44.348575] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:44.511427] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:44.686985] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:35:44.846264] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:35:45.008234] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:45.170901] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:45.171078] [INFO ] [CONFIGURE ] DDD: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-17T23:35:45.171123] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9053 tests
[2025-10-17T23:35:45.171159] [INFO ] [CONFIGURE ] DDD: Testing feature 12/29: add_obv_interval
[2025-10-17T23:35:45.171193] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-17T23:35:45.330764] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:35:45.487118] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:45.643784] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:45.807904] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:45.977018] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:46.145596] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:46.306363] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:35:46.465510] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:46.624463] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:46.785763] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:35:46.786031] [INFO ] [CONFIGURE ] DDD: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T23:35:46.786082] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9052 tests
[2025-10-17T23:35:46.786118] [INFO ] [CONFIGURE ] DDD: Testing feature 13/29: add_opening_strength
[2025-10-17T23:35:46.786214] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:35:46.950549] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:35:47.118374] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:35:47.282599] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:47.453118] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:47.641287] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:35:47.825032] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:48.008356] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:35:48.180632] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:48.356408] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:48.532951] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:48.533166] [INFO ] [CONFIGURE ] DDD: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T23:35:48.533230] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9051 tests
[2025-10-17T23:35:48.533272] [INFO ] [CONFIGURE ] DDD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:35:48.533307] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-17T23:35:48.713637] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:35:48.891014] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:49.068570] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:49.247340] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:49.413970] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:49.582288] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:49.756308] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:35:49.927050] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:50.113670] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:50.278056] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:50.278201] [INFO ] [CONFIGURE ] DDD: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-17T23:35:50.278244] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9050 tests
[2025-10-17T23:35:50.278278] [INFO ] [CONFIGURE ] DDD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:35:50.278308] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-17T23:35:50.415486] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:35:50.554514] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:35:50.696889] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:50.844581] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:50.991416] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:51.153314] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:51.311444] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:35:51.465034] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:35:51.621426] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:51.785724] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:51.785908] [INFO ] [CONFIGURE ] DDD: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T23:35:51.785953] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9049 tests
[2025-10-17T23:35:51.785986] [INFO ] [CONFIGURE ] DDD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:35:51.786017] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-17T23:35:51.943351] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:35:52.100893] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:52.261372] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:52.419679] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:52.574964] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:52.731964] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:52.883487] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:35:53.043155] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:53.206738] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:53.367021] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:53.367197] [INFO ] [CONFIGURE ] DDD: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T23:35:53.367242] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9048 tests
[2025-10-17T23:35:53.367276] [INFO ] [CONFIGURE ] DDD: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:35:53.367308] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-17T23:35:53.530637] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:35:53.694570] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:53.874933] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:54.042341] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:54.212328] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:54.385983] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:54.553247] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:35:54.725675] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:54.896849] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:55.065225] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:55.065486] [INFO ] [CONFIGURE ] DDD: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:35:55.065569] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9047 tests
[2025-10-17T23:35:55.065637] [INFO ] [CONFIGURE ] DDD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:35:55.065719] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-17T23:35:55.223517] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:35:55.376981] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:55.521691] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:55.667165] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:55.813395] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:55.958197] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:56.105029] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:35:56.253907] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:35:56.404585] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:56.554202] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:56.554390] [INFO ] [CONFIGURE ] DDD: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-17T23:35:56.554449] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9046 tests
[2025-10-17T23:35:56.554486] [INFO ] [CONFIGURE ] DDD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:35:56.554525] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-17T23:35:56.697256] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:35:56.837445] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:56.979305] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:57.120959] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:57.272021] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:57.421589] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:35:57.572389] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:35:57.737298] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:35:57.895031] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:58.046396] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:58.046589] [INFO ] [CONFIGURE ] DDD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:35:58.046673] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9045 tests
[2025-10-17T23:35:58.046729] [INFO ] [CONFIGURE ] DDD: Testing feature 20/29: add_price_rejection
[2025-10-17T23:35:58.046764] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-17T23:35:58.205924] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:35:58.361741] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:35:58.541074] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:35:58.716395] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:35:58.880699] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:35:59.044735] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:35:59.217693] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:35:59.375325] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:35:59.542723] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:35:59.715734] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:35:59.715950] [INFO ] [CONFIGURE ] DDD: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:35:59.715998] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9044 tests
[2025-10-17T23:35:59.716034] [INFO ] [CONFIGURE ] DDD: Testing feature 21/29: add_range_position
[2025-10-17T23:35:59.716066] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_range_position']
[2025-10-17T23:35:59.878229] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:36:00.037579] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:36:00.197117] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:36:00.363360] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:36:00.521861] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:00.679718] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:00.843601] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:36:01.005811] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:36:01.184193] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:36:01.362926] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:36:01.363137] [INFO ] [CONFIGURE ] DDD: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:36:01.363185] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9043 tests
[2025-10-17T23:36:01.363243] [INFO ] [CONFIGURE ] DDD: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:36:01.363277] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-17T23:36:01.559323] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:36:01.746911] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:36:01.927617] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:36:02.106305] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:02.293145] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:02.472560] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:02.655795] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:36:02.842133] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:36:03.022155] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:36:03.204242] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:36:03.204425] [INFO ] [CONFIGURE ] DDD: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:36:03.204470] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9042 tests
[2025-10-17T23:36:03.204505] [INFO ] [CONFIGURE ] DDD: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:36:03.204537] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-17T23:36:03.357530] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:36:03.505913] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:36:03.654632] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:36:03.803569] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:03.958568] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:04.108522] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:04.259909] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:36:04.442066] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:36:04.659539] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:36:04.859177] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:36:04.859423] [INFO ] [CONFIGURE ] DDD: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:36:04.859491] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9041 tests
[2025-10-17T23:36:04.859547] [INFO ] [CONFIGURE ] DDD: Testing feature 24/29: add_rsi
[2025-10-17T23:36:04.859601] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-17T23:36:05.117248] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:36:05.317722] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:36:05.553063] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:36:05.752043] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:05.938565] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:36:06.115204] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:06.299694] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:36:06.477974] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:36:06.660843] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:36:06.842325] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:36:06.842522] [INFO ] [CONFIGURE ] DDD: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:36:06.842570] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9040 tests
[2025-10-17T23:36:06.842608] [INFO ] [CONFIGURE ] DDD: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:36:06.842670] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-17T23:36:06.999721] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:36:07.149338] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:36:07.303131] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:36:07.460366] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:07.623631] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:07.785173] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:07.952061] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:36:08.111944] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:08.302958] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:36:08.461909] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:36:08.462102] [INFO ] [CONFIGURE ] DDD: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:36:08.462148] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9039 tests
[2025-10-17T23:36:08.462185] [INFO ] [CONFIGURE ] DDD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:36:08.462220] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-17T23:36:08.625773] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:36:08.787215] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:36:08.947543] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:36:09.109750] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:09.270433] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:09.437682] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:09.596232] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:36:09.751182] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:09.915824] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:36:10.076282] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:36:10.076480] [INFO ] [CONFIGURE ] DDD: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:36:10.076524] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9038 tests
[2025-10-17T23:36:10.076559] [INFO ] [CONFIGURE ] DDD: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:36:10.076592] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-17T23:36:10.233584] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:36:10.393193] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:36:10.561931] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:36:10.719936] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:10.879776] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:11.039800] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:11.204964] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:36:11.384411] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:36:11.546303] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:36:11.709438] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:36:11.709599] [INFO ] [CONFIGURE ] DDD: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:36:11.709667] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9037 tests
[2025-10-17T23:36:11.709727] [INFO ] [CONFIGURE ] DDD: Testing feature 28/29: add_volume_profile
[2025-10-17T23:36:11.709761] [INFO ] [CONFIGURE ] DDD: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-17T23:36:11.867542] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:36:12.013675] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:36:12.163568] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:36:12.309446] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:12.458583] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:12.605557] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:12.753833] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:36:12.903052] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:36:13.053545] [DEBUG] [FORECASTER] DDD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:36:13.205154] [DEBUG] [FORECASTER] DDD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:36:13.205319] [INFO ] [CONFIGURE ] DDD: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-17T23:36:13.205382] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9036 tests
[2025-10-17T23:36:13.205455] [INFO ] [CONFIGURE ] DDD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:36:13.205510] [INFO ] [CONFIGURE ] DDD: Best accuracy: 70.00%
[2025-10-17T23:36:13.205544] [INFO ] [CONFIGURE ] DDD: Best feature set (2 features): ['add_vwap', 'add_macd']
[2025-10-17T23:36:13.205574] [INFO ] [CONFIGURE ] DDD: Improvement over baseline: 10.00%
[2025-10-17T23:36:13.205601] [INFO ] [CONFIGURE ] DDD: Total time: 43.2 seconds
[2025-10-17T23:36:13.205628] [INFO ] [CONFIGURE ] DDD: Average time per feature: 1.5 seconds
[2025-10-17T23:36:13.205692] [INFO ] [CONFIGURE ] DDD: Average speed: 0.67 features/sec
[2025-10-17T23:36:13.206376] [INFO ] [LOCAL     ] Saved configuration for DDD: 2 features, 70.00% accuracy -> ./output/feature-sets/DDD.json
[2025-10-17T23:36:13.206447] [INFO ] [CONFIGURE ] DDD: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-17T23:36:13.206533] [INFO ] [sig       ] [69/380] Successfully configured DDD | 0.02 sym/s | Total: 48.9m | ETA: 3.7h
[2025-10-17T23:36:13.206609] [INFO ] [sig       ] [70/380] Configuring DEA...
[2025-10-17T23:36:13.206699] [INFO ] [CONFIGURE ] DEA: Configurate test run.
[2025-10-17T23:36:13.206784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-10-17T23:36:13.221913] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DEA'.
[2025-10-17T23:36:13.222286] [INFO ] [CONFIGURE ] DEA: Testing with 29 available features
[2025-10-17T23:36:13.222343] [INFO ] [CONFIGURE ] DEA: Establishing baseline with no features...
[2025-10-17T23:36:13.321853] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:13.421772] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:36:13.521560] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:36:13.620739] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:36:13.730875] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:36:13.832673] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:13.935257] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:36:14.035130] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:14.135466] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:14.235971] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:14.236110] [INFO ] [CONFIGURE ] DEA: Baseline score (no features): 60.00%
[2025-10-17T23:36:14.236158] [INFO ] [CONFIGURE ] DEA: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:36:14.236191] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:36:14.348894] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:36:14.465303] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:14.578815] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:14.694824] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:14.807943] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:14.929201] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:15.048921] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:15.169101] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:15.285040] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:36:15.400582] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:15.400738] [INFO ] [CONFIGURE ] DEA: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-17T23:36:15.400791] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9035 tests
[2025-10-17T23:36:15.400826] [INFO ] [CONFIGURE ] DEA: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:36:15.400857] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:36:15.518920] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:15.638500] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:36:15.760687] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:15.880105] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:36:16.000870] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:16.120801] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:16.241598] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:36:16.364359] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:16.487903] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:16.610952] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:36:16.611082] [INFO ] [CONFIGURE ] DEA: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T23:36:16.611125] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9034 tests
[2025-10-17T23:36:16.611159] [INFO ] [CONFIGURE ] DEA: Testing feature 3/29: add_daily_returns
[2025-10-17T23:36:16.611190] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_daily_returns']
[2025-10-17T23:36:16.718589] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:36:16.826086] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:16.931427] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:36:17.041574] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:36:17.148341] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:17.271459] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:17.382811] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:36:17.491574] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:17.600136] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:17.713408] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:17.713578] [INFO ] [CONFIGURE ] DEA: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:36:17.713621] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9033 tests
[2025-10-17T23:36:17.713686] [INFO ] [CONFIGURE ] DEA: Testing feature 4/29: add_ema
[2025-10-17T23:36:17.713734] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema']
[2025-10-17T23:36:17.833010] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:17.953157] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:18.071290] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:18.188522] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:18.307298] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:36:18.426436] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:18.549980] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:18.675917] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:18.817375] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:36:18.944758] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:18.945015] [INFO ] [CONFIGURE ] DEA: KEPT add_ema (score: 70.00%)
[2025-10-17T23:36:18.945067] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9032 tests
[2025-10-17T23:36:18.945103] [INFO ] [CONFIGURE ] DEA: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:36:18.945135] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:36:19.092506] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:19.235378] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:19.381662] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:36:19.533750] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:36:19.686795] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:19.844009] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:19.999038] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:20.153599] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:20.309161] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:36:20.504222] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:20.504413] [INFO ] [CONFIGURE ] DEA: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:36:20.504474] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9031 tests
[2025-10-17T23:36:20.504511] [INFO ] [CONFIGURE ] DEA: Testing feature 6/29: add_failed_moves
[2025-10-17T23:36:20.504548] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-17T23:36:20.637444] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:20.769952] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:20.904580] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:21.040720] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:21.175306] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:36:21.310028] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:21.445564] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:21.583115] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:21.718844] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:36:21.856825] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:21.857021] [INFO ] [CONFIGURE ] DEA: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:36:21.857079] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9030 tests
[2025-10-17T23:36:21.857114] [INFO ] [CONFIGURE ] DEA: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:36:21.857145] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-17T23:36:21.980472] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:22.104239] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:22.232346] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:22.358260] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:22.483753] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:36:22.609497] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:22.735762] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:22.863994] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:22.991596] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:36:23.124105] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:23.124335] [INFO ] [CONFIGURE ] DEA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:36:23.124395] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9029 tests
[2025-10-17T23:36:23.124436] [INFO ] [CONFIGURE ] DEA: Testing feature 8/29: add_macd
[2025-10-17T23:36:23.124469] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-17T23:36:23.285075] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:36:23.447863] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:23.602827] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:23.762500] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:23.922556] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:36:24.080166] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:24.244634] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:24.413331] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:24.580170] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:36:24.757714] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:36:24.757939] [INFO ] [CONFIGURE ] DEA: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:36:24.757993] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9028 tests
[2025-10-17T23:36:24.758031] [INFO ] [CONFIGURE ] DEA: Testing feature 9/29: add_mfi
[2025-10-17T23:36:24.758065] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_mfi']
[2025-10-17T23:36:24.898151] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:25.038535] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:25.177145] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:36:25.320276] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:25.463162] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:36:25.599418] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:25.735426] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:25.875046] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:26.011825] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:36:26.149000] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:26.149167] [INFO ] [CONFIGURE ] DEA: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T23:36:26.149211] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9027 tests
[2025-10-17T23:36:26.149247] [INFO ] [CONFIGURE ] DEA: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:36:26.149279] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:36:26.295497] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:26.443259] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:26.594094] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:26.744464] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:26.901286] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:27.068138] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:27.223540] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:27.381244] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:27.533408] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:27.686352] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:27.686536] [INFO ] [CONFIGURE ] DEA: KEPT add_momentum_acceleration (score: 80.00%)
[2025-10-17T23:36:27.686580] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9026 tests
[2025-10-17T23:36:27.686614] [INFO ] [CONFIGURE ] DEA: Testing feature 11/29: add_obv_daily
[2025-10-17T23:36:27.686667] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-17T23:36:27.845032] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:28.004131] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:28.162318] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:28.324479] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:36:28.491238] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:28.663487] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:28.833459] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:29.000878] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:29.172126] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:29.345405] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:29.345619] [INFO ] [CONFIGURE ] DEA: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-17T23:36:29.345707] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9025 tests
[2025-10-17T23:36:29.345755] [INFO ] [CONFIGURE ] DEA: Testing feature 12/29: add_obv_interval
[2025-10-17T23:36:29.345791] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-17T23:36:29.511022] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:29.682137] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:29.858885] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:36:30.019492] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:36:30.183063] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:30.345499] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:30.510791] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:30.676314] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:30.842633] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:31.008736] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:31.008946] [INFO ] [CONFIGURE ] DEA: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T23:36:31.008992] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9024 tests
[2025-10-17T23:36:31.009080] [INFO ] [CONFIGURE ] DEA: Testing feature 13/29: add_opening_strength
[2025-10-17T23:36:31.009133] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:36:31.182820] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:31.356502] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:31.534206] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:31.713803] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:36:31.895664] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:32.078791] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:32.259955] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:32.437382] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:32.646726] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:32.822246] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:32.822412] [INFO ] [CONFIGURE ] DEA: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-17T23:36:32.822457] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9023 tests
[2025-10-17T23:36:32.822491] [INFO ] [CONFIGURE ] DEA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:36:32.822522] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-17T23:36:32.996353] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:33.166985] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:33.337474] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:36:33.513673] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:36:33.687566] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:33.876724] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:34.052012] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:34.228003] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:34.402274] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:34.580297] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:34.580490] [INFO ] [CONFIGURE ] DEA: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-17T23:36:34.580554] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9022 tests
[2025-10-17T23:36:34.580593] [INFO ] [CONFIGURE ] DEA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:36:34.580626] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-17T23:36:34.748512] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:34.910761] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:35.071927] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:35.241438] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:35.420741] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:35.596442] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:35.783150] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:36:35.960070] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:36:36.137905] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:36.312176] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:36.312379] [INFO ] [CONFIGURE ] DEA: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T23:36:36.312427] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9021 tests
[2025-10-17T23:36:36.312462] [INFO ] [CONFIGURE ] DEA: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:36:36.312495] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-17T23:36:36.484721] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:36:36.653176] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:36.822935] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:37.000665] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:36:37.188033] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:37.364287] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:37.537585] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:37.715378] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:37.891017] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:36:38.066099] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:36:38.066296] [INFO ] [CONFIGURE ] DEA: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-17T23:36:38.066343] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9020 tests
[2025-10-17T23:36:38.066460] [INFO ] [CONFIGURE ] DEA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:36:38.066502] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-17T23:36:38.226092] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:38.387559] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:38.554191] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:38.726161] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:38.896567] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:39.068806] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:39.246744] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:39.408271] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:39.567710] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:39.728113] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:39.728305] [INFO ] [CONFIGURE ] DEA: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T23:36:39.728351] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9019 tests
[2025-10-17T23:36:39.728384] [INFO ] [CONFIGURE ] DEA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:36:39.728437] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-17T23:36:39.889057] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:40.052382] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:40.214141] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:40.373855] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:36:40.538640] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:40.704153] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:40.872620] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:41.038793] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:41.211331] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:41.390597] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:41.390828] [INFO ] [CONFIGURE ] DEA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:36:41.390888] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9018 tests
[2025-10-17T23:36:41.390926] [INFO ] [CONFIGURE ] DEA: Testing feature 20/29: add_price_rejection
[2025-10-17T23:36:41.390957] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-17T23:36:41.563321] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:41.763428] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:41.945835] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:42.117166] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:42.291598] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:42.484364] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:42.667368] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:42.848373] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:36:43.024184] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:43.196337] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:43.196508] [INFO ] [CONFIGURE ] DEA: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:36:43.196553] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9017 tests
[2025-10-17T23:36:43.196588] [INFO ] [CONFIGURE ] DEA: Testing feature 21/29: add_range_position
[2025-10-17T23:36:43.196621] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-17T23:36:43.373285] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:36:43.552013] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:43.741880] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:43.922762] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:44.105723] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:44.288430] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:44.479541] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:44.671911] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:44.873047] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:45.071291] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:45.071489] [INFO ] [CONFIGURE ] DEA: DISCARDED add_range_position (score: 80.00%)
[2025-10-17T23:36:45.071537] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9016 tests
[2025-10-17T23:36:45.071575] [INFO ] [CONFIGURE ] DEA: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:36:45.071608] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-17T23:36:45.275909] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:45.477026] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:45.680141] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:45.880972] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:36:46.088370] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:36:46.290420] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:46.492229] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:46.695433] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:46.898402] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:47.117387] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:47.117594] [INFO ] [CONFIGURE ] DEA: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:36:47.117662] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9015 tests
[2025-10-17T23:36:47.117723] [INFO ] [CONFIGURE ] DEA: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:36:47.117760] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-17T23:36:47.303669] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:47.489968] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:47.666260] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:47.841660] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:48.020517] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:48.194992] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:48.377309] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:48.560785] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:48.737211] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:48.912822] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:48.913049] [INFO ] [CONFIGURE ] DEA: KEPT add_recent_range_context (score: 90.00%)
[2025-10-17T23:36:48.913096] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9014 tests
[2025-10-17T23:36:48.913131] [INFO ] [CONFIGURE ] DEA: Testing feature 24/29: add_rsi
[2025-10-17T23:36:48.913164] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context', 'add_rsi']
[2025-10-17T23:36:49.115732] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:49.305681] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:49.496821] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:49.691848] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:36:49.878801] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:50.062433] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:50.249051] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:36:50.436176] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:50.628130] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:50.853720] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:50.853909] [INFO ] [CONFIGURE ] DEA: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T23:36:50.853961] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9013 tests
[2025-10-17T23:36:50.853998] [INFO ] [CONFIGURE ] DEA: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:36:50.854029] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context', 'add_tick_distribution']
[2025-10-17T23:36:51.033156] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:51.213038] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:51.392243] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:51.577415] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:51.773773] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:51.955026] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:52.138727] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:52.328638] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:52.515818] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:52.698742] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:52.698939] [INFO ] [CONFIGURE ] DEA: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-17T23:36:52.699005] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9012 tests
[2025-10-17T23:36:52.699066] [INFO ] [CONFIGURE ] DEA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:36:52.699102] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-10-17T23:36:52.878071] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:53.056188] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:53.239296] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:53.419703] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:36:53.601442] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:53.790196] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:53.979482] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:54.168012] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:54.354180] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:54.547278] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:54.547468] [INFO ] [CONFIGURE ] DEA: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:36:54.547512] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9011 tests
[2025-10-17T23:36:54.547547] [INFO ] [CONFIGURE ] DEA: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:36:54.547580] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-10-17T23:36:54.740286] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:54.929217] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:55.115143] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:55.299694] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:36:55.484988] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:55.680836] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:55.868794] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:56.062815] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:56.262363] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:36:56.461180] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:56.461392] [INFO ] [CONFIGURE ] DEA: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:36:56.461439] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9010 tests
[2025-10-17T23:36:56.461475] [INFO ] [CONFIGURE ] DEA: Testing feature 28/29: add_volume_profile
[2025-10-17T23:36:56.461507] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context', 'add_volume_profile']
[2025-10-17T23:36:56.642220] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:56.828980] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:57.013910] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:57.212470] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:36:57.437893] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:57.637395] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:36:57.860069] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:36:58.122026] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:36:58.360095] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:36:58.585982] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:36:58.586208] [INFO ] [CONFIGURE ] DEA: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-17T23:36:58.586304] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9009 tests
[2025-10-17T23:36:58.586381] [INFO ] [CONFIGURE ] DEA: Testing feature 29/29: add_vwap
[2025-10-17T23:36:58.586542] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context', 'add_vwap']
[2025-10-17T23:36:58.784909] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:36:58.977311] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:36:59.151549] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:36:59.329896] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:36:59.513301] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:36:59.692737] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:36:59.876867] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:37:00.065872] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:00.255521] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:37:00.448221] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:00.448398] [INFO ] [CONFIGURE ] DEA: DISCARDED add_vwap (score: 70.00%)
[2025-10-17T23:37:00.448444] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9008 tests
[2025-10-17T23:37:00.448481] [INFO ] [CONFIGURE ] DEA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:37:00.448513] [INFO ] [CONFIGURE ] DEA: Best accuracy: 90.00%
[2025-10-17T23:37:00.448544] [INFO ] [CONFIGURE ] DEA: Best feature set (4 features): ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-17T23:37:00.448573] [INFO ] [CONFIGURE ] DEA: Improvement over baseline: 30.00%
[2025-10-17T23:37:00.448600] [INFO ] [CONFIGURE ] DEA: Total time: 46.2 seconds
[2025-10-17T23:37:00.448626] [INFO ] [CONFIGURE ] DEA: Average time per feature: 1.7 seconds
[2025-10-17T23:37:00.448689] [INFO ] [CONFIGURE ] DEA: Average speed: 0.63 features/sec
[2025-10-17T23:37:00.449321] [INFO ] [LOCAL     ] Saved configuration for DEA: 4 features, 90.00% accuracy -> ./output/feature-sets/DEA.json
[2025-10-17T23:37:00.449392] [INFO ] [CONFIGURE ] DEA: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-17T23:37:00.449471] [INFO ] [sig       ] [70/380] Successfully configured DEA | 0.02 sym/s | Total: 49.7m | ETA: 3.7h
[2025-10-17T23:37:00.449548] [INFO ] [sig       ] [71/380] Configuring DELL...
[2025-10-17T23:37:00.449616] [INFO ] [CONFIGURE ] DELL: Configurate test run.
[2025-10-17T23:37:00.449694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-10-17T23:37:00.465959] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DELL'.
[2025-10-17T23:37:00.466664] [INFO ] [CONFIGURE ] DELL: Testing with 29 available features
[2025-10-17T23:37:00.466726] [INFO ] [CONFIGURE ] DELL: Establishing baseline with no features...
[2025-10-17T23:37:00.582781] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:00.702608] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:37:00.824706] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:37:00.940033] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:37:01.056813] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:01.189132] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:01.307570] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:01.421675] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:01.535154] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:01.648724] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:37:01.648875] [INFO ] [CONFIGURE ] DELL: Baseline score (no features): 30.00%
[2025-10-17T23:37:01.648920] [INFO ] [CONFIGURE ] DELL: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:37:01.648954] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:37:01.777909] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:01.902228] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:37:02.024127] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:02.136052] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:37:02.252871] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:02.367684] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:02.482306] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:37:02.598423] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:02.713035] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:02.827618] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:02.827835] [INFO ] [CONFIGURE ] DELL: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-17T23:37:02.827896] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9007 tests
[2025-10-17T23:37:02.827933] [INFO ] [CONFIGURE ] DELL: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:37:02.827963] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:37:02.969077] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:03.102111] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:37:03.239332] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:37:03.374006] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:37:03.509436] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:03.645734] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:03.781619] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:03.919506] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:04.058964] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:04.203608] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:37:04.203803] [INFO ] [CONFIGURE ] DELL: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-17T23:37:04.203854] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9006 tests
[2025-10-17T23:37:04.203889] [INFO ] [CONFIGURE ] DELL: Testing feature 3/29: add_daily_returns
[2025-10-17T23:37:04.203921] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:37:04.332496] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:04.455479] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:37:04.583716] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:04.706804] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:04.843772] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:37:04.969179] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:05.101759] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:05.234835] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:05.381550] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:05.514673] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:37:05.514876] [INFO ] [CONFIGURE ] DELL: KEPT add_daily_returns (score: 50.00%)
[2025-10-17T23:37:05.514923] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9005 tests
[2025-10-17T23:37:05.514957] [INFO ] [CONFIGURE ] DELL: Testing feature 4/29: add_ema
[2025-10-17T23:37:05.514988] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-17T23:37:05.659613] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:37:05.802864] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:37:05.976390] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:06.140991] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:06.308040] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:06.462189] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:06.611736] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:06.772630] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:06.934213] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:07.090357] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:07.090560] [INFO ] [CONFIGURE ] DELL: KEPT add_ema (score: 60.00%)
[2025-10-17T23:37:07.090609] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9004 tests
[2025-10-17T23:37:07.090673] [INFO ] [CONFIGURE ] DELL: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:37:07.090729] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:37:07.281721] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:07.475743] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:37:07.670094] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:07.845731] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:08.042843] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:08.243983] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:08.446547] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:08.651055] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:37:08.849822] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:09.076062] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:09.076274] [INFO ] [CONFIGURE ] DELL: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-17T23:37:09.076361] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9003 tests
[2025-10-17T23:37:09.076401] [INFO ] [CONFIGURE ] DELL: Testing feature 6/29: add_failed_moves
[2025-10-17T23:37:09.076499] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves']
[2025-10-17T23:37:09.232088] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:37:09.388002] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:37:09.545831] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:09.702232] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:09.857582] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:10.031144] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:10.209134] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:10.387740] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:10.568151] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:10.756793] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:10.756975] [INFO ] [CONFIGURE ] DELL: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:37:10.757020] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9002 tests
[2025-10-17T23:37:10.757055] [INFO ] [CONFIGURE ] DELL: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:37:10.757088] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_lag_shelf']
[2025-10-17T23:37:10.901517] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:37:11.044341] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:37:11.189361] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:11.342662] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:11.497785] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:11.646624] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:11.805215] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:11.982387] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:12.154474] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:12.334345] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:12.334534] [INFO ] [CONFIGURE ] DELL: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:37:12.334582] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9001 tests
[2025-10-17T23:37:12.334618] [INFO ] [CONFIGURE ] DELL: Testing feature 8/29: add_macd
[2025-10-17T23:37:12.334684] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-17T23:37:12.547922] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:12.763849] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:37:12.977758] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:13.184379] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:13.381109] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:13.563325] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:13.747993] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:13.932446] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:14.117030] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:14.298291] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:14.298485] [INFO ] [CONFIGURE ] DELL: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:37:14.298532] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 9000 tests
[2025-10-17T23:37:14.298569] [INFO ] [CONFIGURE ] DELL: Testing feature 9/29: add_mfi
[2025-10-17T23:37:14.298601] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_mfi']
[2025-10-17T23:37:14.451440] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:14.604622] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:37:14.759135] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:14.912386] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:15.117071] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:15.294960] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:15.477428] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:15.652538] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:15.833814] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:16.016027] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:16.016245] [INFO ] [CONFIGURE ] DELL: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:37:16.016296] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8999 tests
[2025-10-17T23:37:16.016334] [INFO ] [CONFIGURE ] DELL: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:37:16.016369] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:37:16.187697] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:16.357994] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:37:16.531024] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:16.706927] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:16.879874] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:17.066970] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:37:17.264398] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:17.464207] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:17.657079] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:17.851580] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:17.851801] [INFO ] [CONFIGURE ] DELL: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-17T23:37:17.851859] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8998 tests
[2025-10-17T23:37:17.851945] [INFO ] [CONFIGURE ] DELL: Testing feature 11/29: add_obv_daily
[2025-10-17T23:37:17.851998] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_obv_daily']
[2025-10-17T23:37:18.018828] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:18.176897] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:37:18.323659] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:18.471117] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:37:18.619907] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:37:18.769817] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:18.918144] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:19.068427] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:19.224804] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:19.379078] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:19.379240] [INFO ] [CONFIGURE ] DELL: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-17T23:37:19.379284] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8997 tests
[2025-10-17T23:37:19.379318] [INFO ] [CONFIGURE ] DELL: Testing feature 12/29: add_obv_interval
[2025-10-17T23:37:19.379349] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_obv_interval']
[2025-10-17T23:37:19.530068] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:19.682603] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:37:19.850063] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:20.002954] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:20.155176] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:20.308982] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:20.463017] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:20.618681] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:20.779426] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:20.935559] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:20.935797] [INFO ] [CONFIGURE ] DELL: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:37:20.935850] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8996 tests
[2025-10-17T23:37:20.935886] [INFO ] [CONFIGURE ] DELL: Testing feature 13/29: add_opening_strength
[2025-10-17T23:37:20.935919] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_opening_strength']
[2025-10-17T23:37:21.095721] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:21.254084] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:37:21.412806] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:21.571728] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:37:21.728479] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:21.889196] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:22.045459] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:22.207216] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:37:22.365861] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:22.525162] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:22.525317] [INFO ] [CONFIGURE ] DELL: DISCARDED add_opening_strength (score: 20.00%)
[2025-10-17T23:37:22.525369] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8995 tests
[2025-10-17T23:37:22.525411] [INFO ] [CONFIGURE ] DELL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:37:22.525447] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance']
[2025-10-17T23:37:22.698949] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:22.864626] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:37:23.031447] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:23.198410] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:23.376017] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:37:23.556554] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:23.738489] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:23.909484] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:37:24.080335] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:24.256211] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:24.256430] [INFO ] [CONFIGURE ] DELL: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-17T23:37:24.256490] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8994 tests
[2025-10-17T23:37:24.256528] [INFO ] [CONFIGURE ] DELL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:37:24.256560] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-17T23:37:24.402824] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:37:24.549943] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:37:24.697066] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:24.847555] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:25.010063] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:25.155689] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:25.303448] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:25.453234] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:25.602365] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:25.754158] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:25.754357] [INFO ] [CONFIGURE ] DELL: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:37:25.754403] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8993 tests
[2025-10-17T23:37:25.754492] [INFO ] [CONFIGURE ] DELL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:37:25.754547] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-17T23:37:25.937177] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:26.098623] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:37:26.256908] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:26.419351] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:26.583585] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:26.747994] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:26.915090] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:27.089434] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:27.263715] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:27.429204] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:27.429391] [INFO ] [CONFIGURE ] DELL: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-17T23:37:27.429436] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8992 tests
[2025-10-17T23:37:27.429472] [INFO ] [CONFIGURE ] DELL: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:37:27.429505] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_return_2d']
[2025-10-17T23:37:27.593188] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:37:27.765145] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:37:27.923234] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:28.082613] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:28.242327] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:28.418099] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:28.594747] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:28.755780] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:28.917210] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:29.084630] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:29.084845] [INFO ] [CONFIGURE ] DELL: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:37:29.084894] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8991 tests
[2025-10-17T23:37:29.084933] [INFO ] [CONFIGURE ] DELL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:37:29.084964] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-17T23:37:29.242564] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:29.391449] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:37:29.547087] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:29.697612] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:29.849381] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:30.001625] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:30.150955] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:30.302598] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:30.457115] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:30.609200] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:30.609391] [INFO ] [CONFIGURE ] DELL: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-17T23:37:30.609456] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8990 tests
[2025-10-17T23:37:30.609494] [INFO ] [CONFIGURE ] DELL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:37:30.609526] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-17T23:37:30.763322] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:37:30.918144] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:37:31.066088] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:31.217288] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:31.373603] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:31.529870] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:31.687827] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:31.852218] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:32.005260] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:32.155999] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:32.156192] [INFO ] [CONFIGURE ] DELL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-17T23:37:32.156236] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8989 tests
[2025-10-17T23:37:32.156269] [INFO ] [CONFIGURE ] DELL: Testing feature 20/29: add_price_rejection
[2025-10-17T23:37:32.156301] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_price_rejection']
[2025-10-17T23:37:32.312393] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:32.469431] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:37:32.628223] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:32.787053] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:32.948363] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:33.111295] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:33.300889] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:33.464983] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:33.625272] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:33.791994] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:33.792196] [INFO ] [CONFIGURE ] DELL: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-17T23:37:33.792272] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8988 tests
[2025-10-17T23:37:33.792334] [INFO ] [CONFIGURE ] DELL: Testing feature 21/29: add_range_position
[2025-10-17T23:37:33.792420] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_range_position']
[2025-10-17T23:37:33.961664] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:34.140864] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:37:34.312745] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:34.479672] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:34.647288] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:37:34.815518] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:34.985022] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:35.155852] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:35.334803] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:35.512969] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:35.513161] [INFO ] [CONFIGURE ] DELL: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:37:35.513206] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8987 tests
[2025-10-17T23:37:35.513242] [INFO ] [CONFIGURE ] DELL: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:37:35.513275] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_realized_volatility']
[2025-10-17T23:37:35.696818] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:37:35.878864] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:37:36.064356] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:36.248214] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:36.441119] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:36.636366] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:37:36.825703] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:37.028339] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:37:37.218686] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:37.408998] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:37.409171] [INFO ] [CONFIGURE ] DELL: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:37:37.409218] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8986 tests
[2025-10-17T23:37:37.409255] [INFO ] [CONFIGURE ] DELL: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:37:37.409287] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_recent_range_context']
[2025-10-17T23:37:37.562353] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:37.718964] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:37:37.891038] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:38.063114] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:38.237402] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:37:38.406833] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:38.585157] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:38.775488] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:37:38.938958] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:39.106358] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:39.106572] [INFO ] [CONFIGURE ] DELL: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-17T23:37:39.106620] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8985 tests
[2025-10-17T23:37:39.106699] [INFO ] [CONFIGURE ] DELL: Testing feature 24/29: add_rsi
[2025-10-17T23:37:39.106752] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-17T23:37:39.271318] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:37:39.440998] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:37:39.605238] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:39.768204] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:39.930700] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:40.091808] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:40.255912] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:40.418729] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:40.581788] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:40.749501] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:40.749773] [INFO ] [CONFIGURE ] DELL: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:37:40.749899] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8984 tests
[2025-10-17T23:37:40.749957] [INFO ] [CONFIGURE ] DELL: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:37:40.750004] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_tick_distribution']
[2025-10-17T23:37:40.925855] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:41.084914] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:37:41.244864] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:41.400954] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:41.556771] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:41.721010] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:41.884851] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:42.054269] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:42.211811] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:42.407251] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:42.407411] [INFO ] [CONFIGURE ] DELL: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T23:37:42.407454] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8983 tests
[2025-10-17T23:37:42.407488] [INFO ] [CONFIGURE ] DELL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:37:42.407520] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-17T23:37:42.563659] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:37:42.725091] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:37:42.880498] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:43.036857] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:43.195945] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:43.358704] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:43.524720] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:43.695233] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:37:43.886221] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:44.049160] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:44.049335] [INFO ] [CONFIGURE ] DELL: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-17T23:37:44.049378] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8982 tests
[2025-10-17T23:37:44.049413] [INFO ] [CONFIGURE ] DELL: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:37:44.049445] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_volume_price_divergence']
[2025-10-17T23:37:44.214477] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:37:44.380237] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:37:44.543519] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:44.707064] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:44.870367] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:45.034160] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:37:45.198730] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:45.369249] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:45.538969] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:45.706907] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:45.707094] [INFO ] [CONFIGURE ] DELL: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:37:45.707140] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8981 tests
[2025-10-17T23:37:45.707176] [INFO ] [CONFIGURE ] DELL: Testing feature 28/29: add_volume_profile
[2025-10-17T23:37:45.707209] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_volume_profile']
[2025-10-17T23:37:45.870192] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:37:46.031061] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:37:46.190266] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:46.348205] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:46.507332] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:46.669418] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:37:46.827021] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:46.987261] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:47.162074] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:47.327010] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:47.327202] [INFO ] [CONFIGURE ] DELL: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:37:47.327257] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8980 tests
[2025-10-17T23:37:47.327314] [INFO ] [CONFIGURE ] DELL: Testing feature 29/29: add_vwap
[2025-10-17T23:37:47.327371] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_vwap']
[2025-10-17T23:37:47.487182] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:37:47.649234] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:37:47.807365] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:37:47.972256] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:37:48.133084] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:48.293053] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:37:48.490813] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:37:48.651500] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:37:48.812088] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:37:48.973973] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:48.974134] [INFO ] [CONFIGURE ] DELL: DISCARDED add_vwap (score: 40.00%)
[2025-10-17T23:37:48.974178] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8979 tests
[2025-10-17T23:37:48.974237] [INFO ] [CONFIGURE ] DELL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:37:48.974291] [INFO ] [CONFIGURE ] DELL: Best accuracy: 60.00%
[2025-10-17T23:37:48.974325] [INFO ] [CONFIGURE ] DELL: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-17T23:37:48.974354] [INFO ] [CONFIGURE ] DELL: Improvement over baseline: 30.00%
[2025-10-17T23:37:48.974382] [INFO ] [CONFIGURE ] DELL: Total time: 47.3 seconds
[2025-10-17T23:37:48.974408] [INFO ] [CONFIGURE ] DELL: Average time per feature: 1.6 seconds
[2025-10-17T23:37:48.974435] [INFO ] [CONFIGURE ] DELL: Average speed: 0.61 features/sec
[2025-10-17T23:37:48.974970] [INFO ] [LOCAL     ] Saved configuration for DELL: 3 features, 60.00% accuracy -> ./output/feature-sets/DELL.json
[2025-10-17T23:37:48.975039] [INFO ] [CONFIGURE ] DELL: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-10-17T23:37:48.975118] [INFO ] [sig       ] [71/380] Successfully configured DELL | 0.02 sym/s | Total: 50.5m | ETA: 3.7h
[2025-10-17T23:37:48.975184] [INFO ] [sig       ] [72/380] Configuring DFH...
[2025-10-17T23:37:48.975239] [INFO ] [CONFIGURE ] DFH: Configurate test run.
[2025-10-17T23:37:48.975272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-10-17T23:37:48.999491] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DFH'.
[2025-10-17T23:37:49.000174] [INFO ] [CONFIGURE ] DFH: Testing with 29 available features
[2025-10-17T23:37:49.000255] [INFO ] [CONFIGURE ] DFH: Establishing baseline with no features...
[2025-10-17T23:37:49.126324] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:37:49.256035] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:37:49.380342] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:37:49.499776] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:37:49.626012] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:49.760594] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:37:49.912512] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:37:50.084509] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:37:50.220391] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:37:50.383112] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:50.383402] [INFO ] [CONFIGURE ] DFH: Baseline score (no features): 40.00%
[2025-10-17T23:37:50.383478] [INFO ] [CONFIGURE ] DFH: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:37:50.383540] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:37:50.577435] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:37:50.759360] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:37:50.909378] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:37:51.038990] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:37:51.153329] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:51.270137] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:37:51.387713] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:37:51.506154] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:37:51.625515] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:37:51.743395] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:51.743550] [INFO ] [CONFIGURE ] DFH: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-17T23:37:51.743594] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8978 tests
[2025-10-17T23:37:51.743628] [INFO ] [CONFIGURE ] DFH: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:37:51.743697] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:37:51.872943] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:37:51.998804] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:37:52.128044] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:37:52.256034] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:37:52.384156] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:37:52.513189] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:37:52.648138] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:37:52.778718] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:37:52.910290] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:37:53.042823] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:37:53.043026] [INFO ] [CONFIGURE ] DFH: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-17T23:37:53.043096] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8977 tests
[2025-10-17T23:37:53.043133] [INFO ] [CONFIGURE ] DFH: Testing feature 3/29: add_daily_returns
[2025-10-17T23:37:53.043166] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:37:53.176270] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:37:53.304878] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:37:53.438916] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:37:53.568773] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:37:53.698226] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:37:53.844173] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:37:53.981826] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:37:54.118363] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:37:54.250485] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:37:54.385055] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:37:54.385237] [INFO ] [CONFIGURE ] DFH: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:37:54.385282] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8976 tests
[2025-10-17T23:37:54.385315] [INFO ] [CONFIGURE ] DFH: Testing feature 4/29: add_ema
[2025-10-17T23:37:54.385346] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-17T23:37:54.558232] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:37:54.701448] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:37:54.844536] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:37:54.994144] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:37:55.140162] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:37:55.285965] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:37:55.433552] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:37:55.584121] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:37:55.739848] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:37:55.888470] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:37:55.888627] [INFO ] [CONFIGURE ] DFH: DISCARDED add_ema (score: 60.00%)
[2025-10-17T23:37:55.888706] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8975 tests
[2025-10-17T23:37:55.888752] [INFO ] [CONFIGURE ] DFH: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:37:55.888783] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:37:56.045809] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:37:56.195435] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:37:56.351574] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:37:56.513945] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:37:56.673488] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:37:56.829808] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:37:56.987993] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:37:57.149122] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:37:57.311069] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:37:57.468820] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:37:57.468980] [INFO ] [CONFIGURE ] DFH: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:37:57.469024] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8974 tests
[2025-10-17T23:37:57.469058] [INFO ] [CONFIGURE ] DFH: Testing feature 6/29: add_failed_moves
[2025-10-17T23:37:57.469089] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:37:57.610439] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:37:57.753938] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:37:57.895282] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:37:58.036074] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:37:58.170329] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:37:58.304632] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:37:58.441586] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:37:58.577121] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:37:58.717087] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:37:58.853334] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:37:58.853520] [INFO ] [CONFIGURE ] DFH: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T23:37:58.853590] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8973 tests
[2025-10-17T23:37:58.853670] [INFO ] [CONFIGURE ] DFH: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:37:58.853725] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T23:37:58.977171] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:37:59.097350] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:37:59.222173] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:37:59.347106] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:37:59.472748] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:37:59.599873] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:37:59.726119] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:37:59.849313] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:37:59.980727] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:38:00.103509] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:00.103672] [INFO ] [CONFIGURE ] DFH: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:38:00.103732] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8972 tests
[2025-10-17T23:38:00.103769] [INFO ] [CONFIGURE ] DFH: Testing feature 8/29: add_macd
[2025-10-17T23:38:00.103800] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:38:00.259035] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:00.416290] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:00.604164] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:00.762626] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:00.922812] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:01.082628] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:01.258836] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:01.429918] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:01.596715] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:38:01.769619] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:01.769868] [INFO ] [CONFIGURE ] DFH: KEPT add_macd (score: 80.00%)
[2025-10-17T23:38:01.769918] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8971 tests
[2025-10-17T23:38:01.769953] [INFO ] [CONFIGURE ] DFH: Testing feature 9/29: add_mfi
[2025-10-17T23:38:01.769983] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-17T23:38:01.951487] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:02.130836] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:02.314684] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:02.497623] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:02.690533] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:02.889250] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:03.091497] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:03.282878] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:03.471106] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:38:03.686169] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:03.686394] [INFO ] [CONFIGURE ] DFH: DISCARDED add_mfi (score: 80.00%)
[2025-10-17T23:38:03.686440] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8970 tests
[2025-10-17T23:38:03.686477] [INFO ] [CONFIGURE ] DFH: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:38:03.686511] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:38:03.885213] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:38:04.081955] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:04.287880] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:04.502836] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:04.713957] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:04.928546] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:05.158823] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:05.376313] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:05.593397] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:38:05.810074] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:05.810273] [INFO ] [CONFIGURE ] DFH: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-17T23:38:05.810319] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8969 tests
[2025-10-17T23:38:05.810356] [INFO ] [CONFIGURE ] DFH: Testing feature 11/29: add_obv_daily
[2025-10-17T23:38:05.810388] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-17T23:38:06.001679] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:38:06.209979] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:06.403985] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:06.602934] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:06.793802] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:06.985171] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:07.171082] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:07.348530] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:07.526871] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:38:07.707417] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:07.707664] [INFO ] [CONFIGURE ] DFH: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-17T23:38:07.707727] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8968 tests
[2025-10-17T23:38:07.707764] [INFO ] [CONFIGURE ] DFH: Testing feature 12/29: add_obv_interval
[2025-10-17T23:38:07.707815] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-17T23:38:07.879521] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:08.057625] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:08.231572] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:08.413933] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:08.621387] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:08.847366] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:09.080974] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:09.266849] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:09.439519] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:38:09.614048] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:09.614178] [INFO ] [CONFIGURE ] DFH: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-17T23:38:09.614221] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8967 tests
[2025-10-17T23:38:09.614256] [INFO ] [CONFIGURE ] DFH: Testing feature 13/29: add_opening_strength
[2025-10-17T23:38:09.614289] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:38:09.793852] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:38:09.973484] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:10.157667] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:10.339784] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:10.521812] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:10.706022] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:10.891665] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:11.081023] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:11.267410] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:38:11.455339] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:11.455502] [INFO ] [CONFIGURE ] DFH: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-17T23:38:11.455547] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8966 tests
[2025-10-17T23:38:11.455581] [INFO ] [CONFIGURE ] DFH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:38:11.455612] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-17T23:38:11.638232] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:38:11.824407] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:12.010775] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:12.193719] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:12.378067] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:12.568510] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:12.760826] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:12.954512] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:13.141249] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:38:13.330610] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:13.330799] [INFO ] [CONFIGURE ] DFH: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-17T23:38:13.330848] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8965 tests
[2025-10-17T23:38:13.330883] [INFO ] [CONFIGURE ] DFH: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:38:13.330913] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-17T23:38:13.496091] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:38:13.660990] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:13.826018] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:13.992437] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:14.160964] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:14.332302] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:14.504827] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:14.675537] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:14.844132] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:38:15.017939] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:15.018152] [INFO ] [CONFIGURE ] DFH: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-17T23:38:15.018210] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8964 tests
[2025-10-17T23:38:15.018248] [INFO ] [CONFIGURE ] DFH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:38:15.018278] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-17T23:38:15.189826] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:15.364704] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:15.541727] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:15.756904] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:15.930932] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:16.111177] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:16.284699] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:16.464278] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:16.658989] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:38:16.850556] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:16.850795] [INFO ] [CONFIGURE ] DFH: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-17T23:38:16.850851] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8963 tests
[2025-10-17T23:38:16.850890] [INFO ] [CONFIGURE ] DFH: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:38:16.850924] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-17T23:38:17.050953] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:38:17.251792] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:17.440813] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:17.620936] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:17.803143] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:17.989713] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:18.174182] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:18.359068] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:18.543235] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:38:18.728374] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:18.728576] [INFO ] [CONFIGURE ] DFH: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-17T23:38:18.728622] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8962 tests
[2025-10-17T23:38:18.728696] [INFO ] [CONFIGURE ] DFH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:38:18.728832] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-17T23:38:18.897924] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:38:19.064206] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:19.232172] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:19.400557] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:19.570596] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:19.748122] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:19.921184] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:20.119244] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:20.313129] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:38:20.489984] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:20.490187] [INFO ] [CONFIGURE ] DFH: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T23:38:20.490232] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8961 tests
[2025-10-17T23:38:20.490267] [INFO ] [CONFIGURE ] DFH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:38:20.490298] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-17T23:38:20.671161] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:20.837927] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:21.009440] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:21.186788] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:21.362920] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:21.538610] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:21.710893] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:21.891937] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:22.063254] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:38:22.235782] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:22.235978] [INFO ] [CONFIGURE ] DFH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:38:22.236039] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8960 tests
[2025-10-17T23:38:22.236078] [INFO ] [CONFIGURE ] DFH: Testing feature 20/29: add_price_rejection
[2025-10-17T23:38:22.236109] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-17T23:38:22.413749] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:38:22.592195] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:22.769234] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:22.947456] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:23.135747] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:23.326584] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:23.511093] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:23.714238] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:23.911936] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:38:24.121833] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:24.122029] [INFO ] [CONFIGURE ] DFH: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-17T23:38:24.122093] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8959 tests
[2025-10-17T23:38:24.122206] [INFO ] [CONFIGURE ] DFH: Testing feature 21/29: add_range_position
[2025-10-17T23:38:24.122260] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-17T23:38:24.336118] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:38:24.535837] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:24.721897] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:24.917252] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:25.124539] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:25.340591] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:25.534523] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:25.730163] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:25.920178] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:38:26.114743] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:26.114929] [INFO ] [CONFIGURE ] DFH: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T23:38:26.114975] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8958 tests
[2025-10-17T23:38:26.115010] [INFO ] [CONFIGURE ] DFH: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:38:26.115043] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-17T23:38:26.316197] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:26.534907] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:26.746704] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:26.957776] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:27.170766] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:27.383581] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:27.595963] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:27.811508] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:28.026936] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:38:28.239161] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:28.239379] [INFO ] [CONFIGURE ] DFH: KEPT add_realized_volatility (score: 90.00%)
[2025-10-17T23:38:28.239429] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8957 tests
[2025-10-17T23:38:28.239464] [INFO ] [CONFIGURE ] DFH: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:38:28.239495] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility', 'add_recent_range_context']
[2025-10-17T23:38:28.458286] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:28.672072] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:28.889846] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:29.104896] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:29.321372] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:29.541161] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:29.761367] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:29.979343] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:30.198178] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:38:30.414193] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:30.414379] [INFO ] [CONFIGURE ] DFH: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-17T23:38:30.414423] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8956 tests
[2025-10-17T23:38:30.414461] [INFO ] [CONFIGURE ] DFH: Testing feature 24/29: add_rsi
[2025-10-17T23:38:30.414493] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-17T23:38:30.657517] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:38:30.933545] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:31.179771] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:31.410121] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:31.638637] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:31.870833] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:32.103610] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:32.336198] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:32.571378] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:38:32.808948] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:32.809141] [INFO ] [CONFIGURE ] DFH: DISCARDED add_rsi (score: 80.00%)
[2025-10-17T23:38:32.809186] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8955 tests
[2025-10-17T23:38:32.809222] [INFO ] [CONFIGURE ] DFH: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:38:32.809255] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility', 'add_tick_distribution']
[2025-10-17T23:38:33.016156] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:33.223206] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:33.433409] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:33.644384] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:33.857956] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:34.070971] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:34.282295] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:34.497688] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:34.711305] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:38:34.929603] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:34.929803] [INFO ] [CONFIGURE ] DFH: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-17T23:38:34.929854] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8954 tests
[2025-10-17T23:38:34.929889] [INFO ] [CONFIGURE ] DFH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:38:34.929944] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-17T23:38:35.138247] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:38:35.346307] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:35.555804] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:35.765761] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:35.983262] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:36.200124] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:36.413092] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:36.632352] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:36.848375] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:38:37.068460] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:37.068665] [INFO ] [CONFIGURE ] DFH: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-17T23:38:37.068727] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8953 tests
[2025-10-17T23:38:37.068765] [INFO ] [CONFIGURE ] DFH: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:38:37.068797] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-10-17T23:38:37.289772] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:37.510872] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:37.733677] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:38:37.953787] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:38.176216] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:38.405812] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:38.650184] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:38.890851] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:38:39.127957] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:38:39.360365] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:39.360561] [INFO ] [CONFIGURE ] DFH: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:38:39.360608] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8952 tests
[2025-10-17T23:38:39.360708] [INFO ] [CONFIGURE ] DFH: Testing feature 28/29: add_volume_profile
[2025-10-17T23:38:39.360763] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility', 'add_volume_profile']
[2025-10-17T23:38:39.582237] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:38:39.809972] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:40.061713] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:38:40.300184] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:38:40.516340] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:40.743463] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:38:40.967556] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:38:41.194058] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:41.415873] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:38:41.637358] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:38:41.637528] [INFO ] [CONFIGURE ] DFH: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:38:41.637572] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8951 tests
[2025-10-17T23:38:41.637623] [INFO ] [CONFIGURE ] DFH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:38:41.637702] [INFO ] [CONFIGURE ] DFH: Best accuracy: 90.00%
[2025-10-17T23:38:41.637744] [INFO ] [CONFIGURE ] DFH: Best feature set (4 features): ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-17T23:38:41.637774] [INFO ] [CONFIGURE ] DFH: Improvement over baseline: 50.00%
[2025-10-17T23:38:41.637830] [INFO ] [CONFIGURE ] DFH: Total time: 51.3 seconds
[2025-10-17T23:38:41.637879] [INFO ] [CONFIGURE ] DFH: Average time per feature: 1.8 seconds
[2025-10-17T23:38:41.637909] [INFO ] [CONFIGURE ] DFH: Average speed: 0.57 features/sec
[2025-10-17T23:38:41.638443] [INFO ] [LOCAL     ] Saved configuration for DFH: 4 features, 90.00% accuracy -> ./output/feature-sets/DFH.json
[2025-10-17T23:38:41.638513] [INFO ] [CONFIGURE ] DFH: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-17T23:38:41.638583] [INFO ] [sig       ] [72/380] Successfully configured DFH | 0.02 sym/s | Total: 51.3m | ETA: 3.7h
[2025-10-17T23:38:41.638666] [INFO ] [sig       ] [73/380] Configuring DHT...
[2025-10-17T23:38:41.638732] [INFO ] [CONFIGURE ] DHT: Configurate test run.
[2025-10-17T23:38:41.638787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHT' from 'https://tdm.silogroup.org/data/derivative_storage/DHT.csv'.
[2025-10-17T23:38:41.653263] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DHT'.
[2025-10-17T23:38:41.653702] [INFO ] [CONFIGURE ] DHT: Testing with 29 available features
[2025-10-17T23:38:41.653761] [INFO ] [CONFIGURE ] DHT: Establishing baseline with no features...
[2025-10-17T23:38:41.766433] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:41.876071] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:41.985719] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:38:42.093041] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:38:42.210902] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:38:42.335098] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:38:42.466728] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:38:42.621156] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:42.773212] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:38:42.936687] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:42.936902] [INFO ] [CONFIGURE ] DHT: Baseline score (no features): 80.00%
[2025-10-17T23:38:42.936967] [INFO ] [CONFIGURE ] DHT: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:38:42.937018] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:38:43.105518] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:43.240979] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:43.385344] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:38:43.512430] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:38:43.638542] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:43.755125] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:38:43.869142] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:38:43.980407] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:44.088378] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:38:44.195984] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:44.196127] [INFO ] [CONFIGURE ] DHT: KEPT add_bollinger_bands (score: 90.00%)
[2025-10-17T23:38:44.196169] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8950 tests
[2025-10-17T23:38:44.196204] [INFO ] [CONFIGURE ] DHT: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:38:44.196238] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:38:44.316157] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:44.443424] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:44.572119] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:38:44.700368] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:38:44.831356] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:44.964001] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:38:45.103517] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:38:45.243368] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:45.386115] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:38:45.526171] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:45.526321] [INFO ] [CONFIGURE ] DHT: DISCARDED add_cumulative_delta (score: 90.00%)
[2025-10-17T23:38:45.526363] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8949 tests
[2025-10-17T23:38:45.526397] [INFO ] [CONFIGURE ] DHT: Testing feature 3/29: add_daily_returns
[2025-10-17T23:38:45.526427] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:38:45.650425] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:45.771983] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:45.894589] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:38:46.019813] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:38:46.144994] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:46.269473] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:38:46.396074] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:38:46.523947] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:46.652552] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:38:46.775263] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:46.775422] [INFO ] [CONFIGURE ] DHT: DISCARDED add_daily_returns (score: 90.00%)
[2025-10-17T23:38:46.775488] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8948 tests
[2025-10-17T23:38:46.775524] [INFO ] [CONFIGURE ] DHT: Testing feature 4/29: add_ema
[2025-10-17T23:38:46.775554] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:38:46.908599] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:47.045853] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:47.183720] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:38:47.321285] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:38:47.462214] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:47.615956] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:38:47.753009] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:38:47.888153] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:48.024514] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:38:48.162362] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:48.162567] [INFO ] [CONFIGURE ] DHT: DISCARDED add_ema (score: 90.00%)
[2025-10-17T23:38:48.162614] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8947 tests
[2025-10-17T23:38:48.162674] [INFO ] [CONFIGURE ] DHT: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:38:48.162727] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:38:48.303918] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:48.444419] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:48.588805] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:38:48.731801] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:38:48.875395] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:49.019523] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:38:49.170913] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:38:49.319445] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:49.469349] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:38:49.619271] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:49.619493] [INFO ] [CONFIGURE ] DHT: DISCARDED add_exhaustion_signals (score: 90.00%)
[2025-10-17T23:38:49.619542] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8946 tests
[2025-10-17T23:38:49.619578] [INFO ] [CONFIGURE ] DHT: Testing feature 6/29: add_failed_moves
[2025-10-17T23:38:49.619610] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T23:38:49.749933] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:49.877568] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:50.007322] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:38:50.142184] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:38:50.273212] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:50.405886] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:38:50.542785] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:38:50.675932] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:50.811344] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:38:50.936569] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:50.936778] [INFO ] [CONFIGURE ] DHT: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-17T23:38:50.936840] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8945 tests
[2025-10-17T23:38:50.936878] [INFO ] [CONFIGURE ] DHT: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:38:50.936910] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T23:38:51.051279] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:51.164570] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:51.278297] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:38:51.392581] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:38:51.510411] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:51.630903] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:38:51.759561] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:38:51.885885] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:52.005798] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:38:52.135169] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:52.135370] [INFO ] [CONFIGURE ] DHT: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-17T23:38:52.135423] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8944 tests
[2025-10-17T23:38:52.135465] [INFO ] [CONFIGURE ] DHT: Testing feature 8/29: add_macd
[2025-10-17T23:38:52.135503] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T23:38:52.297944] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:52.457478] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:52.617880] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:38:52.777719] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:38:52.943164] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:53.109883] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:38:53.280503] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:38:53.440853] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:53.603172] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:38:53.768379] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:53.768561] [INFO ] [CONFIGURE ] DHT: DISCARDED add_macd (score: 90.00%)
[2025-10-17T23:38:53.768607] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8943 tests
[2025-10-17T23:38:53.768640] [INFO ] [CONFIGURE ] DHT: Testing feature 9/29: add_mfi
[2025-10-17T23:38:53.768804] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T23:38:53.901422] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:54.031270] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:54.161528] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:38:54.289864] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:38:54.419397] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:54.549801] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:38:54.681631] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:38:54.824113] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:54.963827] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:38:55.105205] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:55.105411] [INFO ] [CONFIGURE ] DHT: DISCARDED add_mfi (score: 90.00%)
[2025-10-17T23:38:55.105461] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8942 tests
[2025-10-17T23:38:55.105498] [INFO ] [CONFIGURE ] DHT: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:38:55.105531] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:38:55.273358] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:55.436245] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:55.607600] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:38:55.764107] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:38:55.919394] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:56.082313] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:38:56.240758] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:38:56.398197] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:56.558121] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:38:56.720706] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:56.720901] [INFO ] [CONFIGURE ] DHT: DISCARDED add_momentum_acceleration (score: 90.00%)
[2025-10-17T23:38:56.720946] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8941 tests
[2025-10-17T23:38:56.720981] [INFO ] [CONFIGURE ] DHT: Testing feature 11/29: add_obv_daily
[2025-10-17T23:38:56.721012] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-17T23:38:56.853770] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:56.984227] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:38:57.116639] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:38:57.250415] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:38:57.387393] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:57.525134] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:38:57.664626] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:38:57.798666] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:57.933426] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:38:58.079482] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:58.079760] [INFO ] [CONFIGURE ] DHT: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-17T23:38:58.079842] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8940 tests
[2025-10-17T23:38:58.079900] [INFO ] [CONFIGURE ] DHT: Testing feature 12/29: add_obv_interval
[2025-10-17T23:38:58.079942] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-17T23:38:58.220325] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:58.353328] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:58.486198] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:38:58.624508] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:38:58.760097] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:38:58.892973] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:38:59.023101] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:38:59.153120] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:38:59.287351] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:38:59.424438] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:38:59.424597] [INFO ] [CONFIGURE ] DHT: DISCARDED add_obv_interval (score: 90.00%)
[2025-10-17T23:38:59.424661] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8939 tests
[2025-10-17T23:38:59.424721] [INFO ] [CONFIGURE ] DHT: Testing feature 13/29: add_opening_strength
[2025-10-17T23:38:59.424755] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:38:59.570112] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:38:59.712163] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:38:59.856900] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:39:00.002193] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:39:00.148476] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:39:00.296044] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:39:00.440212] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:39:00.580787] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:00.721132] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:39:00.862428] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:00.862627] [INFO ] [CONFIGURE ] DHT: DISCARDED add_opening_strength (score: 90.00%)
[2025-10-17T23:39:00.862708] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8938 tests
[2025-10-17T23:39:00.862754] [INFO ] [CONFIGURE ] DHT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:39:00.862787] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-17T23:39:00.997319] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:39:01.140338] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:39:01.295087] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:39:01.445439] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:39:01.588132] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:39:01.736971] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:39:01.886979] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:39:02.038310] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:02.185894] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:39:02.332718] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:02.332876] [INFO ] [CONFIGURE ] DHT: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-10-17T23:39:02.332923] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8937 tests
[2025-10-17T23:39:02.332959] [INFO ] [CONFIGURE ] DHT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:39:02.332993] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-17T23:39:02.459663] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:39:02.587232] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:39:02.716627] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:39:02.844578] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:39:02.979113] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:39:03.104885] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:39:03.233886] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:39:03.360157] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:03.486543] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:39:03.610669] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:03.610830] [INFO ] [CONFIGURE ] DHT: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-17T23:39:03.610873] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8936 tests
[2025-10-17T23:39:03.610907] [INFO ] [CONFIGURE ] DHT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:39:03.610937] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-17T23:39:03.739898] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:39:03.866281] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:39:03.994112] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:39:04.123583] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:39:04.258071] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:39:04.389942] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:39:04.522811] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:39:04.659363] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:04.797059] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:39:04.935981] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:04.936162] [INFO ] [CONFIGURE ] DHT: DISCARDED add_pbf_overnight_gap (score: 90.00%)
[2025-10-17T23:39:04.936229] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8935 tests
[2025-10-17T23:39:04.936265] [INFO ] [CONFIGURE ] DHT: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:39:04.936296] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-17T23:39:05.072610] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:39:05.208490] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:39:05.343282] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:39:05.482503] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:39:05.620825] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:39:05.759730] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:39:05.896620] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:39:06.031793] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:06.174003] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:39:06.315207] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:06.315363] [INFO ] [CONFIGURE ] DHT: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-17T23:39:06.315406] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8934 tests
[2025-10-17T23:39:06.315441] [INFO ] [CONFIGURE ] DHT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:39:06.315479] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-17T23:39:06.440743] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:39:06.569909] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:39:06.699327] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:39:06.823472] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:39:06.950915] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:39:07.079383] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:39:07.206435] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:39:07.333921] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:07.461904] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:39:07.594755] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:07.594926] [INFO ] [CONFIGURE ] DHT: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-17T23:39:07.594969] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8933 tests
[2025-10-17T23:39:07.595003] [INFO ] [CONFIGURE ] DHT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:39:07.595034] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-17T23:39:07.721256] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:39:07.846319] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:39:07.977012] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:39:08.105618] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:39:08.243786] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:39:08.386181] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:39:08.531573] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:39:08.679284] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:08.823800] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:39:08.969958] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:08.970225] [INFO ] [CONFIGURE ] DHT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-17T23:39:08.970290] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8932 tests
[2025-10-17T23:39:08.970328] [INFO ] [CONFIGURE ] DHT: Testing feature 20/29: add_price_rejection
[2025-10-17T23:39:08.970359] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-17T23:39:09.112663] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:39:09.255521] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:39:09.416958] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:39:09.565099] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:39:09.714470] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:39:09.863951] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:39:10.017136] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:39:10.173837] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:10.339062] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:39:10.492150] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:10.492323] [INFO ] [CONFIGURE ] DHT: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-17T23:39:10.492368] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8931 tests
[2025-10-17T23:39:10.492403] [INFO ] [CONFIGURE ] DHT: Testing feature 21/29: add_range_position
[2025-10-17T23:39:10.492435] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-17T23:39:10.650244] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:39:10.807582] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:39:10.963723] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:39:11.116301] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:39:11.273096] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:39:11.431956] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:39:11.587987] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:39:11.735696] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:11.884127] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:39:12.032211] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:12.032368] [INFO ] [CONFIGURE ] DHT: DISCARDED add_range_position (score: 90.00%)
[2025-10-17T23:39:12.032412] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8930 tests
[2025-10-17T23:39:12.032499] [INFO ] [CONFIGURE ] DHT: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:39:12.032539] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-17T23:39:12.192803] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:39:12.350860] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:39:12.529418] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:39:12.700070] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:39:12.864803] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:13.030974] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:39:13.194312] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:39:13.390429] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:13.555485] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:39:13.728934] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:13.729138] [INFO ] [CONFIGURE ] DHT: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-17T23:39:13.729190] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8929 tests
[2025-10-17T23:39:13.729225] [INFO ] [CONFIGURE ] DHT: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:39:13.729257] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-17T23:39:13.861537] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:39:13.993948] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:39:14.126325] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:39:14.260661] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:39:14.398532] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:39:14.541977] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:39:14.682450] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:39:14.820532] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:14.957552] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:39:15.095093] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:15.095291] [INFO ] [CONFIGURE ] DHT: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-17T23:39:15.095336] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8928 tests
[2025-10-17T23:39:15.095370] [INFO ] [CONFIGURE ] DHT: Testing feature 24/29: add_rsi
[2025-10-17T23:39:15.095402] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-17T23:39:15.247789] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:39:15.401469] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:39:15.559585] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:39:15.717536] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:39:15.874824] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:39:16.033215] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:39:16.192864] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:39:16.350969] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:16.510104] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:39:16.674143] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:16.674336] [INFO ] [CONFIGURE ] DHT: DISCARDED add_rsi (score: 90.00%)
[2025-10-17T23:39:16.674380] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8927 tests
[2025-10-17T23:39:16.674417] [INFO ] [CONFIGURE ] DHT: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:39:16.674449] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-17T23:39:16.808447] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:39:16.939498] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:39:17.072049] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:39:17.200954] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:39:17.332229] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:39:17.464740] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:39:17.598250] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:39:17.733015] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:17.868262] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:39:18.013475] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:18.013675] [INFO ] [CONFIGURE ] DHT: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-17T23:39:18.013738] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8926 tests
[2025-10-17T23:39:18.013776] [INFO ] [CONFIGURE ] DHT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:39:18.013808] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-17T23:39:18.145998] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:39:18.276906] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:39:18.414470] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:39:18.548879] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:39:18.684751] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:39:18.819565] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:39:18.955138] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:39:19.091787] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:19.228378] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:39:19.364268] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:19.364475] [INFO ] [CONFIGURE ] DHT: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-17T23:39:19.364519] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8925 tests
[2025-10-17T23:39:19.364555] [INFO ] [CONFIGURE ] DHT: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:39:19.364594] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-17T23:39:19.506916] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:39:19.647018] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:39:19.794301] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:39:19.934924] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:39:20.077387] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:20.218688] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:39:20.362735] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:39:20.507868] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:20.653332] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:39:20.798020] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:20.798178] [INFO ] [CONFIGURE ] DHT: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-17T23:39:20.798223] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8924 tests
[2025-10-17T23:39:20.798257] [INFO ] [CONFIGURE ] DHT: Testing feature 28/29: add_volume_profile
[2025-10-17T23:39:20.798287] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T23:39:20.927946] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:39:21.060239] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:39:21.192848] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:39:21.326738] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:39:21.463720] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:21.606959] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:39:21.748891] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:39:21.900602] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:22.034846] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:39:22.170101] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:22.170298] [INFO ] [CONFIGURE ] DHT: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T23:39:22.170343] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8923 tests
[2025-10-17T23:39:22.170377] [INFO ] [CONFIGURE ] DHT: Testing feature 29/29: add_vwap
[2025-10-17T23:39:22.170408] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-17T23:39:22.303928] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:39:22.466852] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:39:22.607474] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:39:22.743209] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:39:22.883474] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:39:23.022082] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:39:23.168359] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:39:23.312743] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:23.457820] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:39:23.600595] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:23.600808] [INFO ] [CONFIGURE ] DHT: DISCARDED add_vwap (score: 90.00%)
[2025-10-17T23:39:23.600886] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8922 tests
[2025-10-17T23:39:23.600996] [INFO ] [CONFIGURE ] DHT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:39:23.601047] [INFO ] [CONFIGURE ] DHT: Best accuracy: 90.00%
[2025-10-17T23:39:23.601082] [INFO ] [CONFIGURE ] DHT: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-17T23:39:23.601112] [INFO ] [CONFIGURE ] DHT: Improvement over baseline: 10.00%
[2025-10-17T23:39:23.601139] [INFO ] [CONFIGURE ] DHT: Total time: 40.7 seconds
[2025-10-17T23:39:23.601166] [INFO ] [CONFIGURE ] DHT: Average time per feature: 1.4 seconds
[2025-10-17T23:39:23.601194] [INFO ] [CONFIGURE ] DHT: Average speed: 0.71 features/sec
[2025-10-17T23:39:23.601560] [INFO ] [LOCAL     ] Saved configuration for DHT: 1 features, 90.00% accuracy -> ./output/feature-sets/DHT.json
[2025-10-17T23:39:23.601606] [INFO ] [CONFIGURE ] DHT: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-17T23:39:23.601678] [INFO ] [sig       ] [73/380] Successfully configured DHT | 0.02 sym/s | Total: 52.0m | ETA: 3.6h
[2025-10-17T23:39:23.601748] [INFO ] [sig       ] [74/380] Configuring DKL...
[2025-10-17T23:39:23.601814] [INFO ] [CONFIGURE ] DKL: Configurate test run.
[2025-10-17T23:39:23.601868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-10-17T23:39:23.615163] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DKL'.
[2025-10-17T23:39:23.615696] [INFO ] [CONFIGURE ] DKL: Testing with 29 available features
[2025-10-17T23:39:23.615754] [INFO ] [CONFIGURE ] DKL: Establishing baseline with no features...
[2025-10-17T23:39:23.727914] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:23.838275] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:23.948768] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:39:24.059457] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:24.172508] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:24.284580] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:24.394927] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:39:24.504937] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:39:24.616637] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:39:24.730589] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:24.730760] [INFO ] [CONFIGURE ] DKL: Baseline score (no features): 40.00%
[2025-10-17T23:39:24.730810] [INFO ] [CONFIGURE ] DKL: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:39:24.730844] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:39:24.853023] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:24.977175] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:25.105308] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:39:25.237256] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:25.369450] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:25.530717] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:25.658234] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:25.788117] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:25.918942] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:39:26.046979] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:26.047163] [INFO ] [CONFIGURE ] DKL: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-17T23:39:26.047206] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8921 tests
[2025-10-17T23:39:26.047241] [INFO ] [CONFIGURE ] DKL: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:39:26.047273] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:39:26.189511] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:26.330412] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:26.470843] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:39:26.615003] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:26.758567] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:26.896199] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:27.029000] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:39:27.164393] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:39:27.298536] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:39:27.457151] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:27.457333] [INFO ] [CONFIGURE ] DKL: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-17T23:39:27.457377] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8920 tests
[2025-10-17T23:39:27.457411] [INFO ] [CONFIGURE ] DKL: Testing feature 3/29: add_daily_returns
[2025-10-17T23:39:27.457442] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:39:27.579028] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:27.704484] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:27.837359] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:39:27.966285] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:28.095774] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:28.225390] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:28.354926] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:28.488619] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:28.624241] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:39:28.757324] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:28.757491] [INFO ] [CONFIGURE ] DKL: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-17T23:39:28.757533] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8919 tests
[2025-10-17T23:39:28.757568] [INFO ] [CONFIGURE ] DKL: Testing feature 4/29: add_ema
[2025-10-17T23:39:28.757599] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:39:28.897822] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:29.037695] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:29.177391] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:39:29.321164] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:29.468270] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:29.614868] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:29.762161] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:29.911096] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:30.060969] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:39:30.212402] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:30.212593] [INFO ] [CONFIGURE ] DKL: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:39:30.212638] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8918 tests
[2025-10-17T23:39:30.212720] [INFO ] [CONFIGURE ] DKL: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:39:30.212757] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:39:30.386630] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:30.540267] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:30.694583] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:39:30.849032] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:31.006716] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:31.162257] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:31.318199] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:31.474127] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:31.634321] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:39:31.788697] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:31.788861] [INFO ] [CONFIGURE ] DKL: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:39:31.788904] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8917 tests
[2025-10-17T23:39:31.788938] [INFO ] [CONFIGURE ] DKL: Testing feature 6/29: add_failed_moves
[2025-10-17T23:39:31.788969] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T23:39:31.917099] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:32.045391] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:32.175863] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:39:32.307009] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:32.441527] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:32.582162] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:32.718726] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:32.855606] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:32.989870] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:39:33.124621] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:33.124765] [INFO ] [CONFIGURE ] DKL: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:39:33.124815] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8916 tests
[2025-10-17T23:39:33.124871] [INFO ] [CONFIGURE ] DKL: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:39:33.124902] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T23:39:33.244841] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:33.364561] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:33.486427] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:39:33.610244] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:33.732607] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:33.854981] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:33.978557] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:34.103970] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:34.231401] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:39:34.359634] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:34.359819] [INFO ] [CONFIGURE ] DKL: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:39:34.359864] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8915 tests
[2025-10-17T23:39:34.359899] [INFO ] [CONFIGURE ] DKL: Testing feature 8/29: add_macd
[2025-10-17T23:39:34.359929] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T23:39:34.519185] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:34.679157] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:34.840201] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:39:35.000888] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:35.163589] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:35.327910] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:35.493426] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:35.661219] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:35.828181] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:39:35.993202] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:35.993417] [INFO ] [CONFIGURE ] DKL: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:39:35.994081] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8914 tests
[2025-10-17T23:39:35.994136] [INFO ] [CONFIGURE ] DKL: Testing feature 9/29: add_mfi
[2025-10-17T23:39:35.994172] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T23:39:36.129333] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:36.264334] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:36.400160] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:39:36.537083] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:36.676077] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:36.819631] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:36.965235] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:37.108543] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:37.251754] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:39:37.397698] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:37.397904] [INFO ] [CONFIGURE ] DKL: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T23:39:37.397966] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8913 tests
[2025-10-17T23:39:37.398003] [INFO ] [CONFIGURE ] DKL: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:39:37.398035] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:39:37.551015] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:37.703572] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:37.856540] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:39:38.011275] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:38.158233] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:38.304834] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:38.454508] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:38.610682] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:38.767472] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:39:38.925928] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:38.926113] [INFO ] [CONFIGURE ] DKL: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:39:38.926159] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8912 tests
[2025-10-17T23:39:38.926193] [INFO ] [CONFIGURE ] DKL: Testing feature 11/29: add_obv_daily
[2025-10-17T23:39:38.926224] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-17T23:39:39.053710] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:39.177544] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:39.295513] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:39:39.416292] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:39.537414] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:39.667604] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:39.800087] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:39:39.931235] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:40.062272] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:39:40.194001] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:40.194153] [INFO ] [CONFIGURE ] DKL: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-17T23:39:40.194198] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8911 tests
[2025-10-17T23:39:40.194233] [INFO ] [CONFIGURE ] DKL: Testing feature 12/29: add_obv_interval
[2025-10-17T23:39:40.194264] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-17T23:39:40.320298] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:40.446595] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:40.576696] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:39:40.708960] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:40.841444] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:40.977938] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:41.111829] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:41.247737] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:41.386769] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:39:41.527961] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:41.528170] [INFO ] [CONFIGURE ] DKL: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:39:41.528215] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8910 tests
[2025-10-17T23:39:41.528250] [INFO ] [CONFIGURE ] DKL: Testing feature 13/29: add_opening_strength
[2025-10-17T23:39:41.528281] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:39:41.668353] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:41.809237] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:41.951730] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:39:42.099259] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:42.241117] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:42.380193] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:42.518722] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:42.659751] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:39:42.800520] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:39:42.941492] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:39:42.941678] [INFO ] [CONFIGURE ] DKL: DISCARDED add_opening_strength (score: 20.00%)
[2025-10-17T23:39:42.941765] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8909 tests
[2025-10-17T23:39:42.941823] [INFO ] [CONFIGURE ] DKL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:39:42.941858] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-17T23:39:43.084067] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:43.229894] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:43.373501] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:39:43.516049] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:43.659185] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:43.803155] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:43.948187] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:44.109340] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:44.278586] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:39:44.455879] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:44.456155] [INFO ] [CONFIGURE ] DKL: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:39:44.456244] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8908 tests
[2025-10-17T23:39:44.456318] [INFO ] [CONFIGURE ] DKL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:39:44.456368] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-17T23:39:44.598267] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:44.728743] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:44.857744] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:39:44.987502] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:45.117942] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:45.246806] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:45.376720] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:45.507828] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:45.637702] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:39:45.768519] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:45.768729] [INFO ] [CONFIGURE ] DKL: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T23:39:45.768838] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8907 tests
[2025-10-17T23:39:45.768883] [INFO ] [CONFIGURE ] DKL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:39:45.768916] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-17T23:39:45.901564] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:46.035351] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:46.169878] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:39:46.304568] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:46.440186] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:46.577459] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:46.753111] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:46.899711] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:39:47.036456] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:39:47.174135] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:47.174318] [INFO ] [CONFIGURE ] DKL: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-17T23:39:47.174363] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8906 tests
[2025-10-17T23:39:47.174399] [INFO ] [CONFIGURE ] DKL: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:39:47.174431] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-17T23:39:47.309570] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:47.445411] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:47.584146] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:39:47.718639] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:47.853246] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:47.991271] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:48.128279] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:48.265761] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:48.404812] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:39:48.545608] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:48.545808] [INFO ] [CONFIGURE ] DKL: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-17T23:39:48.545859] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8905 tests
[2025-10-17T23:39:48.545895] [INFO ] [CONFIGURE ] DKL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:39:48.545927] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-17T23:39:48.665378] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:48.785298] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:48.906925] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:39:49.028111] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:49.150786] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:49.272847] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:49.397718] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:49.521424] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:49.651004] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:39:49.797297] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:49.797480] [INFO ] [CONFIGURE ] DKL: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-17T23:39:49.797527] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8904 tests
[2025-10-17T23:39:49.797565] [INFO ] [CONFIGURE ] DKL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:39:49.797600] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-17T23:39:49.925759] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:50.050115] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:50.171815] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:39:50.294378] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:50.416866] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:50.540157] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:50.667270] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:50.804789] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:50.968311] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:39:51.131241] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:51.131472] [INFO ] [CONFIGURE ] DKL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-17T23:39:51.131626] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8903 tests
[2025-10-17T23:39:51.131730] [INFO ] [CONFIGURE ] DKL: Testing feature 20/29: add_price_rejection
[2025-10-17T23:39:51.131788] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-17T23:39:51.319200] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:51.484067] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:51.659328] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:39:51.848820] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:52.018353] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:52.163375] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:52.316047] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:52.470844] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:52.612609] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:39:52.757543] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:52.757688] [INFO ] [CONFIGURE ] DKL: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-17T23:39:52.757752] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8902 tests
[2025-10-17T23:39:52.757789] [INFO ] [CONFIGURE ] DKL: Testing feature 21/29: add_range_position
[2025-10-17T23:39:52.757856] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-17T23:39:52.896552] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:53.053492] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:53.198929] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:39:53.339323] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:53.485438] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:53.636277] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:53.805486] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:39:53.963003] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:54.115547] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:39:54.285323] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:54.285578] [INFO ] [CONFIGURE ] DKL: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:39:54.285682] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8901 tests
[2025-10-17T23:39:54.285742] [INFO ] [CONFIGURE ] DKL: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:39:54.285805] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-17T23:39:54.466285] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:54.648473] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:54.815198] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:39:54.978511] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:55.142748] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:55.313908] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:55.481593] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:55.648842] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:55.843149] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:39:56.022236] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:56.022456] [INFO ] [CONFIGURE ] DKL: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:39:56.022515] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8900 tests
[2025-10-17T23:39:56.022554] [INFO ] [CONFIGURE ] DKL: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:39:56.022587] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-17T23:39:56.155396] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:56.290271] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:56.426114] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:39:56.560505] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:56.695543] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:56.829284] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:56.972240] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:57.109194] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:57.240813] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:39:57.373820] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:57.373983] [INFO ] [CONFIGURE ] DKL: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-17T23:39:57.374027] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8899 tests
[2025-10-17T23:39:57.374062] [INFO ] [CONFIGURE ] DKL: Testing feature 24/29: add_rsi
[2025-10-17T23:39:57.374093] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-17T23:39:57.523767] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:57.671385] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:57.821559] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:39:57.976402] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:58.140584] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:58.300467] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:58.449180] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:58.596949] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:39:58.743994] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:39:58.900556] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:39:58.900786] [INFO ] [CONFIGURE ] DKL: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T23:39:58.900840] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8898 tests
[2025-10-17T23:39:58.900876] [INFO ] [CONFIGURE ] DKL: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:39:58.900908] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-17T23:39:59.026795] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:39:59.157410] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:39:59.287595] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:39:59.418411] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:39:59.551320] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:39:59.680744] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:39:59.812106] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:39:59.943849] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:00.074330] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:40:00.220943] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:40:00.221124] [INFO ] [CONFIGURE ] DKL: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T23:40:00.221173] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8897 tests
[2025-10-17T23:40:00.221238] [INFO ] [CONFIGURE ] DKL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:40:00.221278] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-17T23:40:00.443586] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:40:00.595932] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:40:00.740355] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:40:00.888489] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:01.036003] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:40:01.167602] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:40:01.306869] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:40:01.448802] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:01.588070] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:40:01.730207] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:40:01.730399] [INFO ] [CONFIGURE ] DKL: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-17T23:40:01.730443] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8896 tests
[2025-10-17T23:40:01.730478] [INFO ] [CONFIGURE ] DKL: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:40:01.730511] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-17T23:40:01.934122] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:40:02.105862] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:40:02.270839] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:40:02.435710] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:02.595978] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:40:02.741123] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:40:02.885232] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:03.036868] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:40:03.186764] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:40:03.333531] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:40:03.333741] [INFO ] [CONFIGURE ] DKL: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:40:03.333796] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8895 tests
[2025-10-17T23:40:03.333833] [INFO ] [CONFIGURE ] DKL: Testing feature 28/29: add_volume_profile
[2025-10-17T23:40:03.333864] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T23:40:03.467191] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:40:03.598809] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:40:03.732756] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:40:03.869568] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:04.004006] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:40:04.141005] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:40:04.299876] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:04.456962] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:04.616243] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:40:04.770471] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:40:04.770705] [INFO ] [CONFIGURE ] DKL: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-17T23:40:04.770782] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8894 tests
[2025-10-17T23:40:04.770862] [INFO ] [CONFIGURE ] DKL: Testing feature 29/29: add_vwap
[2025-10-17T23:40:04.770933] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-17T23:40:04.954475] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:40:05.095844] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:40:05.254749] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:40:05.408768] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:05.561829] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:40:05.718297] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:40:05.870923] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:06.019886] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:06.181934] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:40:06.327460] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:40:06.327620] [INFO ] [CONFIGURE ] DKL: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T23:40:06.327734] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8893 tests
[2025-10-17T23:40:06.327778] [INFO ] [CONFIGURE ] DKL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:40:06.327840] [INFO ] [CONFIGURE ] DKL: Best accuracy: 60.00%
[2025-10-17T23:40:06.327889] [INFO ] [CONFIGURE ] DKL: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-17T23:40:06.327942] [INFO ] [CONFIGURE ] DKL: Improvement over baseline: 20.00%
[2025-10-17T23:40:06.327982] [INFO ] [CONFIGURE ] DKL: Total time: 41.6 seconds
[2025-10-17T23:40:06.328085] [INFO ] [CONFIGURE ] DKL: Average time per feature: 1.4 seconds
[2025-10-17T23:40:06.328136] [INFO ] [CONFIGURE ] DKL: Average speed: 0.70 features/sec
[2025-10-17T23:40:06.328765] [INFO ] [LOCAL     ] Saved configuration for DKL: 1 features, 60.00% accuracy -> ./output/feature-sets/DKL.json
[2025-10-17T23:40:06.328832] [INFO ] [CONFIGURE ] DKL: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-17T23:40:06.328893] [INFO ] [sig       ] [74/380] Successfully configured DKL | 0.02 sym/s | Total: 52.8m | ETA: 3.6h
[2025-10-17T23:40:06.328928] [INFO ] [sig       ] [75/380] Configuring DRD...
[2025-10-17T23:40:06.328958] [INFO ] [CONFIGURE ] DRD: Configurate test run.
[2025-10-17T23:40:06.328986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-10-17T23:40:06.342719] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DRD'.
[2025-10-17T23:40:06.343078] [INFO ] [CONFIGURE ] DRD: Testing with 29 available features
[2025-10-17T23:40:06.343133] [INFO ] [CONFIGURE ] DRD: Establishing baseline with no features...
[2025-10-17T23:40:06.453716] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:06.562901] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:06.679615] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:06.794186] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:06.909604] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:40:07.032303] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:07.154814] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:07.273769] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:07.398416] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:07.524142] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:07.524328] [INFO ] [CONFIGURE ] DRD: Baseline score (no features): 60.00%
[2025-10-17T23:40:07.524373] [INFO ] [CONFIGURE ] DRD: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:40:07.524406] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:40:07.649287] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:07.820562] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:40:07.988327] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:08.127267] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:08.264973] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:40:08.403675] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:08.544926] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:08.691507] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:08.840472] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:08.982442] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:08.982742] [INFO ] [CONFIGURE ] DRD: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-17T23:40:08.982804] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8892 tests
[2025-10-17T23:40:08.982843] [INFO ] [CONFIGURE ] DRD: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:40:08.982915] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:40:09.119108] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:09.258857] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:40:09.391854] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:09.524796] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:09.660398] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:40:09.800041] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:09.945600] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:10.082553] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:10.218455] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:10.363132] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:10.363372] [INFO ] [CONFIGURE ] DRD: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T23:40:10.363419] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8891 tests
[2025-10-17T23:40:10.363475] [INFO ] [CONFIGURE ] DRD: Testing feature 3/29: add_daily_returns
[2025-10-17T23:40:10.363534] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_daily_returns']
[2025-10-17T23:40:10.486686] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:10.618441] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:10.751720] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:10.877914] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:11.027319] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:40:11.147430] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:11.270773] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:11.398029] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:11.514861] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:11.630859] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:11.631012] [INFO ] [CONFIGURE ] DRD: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T23:40:11.631057] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8890 tests
[2025-10-17T23:40:11.631592] [INFO ] [CONFIGURE ] DRD: Testing feature 4/29: add_ema
[2025-10-17T23:40:11.631635] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema']
[2025-10-17T23:40:11.760909] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:11.895327] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:40:12.036311] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:12.185827] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:12.328149] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:12.461516] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:12.595948] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:12.729752] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:12.870789] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:13.003966] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:13.004164] [INFO ] [CONFIGURE ] DRD: DISCARDED add_ema (score: 60.00%)
[2025-10-17T23:40:13.004207] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8889 tests
[2025-10-17T23:40:13.004244] [INFO ] [CONFIGURE ] DRD: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:40:13.004274] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:40:13.142189] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:13.279536] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:13.417336] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:13.560984] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:13.701291] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:13.839043] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:13.980951] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:14.123324] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:14.261481] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:14.396823] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:14.397013] [INFO ] [CONFIGURE ] DRD: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-17T23:40:14.397058] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8888 tests
[2025-10-17T23:40:14.397091] [INFO ] [CONFIGURE ] DRD: Testing feature 6/29: add_failed_moves
[2025-10-17T23:40:14.397122] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-17T23:40:14.536004] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:14.670265] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:14.803339] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:14.949074] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:15.093400] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:15.237749] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:15.387341] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:15.537996] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:15.697601] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:15.866991] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:15.867193] [INFO ] [CONFIGURE ] DRD: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:40:15.867240] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8887 tests
[2025-10-17T23:40:15.867276] [INFO ] [CONFIGURE ] DRD: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:40:15.867309] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-17T23:40:16.022315] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:16.176065] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:40:16.335157] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:16.513741] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:16.671277] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:16.832903] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:16.993344] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:17.167196] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:17.318081] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:17.472237] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:17.472416] [INFO ] [CONFIGURE ] DRD: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:40:17.472463] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8886 tests
[2025-10-17T23:40:17.472500] [INFO ] [CONFIGURE ] DRD: Testing feature 8/29: add_macd
[2025-10-17T23:40:17.472532] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-17T23:40:17.661812] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:17.838429] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:18.000208] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:18.163306] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:18.327364] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:18.492968] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:18.653778] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:18.815818] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:18.989938] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:19.151615] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:19.151888] [INFO ] [CONFIGURE ] DRD: DISCARDED add_macd (score: 70.00%)
[2025-10-17T23:40:19.151953] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8885 tests
[2025-10-17T23:40:19.152013] [INFO ] [CONFIGURE ] DRD: Testing feature 9/29: add_mfi
[2025-10-17T23:40:19.152049] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-17T23:40:19.296765] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:19.448049] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:19.593587] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:19.739350] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:19.885227] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:20.034455] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:20.191021] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:20.345812] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:20.505859] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:20.664265] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:20.664476] [INFO ] [CONFIGURE ] DRD: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:40:20.664543] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8884 tests
[2025-10-17T23:40:20.664676] [INFO ] [CONFIGURE ] DRD: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:40:20.664733] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:40:20.838753] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:21.011364] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:40:21.181302] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:40:21.351410] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:21.520815] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:21.690172] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:21.867400] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:22.035324] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:22.211685] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:22.381342] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:22.381564] [INFO ] [CONFIGURE ] DRD: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:40:22.381615] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8883 tests
[2025-10-17T23:40:22.381677] [INFO ] [CONFIGURE ] DRD: Testing feature 11/29: add_obv_daily
[2025-10-17T23:40:22.381729] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-17T23:40:22.522638] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:22.664222] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:40:22.808702] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:40:22.953455] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:23.097606] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:23.249289] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:23.397121] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:23.549981] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:23.701490] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:23.858383] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:23.858622] [INFO ] [CONFIGURE ] DRD: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T23:40:23.858708] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8882 tests
[2025-10-17T23:40:23.858754] [INFO ] [CONFIGURE ] DRD: Testing feature 12/29: add_obv_interval
[2025-10-17T23:40:23.858787] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-17T23:40:24.002287] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:24.152062] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:24.298862] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:40:24.457331] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:24.604465] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:24.754000] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:24.913872] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:25.063429] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:25.216523] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:25.371524] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:25.371722] [INFO ] [CONFIGURE ] DRD: KEPT add_obv_interval (score: 80.00%)
[2025-10-17T23:40:25.371781] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8881 tests
[2025-10-17T23:40:25.371817] [INFO ] [CONFIGURE ] DRD: Testing feature 13/29: add_opening_strength
[2025-10-17T23:40:25.371848] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:40:25.532362] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:25.696450] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:25.863606] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:40:26.032895] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:26.226789] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:26.390763] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:26.565558] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:26.740364] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:26.913408] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:27.105131] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:27.105338] [INFO ] [CONFIGURE ] DRD: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-17T23:40:27.105403] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8880 tests
[2025-10-17T23:40:27.105443] [INFO ] [CONFIGURE ] DRD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:40:27.105477] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-17T23:40:27.275881] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:27.444251] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:27.613961] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:27.783358] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:27.946870] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:28.119052] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:28.290600] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:28.461529] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:28.632977] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:28.803854] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:28.804033] [INFO ] [CONFIGURE ] DRD: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-17T23:40:28.804078] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8879 tests
[2025-10-17T23:40:28.804113] [INFO ] [CONFIGURE ] DRD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:40:28.804197] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-17T23:40:28.953367] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:29.100080] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:29.264582] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:40:29.418410] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:29.568318] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:29.718214] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:29.873075] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:30.025114] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:30.183298] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:30.346083] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:30.346258] [INFO ] [CONFIGURE ] DRD: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T23:40:30.346304] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8878 tests
[2025-10-17T23:40:30.346339] [INFO ] [CONFIGURE ] DRD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:40:30.346370] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-17T23:40:30.507285] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:30.668458] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:40:30.824928] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:30.983334] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:31.141940] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:31.310486] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:31.469881] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:31.630410] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:31.812487] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:31.985994] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:31.986167] [INFO ] [CONFIGURE ] DRD: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:40:31.986213] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8877 tests
[2025-10-17T23:40:31.986249] [INFO ] [CONFIGURE ] DRD: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:40:31.986280] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_return_2d']
[2025-10-17T23:40:32.149589] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:32.312917] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:32.467506] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:32.627536] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:32.790235] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:40:32.951395] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:33.114596] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:33.277824] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:33.442755] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:33.606940] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:33.607103] [INFO ] [CONFIGURE ] DRD: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:40:33.607147] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8876 tests
[2025-10-17T23:40:33.607182] [INFO ] [CONFIGURE ] DRD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:40:33.607215] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-17T23:40:33.754196] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:33.903919] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:34.053338] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:40:34.204082] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:34.359796] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:34.521548] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:34.686070] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:34.856199] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:35.020188] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:35.177242] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:35.177442] [INFO ] [CONFIGURE ] DRD: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T23:40:35.177490] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8875 tests
[2025-10-17T23:40:35.177526] [INFO ] [CONFIGURE ] DRD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:40:35.177558] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-17T23:40:35.334730] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:35.493739] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:35.655783] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:40:35.809696] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:35.964551] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:36.123333] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:36.281067] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:36.444607] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:36.603092] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:36.762400] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:36.762568] [INFO ] [CONFIGURE ] DRD: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:40:36.762615] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8874 tests
[2025-10-17T23:40:36.762692] [INFO ] [CONFIGURE ] DRD: Testing feature 20/29: add_price_rejection
[2025-10-17T23:40:36.762746] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_price_rejection']
[2025-10-17T23:40:36.929158] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:37.100639] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:40:37.261325] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:37.423338] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:37.585814] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:37.746015] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:37.908761] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:38.072410] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:38.237436] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:38.412218] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:38.412407] [INFO ] [CONFIGURE ] DRD: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-17T23:40:38.412454] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8873 tests
[2025-10-17T23:40:38.412490] [INFO ] [CONFIGURE ] DRD: Testing feature 21/29: add_range_position
[2025-10-17T23:40:38.412522] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_range_position']
[2025-10-17T23:40:38.586305] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:38.765059] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:38.942591] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:39.108433] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:39.270103] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:40:39.445611] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:39.622825] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:39.808349] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:39.984865] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:40.161095] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:40.161279] [INFO ] [CONFIGURE ] DRD: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:40:40.161325] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8872 tests
[2025-10-17T23:40:40.161362] [INFO ] [CONFIGURE ] DRD: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:40:40.161394] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_realized_volatility']
[2025-10-17T23:40:40.351723] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:40.539440] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:40:40.730280] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:40.919744] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:41.107790] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:41.303808] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:41.496575] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:41.688243] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:41.880407] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:42.070991] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:42.071201] [INFO ] [CONFIGURE ] DRD: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:40:42.071268] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8871 tests
[2025-10-17T23:40:42.071306] [INFO ] [CONFIGURE ] DRD: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:40:42.071337] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_recent_range_context']
[2025-10-17T23:40:42.233721] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:42.401639] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:42.563340] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:40:42.732180] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:42.892764] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:43.049410] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:43.208854] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:43.380171] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:43.565528] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:43.778235] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:43.778452] [INFO ] [CONFIGURE ] DRD: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T23:40:43.778504] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8870 tests
[2025-10-17T23:40:43.778547] [INFO ] [CONFIGURE ] DRD: Testing feature 24/29: add_rsi
[2025-10-17T23:40:43.778586] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-17T23:40:44.017170] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:44.273878] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:40:44.468119] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:40:44.673522] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:44.877236] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:45.082118] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:45.294192] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:45.504545] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:45.711302] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:45.921370] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:45.921556] [INFO ] [CONFIGURE ] DRD: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T23:40:45.921602] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8869 tests
[2025-10-17T23:40:45.921638] [INFO ] [CONFIGURE ] DRD: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:40:45.921718] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_tick_distribution']
[2025-10-17T23:40:46.089627] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:46.253189] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:46.417009] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:46.564850] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:46.709964] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:46.860575] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:47.036870] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:47.210756] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:47.427156] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:47.612781] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:47.612976] [INFO ] [CONFIGURE ] DRD: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T23:40:47.613023] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8868 tests
[2025-10-17T23:40:47.613059] [INFO ] [CONFIGURE ] DRD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:40:47.613092] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-17T23:40:47.803134] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:47.991403] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:48.189766] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:40:48.353547] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:48.509740] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:48.665713] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:48.833114] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:49.024969] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:49.194077] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:49.351436] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:49.351670] [INFO ] [CONFIGURE ] DRD: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-17T23:40:49.351737] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8867 tests
[2025-10-17T23:40:49.351779] [INFO ] [CONFIGURE ] DRD: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:40:49.351812] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_price_divergence']
[2025-10-17T23:40:49.511381] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:49.673855] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:49.840082] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:40:50.002859] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:50.166106] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:40:50.329802] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:50.497187] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:50.658208] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:50.823399] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:50.989818] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:50.990098] [INFO ] [CONFIGURE ] DRD: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T23:40:50.990148] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8866 tests
[2025-10-17T23:40:50.990184] [INFO ] [CONFIGURE ] DRD: Testing feature 28/29: add_volume_profile
[2025-10-17T23:40:50.990217] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_profile']
[2025-10-17T23:40:51.149129] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:40:51.305229] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:40:51.460242] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:40:51.623596] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:40:51.798216] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:40:51.973626] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:40:52.148292] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:52.325854] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:52.493122] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:40:52.655587] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:52.655830] [INFO ] [CONFIGURE ] DRD: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:40:52.655889] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8865 tests
[2025-10-17T23:40:52.655927] [INFO ] [CONFIGURE ] DRD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:40:52.655958] [INFO ] [CONFIGURE ] DRD: Best accuracy: 80.00%
[2025-10-17T23:40:52.655988] [INFO ] [CONFIGURE ] DRD: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-17T23:40:52.656017] [INFO ] [CONFIGURE ] DRD: Improvement over baseline: 20.00%
[2025-10-17T23:40:52.656044] [INFO ] [CONFIGURE ] DRD: Total time: 45.1 seconds
[2025-10-17T23:40:52.656070] [INFO ] [CONFIGURE ] DRD: Average time per feature: 1.6 seconds
[2025-10-17T23:40:52.656097] [INFO ] [CONFIGURE ] DRD: Average speed: 0.64 features/sec
[2025-10-17T23:40:52.656755] [INFO ] [LOCAL     ] Saved configuration for DRD: 3 features, 80.00% accuracy -> ./output/feature-sets/DRD.json
[2025-10-17T23:40:52.656825] [INFO ] [CONFIGURE ] DRD: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-17T23:40:52.656902] [INFO ] [sig       ] [75/380] Successfully configured DRD | 0.02 sym/s | Total: 53.5m | ETA: 3.6h
[2025-10-17T23:40:52.656969] [INFO ] [sig       ] [76/380] Configuring DRH...
[2025-10-17T23:40:52.657036] [INFO ] [CONFIGURE ] DRH: Configurate test run.
[2025-10-17T23:40:52.657090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-10-17T23:40:52.671698] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DRH'.
[2025-10-17T23:40:52.672068] [INFO ] [CONFIGURE ] DRH: Testing with 29 available features
[2025-10-17T23:40:52.672125] [INFO ] [CONFIGURE ] DRH: Establishing baseline with no features...
[2025-10-17T23:40:52.789380] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:40:52.895066] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:40:53.004512] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:40:53.113580] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:40:53.220526] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:40:53.329112] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:40:53.476264] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:53.586715] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:53.697323] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:40:53.810048] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:53.810210] [INFO ] [CONFIGURE ] DRH: Baseline score (no features): 60.00%
[2025-10-17T23:40:53.810254] [INFO ] [CONFIGURE ] DRH: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:40:53.810286] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:40:53.930145] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:40:54.052410] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:40:54.171080] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:40:54.289113] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:40:54.409993] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:40:54.528988] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:40:54.648225] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:54.771639] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:40:54.891756] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:40:55.012834] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:55.013003] [INFO ] [CONFIGURE ] DRH: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-17T23:40:55.013046] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8864 tests
[2025-10-17T23:40:55.013080] [INFO ] [CONFIGURE ] DRH: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:40:55.013110] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:40:55.136592] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:40:55.260574] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:40:55.384364] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:40:55.514108] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:40:55.641242] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:40:55.773072] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:40:55.902404] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:56.032842] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:40:56.160808] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:40:56.289814] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:56.290592] [INFO ] [CONFIGURE ] DRH: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T23:40:56.290672] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8863 tests
[2025-10-17T23:40:56.290744] [INFO ] [CONFIGURE ] DRH: Testing feature 3/29: add_daily_returns
[2025-10-17T23:40:56.290808] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_daily_returns']
[2025-10-17T23:40:56.399251] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:40:56.541907] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:56.657670] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:40:56.770528] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:40:56.889119] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:40:57.007428] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:40:57.127537] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:57.243294] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:40:57.356964] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:40:57.473218] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:57.473372] [INFO ] [CONFIGURE ] DRH: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:40:57.473416] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8862 tests
[2025-10-17T23:40:57.473449] [INFO ] [CONFIGURE ] DRH: Testing feature 4/29: add_ema
[2025-10-17T23:40:57.473479] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_ema']
[2025-10-17T23:40:57.598152] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:40:57.722004] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:40:57.849427] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:40:57.974854] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:40:58.100871] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:40:58.219991] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:40:58.346053] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:58.466058] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:40:58.589013] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:40:58.712339] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:40:58.712497] [INFO ] [CONFIGURE ] DRH: DISCARDED add_ema (score: 30.00%)
[2025-10-17T23:40:58.712539] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8861 tests
[2025-10-17T23:40:58.712573] [INFO ] [CONFIGURE ] DRH: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:40:58.712604] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:40:58.838722] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:40:58.976272] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:40:59.110091] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:40:59.251266] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:40:59.387502] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:40:59.524207] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:40:59.653067] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:40:59.787711] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:40:59.916767] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:00.050520] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:00.050743] [INFO ] [CONFIGURE ] DRH: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:41:00.050800] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8860 tests
[2025-10-17T23:41:00.050836] [INFO ] [CONFIGURE ] DRH: Testing feature 6/29: add_failed_moves
[2025-10-17T23:41:00.050867] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_failed_moves']
[2025-10-17T23:41:00.166015] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:41:00.280272] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:00.396081] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:00.513206] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:00.630378] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:00.748106] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:00.866246] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:00.985834] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:01.107570] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:01.235356] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:01.235514] [INFO ] [CONFIGURE ] DRH: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:41:01.235557] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8859 tests
[2025-10-17T23:41:01.235590] [INFO ] [CONFIGURE ] DRH: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:41:01.235844] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_lag_shelf']
[2025-10-17T23:41:01.340774] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:41:01.448554] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:01.558203] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:01.666947] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:01.776235] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:01.886754] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:01.998935] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:02.108321] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:02.226455] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:02.350775] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:02.350929] [INFO ] [CONFIGURE ] DRH: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:41:02.350971] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8858 tests
[2025-10-17T23:41:02.351004] [INFO ] [CONFIGURE ] DRH: Testing feature 8/29: add_macd
[2025-10-17T23:41:02.351034] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:41:02.503087] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:41:02.660385] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:02.805565] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:02.955980] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:03.103158] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:03.249799] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:03.398309] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:03.548987] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:03.697902] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:03.844567] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:03.844762] [INFO ] [CONFIGURE ] DRH: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:41:03.844819] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8857 tests
[2025-10-17T23:41:03.844856] [INFO ] [CONFIGURE ] DRH: Testing feature 9/29: add_mfi
[2025-10-17T23:41:03.844890] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi']
[2025-10-17T23:41:03.966524] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:41:04.094860] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:04.219391] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:04.346634] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:04.472583] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:04.599122] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:04.727231] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:04.857092] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:41:04.984617] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:05.120190] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:05.120411] [INFO ] [CONFIGURE ] DRH: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:41:05.120476] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8856 tests
[2025-10-17T23:41:05.120538] [INFO ] [CONFIGURE ] DRH: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:41:05.120576] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:41:05.279157] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:41:05.446340] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:05.614209] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:05.764479] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:05.910046] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:06.053678] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:06.196414] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:06.340034] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:06.482759] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:06.626242] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:06.626437] [INFO ] [CONFIGURE ] DRH: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:41:06.626484] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8855 tests
[2025-10-17T23:41:06.626522] [INFO ] [CONFIGURE ] DRH: Testing feature 11/29: add_obv_daily
[2025-10-17T23:41:06.626582] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_obv_daily']
[2025-10-17T23:41:06.743122] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:41:06.865255] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:06.982099] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:07.101397] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:07.219868] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:41:07.339188] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:07.461244] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:07.583723] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:41:07.703930] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:07.827137] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:07.827345] [INFO ] [CONFIGURE ] DRH: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-17T23:41:07.827393] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.5s/test | Remaining: 8854 tests
[2025-10-17T23:41:07.827430] [INFO ] [CONFIGURE ] DRH: Testing feature 12/29: add_obv_interval
[2025-10-17T23:41:07.827463] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_obv_interval']
[2025-10-17T23:41:07.943064] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:41:08.054716] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:08.166541] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:08.291356] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:08.404425] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:08.517594] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:08.632495] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:08.747883] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:08.862751] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:08.978222] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:08.978417] [INFO ] [CONFIGURE ] DRH: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:41:08.978463] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8853 tests
[2025-10-17T23:41:08.978499] [INFO ] [CONFIGURE ] DRH: Testing feature 13/29: add_opening_strength
[2025-10-17T23:41:08.978530] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:41:09.098819] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:41:09.215686] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:41:09.332471] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:09.450269] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:09.568066] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:41:09.691711] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:41:09.811407] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:41:09.931424] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:10.051566] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:10.171837] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:10.171990] [INFO ] [CONFIGURE ] DRH: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:41:10.172053] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8852 tests
[2025-10-17T23:41:10.172110] [INFO ] [CONFIGURE ] DRH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:41:10.172144] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T23:41:10.293313] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:41:10.414283] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:10.536530] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:10.660525] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:10.784183] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:10.906927] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:11.030391] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:11.155711] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:41:11.280753] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:11.405778] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:41:11.405914] [INFO ] [CONFIGURE ] DRH: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:41:11.405957] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8851 tests
[2025-10-17T23:41:11.405991] [INFO ] [CONFIGURE ] DRH: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:41:11.406021] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T23:41:11.508340] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:41:11.612218] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:11.716576] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:11.821047] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:11.927316] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:12.032508] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:12.148242] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:12.269133] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:12.395435] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:12.519310] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:12.519562] [INFO ] [CONFIGURE ] DRH: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T23:41:12.519668] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8850 tests
[2025-10-17T23:41:12.519744] [INFO ] [CONFIGURE ] DRH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:41:12.519789] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T23:41:12.655485] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:41:12.783008] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:41:12.895198] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:13.008157] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:13.121540] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:41:13.235340] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:13.349416] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:13.462183] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:13.576061] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:13.691087] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:13.691227] [INFO ] [CONFIGURE ] DRH: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-17T23:41:13.691271] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8849 tests
[2025-10-17T23:41:13.691305] [INFO ] [CONFIGURE ] DRH: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:41:13.691334] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_pbf_return_2d']
[2025-10-17T23:41:13.805448] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:41:13.923008] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:41:14.038151] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:14.163462] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:14.282016] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:41:14.403634] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:14.526786] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:14.647972] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:14.767345] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:14.888672] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:14.888822] [INFO ] [CONFIGURE ] DRH: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:41:14.888865] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8848 tests
[2025-10-17T23:41:14.888898] [INFO ] [CONFIGURE ] DRH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:41:14.888928] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_pbf_volatility_5d']
[2025-10-17T23:41:14.994340] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:41:15.102005] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:15.208323] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:15.316976] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:15.422084] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:15.530108] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:15.640003] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:15.748612] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:41:15.854069] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:15.962126] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:15.962330] [INFO ] [CONFIGURE ] DRH: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-17T23:41:15.962400] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8847 tests
[2025-10-17T23:41:15.962436] [INFO ] [CONFIGURE ] DRH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:41:15.962467] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-17T23:41:16.070159] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:41:16.178280] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:16.287780] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:16.396025] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:16.510418] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:16.622170] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:16.736137] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:16.853615] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:41:16.967862] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:17.079165] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:17.079292] [INFO ] [CONFIGURE ] DRH: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-17T23:41:17.079343] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8846 tests
[2025-10-17T23:41:17.079385] [INFO ] [CONFIGURE ] DRH: Testing feature 20/29: add_price_rejection
[2025-10-17T23:41:17.079422] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_price_rejection']
[2025-10-17T23:41:17.193300] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:41:17.307617] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:17.426489] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:17.540178] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:17.654853] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:17.777081] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:17.893489] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:18.010060] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:18.128202] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:18.244463] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:18.244625] [INFO ] [CONFIGURE ] DRH: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-17T23:41:18.244704] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8845 tests
[2025-10-17T23:41:18.244748] [INFO ] [CONFIGURE ] DRH: Testing feature 21/29: add_range_position
[2025-10-17T23:41:18.244780] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_range_position']
[2025-10-17T23:41:18.366381] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:41:18.489196] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:18.613590] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:18.737699] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:18.862510] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:41:18.987730] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:19.119951] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:19.262370] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:19.419341] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:19.547661] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:19.547860] [INFO ] [CONFIGURE ] DRH: DISCARDED add_range_position (score: 40.00%)
[2025-10-17T23:41:19.547924] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8844 tests
[2025-10-17T23:41:19.547961] [INFO ] [CONFIGURE ] DRH: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:41:19.547992] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_realized_volatility']
[2025-10-17T23:41:19.690141] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:41:19.834881] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:19.976715] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:20.118079] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:20.259793] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:20.402676] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:20.547330] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:20.694612] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:20.844598] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:21.025409] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:21.025638] [INFO ] [CONFIGURE ] DRH: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:41:21.025725] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8843 tests
[2025-10-17T23:41:21.025768] [INFO ] [CONFIGURE ] DRH: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:41:21.025802] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_recent_range_context']
[2025-10-17T23:41:21.160821] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:41:21.294229] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:21.422618] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:21.554963] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:21.685566] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:21.813749] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:21.944454] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:22.074354] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:41:22.198863] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:22.322242] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:22.322406] [INFO ] [CONFIGURE ] DRH: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-17T23:41:22.322459] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8842 tests
[2025-10-17T23:41:22.322494] [INFO ] [CONFIGURE ] DRH: Testing feature 24/29: add_rsi
[2025-10-17T23:41:22.322528] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_ema', 'add_rsi']
[2025-10-17T23:41:22.469400] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:41:22.616807] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:22.757871] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:41:22.896840] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:23.041978] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:23.182721] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:23.316527] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:23.447472] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:41:23.579501] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:23.712145] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:23.712291] [INFO ] [CONFIGURE ] DRH: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:41:23.712334] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8841 tests
[2025-10-17T23:41:23.712368] [INFO ] [CONFIGURE ] DRH: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:41:23.712398] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_tick_distribution']
[2025-10-17T23:41:23.829124] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:41:23.940715] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:24.052780] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:24.166446] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:24.281802] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:24.396100] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:24.508873] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:24.627036] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:24.741460] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:24.857209] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:24.857361] [INFO ] [CONFIGURE ] DRH: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:41:24.857404] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8840 tests
[2025-10-17T23:41:24.857438] [INFO ] [CONFIGURE ] DRH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:41:24.857469] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-17T23:41:24.971101] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:41:25.085804] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:25.199288] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:25.316551] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:25.432474] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:25.546631] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:25.664995] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:25.781249] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:25.898360] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:26.021290] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:26.021584] [INFO ] [CONFIGURE ] DRH: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-17T23:41:26.021663] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8839 tests
[2025-10-17T23:41:26.021722] [INFO ] [CONFIGURE ] DRH: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:41:26.021759] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_volume_price_divergence']
[2025-10-17T23:41:26.153714] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:41:26.295053] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:26.416945] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:26.538833] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:26.663113] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:26.788272] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:26.912307] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:27.051151] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:41:27.178788] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:27.306967] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:27.307152] [INFO ] [CONFIGURE ] DRH: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-17T23:41:27.307231] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8838 tests
[2025-10-17T23:41:27.307284] [INFO ] [CONFIGURE ] DRH: Testing feature 28/29: add_volume_profile
[2025-10-17T23:41:27.307319] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_volume_profile']
[2025-10-17T23:41:27.424616] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:41:27.541094] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:41:27.657197] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:41:27.770223] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:27.881877] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:27.993560] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:28.105820] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:28.219075] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:28.334133] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:28.450638] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:28.450806] [INFO ] [CONFIGURE ] DRH: KEPT add_volume_profile (score: 80.00%)
[2025-10-17T23:41:28.450850] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8837 tests
[2025-10-17T23:41:28.450885] [INFO ] [CONFIGURE ] DRH: Testing feature 29/29: add_vwap
[2025-10-17T23:41:28.450916] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_volume_profile', 'add_vwap']
[2025-10-17T23:41:28.574204] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:41:28.698178] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:41:28.824736] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:28.951520] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:29.079052] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:29.205121] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:41:29.332274] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:41:29.463582] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:41:29.590600] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:29.720254] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:41:29.720407] [INFO ] [CONFIGURE ] DRH: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:41:29.720449] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8836 tests
[2025-10-17T23:41:29.720483] [INFO ] [CONFIGURE ] DRH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:41:29.720513] [INFO ] [CONFIGURE ] DRH: Best accuracy: 80.00%
[2025-10-17T23:41:29.720542] [INFO ] [CONFIGURE ] DRH: Best feature set (1 features): ['add_volume_profile']
[2025-10-17T23:41:29.720570] [INFO ] [CONFIGURE ] DRH: Improvement over baseline: 20.00%
[2025-10-17T23:41:29.720596] [INFO ] [CONFIGURE ] DRH: Total time: 35.9 seconds
[2025-10-17T23:41:29.720622] [INFO ] [CONFIGURE ] DRH: Average time per feature: 1.2 seconds
[2025-10-17T23:41:29.720681] [INFO ] [CONFIGURE ] DRH: Average speed: 0.81 features/sec
[2025-10-17T23:41:29.721168] [INFO ] [LOCAL     ] Saved configuration for DRH: 1 features, 80.00% accuracy -> ./output/feature-sets/DRH.json
[2025-10-17T23:41:29.721222] [INFO ] [CONFIGURE ] DRH: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-17T23:41:29.721280] [INFO ] [sig       ] [76/380] Successfully configured DRH | 0.02 sym/s | Total: 54.1m | ETA: 3.6h
[2025-10-17T23:41:29.721347] [INFO ] [sig       ] [77/380] Configuring DRI...
[2025-10-17T23:41:29.721412] [INFO ] [CONFIGURE ] DRI: Configurate test run.
[2025-10-17T23:41:29.721467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-10-17T23:41:29.738921] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DRI'.
[2025-10-17T23:41:29.739490] [INFO ] [CONFIGURE ] DRI: Testing with 29 available features
[2025-10-17T23:41:29.739551] [INFO ] [CONFIGURE ] DRI: Establishing baseline with no features...
[2025-10-17T23:41:29.881370] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:29.989496] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:30.097776] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:30.209487] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:41:30.318465] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:30.433915] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:41:30.544463] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:30.657054] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:41:30.767825] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:41:30.877723] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:41:30.877874] [INFO ] [CONFIGURE ] DRI: Baseline score (no features): 40.00%
[2025-10-17T23:41:30.877928] [INFO ] [CONFIGURE ] DRI: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:41:30.877962] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:41:30.993023] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:31.107565] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:31.223517] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:31.342369] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:41:31.461636] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:31.579471] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:31.698383] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:41:31.819931] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:31.945121] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:32.066243] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:41:32.066432] [INFO ] [CONFIGURE ] DRI: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-17T23:41:32.066481] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8835 tests
[2025-10-17T23:41:32.066515] [INFO ] [CONFIGURE ] DRI: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:41:32.066545] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:41:32.185622] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:32.304765] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:32.431800] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:32.559755] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:41:32.687912] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:32.819154] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:32.942974] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:33.066175] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:33.197207] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:33.327003] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:41:33.327180] [INFO ] [CONFIGURE ] DRI: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-17T23:41:33.327224] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8834 tests
[2025-10-17T23:41:33.327258] [INFO ] [CONFIGURE ] DRI: Testing feature 3/29: add_daily_returns
[2025-10-17T23:41:33.327288] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:41:33.464016] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:33.595458] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:33.727466] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:33.860972] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:41:33.992991] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:34.126824] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:34.263726] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:34.398682] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:34.533461] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:34.670067] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:41:34.670269] [INFO ] [CONFIGURE ] DRI: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:41:34.670336] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8833 tests
[2025-10-17T23:41:34.670383] [INFO ] [CONFIGURE ] DRI: Testing feature 4/29: add_ema
[2025-10-17T23:41:34.670438] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-17T23:41:34.813128] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:34.957096] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:35.102112] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:35.248980] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:41:35.396441] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:35.544072] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:35.698859] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:35.846928] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:35.998254] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:36.150829] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:41:36.150974] [INFO ] [CONFIGURE ] DRI: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:41:36.151018] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8832 tests
[2025-10-17T23:41:36.151052] [INFO ] [CONFIGURE ] DRI: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:41:36.151082] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:41:36.304213] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:36.456875] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:36.615356] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:36.779782] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:41:36.973889] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:37.169675] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:37.377917] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:37.551551] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:41:37.725696] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:37.888408] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:41:37.888618] [INFO ] [CONFIGURE ] DRI: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-17T23:41:37.888701] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8831 tests
[2025-10-17T23:41:37.888754] [INFO ] [CONFIGURE ] DRI: Testing feature 6/29: add_failed_moves
[2025-10-17T23:41:37.888789] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:41:38.022679] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:38.156850] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:38.293844] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:38.429346] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:41:38.563623] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:38.699827] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:38.833881] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:38.998981] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:39.133263] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:39.273621] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:41:39.273803] [INFO ] [CONFIGURE ] DRI: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T23:41:39.273852] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8830 tests
[2025-10-17T23:41:39.273888] [INFO ] [CONFIGURE ] DRI: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:41:39.273919] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T23:41:39.393983] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:39.516128] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:39.642377] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:39.789676] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:41:39.912868] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:40.035593] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:40.161594] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:40.293573] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:40.418818] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:40.540444] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:41:40.540612] [INFO ] [CONFIGURE ] DRI: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:41:40.540683] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8829 tests
[2025-10-17T23:41:40.540736] [INFO ] [CONFIGURE ] DRI: Testing feature 8/29: add_macd
[2025-10-17T23:41:40.540768] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:41:40.698349] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:40.857854] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:41.017528] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:41.178816] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:41:41.340209] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:41.501280] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:41.670559] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:41.850964] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:42.040629] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:42.204075] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:41:42.204266] [INFO ] [CONFIGURE ] DRI: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:41:42.204311] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8828 tests
[2025-10-17T23:41:42.204347] [INFO ] [CONFIGURE ] DRI: Testing feature 9/29: add_mfi
[2025-10-17T23:41:42.204401] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-17T23:41:42.346234] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:42.497520] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:42.662447] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:42.822542] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:41:42.979841] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:43.124894] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:43.269663] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:43.420354] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:43.566979] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:43.714171] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:41:43.714389] [INFO ] [CONFIGURE ] DRI: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:41:43.714457] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8827 tests
[2025-10-17T23:41:43.714495] [INFO ] [CONFIGURE ] DRI: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:41:43.714527] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:41:43.871858] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:44.032775] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:44.191202] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:44.349571] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:41:44.505465] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:44.666664] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:41:44.828062] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:45.014885] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:45.181781] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:45.338161] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:41:45.338333] [INFO ] [CONFIGURE ] DRI: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:41:45.338377] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 1.4s/test | Remaining: 8826 tests
[2025-10-17T23:41:45.338412] [INFO ] [CONFIGURE ] DRI: Testing feature 11/29: add_obv_daily
[2025-10-17T23:41:45.338443] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-17T23:41:45.471037] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:45.601986] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:45.733824] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:45.867952] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:41:46.002607] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:46.134704] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:46.270073] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:46.402847] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:46.543303] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:46.684898] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:41:46.685069] [INFO ] [CONFIGURE ] DRI: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:41:46.685112] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8825 tests
[2025-10-17T23:41:46.685147] [INFO ] [CONFIGURE ] DRI: Testing feature 12/29: add_obv_interval
[2025-10-17T23:41:46.685177] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-17T23:41:46.817685] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:46.952234] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:47.089198] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:47.224530] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:41:47.361374] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:47.504825] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:47.649730] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:47.789713] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:47.928092] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:48.102307] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:41:48.102513] [INFO ] [CONFIGURE ] DRI: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:41:48.102562] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8824 tests
[2025-10-17T23:41:48.102598] [INFO ] [CONFIGURE ] DRI: Testing feature 13/29: add_opening_strength
[2025-10-17T23:41:48.102630] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:41:48.249057] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:48.398525] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:48.546115] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:48.696764] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:48.845030] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:48.995243] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:49.155921] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:49.334727] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:49.498138] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:49.654261] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:41:49.654465] [INFO ] [CONFIGURE ] DRI: KEPT add_opening_strength (score: 60.00%)
[2025-10-17T23:41:49.654513] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8823 tests
[2025-10-17T23:41:49.654548] [INFO ] [CONFIGURE ] DRI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:41:49.654581] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-17T23:41:49.842725] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:50.009168] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:50.175041] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:50.349800] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:50.520951] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:50.691673] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:50.863268] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:51.045793] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:51.234583] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:51.416121] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:41:51.416301] [INFO ] [CONFIGURE ] DRI: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:41:51.416347] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8822 tests
[2025-10-17T23:41:51.416386] [INFO ] [CONFIGURE ] DRI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:41:51.416421] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-17T23:41:51.573334] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:51.734289] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:51.892188] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:52.047785] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:52.207596] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:52.363477] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:52.515328] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:52.670910] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:52.827928] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:52.983308] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:41:52.983489] [INFO ] [CONFIGURE ] DRI: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:41:52.983628] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8821 tests
[2025-10-17T23:41:52.983712] [INFO ] [CONFIGURE ] DRI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:41:52.983756] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-17T23:41:53.148283] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:53.306112] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:53.462329] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:53.619721] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:53.779112] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:53.938630] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:54.095816] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:54.255866] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:54.415200] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:54.573130] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:41:54.573284] [INFO ] [CONFIGURE ] DRI: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-17T23:41:54.573327] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8820 tests
[2025-10-17T23:41:54.573362] [INFO ] [CONFIGURE ] DRI: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:41:54.573394] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-17T23:41:54.728273] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:54.885015] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:55.042885] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:55.201235] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:55.361433] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:55.524415] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:55.686520] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:55.851382] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:56.018170] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:56.176361] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:41:56.176515] [INFO ] [CONFIGURE ] DRI: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-17T23:41:56.176558] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8819 tests
[2025-10-17T23:41:56.176591] [INFO ] [CONFIGURE ] DRI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:41:56.176622] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-17T23:41:56.315857] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:56.455258] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:56.595146] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:56.736457] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:56.877816] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:57.019523] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:57.189978] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:57.333062] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:57.483553] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:57.629206] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:41:57.629382] [INFO ] [CONFIGURE ] DRI: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-17T23:41:57.629425] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8818 tests
[2025-10-17T23:41:57.629462] [INFO ] [CONFIGURE ] DRI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:41:57.629494] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-17T23:41:57.774175] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:57.916941] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:58.059310] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:58.204483] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:58.348901] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:58.493425] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:41:58.637263] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:41:58.783245] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:41:58.921602] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:41:59.059545] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:41:59.059710] [INFO ] [CONFIGURE ] DRI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-17T23:41:59.059766] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8817 tests
[2025-10-17T23:41:59.059802] [INFO ] [CONFIGURE ] DRI: Testing feature 20/29: add_price_rejection
[2025-10-17T23:41:59.059833] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-17T23:41:59.201664] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:41:59.343560] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:41:59.489004] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:41:59.635522] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:41:59.786165] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:41:59.934596] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:42:00.084195] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:42:00.235663] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:42:00.385602] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:00.535354] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:42:00.535501] [INFO ] [CONFIGURE ] DRI: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:42:00.535545] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8816 tests
[2025-10-17T23:42:00.535579] [INFO ] [CONFIGURE ] DRI: Testing feature 21/29: add_range_position
[2025-10-17T23:42:00.535611] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-17T23:42:00.691528] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:00.852262] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:42:01.006250] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:42:01.173017] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:01.330185] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:01.488417] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:42:01.647905] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:42:01.829422] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:42:02.008376] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:02.187612] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:42:02.187825] [INFO ] [CONFIGURE ] DRI: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:42:02.187888] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8815 tests
[2025-10-17T23:42:02.187949] [INFO ] [CONFIGURE ] DRI: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:42:02.188007] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-17T23:42:02.369469] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:02.544509] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:42:02.723729] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:42:02.903118] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:03.090773] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:03.270009] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:42:03.456497] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:42:03.643055] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:42:03.828536] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:04.025470] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:42:04.025720] [INFO ] [CONFIGURE ] DRI: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:42:04.025781] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8814 tests
[2025-10-17T23:42:04.025821] [INFO ] [CONFIGURE ] DRI: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:42:04.025855] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-17T23:42:04.184850] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:04.340197] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:42:04.501842] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:42:04.654836] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:04.807004] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:04.961819] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:42:05.116949] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:42:05.275135] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:42:05.428953] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:05.580710] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:42:05.580870] [INFO ] [CONFIGURE ] DRI: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:42:05.580914] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8813 tests
[2025-10-17T23:42:05.580948] [INFO ] [CONFIGURE ] DRI: Testing feature 24/29: add_rsi
[2025-10-17T23:42:05.580980] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-17T23:42:05.748878] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:05.915691] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:42:06.084772] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:42:06.285895] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:06.459794] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:06.632968] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:42:06.804150] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:42:06.976468] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:42:07.151141] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:07.331142] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:42:07.331398] [INFO ] [CONFIGURE ] DRI: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:42:07.331457] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8812 tests
[2025-10-17T23:42:07.331497] [INFO ] [CONFIGURE ] DRI: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:42:07.331538] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-17T23:42:07.477398] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:07.624892] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:42:07.774880] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:42:07.923926] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:08.073826] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:08.223995] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:42:08.372403] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:42:08.522330] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:42:08.673144] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:08.823377] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:42:08.823531] [INFO ] [CONFIGURE ] DRI: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:42:08.823574] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8811 tests
[2025-10-17T23:42:08.823608] [INFO ] [CONFIGURE ] DRI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:42:08.823659] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-17T23:42:08.971071] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:09.119231] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:42:09.295093] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:42:09.445375] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:09.595283] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:09.745211] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:42:09.895985] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:42:10.049267] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:42:10.207206] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:10.361933] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:42:10.362086] [INFO ] [CONFIGURE ] DRI: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:42:10.362131] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8810 tests
[2025-10-17T23:42:10.362167] [INFO ] [CONFIGURE ] DRI: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:42:10.362199] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-17T23:42:10.515921] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:10.669035] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:42:10.824554] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:42:10.980942] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:11.140744] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:11.299816] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:42:11.466270] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:42:11.631589] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:42:11.793524] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:11.955212] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:42:11.955373] [INFO ] [CONFIGURE ] DRI: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:42:11.955416] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8809 tests
[2025-10-17T23:42:11.955451] [INFO ] [CONFIGURE ] DRI: Testing feature 28/29: add_volume_profile
[2025-10-17T23:42:11.955482] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-17T23:42:12.103579] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:12.251887] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:42:12.403157] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:42:12.556079] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:12.709269] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:12.861526] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:42:13.015612] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:42:13.166266] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:42:13.321315] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:13.476112] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:42:13.476295] [INFO ] [CONFIGURE ] DRI: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:42:13.476344] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8808 tests
[2025-10-17T23:42:13.476378] [INFO ] [CONFIGURE ] DRI: Testing feature 29/29: add_vwap
[2025-10-17T23:42:13.476409] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-17T23:42:13.625888] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:13.776807] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:42:13.928547] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:42:14.080886] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:14.233553] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:14.387801] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:42:14.542518] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:42:14.704357] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:42:14.864167] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:15.025027] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:42:15.025226] [INFO ] [CONFIGURE ] DRI: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:42:15.025276] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8807 tests
[2025-10-17T23:42:15.025313] [INFO ] [CONFIGURE ] DRI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:42:15.025400] [INFO ] [CONFIGURE ] DRI: Best accuracy: 60.00%
[2025-10-17T23:42:15.025443] [INFO ] [CONFIGURE ] DRI: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:42:15.025475] [INFO ] [CONFIGURE ] DRI: Improvement over baseline: 20.00%
[2025-10-17T23:42:15.025503] [INFO ] [CONFIGURE ] DRI: Total time: 44.1 seconds
[2025-10-17T23:42:15.025532] [INFO ] [CONFIGURE ] DRI: Average time per feature: 1.5 seconds
[2025-10-17T23:42:15.025561] [INFO ] [CONFIGURE ] DRI: Average speed: 0.66 features/sec
[2025-10-17T23:42:15.026165] [INFO ] [LOCAL     ] Saved configuration for DRI: 3 features, 60.00% accuracy -> ./output/feature-sets/DRI.json
[2025-10-17T23:42:15.026237] [INFO ] [CONFIGURE ] DRI: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-10-17T23:42:15.026316] [INFO ] [sig       ] [77/380] Successfully configured DRI | 0.02 sym/s | Total: 54.9m | ETA: 3.6h
[2025-10-17T23:42:15.026385] [INFO ] [sig       ] [78/380] Configuring DRLL...
[2025-10-17T23:42:15.026452] [INFO ] [CONFIGURE ] DRLL: Configurate test run.
[2025-10-17T23:42:15.026508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-10-17T23:42:15.047224] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'DRLL'.
[2025-10-17T23:42:15.047838] [INFO ] [CONFIGURE ] DRLL: Testing with 29 available features
[2025-10-17T23:42:15.047897] [INFO ] [CONFIGURE ] DRLL: Establishing baseline with no features...
[2025-10-17T23:42:15.156623] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:15.263213] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:15.369546] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:15.474241] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:15.577624] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:15.685023] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:15.793401] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:15.895728] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:15.998185] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:16.101124] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:16.101261] [INFO ] [CONFIGURE ] DRLL: Baseline score (no features): 70.00%
[2025-10-17T23:42:16.101304] [INFO ] [CONFIGURE ] DRLL: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:42:16.101400] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:42:16.214258] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:16.326950] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:16.442092] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:16.558639] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:16.672342] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:42:16.787469] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:16.901152] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:17.016052] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:17.133085] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:17.247595] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:17.247779] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-17T23:42:17.247855] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8806 tests
[2025-10-17T23:42:17.247905] [INFO ] [CONFIGURE ] DRLL: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:42:17.247937] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:42:17.364469] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:42:17.481938] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:17.603670] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:17.723495] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:17.843212] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:17.966062] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:42:18.089016] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:18.209846] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:18.358173] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:42:18.479358] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:18.479544] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T23:42:18.479604] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8805 tests
[2025-10-17T23:42:18.479684] [INFO ] [CONFIGURE ] DRLL: Testing feature 3/29: add_daily_returns
[2025-10-17T23:42:18.479745] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_daily_returns']
[2025-10-17T23:42:18.616082] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:18.727191] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:18.832027] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:18.936741] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:19.041971] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:19.147497] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:19.252731] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:19.359401] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:19.466559] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:19.573852] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:19.573993] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T23:42:19.574035] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8804 tests
[2025-10-17T23:42:19.574068] [INFO ] [CONFIGURE ] DRLL: Testing feature 4/29: add_ema
[2025-10-17T23:42:19.574150] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema']
[2025-10-17T23:42:19.713668] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:19.832131] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:19.948955] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:20.065844] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:20.185094] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:20.303498] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:20.422227] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:20.544372] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:20.664171] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:20.786724] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:42:20.786888] [INFO ] [CONFIGURE ] DRLL: KEPT add_ema (score: 80.00%)
[2025-10-17T23:42:20.786933] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8803 tests
[2025-10-17T23:42:20.786966] [INFO ] [CONFIGURE ] DRLL: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:42:20.786997] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:42:20.929446] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:42:21.071630] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:21.214926] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:21.359862] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:21.507903] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:42:21.653362] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:21.803873] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:21.953635] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:22.104603] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:22.254363] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:22.254539] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-17T23:42:22.254584] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8802 tests
[2025-10-17T23:42:22.254620] [INFO ] [CONFIGURE ] DRLL: Testing feature 6/29: add_failed_moves
[2025-10-17T23:42:22.254681] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-17T23:42:22.400253] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:22.537373] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:22.669842] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:22.804163] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:22.936265] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:23.071366] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:23.205463] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:23.336139] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:23.476790] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:23.607069] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:42:23.607241] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T23:42:23.607285] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8801 tests
[2025-10-17T23:42:23.607319] [INFO ] [CONFIGURE ] DRLL: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:42:23.607349] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-17T23:42:23.727403] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:23.849154] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:23.969131] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:24.100268] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:24.225417] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:24.354849] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:24.476106] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:24.594108] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:24.711310] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:24.829719] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:42:24.829880] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-17T23:42:24.829925] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8800 tests
[2025-10-17T23:42:24.829957] [INFO ] [CONFIGURE ] DRLL: Testing feature 8/29: add_macd
[2025-10-17T23:42:24.829989] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-17T23:42:24.983756] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:42:25.132849] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:25.285925] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:25.436910] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:25.591214] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:42:25.744326] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:25.896515] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:26.051717] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:26.206155] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:26.364490] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:42:26.364754] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_macd (score: 80.00%)
[2025-10-17T23:42:26.364961] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8799 tests
[2025-10-17T23:42:26.365020] [INFO ] [CONFIGURE ] DRLL: Testing feature 9/29: add_mfi
[2025-10-17T23:42:26.365057] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_mfi']
[2025-10-17T23:42:26.500579] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:26.635413] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:26.770925] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:26.906994] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:27.045384] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:42:27.181717] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:27.320226] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:27.478834] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:27.617711] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:27.758263] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:27.758471] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T23:42:27.758515] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8798 tests
[2025-10-17T23:42:27.758551] [INFO ] [CONFIGURE ] DRLL: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:42:27.758583] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:42:27.910373] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:42:28.063484] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:28.215854] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:28.371265] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:28.525987] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:42:28.680561] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:28.843612] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:29.013421] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:29.202200] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:29.405786] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:42:29.406118] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-17T23:42:29.406194] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8797 tests
[2025-10-17T23:42:29.406257] [INFO ] [CONFIGURE ] DRLL: Testing feature 11/29: add_obv_daily
[2025-10-17T23:42:29.406314] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-17T23:42:29.599848] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:29.772914] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:29.952120] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:30.104711] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:30.249896] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:42:30.384511] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:30.531192] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:30.671340] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:30.804074] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:30.937617] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:30.937886] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T23:42:30.937944] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8796 tests
[2025-10-17T23:42:30.937980] [INFO ] [CONFIGURE ] DRLL: Testing feature 12/29: add_obv_interval
[2025-10-17T23:42:30.938011] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-17T23:42:31.064439] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:42:31.195734] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:31.328522] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:31.462573] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:31.595978] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:42:31.729857] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:31.883863] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:32.018281] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:32.155430] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:32.292914] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:42:32.293155] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-17T23:42:32.293207] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8795 tests
[2025-10-17T23:42:32.293242] [INFO ] [CONFIGURE ] DRLL: Testing feature 13/29: add_opening_strength
[2025-10-17T23:42:32.293274] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:42:32.436858] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:32.585847] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:32.727799] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:42:32.870585] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:33.018004] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:33.162433] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:33.301468] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:33.440049] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:33.579721] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:33.719223] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:42:33.719376] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-17T23:42:33.719419] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8794 tests
[2025-10-17T23:42:33.719453] [INFO ] [CONFIGURE ] DRLL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:42:33.719483] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-17T23:42:33.857221] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:42:33.996932] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:34.137030] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:34.274430] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:34.415334] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:34.557470] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:34.701153] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:34.843434] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:34.985094] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:35.128093] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:35.128259] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-17T23:42:35.128305] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8793 tests
[2025-10-17T23:42:35.128342] [INFO ] [CONFIGURE ] DRLL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:42:35.128374] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-17T23:42:35.253953] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:35.381344] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:35.507272] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:35.633634] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:35.757465] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:42:35.896122] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:36.021953] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:36.149125] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:36.279457] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:36.409935] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:36.410108] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:42:36.410153] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8792 tests
[2025-10-17T23:42:36.410189] [INFO ] [CONFIGURE ] DRLL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:42:36.410223] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-17T23:42:36.547584] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:36.675924] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:36.809218] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:36.942290] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:37.078023] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:37.205453] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:37.336269] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:37.467039] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:37.600018] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:37.730451] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:42:37.730603] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-17T23:42:37.730673] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8791 tests
[2025-10-17T23:42:37.730734] [INFO ] [CONFIGURE ] DRLL: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:42:37.730768] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-17T23:42:37.863474] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:37.994183] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:38.138668] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:38.279361] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:38.414813] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:42:38.546959] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:38.683822] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:38.834612] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:38.969502] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:39.103502] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:42:39.103698] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-17T23:42:39.103762] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8790 tests
[2025-10-17T23:42:39.103800] [INFO ] [CONFIGURE ] DRLL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:42:39.103832] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-17T23:42:39.223600] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:39.340458] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:39.466427] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:39.590416] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:39.713609] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:39.835011] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:39.958002] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:40.081597] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:40.203904] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:40.326367] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:40.326524] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:42:40.326567] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8789 tests
[2025-10-17T23:42:40.326602] [INFO ] [CONFIGURE ] DRLL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:42:40.326633] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-17T23:42:40.443213] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:40.561182] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:40.678989] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:40.804025] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:40.925320] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:41.051581] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:41.178123] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:41.299608] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:41.420580] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:41.542205] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:42:41.542380] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:42:41.542425] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8788 tests
[2025-10-17T23:42:41.542460] [INFO ] [CONFIGURE ] DRLL: Testing feature 20/29: add_price_rejection
[2025-10-17T23:42:41.542491] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-17T23:42:41.673670] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:41.810996] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:41.943355] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:42.075502] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:42.217512] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:42:42.356620] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:42.492959] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:42.631813] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:42.778974] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:42.922563] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:42:42.922748] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:42:42.922804] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8787 tests
[2025-10-17T23:42:42.922842] [INFO ] [CONFIGURE ] DRLL: Testing feature 21/29: add_range_position
[2025-10-17T23:42:42.922874] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_range_position']
[2025-10-17T23:42:43.068522] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:43.218075] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:43.363365] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:43.503544] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:43.645071] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:43.782425] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:43.920903] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:44.060014] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:44.199016] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:44.340186] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:44.340349] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T23:42:44.340415] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8786 tests
[2025-10-17T23:42:44.340451] [INFO ] [CONFIGURE ] DRLL: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:42:44.340482] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-17T23:42:44.493161] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:44.644338] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:44.798930] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:44.957226] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:45.112958] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:42:45.269810] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:45.431340] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:45.625435] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:42:45.801713] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:45.965192] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:45.965351] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T23:42:45.965395] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8785 tests
[2025-10-17T23:42:45.965428] [INFO ] [CONFIGURE ] DRLL: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:42:45.965458] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-17T23:42:46.100140] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:46.241809] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:46.383594] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:46.521968] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:46.656489] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:46.800066] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:46.952628] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:47.105127] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:47.263111] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:47.417899] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:42:47.418089] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T23:42:47.418136] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8784 tests
[2025-10-17T23:42:47.418173] [INFO ] [CONFIGURE ] DRLL: Testing feature 24/29: add_rsi
[2025-10-17T23:42:47.418207] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_rsi']
[2025-10-17T23:42:47.570132] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:47.727447] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:47.885812] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:48.041864] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:48.198097] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:42:48.359576] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:48.516826] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:48.684723] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:48.837517] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:49.007464] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:42:49.007682] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T23:42:49.007747] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8783 tests
[2025-10-17T23:42:49.007788] [INFO ] [CONFIGURE ] DRLL: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:42:49.007859] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-10-17T23:42:49.152128] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:49.290587] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:49.432243] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:49.563872] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:49.701462] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:42:49.839499] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:49.976378] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:50.113766] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:42:50.253266] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:50.397474] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:42:50.398427] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-17T23:42:50.398489] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8782 tests
[2025-10-17T23:42:50.398526] [INFO ] [CONFIGURE ] DRLL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:42:50.398556] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-10-17T23:42:50.535315] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:42:50.678453] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:50.817420] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:50.957293] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:51.090952] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:51.230874] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:51.370552] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:51.513478] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:51.692612] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:51.843938] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:51.844150] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-17T23:42:51.844216] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8781 tests
[2025-10-17T23:42:51.844265] [INFO ] [CONFIGURE ] DRLL: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:42:51.844418] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-10-17T23:42:51.986353] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:52.129133] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:52.271559] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:52.416883] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:52.561707] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:42:52.706319] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:52.851864] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:53.001146] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:53.147914] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:53.295717] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:53.295845] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:42:53.295889] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8780 tests
[2025-10-17T23:42:53.295924] [INFO ] [CONFIGURE ] DRLL: Testing feature 28/29: add_volume_profile
[2025-10-17T23:42:53.295956] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_volume_profile']
[2025-10-17T23:42:53.427138] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:42:53.559231] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:53.693119] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:53.822862] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:53.957019] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:54.087381] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:54.213416] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:54.339728] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:54.471055] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:54.598478] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:54.598599] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T23:42:54.598666] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8779 tests
[2025-10-17T23:42:54.598727] [INFO ] [CONFIGURE ] DRLL: Testing feature 29/29: add_vwap
[2025-10-17T23:42:54.598761] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_ema', 'add_vwap']
[2025-10-17T23:42:54.731592] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:42:54.865202] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:42:54.998388] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:42:55.132749] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:55.268090] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:42:55.404124] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:42:55.540207] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:42:55.674896] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:55.813203] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:42:55.947091] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:55.947250] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_vwap (score: 70.00%)
[2025-10-17T23:42:55.947296] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8778 tests
[2025-10-17T23:42:55.947334] [INFO ] [CONFIGURE ] DRLL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:42:55.947365] [INFO ] [CONFIGURE ] DRLL: Best accuracy: 80.00%
[2025-10-17T23:42:55.947398] [INFO ] [CONFIGURE ] DRLL: Best feature set (1 features): ['add_ema']
[2025-10-17T23:42:55.947429] [INFO ] [CONFIGURE ] DRLL: Improvement over baseline: 10.00%
[2025-10-17T23:42:55.947457] [INFO ] [CONFIGURE ] DRLL: Total time: 39.8 seconds
[2025-10-17T23:42:55.947486] [INFO ] [CONFIGURE ] DRLL: Average time per feature: 1.4 seconds
[2025-10-17T23:42:55.947514] [INFO ] [CONFIGURE ] DRLL: Average speed: 0.73 features/sec
[2025-10-17T23:42:55.948170] [INFO ] [LOCAL     ] Saved configuration for DRLL: 1 features, 80.00% accuracy -> ./output/feature-sets/DRLL.json
[2025-10-17T23:42:55.948240] [INFO ] [CONFIGURE ] DRLL: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-17T23:42:55.948302] [INFO ] [sig       ] [78/380] Successfully configured DRLL | 0.02 sym/s | Total: 55.6m | ETA: 3.6h
[2025-10-17T23:42:55.948350] [INFO ] [sig       ] [79/380] Configuring DSL...
[2025-10-17T23:42:55.948405] [INFO ] [CONFIGURE ] DSL: Configurate test run.
[2025-10-17T23:42:55.948437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-10-17T23:42:55.961977] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DSL'.
[2025-10-17T23:42:55.962338] [INFO ] [CONFIGURE ] DSL: Testing with 29 available features
[2025-10-17T23:42:55.962395] [INFO ] [CONFIGURE ] DSL: Establishing baseline with no features...
[2025-10-17T23:42:56.063291] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:42:56.165170] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:42:56.268166] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:42:56.371248] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:42:56.475337] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:42:56.580208] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:42:56.684139] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:42:56.789627] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:42:56.895125] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:42:57.000404] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:57.000547] [INFO ] [CONFIGURE ] DSL: Baseline score (no features): 20.00%
[2025-10-17T23:42:57.000590] [INFO ] [CONFIGURE ] DSL: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:42:57.000623] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:42:57.122358] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:42:57.238435] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:42:57.355818] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:42:57.470845] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:42:57.585961] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:42:57.731093] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:42:57.847740] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:42:57.970034] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:42:58.087572] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:42:58.206212] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:58.206371] [INFO ] [CONFIGURE ] DSL: KEPT add_bollinger_bands (score: 30.00%)
[2025-10-17T23:42:58.206416] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8777 tests
[2025-10-17T23:42:58.206451] [INFO ] [CONFIGURE ] DSL: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:42:58.206483] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:42:58.348204] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:42:58.500194] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:42:58.646107] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:42:58.786890] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:42:58.930164] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:42:59.071082] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:42:59.215689] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:42:59.362208] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:42:59.513122] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:42:59.658411] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:42:59.658577] [INFO ] [CONFIGURE ] DSL: KEPT add_cumulative_delta (score: 40.00%)
[2025-10-17T23:42:59.658623] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8776 tests
[2025-10-17T23:42:59.658695] [INFO ] [CONFIGURE ] DSL: Testing feature 3/29: add_daily_returns
[2025-10-17T23:42:59.658740] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:42:59.805385] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:42:59.953313] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:00.103944] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:00.250542] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:43:00.399815] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:00.550671] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:00.701892] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:00.852548] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:01.008142] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:01.176115] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:01.176286] [INFO ] [CONFIGURE ] DSL: KEPT add_daily_returns (score: 50.00%)
[2025-10-17T23:43:01.176332] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8775 tests
[2025-10-17T23:43:01.176368] [INFO ] [CONFIGURE ] DSL: Testing feature 4/29: add_ema
[2025-10-17T23:43:01.176445] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-17T23:43:01.346677] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:01.516241] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:01.684058] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:01.848408] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:02.012884] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:43:02.178986] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:02.350289] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:02.517179] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:02.687163] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:02.855616] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:02.855827] [INFO ] [CONFIGURE ] DSL: DISCARDED add_ema (score: 30.00%)
[2025-10-17T23:43:02.855880] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8774 tests
[2025-10-17T23:43:02.855919] [INFO ] [CONFIGURE ] DSL: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:43:02.855960] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:43:03.027505] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:03.202633] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:03.381129] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:43:03.553858] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:03.729398] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:43:03.907074] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:43:04.078243] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:43:04.254008] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:43:04.429484] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:43:04.607326] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:04.607509] [INFO ] [CONFIGURE ] DSL: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-17T23:43:04.607555] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8773 tests
[2025-10-17T23:43:04.607592] [INFO ] [CONFIGURE ] DSL: Testing feature 6/29: add_failed_moves
[2025-10-17T23:43:04.607626] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-17T23:43:04.761377] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:04.916073] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:05.069320] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:05.229766] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:43:05.380744] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:05.532631] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:05.686378] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:05.839415] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:05.996383] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:06.166992] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:06.167171] [INFO ] [CONFIGURE ] DSL: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T23:43:06.167216] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8772 tests
[2025-10-17T23:43:06.167254] [INFO ] [CONFIGURE ] DSL: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:43:06.167288] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-17T23:43:06.313089] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:06.456033] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:06.604528] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:06.748377] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:43:06.892524] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:07.038962] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:07.185250] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:07.331838] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:07.480078] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:43:07.636506] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:07.636749] [INFO ] [CONFIGURE ] DSL: KEPT add_lag_shelf (score: 60.00%)
[2025-10-17T23:43:07.636809] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8771 tests
[2025-10-17T23:43:07.636847] [INFO ] [CONFIGURE ] DSL: Testing feature 8/29: add_macd
[2025-10-17T23:43:07.636881] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-10-17T23:43:07.830023] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:08.027383] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:08.216803] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:08.408086] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:08.614203] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:43:08.801023] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:43:08.991887] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:43:09.178699] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:43:09.368786] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:43:09.555075] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:09.555238] [INFO ] [CONFIGURE ] DSL: DISCARDED add_macd (score: 30.00%)
[2025-10-17T23:43:09.555283] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8770 tests
[2025-10-17T23:43:09.555317] [INFO ] [CONFIGURE ] DSL: Testing feature 9/29: add_mfi
[2025-10-17T23:43:09.555348] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_mfi']
[2025-10-17T23:43:09.716329] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:09.897128] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:10.060107] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:10.232295] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:43:10.401673] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:10.578818] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:10.751545] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:10.924958] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:11.098790] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:11.283953] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:11.284160] [INFO ] [CONFIGURE ] DSL: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:43:11.284208] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8769 tests
[2025-10-17T23:43:11.284242] [INFO ] [CONFIGURE ] DSL: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:43:11.284274] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:43:11.464036] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:11.642562] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:11.824850] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:12.007462] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:12.187095] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:12.374624] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:12.562147] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:12.747388] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:12.946708] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:13.129152] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:13.129343] [INFO ] [CONFIGURE ] DSL: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-17T23:43:13.129389] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8768 tests
[2025-10-17T23:43:13.129424] [INFO ] [CONFIGURE ] DSL: Testing feature 11/29: add_obv_daily
[2025-10-17T23:43:13.129457] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily']
[2025-10-17T23:43:13.294810] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:13.457019] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:13.614012] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:13.769633] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:43:13.926972] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:14.084069] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:14.240338] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:14.399980] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:14.559395] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:14.722787] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:14.722959] [INFO ] [CONFIGURE ] DSL: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:43:14.723052] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8767 tests
[2025-10-17T23:43:14.723094] [INFO ] [CONFIGURE ] DSL: Testing feature 12/29: add_obv_interval
[2025-10-17T23:43:14.723126] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_obv_interval']
[2025-10-17T23:43:14.874375] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:15.027187] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:15.182536] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:15.337785] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:15.491553] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:43:15.647221] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:15.805673] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:15.977985] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:16.153131] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:16.311264] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:16.311441] [INFO ] [CONFIGURE ] DSL: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-17T23:43:16.311485] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8766 tests
[2025-10-17T23:43:16.311520] [INFO ] [CONFIGURE ] DSL: Testing feature 13/29: add_opening_strength
[2025-10-17T23:43:16.311552] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_opening_strength']
[2025-10-17T23:43:16.468326] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:16.626109] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:16.790430] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:16.968286] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:43:17.143676] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:17.305766] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:17.472745] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:43:17.645025] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:17.810364] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:17.975790] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:43:17.975962] [INFO ] [CONFIGURE ] DSL: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T23:43:17.976027] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8765 tests
[2025-10-17T23:43:17.976086] [INFO ] [CONFIGURE ] DSL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:43:17.976121] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-17T23:43:18.140350] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:18.305954] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:18.473413] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:18.641218] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:18.819455] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:19.012979] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:19.182532] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:43:19.356602] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:19.532890] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:19.709396] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:19.709662] [INFO ] [CONFIGURE ] DSL: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-17T23:43:19.709729] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8764 tests
[2025-10-17T23:43:19.709768] [INFO ] [CONFIGURE ] DSL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:43:19.709806] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-17T23:43:19.861281] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:20.013902] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:20.176152] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:20.328000] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:43:20.481102] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:43:20.638601] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:20.794638] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:20.948032] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:21.107132] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:21.269283] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:21.269515] [INFO ] [CONFIGURE ] DSL: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-17T23:43:21.269566] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8763 tests
[2025-10-17T23:43:21.269600] [INFO ] [CONFIGURE ] DSL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:43:21.269631] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-10-17T23:43:21.429467] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:21.586157] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:21.745938] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:21.908218] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:22.071826] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:43:22.235307] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:22.404252] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:22.571383] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:22.732843] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:43:22.892721] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:22.892885] [INFO ] [CONFIGURE ] DSL: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-17T23:43:22.892931] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8762 tests
[2025-10-17T23:43:22.892965] [INFO ] [CONFIGURE ] DSL: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:43:22.892996] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-17T23:43:23.058772] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:23.222432] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:23.389478] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:23.557951] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:23.746252] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:43:23.924094] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:24.105784] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:24.288468] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:24.461050] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:24.622755] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:24.622903] [INFO ] [CONFIGURE ] DSL: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-17T23:43:24.622947] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8761 tests
[2025-10-17T23:43:24.622982] [INFO ] [CONFIGURE ] DSL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:43:24.623014] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-10-17T23:43:24.776527] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:24.926615] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:25.077596] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:25.227576] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:43:25.377553] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:43:25.528065] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:25.678954] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:25.831594] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:25.981553] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:26.132943] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:26.133125] [INFO ] [CONFIGURE ] DSL: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-17T23:43:26.133187] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8760 tests
[2025-10-17T23:43:26.133226] [INFO ] [CONFIGURE ] DSL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:43:26.133259] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-10-17T23:43:26.280614] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:26.433544] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:26.594471] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:26.752340] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:43:26.901039] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:27.074888] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:27.232180] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:27.392069] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:27.551781] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:43:27.725459] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:27.725726] [INFO ] [CONFIGURE ] DSL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-17T23:43:27.725815] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8759 tests
[2025-10-17T23:43:27.725893] [INFO ] [CONFIGURE ] DSL: Testing feature 20/29: add_price_rejection
[2025-10-17T23:43:27.725963] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_price_rejection']
[2025-10-17T23:43:27.898146] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:28.089200] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:28.252026] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:28.408499] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:43:28.565990] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:28.722451] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:28.881457] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:29.039010] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:29.196615] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:29.361292] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:29.361453] [INFO ] [CONFIGURE ] DSL: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:43:29.361498] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8758 tests
[2025-10-17T23:43:29.361534] [INFO ] [CONFIGURE ] DSL: Testing feature 21/29: add_range_position
[2025-10-17T23:43:29.361566] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_range_position']
[2025-10-17T23:43:29.531179] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:29.694499] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:29.859747] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:30.025137] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:30.197185] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:43:30.365181] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:30.537692] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:30.706497] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:30.889986] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:31.087032] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:31.087262] [INFO ] [CONFIGURE ] DSL: DISCARDED add_range_position (score: 30.00%)
[2025-10-17T23:43:31.087316] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8757 tests
[2025-10-17T23:43:31.087354] [INFO ] [CONFIGURE ] DSL: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:43:31.087389] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_realized_volatility']
[2025-10-17T23:43:31.288549] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:31.487188] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:31.690626] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:31.899231] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:32.102440] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:43:32.304110] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:32.519723] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:43:32.723746] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:32.926401] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:43:33.137467] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:33.137688] [INFO ] [CONFIGURE ] DSL: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-17T23:43:33.137768] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8756 tests
[2025-10-17T23:43:33.137844] [INFO ] [CONFIGURE ] DSL: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:43:33.137896] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_recent_range_context']
[2025-10-17T23:43:33.300070] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:33.457423] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:33.618269] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:33.777591] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:43:33.933434] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:34.094894] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:34.255025] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:34.415295] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:34.574695] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:34.737509] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:34.737701] [INFO ] [CONFIGURE ] DSL: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-17T23:43:34.737761] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8755 tests
[2025-10-17T23:43:34.737799] [INFO ] [CONFIGURE ] DSL: Testing feature 24/29: add_rsi
[2025-10-17T23:43:34.737898] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-10-17T23:43:34.910315] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:35.085559] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:35.264090] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:35.440732] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:35.618053] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:43:35.796043] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:35.982907] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:36.165532] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:36.345477] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:43:36.526934] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:36.527089] [INFO ] [CONFIGURE ] DSL: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T23:43:36.527133] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8754 tests
[2025-10-17T23:43:36.527167] [INFO ] [CONFIGURE ] DSL: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:43:36.527200] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_tick_distribution']
[2025-10-17T23:43:36.683939] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:36.836205] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:36.993992] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:37.193252] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:43:37.370396] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:43:37.550718] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:37.730320] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:37.907884] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:38.094618] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:38.328882] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:38.329229] [INFO ] [CONFIGURE ] DSL: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-17T23:43:38.329303] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8753 tests
[2025-10-17T23:43:38.329362] [INFO ] [CONFIGURE ] DSL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:43:38.329414] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-10-17T23:43:38.526113] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:38.726146] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:38.898663] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:39.058221] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:39.216222] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:39.379103] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:39.540115] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:39.699767] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:39.860454] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:43:40.020228] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:40.020384] [INFO ] [CONFIGURE ] DSL: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-17T23:43:40.020429] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8752 tests
[2025-10-17T23:43:40.020464] [INFO ] [CONFIGURE ] DSL: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:43:40.020497] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-10-17T23:43:40.206323] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:43:40.365604] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:40.534820] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:40.703591] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:43:40.866325] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:43:41.032637] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:41.194594] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:43:41.363223] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:41.532069] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:41.697196] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:41.697394] [INFO ] [CONFIGURE ] DSL: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:43:41.697459] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8751 tests
[2025-10-17T23:43:41.697498] [INFO ] [CONFIGURE ] DSL: Testing feature 28/29: add_volume_profile
[2025-10-17T23:43:41.697531] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_volume_profile']
[2025-10-17T23:43:41.867805] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:42.026891] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:42.177782] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:42.327266] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:42.477616] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:42.632530] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:42.784868] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:43:42.939396] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:43:43.096890] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:43:43.268355] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:43:43.268532] [INFO ] [CONFIGURE ] DSL: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-17T23:43:43.268577] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8750 tests
[2025-10-17T23:43:43.268613] [INFO ] [CONFIGURE ] DSL: Testing feature 29/29: add_vwap
[2025-10-17T23:43:43.268725] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_vwap']
[2025-10-17T23:43:43.429776] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:43:43.587533] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:43:43.751506] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:43:43.912359] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:44.079071] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:43:44.237795] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:43:44.398841] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:43:44.562955] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:43:44.730834] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:44.903750] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:43:44.903900] [INFO ] [CONFIGURE ] DSL: DISCARDED add_vwap (score: 20.00%)
[2025-10-17T23:43:44.903944] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8749 tests
[2025-10-17T23:43:44.903995] [INFO ] [CONFIGURE ] DSL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:43:44.904051] [INFO ] [CONFIGURE ] DSL: Best accuracy: 60.00%
[2025-10-17T23:43:44.904087] [INFO ] [CONFIGURE ] DSL: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-17T23:43:44.904117] [INFO ] [CONFIGURE ] DSL: Improvement over baseline: 40.00%
[2025-10-17T23:43:44.904145] [INFO ] [CONFIGURE ] DSL: Total time: 47.9 seconds
[2025-10-17T23:43:44.904173] [INFO ] [CONFIGURE ] DSL: Average time per feature: 1.7 seconds
[2025-10-17T23:43:44.904203] [INFO ] [CONFIGURE ] DSL: Average speed: 0.61 features/sec
[2025-10-17T23:43:44.904881] [INFO ] [LOCAL     ] Saved configuration for DSL: 4 features, 60.00% accuracy -> ./output/feature-sets/DSL.json
[2025-10-17T23:43:44.904986] [INFO ] [CONFIGURE ] DSL: Configuration saved successfully: 4 features, 60.00% accuracy.
[2025-10-17T23:43:44.905082] [INFO ] [sig       ] [79/380] Successfully configured DSL | 0.02 sym/s | Total: 56.4m | ETA: 3.6h
[2025-10-17T23:43:44.905159] [INFO ] [sig       ] [80/380] Configuring DSMC...
[2025-10-17T23:43:44.905235] [INFO ] [CONFIGURE ] DSMC: Configurate test run.
[2025-10-17T23:43:44.905296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSMC' from 'https://tdm.silogroup.org/data/derivative_storage/DSMC.csv'.
[2025-10-17T23:43:44.920585] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'DSMC'.
[2025-10-17T23:43:44.920984] [INFO ] [CONFIGURE ] DSMC: Testing with 29 available features
[2025-10-17T23:43:44.921042] [INFO ] [CONFIGURE ] DSMC: Establishing baseline with no features...
[2025-10-17T23:43:45.029897] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:43:45.132477] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:43:45.235843] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:43:45.343661] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:43:45.447929] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:45.552875] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:43:45.657620] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:43:45.761040] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:43:45.867975] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:45.974122] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:45.974278] [INFO ] [CONFIGURE ] DSMC: Baseline score (no features): 60.00%
[2025-10-17T23:43:45.974322] [INFO ] [CONFIGURE ] DSMC: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:43:45.974356] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:43:46.099420] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:43:46.228309] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:43:46.363172] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:43:46.492237] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:46.620872] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:46.754732] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:43:46.886271] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:43:47.018243] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:43:47.147208] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:47.275757] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:43:47.275936] [INFO ] [CONFIGURE ] DSMC: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-17T23:43:47.275980] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8748 tests
[2025-10-17T23:43:47.276027] [INFO ] [CONFIGURE ] DSMC: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:43:47.276083] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:43:47.412141] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:43:47.541403] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:43:47.671275] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:43:47.801893] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:47.932751] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:43:48.070369] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:43:48.202457] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:43:48.333100] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:43:48.466072] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:48.600709] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:43:48.600860] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T23:43:48.600904] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8747 tests
[2025-10-17T23:43:48.600937] [INFO ] [CONFIGURE ] DSMC: Testing feature 3/29: add_daily_returns
[2025-10-17T23:43:48.600967] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:43:48.725317] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:43:48.844243] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:43:48.962110] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:43:49.081008] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:49.200577] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:49.319321] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:43:49.474639] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:43:49.600627] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:43:49.729111] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:49.856191] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:43:49.856359] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T23:43:49.856403] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8746 tests
[2025-10-17T23:43:49.856437] [INFO ] [CONFIGURE ] DSMC: Testing feature 4/29: add_ema
[2025-10-17T23:43:49.856467] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:43:49.989214] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:43:50.128820] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:43:50.261123] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:43:50.390635] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:50.522441] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:50.656248] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:43:50.793182] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:43:50.926279] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:43:51.060307] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:51.194867] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:43:51.195032] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_ema (score: 70.00%)
[2025-10-17T23:43:51.195075] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8745 tests
[2025-10-17T23:43:51.195109] [INFO ] [CONFIGURE ] DSMC: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:43:51.195141] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:43:51.333973] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:43:51.477093] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:43:51.617049] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:43:51.760476] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:51.903718] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:52.044938] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:43:52.189989] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:43:52.331632] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:43:52.501619] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:52.645352] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:43:52.645510] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:43:52.645610] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8744 tests
[2025-10-17T23:43:52.645691] [INFO ] [CONFIGURE ] DSMC: Testing feature 6/29: add_failed_moves
[2025-10-17T23:43:52.645738] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T23:43:52.769659] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:43:52.893245] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:43:53.015459] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:43:53.138845] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:53.263987] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:53.393629] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:43:53.534833] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:43:53.661044] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:43:53.787422] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:53.923026] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:43:53.923228] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:43:53.923278] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8743 tests
[2025-10-17T23:43:53.923317] [INFO ] [CONFIGURE ] DSMC: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:43:53.923351] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T23:43:54.036371] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:43:54.150781] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:43:54.261901] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:43:54.373889] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:54.484465] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:54.595955] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:43:54.715722] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:43:54.831358] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:43:54.946199] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:55.062151] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:43:55.062388] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:43:55.062453] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8742 tests
[2025-10-17T23:43:55.062516] [INFO ] [CONFIGURE ] DSMC: Testing feature 8/29: add_macd
[2025-10-17T23:43:55.062553] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T23:43:55.211890] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:43:55.359275] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:43:55.509328] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:43:55.658745] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:55.807032] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:55.959986] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:43:56.116501] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:43:56.270156] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:43:56.422553] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:56.577913] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:43:56.578096] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_macd (score: 70.00%)
[2025-10-17T23:43:56.578141] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8741 tests
[2025-10-17T23:43:56.578175] [INFO ] [CONFIGURE ] DSMC: Testing feature 9/29: add_mfi
[2025-10-17T23:43:56.578206] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T23:43:56.706059] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:43:56.834402] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:43:56.963716] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:43:57.094371] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:57.223701] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:57.354065] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:43:57.507220] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:43:57.641795] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:43:57.771908] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:43:57.904143] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:43:57.904312] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:43:57.904357] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8740 tests
[2025-10-17T23:43:57.904392] [INFO ] [CONFIGURE ] DSMC: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:43:57.904423] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:43:58.047057] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:43:58.191842] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:43:58.337389] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:43:58.482725] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:43:58.656414] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:43:58.802714] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:43:58.967626] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:43:59.126863] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:43:59.280446] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:43:59.434320] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:43:59.434556] [INFO ] [CONFIGURE ] DSMC: KEPT add_momentum_acceleration (score: 80.00%)
[2025-10-17T23:43:59.434606] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8739 tests
[2025-10-17T23:43:59.434664] [INFO ] [CONFIGURE ] DSMC: Testing feature 11/29: add_obv_daily
[2025-10-17T23:43:59.434722] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-17T23:43:59.591406] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:43:59.749556] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:43:59.907519] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:44:00.067129] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:00.223981] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:44:00.383202] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:00.538566] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:00.694883] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:00.850298] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:44:01.007481] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:01.007724] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T23:44:01.007782] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8738 tests
[2025-10-17T23:44:01.007847] [INFO ] [CONFIGURE ] DSMC: Testing feature 12/29: add_obv_interval
[2025-10-17T23:44:01.007898] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-17T23:44:01.168587] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:01.341575] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:44:01.507463] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:44:01.694752] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:01.856905] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:44:02.018242] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:02.188384] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:02.352235] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:02.515286] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:44:02.679463] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:44:02.679685] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-17T23:44:02.679760] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8737 tests
[2025-10-17T23:44:02.679806] [INFO ] [CONFIGURE ] DSMC: Testing feature 13/29: add_opening_strength
[2025-10-17T23:44:02.679844] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:44:02.853677] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:03.025389] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:44:03.196553] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:44:03.366843] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:03.538342] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:44:03.713146] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:03.896247] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:04.084895] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:04.267135] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:44:04.443044] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:44:04.443253] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:44:04.443301] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8736 tests
[2025-10-17T23:44:04.443337] [INFO ] [CONFIGURE ] DSMC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:44:04.443424] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-17T23:44:04.613157] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:04.783328] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:44:04.957269] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:44:05.130767] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:44:05.304376] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:44:05.483723] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:05.659728] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:05.837119] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:06.011337] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:06.188404] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:44:06.188613] [INFO ] [CONFIGURE ] DSMC: KEPT add_order_flow_imbalance (score: 90.00%)
[2025-10-17T23:44:06.188691] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8735 tests
[2025-10-17T23:44:06.188752] [INFO ] [CONFIGURE ] DSMC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:44:06.188794] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-17T23:44:06.371842] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:06.557365] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:44:06.749381] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:44:06.934410] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:44:07.124354] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:44:07.312466] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:07.513270] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:07.719562] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:07.917042] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:08.113918] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:44:08.114112] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_pbf_overnight_gap (score: 90.00%)
[2025-10-17T23:44:08.114157] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8734 tests
[2025-10-17T23:44:08.114193] [INFO ] [CONFIGURE ] DSMC: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:44:08.114249] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-17T23:44:08.301890] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:08.486493] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:44:08.674291] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:44:08.868862] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:44:09.061195] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:44:09.251402] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:09.437254] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:09.630200] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:09.826491] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:44:10.017766] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:44:10.017987] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-17T23:44:10.018039] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8733 tests
[2025-10-17T23:44:10.018077] [INFO ] [CONFIGURE ] DSMC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:44:10.018109] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-17T23:44:10.189242] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:10.357614] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:44:10.533822] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:44:10.708585] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:44:10.882747] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:44:11.066687] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:11.259363] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:11.443673] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:11.628152] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:11.816352] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:44:11.816546] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-17T23:44:11.816594] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8732 tests
[2025-10-17T23:44:11.816630] [INFO ] [CONFIGURE ] DSMC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:44:11.816703] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-17T23:44:11.995734] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:12.173545] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:44:12.353472] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:44:12.550858] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:44:12.739003] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:44:12.911924] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:13.083480] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:13.257050] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:13.430954] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:13.606387] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:44:13.606585] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-17T23:44:13.606630] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8731 tests
[2025-10-17T23:44:13.606705] [INFO ] [CONFIGURE ] DSMC: Testing feature 20/29: add_price_rejection
[2025-10-17T23:44:13.606749] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-17T23:44:13.816466] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:14.009439] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:44:14.194572] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:44:14.391091] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:44:14.582639] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:44:14.772088] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:14.964184] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:15.151364] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:15.342274] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:15.540793] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:44:15.541009] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-17T23:44:15.541073] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8730 tests
[2025-10-17T23:44:15.541115] [INFO ] [CONFIGURE ] DSMC: Testing feature 21/29: add_range_position
[2025-10-17T23:44:15.541151] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-17T23:44:15.747015] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:15.951201] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:44:16.166872] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:44:16.381998] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:44:16.590116] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:44:16.791354] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:16.995072] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:17.192386] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:17.384404] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:17.580824] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:44:17.581018] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_range_position (score: 90.00%)
[2025-10-17T23:44:17.581063] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8729 tests
[2025-10-17T23:44:17.581121] [INFO ] [CONFIGURE ] DSMC: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:44:17.581154] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-17T23:44:17.792091] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:17.999419] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:44:18.215419] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:44:18.433361] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:44:18.642393] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:44:18.853322] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:19.063422] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:19.276510] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:19.497268] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:19.742380] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:44:19.742616] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-17T23:44:19.742708] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8728 tests
[2025-10-17T23:44:19.742771] [INFO ] [CONFIGURE ] DSMC: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:44:19.742819] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-17T23:44:19.929837] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:20.109068] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:44:20.288929] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:44:20.472504] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:44:20.651164] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:44:20.836055] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:21.016927] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:21.201550] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:21.396792] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:21.584067] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:44:21.584260] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-17T23:44:21.584307] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8727 tests
[2025-10-17T23:44:21.584342] [INFO ] [CONFIGURE ] DSMC: Testing feature 24/29: add_rsi
[2025-10-17T23:44:21.584374] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-17T23:44:21.786944] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:21.987586] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:44:22.188006] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:44:22.395290] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:44:22.589366] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:44:22.787359] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:22.989633] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:23.213172] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:23.432634] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:44:23.652674] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:44:23.652889] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_rsi (score: 80.00%)
[2025-10-17T23:44:23.652946] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8726 tests
[2025-10-17T23:44:23.652984] [INFO ] [CONFIGURE ] DSMC: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:44:23.653019] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-17T23:44:23.847774] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:24.042677] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:44:24.240307] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:44:24.440738] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:44:24.621576] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:44:24.796241] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:24.973946] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:25.162941] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:25.340570] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:25.526550] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:44:25.526767] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-17T23:44:25.526825] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8725 tests
[2025-10-17T23:44:25.526863] [INFO ] [CONFIGURE ] DSMC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:44:25.526898] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-17T23:44:25.710736] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:25.896413] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:44:26.080392] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:44:26.262308] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:44:26.447423] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:44:26.626613] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:26.804941] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:26.997219] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:27.186230] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:27.378813] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:44:27.379028] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-17T23:44:27.379088] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8724 tests
[2025-10-17T23:44:27.379125] [INFO ] [CONFIGURE ] DSMC: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:44:27.379158] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-17T23:44:27.466974] [FATAL] [FORECASTER] Failed to test lookback=11: [23:44:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:44:27.553421] [FATAL] [FORECASTER] Failed to test lookback=10: [23:44:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:44:27.645972] [FATAL] [FORECASTER] Failed to test lookback=9: [23:44:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:44:27.742113] [FATAL] [FORECASTER] Failed to test lookback=8: [23:44:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:44:27.831282] [FATAL] [FORECASTER] Failed to test lookback=7: [23:44:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:44:27.919041] [FATAL] [FORECASTER] Failed to test lookback=6: [23:44:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:44:28.028673] [FATAL] [FORECASTER] Failed to test lookback=5: [23:44:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:44:28.120126] [FATAL] [FORECASTER] Failed to test lookback=4: [23:44:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:44:28.206799] [FATAL] [FORECASTER] Failed to test lookback=3: [23:44:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:44:28.299243] [FATAL] [FORECASTER] Failed to test lookback=2: [23:44:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:44:28.299624] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-10-17T23:44:28.299707] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8723 tests
[2025-10-17T23:44:28.299755] [INFO ] [CONFIGURE ] DSMC: Testing feature 28/29: add_volume_profile
[2025-10-17T23:44:28.299789] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-17T23:44:28.472132] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:28.643765] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:44:28.819345] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:44:29.003031] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:44:29.185892] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:44:29.364024] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:29.541177] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:29.726865] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:29.905392] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:30.099571] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:44:30.100005] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-17T23:44:30.100069] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8722 tests
[2025-10-17T23:44:30.100108] [INFO ] [CONFIGURE ] DSMC: Testing feature 29/29: add_vwap
[2025-10-17T23:44:30.100142] [INFO ] [CONFIGURE ] DSMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-17T23:44:30.313137] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:30.554519] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:44:30.820339] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:44:31.019069] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:44:31.224673] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:44:31.423031] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:31.604238] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:31.782519] [DEBUG] [FORECASTER] DSMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:32.001012] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:32.184541] [DEBUG] [FORECASTER] DSMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:44:32.184778] [INFO ] [CONFIGURE ] DSMC: DISCARDED add_vwap (score: 90.00%)
[2025-10-17T23:44:32.184867] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8721 tests
[2025-10-17T23:44:32.184906] [INFO ] [CONFIGURE ] DSMC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:44:32.184935] [INFO ] [CONFIGURE ] DSMC: Best accuracy: 90.00%
[2025-10-17T23:44:32.184966] [INFO ] [CONFIGURE ] DSMC: Best feature set (4 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-17T23:44:32.184995] [INFO ] [CONFIGURE ] DSMC: Improvement over baseline: 30.00%
[2025-10-17T23:44:32.185021] [INFO ] [CONFIGURE ] DSMC: Total time: 46.2 seconds
[2025-10-17T23:44:32.185047] [INFO ] [CONFIGURE ] DSMC: Average time per feature: 1.7 seconds
[2025-10-17T23:44:32.185073] [INFO ] [CONFIGURE ] DSMC: Average speed: 0.63 features/sec
[2025-10-17T23:44:32.185714] [INFO ] [LOCAL     ] Saved configuration for DSMC: 4 features, 90.00% accuracy -> ./output/feature-sets/DSMC.json
[2025-10-17T23:44:32.185782] [INFO ] [CONFIGURE ] DSMC: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-17T23:44:32.185861] [INFO ] [sig       ] [80/380] Successfully configured DSMC | 0.02 sym/s | Total: 57.2m | ETA: 3.6h
[2025-10-17T23:44:32.185946] [INFO ] [sig       ] [81/380] Configuring DTG...
[2025-10-17T23:44:32.186012] [INFO ] [CONFIGURE ] DTG: Configurate test run.
[2025-10-17T23:44:32.186068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-10-17T23:44:32.200230] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DTG'.
[2025-10-17T23:44:32.200610] [INFO ] [CONFIGURE ] DTG: Testing with 29 available features
[2025-10-17T23:44:32.200699] [INFO ] [CONFIGURE ] DTG: Establishing baseline with no features...
[2025-10-17T23:44:32.306556] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:32.408556] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:32.511763] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:32.614332] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:32.718034] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:32.820834] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:32.938471] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:33.039577] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:44:33.146610] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:33.248771] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:33.248935] [INFO ] [CONFIGURE ] DTG: Baseline score (no features): 40.00%
[2025-10-17T23:44:33.248979] [INFO ] [CONFIGURE ] DTG: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:44:33.249010] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:44:33.362177] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:33.474387] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:33.586407] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:33.702725] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:33.818529] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:33.934169] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:44:34.050738] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:34.166587] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:34.283555] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:44:34.404749] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:34.404932] [INFO ] [CONFIGURE ] DTG: DISCARDED add_bollinger_bands (score: 10.00%)
[2025-10-17T23:44:34.404987] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8720 tests
[2025-10-17T23:44:34.405024] [INFO ] [CONFIGURE ] DTG: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:44:34.405055] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:44:34.523834] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:34.646373] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:34.771392] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:34.894328] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:35.020865] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:35.147550] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:35.274021] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:35.400458] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:44:35.527027] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:44:35.653987] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:35.654138] [INFO ] [CONFIGURE ] DTG: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-17T23:44:35.654181] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8719 tests
[2025-10-17T23:44:35.654214] [INFO ] [CONFIGURE ] DTG: Testing feature 3/29: add_daily_returns
[2025-10-17T23:44:35.654243] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_daily_returns']
[2025-10-17T23:44:35.769388] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:35.880401] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:35.989355] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:36.098129] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:36.207201] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:36.317999] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:36.428842] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:36.540541] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:36.654107] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:36.767490] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:36.767710] [INFO ] [CONFIGURE ] DTG: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-17T23:44:36.767768] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8718 tests
[2025-10-17T23:44:36.767805] [INFO ] [CONFIGURE ] DTG: Testing feature 4/29: add_ema
[2025-10-17T23:44:36.767878] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_ema']
[2025-10-17T23:44:36.891681] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:37.012996] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:37.140449] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:37.263279] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:37.387242] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:37.513024] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:37.637577] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:37.762091] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:44:37.889575] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:44:38.048591] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:38.048788] [INFO ] [CONFIGURE ] DTG: DISCARDED add_ema (score: 30.00%)
[2025-10-17T23:44:38.048839] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8717 tests
[2025-10-17T23:44:38.048874] [INFO ] [CONFIGURE ] DTG: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:44:38.048905] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:44:38.178484] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:38.307195] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:38.441883] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:38.574480] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:38.706062] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:38.838670] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:38.979074] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:39.110859] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:44:39.240922] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:44:39.371019] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:39.371189] [INFO ] [CONFIGURE ] DTG: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-17T23:44:39.371233] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8716 tests
[2025-10-17T23:44:39.371267] [INFO ] [CONFIGURE ] DTG: Testing feature 6/29: add_failed_moves
[2025-10-17T23:44:39.371297] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_failed_moves']
[2025-10-17T23:44:39.478500] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:39.586897] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:39.699201] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:39.815671] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:39.927882] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:40.040886] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:40.154302] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:40.269100] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:44:40.384581] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:40.500374] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:40.500510] [INFO ] [CONFIGURE ] DTG: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-17T23:44:40.500553] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8715 tests
[2025-10-17T23:44:40.500586] [INFO ] [CONFIGURE ] DTG: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:44:40.500616] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_lag_shelf']
[2025-10-17T23:44:40.602551] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:40.704225] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:40.806232] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:40.909547] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:41.023511] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:41.132996] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:41.238944] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:41.341332] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:44:41.443495] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:41.546099] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:41.546234] [INFO ] [CONFIGURE ] DTG: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-17T23:44:41.546349] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8714 tests
[2025-10-17T23:44:41.546402] [INFO ] [CONFIGURE ] DTG: Testing feature 8/29: add_macd
[2025-10-17T23:44:41.546437] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:44:41.684443] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:41.826492] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:41.968261] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:42.110347] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:42.254477] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:42.399488] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:42.549613] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:42.696407] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:42.838183] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:42.980504] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:42.980678] [INFO ] [CONFIGURE ] DTG: DISCARDED add_macd (score: 30.00%)
[2025-10-17T23:44:42.980740] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8713 tests
[2025-10-17T23:44:42.980776] [INFO ] [CONFIGURE ] DTG: Testing feature 9/29: add_mfi
[2025-10-17T23:44:42.980806] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_mfi']
[2025-10-17T23:44:43.094688] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:43.207961] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:43.322322] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:43.436483] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:43.552124] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:43.672435] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:43.798389] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:43.921622] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:44:44.045262] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:44.168271] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:44.168446] [INFO ] [CONFIGURE ] DTG: DISCARDED add_mfi (score: 40.00%)
[2025-10-17T23:44:44.168490] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8712 tests
[2025-10-17T23:44:44.168524] [INFO ] [CONFIGURE ] DTG: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:44:44.168555] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:44:44.302323] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:44.435749] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:44.568505] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:44.708948] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:44.847240] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:44.985144] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:45.126631] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:45.268177] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:45.408587] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:45.549549] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:45.549720] [INFO ] [CONFIGURE ] DTG: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-17T23:44:45.549776] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8711 tests
[2025-10-17T23:44:45.549811] [INFO ] [CONFIGURE ] DTG: Testing feature 11/29: add_obv_daily
[2025-10-17T23:44:45.549841] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_obv_daily']
[2025-10-17T23:44:45.662933] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:45.776810] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:45.890367] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:46.004075] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:46.118523] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:46.234425] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:44:46.350468] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:46.472674] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:44:46.593104] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:44:46.712539] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:46.712722] [INFO ] [CONFIGURE ] DTG: DISCARDED add_obv_daily (score: 20.00%)
[2025-10-17T23:44:46.712779] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8710 tests
[2025-10-17T23:44:46.712815] [INFO ] [CONFIGURE ] DTG: Testing feature 12/29: add_obv_interval
[2025-10-17T23:44:46.712844] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_obv_interval']
[2025-10-17T23:44:46.824470] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:44:46.935536] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:47.045351] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:47.158805] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:47.278988] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:47.394115] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:47.509810] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:47.626561] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:47.744724] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:47.867984] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:47.868172] [INFO ] [CONFIGURE ] DTG: DISCARDED add_obv_interval (score: 20.00%)
[2025-10-17T23:44:47.868221] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8709 tests
[2025-10-17T23:44:47.868258] [INFO ] [CONFIGURE ] DTG: Testing feature 13/29: add_opening_strength
[2025-10-17T23:44:47.868290] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:44:47.991497] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:44:48.115563] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:48.239693] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:48.361724] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:48.485972] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:48.614365] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:44:48.744659] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:48.870250] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:44:48.996304] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:44:49.123039] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:49.123210] [INFO ] [CONFIGURE ] DTG: DISCARDED add_opening_strength (score: 10.00%)
[2025-10-17T23:44:49.123254] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8708 tests
[2025-10-17T23:44:49.123286] [INFO ] [CONFIGURE ] DTG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:44:49.123316] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T23:44:49.253571] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:49.379584] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:49.506683] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:49.636585] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:49.763678] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:49.896218] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:50.026205] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:50.155768] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:44:50.285034] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:44:50.421208] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:50.421418] [INFO ] [CONFIGURE ] DTG: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-17T23:44:50.421466] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8707 tests
[2025-10-17T23:44:50.421502] [INFO ] [CONFIGURE ] DTG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:44:50.421534] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T23:44:50.537589] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:50.649818] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:50.764927] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:50.881291] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:50.998449] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:51.109797] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:51.220349] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:51.334088] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:44:51.445362] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:51.562254] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:51.562434] [INFO ] [CONFIGURE ] DTG: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-17T23:44:51.562477] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8706 tests
[2025-10-17T23:44:51.562511] [INFO ] [CONFIGURE ] DTG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:44:51.562543] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T23:44:51.680854] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:51.823230] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:51.950421] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:52.072722] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:52.191846] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:52.311394] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:52.432183] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:52.552187] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:44:52.674177] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:44:52.794575] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:52.794782] [INFO ] [CONFIGURE ] DTG: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-17T23:44:52.794833] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8705 tests
[2025-10-17T23:44:52.794868] [INFO ] [CONFIGURE ] DTG: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:44:52.794897] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_pbf_return_2d']
[2025-10-17T23:44:52.915516] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:53.038125] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:53.162586] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:53.284530] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:53.408573] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:53.531941] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:44:53.656154] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:53.781180] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:44:53.908273] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:54.040173] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:54.040351] [INFO ] [CONFIGURE ] DTG: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-17T23:44:54.040396] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8704 tests
[2025-10-17T23:44:54.040428] [INFO ] [CONFIGURE ] DTG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:44:54.040459] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_pbf_volatility_5d']
[2025-10-17T23:44:54.152707] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:54.260613] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:54.369917] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:54.479772] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:54.596256] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:54.707550] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:54.818915] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:54.942992] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:44:55.054628] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:55.165062] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:55.165193] [INFO ] [CONFIGURE ] DTG: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-17T23:44:55.165238] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8703 tests
[2025-10-17T23:44:55.165272] [INFO ] [CONFIGURE ] DTG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:44:55.165304] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-17T23:44:55.270326] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:55.376203] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:55.483051] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:55.590669] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:55.698559] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:55.807507] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:55.922668] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:56.032453] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:44:56.143754] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:56.254437] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:56.254579] [INFO ] [CONFIGURE ] DTG: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-17T23:44:56.254659] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8702 tests
[2025-10-17T23:44:56.254720] [INFO ] [CONFIGURE ] DTG: Testing feature 20/29: add_price_rejection
[2025-10-17T23:44:56.254754] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_price_rejection']
[2025-10-17T23:44:56.410748] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:56.539393] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:56.667302] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:56.806497] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:56.926936] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:57.045382] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:44:57.162142] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:57.278425] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:44:57.400063] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:57.518250] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:57.518410] [INFO ] [CONFIGURE ] DTG: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-17T23:44:57.518456] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8701 tests
[2025-10-17T23:44:57.518492] [INFO ] [CONFIGURE ] DTG: Testing feature 21/29: add_range_position
[2025-10-17T23:44:57.518606] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_range_position']
[2025-10-17T23:44:57.643316] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:57.764350] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:57.883909] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:58.007278] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:58.127991] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:58.252095] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:44:58.381343] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:44:58.510189] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:44:58.639411] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:44:58.772219] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:44:58.772380] [INFO ] [CONFIGURE ] DTG: DISCARDED add_range_position (score: 30.00%)
[2025-10-17T23:44:58.772425] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8700 tests
[2025-10-17T23:44:58.772460] [INFO ] [CONFIGURE ] DTG: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:44:58.772492] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_realized_volatility']
[2025-10-17T23:44:58.913241] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:44:59.057514] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:44:59.203001] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:44:59.347491] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:44:59.489951] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:44:59.631299] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:44:59.769361] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:44:59.925075] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:00.078634] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:45:00.237091] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:00.237249] [INFO ] [CONFIGURE ] DTG: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-17T23:45:00.237292] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8699 tests
[2025-10-17T23:45:00.237325] [INFO ] [CONFIGURE ] DTG: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:45:00.237431] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_recent_range_context']
[2025-10-17T23:45:00.357247] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:45:00.472496] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:45:00.588069] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:00.704389] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:00.824687] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:45:00.948328] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:45:01.069613] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:01.206914] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:45:01.343597] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:45:01.465387] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:01.465538] [INFO ] [CONFIGURE ] DTG: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-17T23:45:01.465581] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8698 tests
[2025-10-17T23:45:01.465615] [INFO ] [CONFIGURE ] DTG: Testing feature 24/29: add_rsi
[2025-10-17T23:45:01.465680] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_ema', 'add_rsi']
[2025-10-17T23:45:01.605292] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:45:01.734719] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:45:01.883599] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:02.034472] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:02.176239] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:45:02.314521] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:45:02.477743] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:02.620500] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:45:02.761258] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:45:02.903463] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:02.903625] [INFO ] [CONFIGURE ] DTG: DISCARDED add_rsi (score: 20.00%)
[2025-10-17T23:45:02.903701] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8697 tests
[2025-10-17T23:45:02.903746] [INFO ] [CONFIGURE ] DTG: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:45:02.903778] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_tick_distribution']
[2025-10-17T23:45:03.015985] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:45:03.130132] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:45:03.247783] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:03.362721] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:03.477058] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:45:03.591872] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:45:03.708100] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:03.835550] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:45:03.963026] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:45:04.090016] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:04.090233] [INFO ] [CONFIGURE ] DTG: DISCARDED add_tick_distribution (score: 30.00%)
[2025-10-17T23:45:04.090299] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8696 tests
[2025-10-17T23:45:04.090338] [INFO ] [CONFIGURE ] DTG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:45:04.090369] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-17T23:45:04.214294] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:45:04.334785] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:45:04.459021] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:04.582528] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:04.713447] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:45:04.845668] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:45:04.972595] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:05.086990] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:45:05.201176] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:45:05.316509] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:05.316636] [INFO ] [CONFIGURE ] DTG: DISCARDED add_volume_momentum_confirmation (score: 20.00%)
[2025-10-17T23:45:05.316719] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8695 tests
[2025-10-17T23:45:05.316759] [INFO ] [CONFIGURE ] DTG: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:45:05.316790] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_volume_price_divergence']
[2025-10-17T23:45:05.451841] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:45:05.572948] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:45:05.694563] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:05.814555] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:05.935300] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:45:06.057274] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:45:06.181849] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:06.312038] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:45:06.440575] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:45:06.570490] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:06.570662] [INFO ] [CONFIGURE ] DTG: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-17T23:45:06.570761] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8694 tests
[2025-10-17T23:45:06.570803] [INFO ] [CONFIGURE ] DTG: Testing feature 28/29: add_volume_profile
[2025-10-17T23:45:06.570835] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_volume_profile']
[2025-10-17T23:45:06.687256] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:45:06.803771] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:45:06.915066] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:07.027302] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:07.141930] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:45:07.255349] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:45:07.368614] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:07.483943] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:45:07.614795] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:45:07.740263] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:07.740512] [INFO ] [CONFIGURE ] DTG: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-17T23:45:07.740578] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8693 tests
[2025-10-17T23:45:07.740625] [INFO ] [CONFIGURE ] DTG: Testing feature 29/29: add_vwap
[2025-10-17T23:45:07.740716] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_vwap']
[2025-10-17T23:45:07.859775] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:45:07.976276] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:45:08.093847] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:08.214275] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:08.332941] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:45:08.450457] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:45:08.571362] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:08.692788] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:45:08.814959] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:45:08.936997] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:08.937170] [INFO ] [CONFIGURE ] DTG: DISCARDED add_vwap (score: 40.00%)
[2025-10-17T23:45:08.937213] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8692 tests
[2025-10-17T23:45:08.937275] [INFO ] [CONFIGURE ] DTG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:45:08.937330] [INFO ] [CONFIGURE ] DTG: Best accuracy: 40.00%
[2025-10-17T23:45:08.937363] [INFO ] [CONFIGURE ] DTG: Best feature set (0 features): []
[2025-10-17T23:45:08.937391] [INFO ] [CONFIGURE ] DTG: Improvement over baseline: 0.00%
[2025-10-17T23:45:08.937418] [INFO ] [CONFIGURE ] DTG: Total time: 35.7 seconds
[2025-10-17T23:45:08.937445] [INFO ] [CONFIGURE ] DTG: Average time per feature: 1.2 seconds
[2025-10-17T23:45:08.937472] [INFO ] [CONFIGURE ] DTG: Average speed: 0.81 features/sec
[2025-10-17T23:45:08.937963] [INFO ] [LOCAL     ] Saved configuration for DTG: 0 features, 40.00% accuracy -> ./output/feature-sets/DTG.json
[2025-10-17T23:45:08.938020] [INFO ] [CONFIGURE ] DTG: Configuration saved successfully: 0 features, 40.00% accuracy.
[2025-10-17T23:45:08.938077] [INFO ] [sig       ] [81/380] Successfully configured DTG | 0.02 sym/s | Total: 57.8m | ETA: 3.6h
[2025-10-17T23:45:08.938145] [INFO ] [sig       ] [82/380] Configuring DX...
[2025-10-17T23:45:08.938211] [INFO ] [CONFIGURE ] DX: Configurate test run.
[2025-10-17T23:45:08.938266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-10-17T23:45:08.952292] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'DX'.
[2025-10-17T23:45:08.952881] [INFO ] [CONFIGURE ] DX: Testing with 29 available features
[2025-10-17T23:45:08.952940] [INFO ] [CONFIGURE ] DX: Establishing baseline with no features...
[2025-10-17T23:45:09.057762] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:45:09.163454] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:45:09.269886] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:45:09.373055] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:09.477466] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:45:09.579502] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:09.683752] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:09.786914] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:09.892881] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:09.999617] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:09.999788] [INFO ] [CONFIGURE ] DX: Baseline score (no features): 20.00%
[2025-10-17T23:45:09.999837] [INFO ] [CONFIGURE ] DX: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:45:09.999871] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:45:10.112349] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:10.235801] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:10.357037] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:10.474215] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:10.600877] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:10.728061] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:10.846898] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:10.970084] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:11.092759] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:11.215708] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:11.215880] [INFO ] [CONFIGURE ] DX: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-17T23:45:11.215926] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8691 tests
[2025-10-17T23:45:11.216014] [INFO ] [CONFIGURE ] DX: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:45:11.216055] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:45:11.349966] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:11.482438] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:11.614231] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:11.755796] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:11.899683] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:12.034568] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:12.170155] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:12.305927] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:12.443838] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:12.583315] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:12.583485] [INFO ] [CONFIGURE ] DX: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-17T23:45:12.583531] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8690 tests
[2025-10-17T23:45:12.583565] [INFO ] [CONFIGURE ] DX: Testing feature 3/29: add_daily_returns
[2025-10-17T23:45:12.583596] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:45:12.703043] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:12.823881] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:12.944559] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:13.066365] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:13.188737] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:13.308860] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:13.431125] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:13.551940] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:13.674721] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:13.798084] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:13.798228] [INFO ] [CONFIGURE ] DX: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-17T23:45:13.798271] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8689 tests
[2025-10-17T23:45:13.798304] [INFO ] [CONFIGURE ] DX: Testing feature 4/29: add_ema
[2025-10-17T23:45:13.798335] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:45:13.928054] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:14.058150] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:14.188953] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:14.319261] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:14.451960] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:14.603585] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:14.736786] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:14.872686] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:15.008367] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:15.144904] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:15.145078] [INFO ] [CONFIGURE ] DX: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:45:15.145123] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8688 tests
[2025-10-17T23:45:15.145159] [INFO ] [CONFIGURE ] DX: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:45:15.145190] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:45:15.282278] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:15.420434] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:15.562798] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:15.702256] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:15.840893] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:15.988280] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:16.135930] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:16.283998] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:16.431320] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:16.575569] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:16.575723] [INFO ] [CONFIGURE ] DX: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-17T23:45:16.575778] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8687 tests
[2025-10-17T23:45:16.575955] [INFO ] [CONFIGURE ] DX: Testing feature 6/29: add_failed_moves
[2025-10-17T23:45:16.576006] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T23:45:16.694800] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:16.813892] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:16.933307] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:17.053942] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:17.180758] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:17.303182] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:17.426995] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:17.551198] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:17.688484] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:17.818168] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:17.818402] [INFO ] [CONFIGURE ] DX: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T23:45:17.818465] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8686 tests
[2025-10-17T23:45:17.818503] [INFO ] [CONFIGURE ] DX: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:45:17.818534] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T23:45:17.939297] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:18.054254] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:18.169861] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:18.288737] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:18.408608] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:18.533022] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:18.657058] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:18.786300] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:18.919761] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:19.045392] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:19.045554] [INFO ] [CONFIGURE ] DX: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:45:19.045597] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8685 tests
[2025-10-17T23:45:19.045632] [INFO ] [CONFIGURE ] DX: Testing feature 8/29: add_macd
[2025-10-17T23:45:19.045703] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T23:45:19.196259] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:19.349868] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:19.507527] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:19.662464] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:19.821182] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:19.980959] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:20.135675] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:20.293973] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:20.448370] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:20.605839] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:20.606007] [INFO ] [CONFIGURE ] DX: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:45:20.606052] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8684 tests
[2025-10-17T23:45:20.606089] [INFO ] [CONFIGURE ] DX: Testing feature 9/29: add_mfi
[2025-10-17T23:45:20.606121] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T23:45:20.732488] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:20.859612] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:20.985018] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:21.116359] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:21.243205] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:21.370070] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:21.499420] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:21.629879] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:21.762615] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:21.904382] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:21.904607] [INFO ] [CONFIGURE ] DX: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:45:21.904705] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8683 tests
[2025-10-17T23:45:21.904752] [INFO ] [CONFIGURE ] DX: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:45:21.904785] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:45:22.040905] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:22.184464] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:22.336082] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:22.497386] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:22.684604] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:45:22.872163] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:23.084408] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:23.287768] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:23.482560] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:23.714966] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:23.715173] [INFO ] [CONFIGURE ] DX: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-17T23:45:23.715222] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.5s/test | Remaining: 8682 tests
[2025-10-17T23:45:23.715284] [INFO ] [CONFIGURE ] DX: Testing feature 11/29: add_obv_daily
[2025-10-17T23:45:23.715342] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-17T23:45:23.868926] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:24.005234] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:24.145597] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:24.280000] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:24.416631] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:24.554744] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:24.679283] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:24.800965] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:24.924982] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:25.065041] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:25.065220] [INFO ] [CONFIGURE ] DX: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:45:25.065283] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8681 tests
[2025-10-17T23:45:25.065321] [INFO ] [CONFIGURE ] DX: Testing feature 12/29: add_obv_interval
[2025-10-17T23:45:25.065352] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-17T23:45:25.194163] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:25.313699] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:25.440536] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:25.576552] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:25.712137] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:45:25.838832] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:25.961499] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:26.083799] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:26.205992] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:26.330074] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:26.330231] [INFO ] [CONFIGURE ] DX: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-17T23:45:26.330276] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8680 tests
[2025-10-17T23:45:26.330312] [INFO ] [CONFIGURE ] DX: Testing feature 13/29: add_opening_strength
[2025-10-17T23:45:26.330344] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:45:26.458024] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:26.591798] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:26.743572] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:26.878766] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:27.019826] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:27.156347] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:27.289886] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:27.430102] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:27.566448] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:27.702455] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:27.702665] [INFO ] [CONFIGURE ] DX: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T23:45:27.702729] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8679 tests
[2025-10-17T23:45:27.702768] [INFO ] [CONFIGURE ] DX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:45:27.702801] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-17T23:45:27.848257] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:27.987474] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:28.127100] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:28.265716] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:28.404905] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:28.546019] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:28.691062] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:28.826367] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:28.962620] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:29.100247] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:29.100429] [INFO ] [CONFIGURE ] DX: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-17T23:45:29.100472] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8678 tests
[2025-10-17T23:45:29.100506] [INFO ] [CONFIGURE ] DX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:45:29.100537] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-17T23:45:29.214563] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:29.326483] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:45:29.445453] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:29.559665] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:29.680857] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:29.799339] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:29.917337] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:30.032840] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:30.163789] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:30.280111] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:30.280230] [INFO ] [CONFIGURE ] DX: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-17T23:45:30.280273] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8677 tests
[2025-10-17T23:45:30.280307] [INFO ] [CONFIGURE ] DX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:45:30.280337] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-17T23:45:30.400013] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:30.520415] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:30.641539] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:30.763178] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:30.884255] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:45:31.010635] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:31.132890] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:31.257140] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:31.383192] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:31.508789] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:31.508922] [INFO ] [CONFIGURE ] DX: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-17T23:45:31.508966] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8676 tests
[2025-10-17T23:45:31.508998] [INFO ] [CONFIGURE ] DX: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:45:31.509027] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-17T23:45:31.632452] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:31.761551] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:31.886998] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:32.011980] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:32.138005] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:45:32.263334] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:32.389950] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:32.522203] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:32.656106] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:32.807432] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:32.807565] [INFO ] [CONFIGURE ] DX: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-17T23:45:32.807608] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8675 tests
[2025-10-17T23:45:32.807662] [INFO ] [CONFIGURE ] DX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:45:32.807720] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-17T23:45:32.919310] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:33.031281] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:33.143504] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:33.257372] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:33.375934] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:33.490064] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:33.604121] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:33.718880] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:33.834716] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:33.951439] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:33.951554] [INFO ] [CONFIGURE ] DX: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-17T23:45:33.951597] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8674 tests
[2025-10-17T23:45:33.951665] [INFO ] [CONFIGURE ] DX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:45:33.951764] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-17T23:45:34.065030] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:34.183175] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:34.306299] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:34.436544] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:34.567250] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:34.699153] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:34.838417] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:34.970482] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:35.092960] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:35.216369] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:35.216579] [INFO ] [CONFIGURE ] DX: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-17T23:45:35.216661] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8673 tests
[2025-10-17T23:45:35.216720] [INFO ] [CONFIGURE ] DX: Testing feature 20/29: add_price_rejection
[2025-10-17T23:45:35.216755] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-17T23:45:35.340424] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:35.467237] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:35.592853] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:35.717886] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:35.844787] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:35.972259] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:36.098766] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:36.227245] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:36.355993] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:36.487725] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:36.488067] [INFO ] [CONFIGURE ] DX: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:45:36.488121] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8672 tests
[2025-10-17T23:45:36.488156] [INFO ] [CONFIGURE ] DX: Testing feature 21/29: add_range_position
[2025-10-17T23:45:36.488186] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-17T23:45:36.621535] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:36.756191] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:45:36.894846] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:37.031601] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:37.165628] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:37.300753] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:37.436021] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:37.571946] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:37.707413] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:37.844817] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:37.844989] [INFO ] [CONFIGURE ] DX: DISCARDED add_range_position (score: 30.00%)
[2025-10-17T23:45:37.845040] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8671 tests
[2025-10-17T23:45:37.845075] [INFO ] [CONFIGURE ] DX: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:45:37.845105] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-17T23:45:37.991245] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:45:38.138389] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:38.285848] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:38.434010] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:38.583221] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:45:38.731557] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:38.883159] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:39.035771] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:39.186814] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:39.339044] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:39.339171] [INFO ] [CONFIGURE ] DX: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-17T23:45:39.339215] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8670 tests
[2025-10-17T23:45:39.339248] [INFO ] [CONFIGURE ] DX: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:45:39.339277] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-17T23:45:39.458296] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:39.580477] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:39.700826] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:39.820375] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:39.941029] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:40.063558] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:40.185404] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:40.310737] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:40.439349] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:40.570291] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:40.570474] [INFO ] [CONFIGURE ] DX: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-17T23:45:40.570520] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8669 tests
[2025-10-17T23:45:40.570554] [INFO ] [CONFIGURE ] DX: Testing feature 24/29: add_rsi
[2025-10-17T23:45:40.570586] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-17T23:45:40.715661] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:40.861928] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:41.008677] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:41.160476] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:41.306859] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:41.453702] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:41.600534] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:41.750203] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:41.898967] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:42.047561] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:42.047771] [INFO ] [CONFIGURE ] DX: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T23:45:42.047857] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8668 tests
[2025-10-17T23:45:42.047908] [INFO ] [CONFIGURE ] DX: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:45:42.047941] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-17T23:45:42.173658] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:42.293660] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:42.413988] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:42.536489] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:42.661794] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:42.785226] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:42.907778] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:43.032475] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:43.159297] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:43.285732] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:43.285861] [INFO ] [CONFIGURE ] DX: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T23:45:43.285904] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8667 tests
[2025-10-17T23:45:43.285938] [INFO ] [CONFIGURE ] DX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:45:43.285970] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-17T23:45:43.408898] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:45:43.531791] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:43.654810] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:43.778848] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:43.904360] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:44.030251] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:44.155804] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:44.286350] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:44.414026] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:44.541605] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:44.541786] [INFO ] [CONFIGURE ] DX: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-17T23:45:44.541837] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8666 tests
[2025-10-17T23:45:44.541872] [INFO ] [CONFIGURE ] DX: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:45:44.541902] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-17T23:45:44.671335] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:44.801850] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:44.941887] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:45.088986] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:45.226446] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:45.358600] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:45.491292] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:45.625085] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:45.759755] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:45.897012] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:45.897155] [INFO ] [CONFIGURE ] DX: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-17T23:45:45.897198] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8665 tests
[2025-10-17T23:45:45.897232] [INFO ] [CONFIGURE ] DX: Testing feature 28/29: add_volume_profile
[2025-10-17T23:45:45.897262] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T23:45:46.018725] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:46.142087] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:45:46.264327] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:46.387006] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:46.511637] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:45:46.636226] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:46.765266] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:46.892352] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:47.020037] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:47.148026] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:47.148163] [INFO ] [CONFIGURE ] DX: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-17T23:45:47.148205] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8664 tests
[2025-10-17T23:45:47.148239] [INFO ] [CONFIGURE ] DX: Testing feature 29/29: add_vwap
[2025-10-17T23:45:47.148270] [INFO ] [CONFIGURE ] DX: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-17T23:45:47.273766] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:45:47.402150] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:45:47.528129] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:47.654346] [DEBUG] [FORECASTER] DX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:45:47.782294] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:45:47.940402] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:45:48.068036] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:48.197996] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:45:48.326935] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:45:48.456681] [DEBUG] [FORECASTER] DX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:48.456837] [INFO ] [CONFIGURE ] DX: DISCARDED add_vwap (score: 30.00%)
[2025-10-17T23:45:48.456881] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8663 tests
[2025-10-17T23:45:48.456937] [INFO ] [CONFIGURE ] DX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:45:48.456991] [INFO ] [CONFIGURE ] DX: Best accuracy: 50.00%
[2025-10-17T23:45:48.457024] [INFO ] [CONFIGURE ] DX: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-17T23:45:48.457053] [INFO ] [CONFIGURE ] DX: Improvement over baseline: 30.00%
[2025-10-17T23:45:48.457080] [INFO ] [CONFIGURE ] DX: Total time: 38.5 seconds
[2025-10-17T23:45:48.457106] [INFO ] [CONFIGURE ] DX: Average time per feature: 1.3 seconds
[2025-10-17T23:45:48.457133] [INFO ] [CONFIGURE ] DX: Average speed: 0.75 features/sec
[2025-10-17T23:45:48.457682] [INFO ] [LOCAL     ] Saved configuration for DX: 1 features, 50.00% accuracy -> ./output/feature-sets/DX.json
[2025-10-17T23:45:48.457753] [INFO ] [CONFIGURE ] DX: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-17T23:45:48.457847] [INFO ] [sig       ] [82/380] Successfully configured DX | 0.02 sym/s | Total: 58.5m | ETA: 3.5h
[2025-10-17T23:45:48.457924] [INFO ] [sig       ] [83/380] Configuring EB...
[2025-10-17T23:45:48.457990] [INFO ] [CONFIGURE ] EB: Configurate test run.
[2025-10-17T23:45:48.458045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-10-17T23:45:48.472324] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EB'.
[2025-10-17T23:45:48.472710] [INFO ] [CONFIGURE ] EB: Testing with 29 available features
[2025-10-17T23:45:48.472774] [INFO ] [CONFIGURE ] EB: Establishing baseline with no features...
[2025-10-17T23:45:48.574756] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:45:48.674426] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:45:48.776595] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:45:48.878609] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:48.979570] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:45:49.081748] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:45:49.196535] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:45:49.299143] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:45:49.402041] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:45:49.506881] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:49.507001] [INFO ] [CONFIGURE ] EB: Baseline score (no features): 40.00%
[2025-10-17T23:45:49.507043] [INFO ] [CONFIGURE ] EB: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:45:49.507075] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:45:49.620449] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:45:49.733696] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:45:49.847038] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:45:49.964178] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:50.078623] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:45:50.194574] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:45:50.310081] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:45:50.431116] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:45:50.550242] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:45:50.666692] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:50.666835] [INFO ] [CONFIGURE ] EB: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-17T23:45:50.666877] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8662 tests
[2025-10-17T23:45:50.666911] [INFO ] [CONFIGURE ] EB: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:45:50.666941] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:45:50.785472] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:45:50.907854] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:45:51.030591] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:45:51.158149] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:51.279137] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:45:51.404208] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:45:51.526877] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:45:51.650220] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:45:51.774126] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:45:51.905099] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:51.905262] [INFO ] [CONFIGURE ] EB: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-17T23:45:51.905305] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8661 tests
[2025-10-17T23:45:51.905339] [INFO ] [CONFIGURE ] EB: Testing feature 3/29: add_daily_returns
[2025-10-17T23:45:51.905370] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:45:52.036575] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:45:52.166978] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:45:52.295553] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:45:52.423154] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:52.552805] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:45:52.683599] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:45:52.814527] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:45:52.944459] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:45:53.077541] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:45:53.213753] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:53.213935] [INFO ] [CONFIGURE ] EB: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:45:53.214030] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8660 tests
[2025-10-17T23:45:53.214085] [INFO ] [CONFIGURE ] EB: Testing feature 4/29: add_ema
[2025-10-17T23:45:53.214120] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-17T23:45:53.373596] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:45:53.531710] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:45:53.688618] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:45:53.850468] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:54.028108] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:45:54.178036] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:45:54.331438] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:45:54.480859] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:45:54.631224] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:45:54.781081] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:54.781270] [INFO ] [CONFIGURE ] EB: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:45:54.781315] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8659 tests
[2025-10-17T23:45:54.781351] [INFO ] [CONFIGURE ] EB: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:45:54.781383] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:45:54.923940] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:45:55.067799] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:45:55.213988] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:45:55.362101] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:55.507128] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:45:55.655074] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:45:55.801633] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:45:55.950051] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:45:56.098307] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:45:56.246121] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:45:56.246294] [INFO ] [CONFIGURE ] EB: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:45:56.246338] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8658 tests
[2025-10-17T23:45:56.246376] [INFO ] [CONFIGURE ] EB: Testing feature 6/29: add_failed_moves
[2025-10-17T23:45:56.246406] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:45:56.371731] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:45:56.497498] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:45:56.626124] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:45:56.752444] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:56.878931] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:45:57.035856] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:45:57.164076] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:45:57.292827] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:45:57.421206] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:45:57.550242] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:57.550385] [INFO ] [CONFIGURE ] EB: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T23:45:57.550428] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8657 tests
[2025-10-17T23:45:57.550462] [INFO ] [CONFIGURE ] EB: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:45:57.550492] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T23:45:57.667238] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:45:57.785431] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:45:57.904062] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:45:58.025706] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:58.146731] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:45:58.272858] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:45:58.397509] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:45:58.530966] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:45:58.666854] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:45:58.798350] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:45:58.798515] [INFO ] [CONFIGURE ] EB: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-17T23:45:58.798558] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8656 tests
[2025-10-17T23:45:58.798591] [INFO ] [CONFIGURE ] EB: Testing feature 8/29: add_macd
[2025-10-17T23:45:58.798622] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:45:58.957392] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:45:59.116339] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:45:59.275561] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:45:59.438136] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:45:59.599542] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:45:59.765224] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:45:59.927318] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:00.092481] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:46:00.262229] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:46:00.426808] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:00.427015] [INFO ] [CONFIGURE ] EB: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:46:00.427078] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8655 tests
[2025-10-17T23:46:00.427125] [INFO ] [CONFIGURE ] EB: Testing feature 9/29: add_mfi
[2025-10-17T23:46:00.427180] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-17T23:46:00.565129] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:00.702776] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:00.844106] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:00.983637] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:01.126098] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:46:01.275112] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:01.438163] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:01.583427] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:46:01.728379] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:01.875903] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:46:01.876081] [INFO ] [CONFIGURE ] EB: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:46:01.876127] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8654 tests
[2025-10-17T23:46:01.876162] [INFO ] [CONFIGURE ] EB: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:46:01.876193] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:46:02.033808] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:02.200471] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:02.351830] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:02.504277] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:02.656861] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:46:02.812606] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:02.972397] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:03.126867] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:46:03.281203] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:03.438446] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:03.438582] [INFO ] [CONFIGURE ] EB: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:46:03.438625] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8653 tests
[2025-10-17T23:46:03.438693] [INFO ] [CONFIGURE ] EB: Testing feature 11/29: add_obv_daily
[2025-10-17T23:46:03.438738] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-17T23:46:03.569286] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:03.699201] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:03.834928] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:46:03.971631] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:04.107965] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:46:04.242578] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:04.376381] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:04.515542] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:46:04.650935] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:46:04.788766] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:46:04.788987] [INFO ] [CONFIGURE ] EB: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:46:04.789035] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8652 tests
[2025-10-17T23:46:04.789071] [INFO ] [CONFIGURE ] EB: Testing feature 12/29: add_obv_interval
[2025-10-17T23:46:04.789105] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-17T23:46:04.919438] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:05.048530] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:46:05.177604] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:05.307952] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:05.439452] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:46:05.571036] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:05.719086] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:46:05.849938] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:46:05.985354] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:06.123537] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:46:06.123747] [INFO ] [CONFIGURE ] EB: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:46:06.123801] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8651 tests
[2025-10-17T23:46:06.123837] [INFO ] [CONFIGURE ] EB: Testing feature 13/29: add_opening_strength
[2025-10-17T23:46:06.123867] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:46:06.260135] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:06.398747] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:06.537801] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:06.677418] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:06.817482] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:46:06.965993] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:07.120154] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:46:07.263526] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:46:07.403486] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:46:07.547048] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:46:07.547212] [INFO ] [CONFIGURE ] EB: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:46:07.547266] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8650 tests
[2025-10-17T23:46:07.547302] [INFO ] [CONFIGURE ] EB: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:46:07.547342] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-17T23:46:07.689372] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:07.834143] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:07.990223] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:08.150365] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:08.310749] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:46:08.465289] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:08.613634] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:46:08.759324] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:46:08.903369] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:09.048382] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:46:09.048553] [INFO ] [CONFIGURE ] EB: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-17T23:46:09.048597] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8649 tests
[2025-10-17T23:46:09.048632] [INFO ] [CONFIGURE ] EB: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:46:09.048702] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-17T23:46:09.181501] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:09.306794] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:09.438194] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:09.571759] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:09.708582] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:46:09.845279] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:09.983782] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:10.119791] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:46:10.250468] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:10.381330] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:10.381505] [INFO ] [CONFIGURE ] EB: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:46:10.381551] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8648 tests
[2025-10-17T23:46:10.381587] [INFO ] [CONFIGURE ] EB: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:46:10.381618] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-17T23:46:10.527575] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:10.675232] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:46:10.819179] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:10.962508] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:11.106387] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:46:11.245734] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:11.383734] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:46:11.522717] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:46:11.672860] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:11.814800] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:46:11.815001] [INFO ] [CONFIGURE ] EB: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-17T23:46:11.815059] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8647 tests
[2025-10-17T23:46:11.815151] [INFO ] [CONFIGURE ] EB: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:46:11.815205] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-17T23:46:11.954822] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:12.095442] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:12.240852] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:12.381128] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:12.520976] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:46:12.674663] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:12.815607] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:12.956095] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:46:13.102807] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:46:13.247878] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:46:13.248055] [INFO ] [CONFIGURE ] EB: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-17T23:46:13.248101] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8646 tests
[2025-10-17T23:46:13.248159] [INFO ] [CONFIGURE ] EB: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:46:13.248216] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-17T23:46:13.394281] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:13.521737] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:13.648139] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:13.775391] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:13.907262] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:46:14.035190] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:14.163296] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:14.291183] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:46:14.420098] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:14.555215] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:14.555386] [INFO ] [CONFIGURE ] EB: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-17T23:46:14.555432] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8645 tests
[2025-10-17T23:46:14.555471] [INFO ] [CONFIGURE ] EB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:46:14.555505] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-17T23:46:14.691115] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:14.827931] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:14.965677] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:15.102613] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:15.242125] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:46:15.392777] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:15.542144] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:15.709888] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:46:15.882322] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:46:16.076624] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:46:16.076862] [INFO ] [CONFIGURE ] EB: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:46:16.076928] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8644 tests
[2025-10-17T23:46:16.077061] [INFO ] [CONFIGURE ] EB: Testing feature 20/29: add_price_rejection
[2025-10-17T23:46:16.077118] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-17T23:46:16.262527] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:16.423756] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:16.569373] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:16.711591] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:16.850284] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:46:16.996763] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:17.138470] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:46:17.279133] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:46:17.421401] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:17.563780] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:46:17.563954] [INFO ] [CONFIGURE ] EB: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-17T23:46:17.564001] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8643 tests
[2025-10-17T23:46:17.564038] [INFO ] [CONFIGURE ] EB: Testing feature 21/29: add_range_position
[2025-10-17T23:46:17.564070] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-17T23:46:17.710513] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:17.858493] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:46:18.009058] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:46:18.158410] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:18.307134] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:46:18.473619] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:18.625864] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:18.779023] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:46:18.928930] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:19.076572] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:19.076767] [INFO ] [CONFIGURE ] EB: DISCARDED add_range_position (score: 20.00%)
[2025-10-17T23:46:19.076820] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8642 tests
[2025-10-17T23:46:19.076856] [INFO ] [CONFIGURE ] EB: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:46:19.076886] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-17T23:46:19.235632] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:19.400816] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:19.567182] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:19.737754] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:19.897010] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:46:20.063312] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:20.227428] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:20.390254] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:46:20.550280] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:20.732713] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:46:20.732927] [INFO ] [CONFIGURE ] EB: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:46:20.732992] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8641 tests
[2025-10-17T23:46:20.733030] [INFO ] [CONFIGURE ] EB: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:46:20.733063] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-17T23:46:20.893795] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:21.043186] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:21.180813] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:21.321687] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:21.471982] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:46:21.610289] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:21.748366] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:21.885967] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:46:22.019968] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:22.157249] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:46:22.157425] [INFO ] [CONFIGURE ] EB: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:46:22.157469] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8640 tests
[2025-10-17T23:46:22.157504] [INFO ] [CONFIGURE ] EB: Testing feature 24/29: add_rsi
[2025-10-17T23:46:22.157535] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-17T23:46:22.311031] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:22.464427] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:22.621378] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:22.777422] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:22.936930] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:46:23.097354] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:23.258341] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:23.423875] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:46:23.584827] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:46:23.752756] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:46:23.753090] [INFO ] [CONFIGURE ] EB: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T23:46:23.753178] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8639 tests
[2025-10-17T23:46:23.753256] [INFO ] [CONFIGURE ] EB: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:46:23.753330] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-17T23:46:23.904030] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:24.037287] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:24.172771] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:24.319506] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:24.463933] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:46:24.608350] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:24.752942] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:24.886940] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:46:25.026680] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:25.169071] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:25.169246] [INFO ] [CONFIGURE ] EB: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T23:46:25.169290] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8638 tests
[2025-10-17T23:46:25.169326] [INFO ] [CONFIGURE ] EB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:46:25.169358] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-17T23:46:25.302406] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:25.441242] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:46:25.575396] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:46:25.715081] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:25.855418] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:46:25.998154] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:26.139049] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:26.284670] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:46:26.428032] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:26.574224] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:26.574409] [INFO ] [CONFIGURE ] EB: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-17T23:46:26.574479] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8637 tests
[2025-10-17T23:46:26.574523] [INFO ] [CONFIGURE ] EB: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:46:26.574557] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-17T23:46:26.733002] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:26.878060] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:27.021387] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:27.163233] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:27.303488] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:46:27.446594] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:27.623624] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:27.772159] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:46:27.923927] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:46:28.069419] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:46:28.069576] [INFO ] [CONFIGURE ] EB: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T23:46:28.069621] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8636 tests
[2025-10-17T23:46:28.069688] [INFO ] [CONFIGURE ] EB: Testing feature 28/29: add_volume_profile
[2025-10-17T23:46:28.069737] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-17T23:46:28.199952] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:28.330345] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:28.461973] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:28.601530] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:28.749096] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:46:28.897951] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:29.042341] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:29.180458] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:46:29.317947] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:46:29.462065] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:46:29.462240] [INFO ] [CONFIGURE ] EB: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T23:46:29.462284] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8635 tests
[2025-10-17T23:46:29.462319] [INFO ] [CONFIGURE ] EB: Testing feature 29/29: add_vwap
[2025-10-17T23:46:29.462350] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-17T23:46:29.601203] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:29.739421] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:29.878517] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:46:30.015844] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:46:30.155772] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:46:30.301161] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:30.455426] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:30.643462] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:46:30.796809] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:46:30.953413] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:30.953771] [INFO ] [CONFIGURE ] EB: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:46:30.953846] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8634 tests
[2025-10-17T23:46:30.953904] [INFO ] [CONFIGURE ] EB: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:46:30.954016] [INFO ] [CONFIGURE ] EB: Best accuracy: 80.00%
[2025-10-17T23:46:30.954069] [INFO ] [CONFIGURE ] EB: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-17T23:46:30.954100] [INFO ] [CONFIGURE ] EB: Improvement over baseline: 40.00%
[2025-10-17T23:46:30.954129] [INFO ] [CONFIGURE ] EB: Total time: 41.4 seconds
[2025-10-17T23:46:30.954159] [INFO ] [CONFIGURE ] EB: Average time per feature: 1.4 seconds
[2025-10-17T23:46:30.954186] [INFO ] [CONFIGURE ] EB: Average speed: 0.70 features/sec
[2025-10-17T23:46:30.954863] [INFO ] [LOCAL     ] Saved configuration for EB: 1 features, 80.00% accuracy -> ./output/feature-sets/EB.json
[2025-10-17T23:46:30.954932] [INFO ] [CONFIGURE ] EB: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-17T23:46:30.955009] [INFO ] [sig       ] [83/380] Successfully configured EB | 0.02 sym/s | Total: 59.2m | ETA: 3.5h
[2025-10-17T23:46:30.955076] [INFO ] [sig       ] [84/380] Configuring EBF...
[2025-10-17T23:46:30.955140] [INFO ] [CONFIGURE ] EBF: Configurate test run.
[2025-10-17T23:46:30.955195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-10-17T23:46:30.971906] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EBF'.
[2025-10-17T23:46:30.972401] [INFO ] [CONFIGURE ] EBF: Testing with 29 available features
[2025-10-17T23:46:30.972458] [INFO ] [CONFIGURE ] EBF: Establishing baseline with no features...
[2025-10-17T23:46:31.081321] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:31.201862] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:46:31.322490] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:31.442483] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:31.565396] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:31.686077] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:31.806459] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:46:31.930846] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:32.051304] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:32.171084] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:32.171254] [INFO ] [CONFIGURE ] EBF: Baseline score (no features): 30.00%
[2025-10-17T23:46:32.171299] [INFO ] [CONFIGURE ] EBF: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:46:32.171334] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:46:32.288606] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:32.405485] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:32.523050] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:32.639393] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:32.755094] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:32.874051] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:32.990814] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:33.113322] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:33.233232] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:33.353627] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:33.353887] [INFO ] [CONFIGURE ] EBF: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-17T23:46:33.353947] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8633 tests
[2025-10-17T23:46:33.353984] [INFO ] [CONFIGURE ] EBF: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:46:33.354017] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:46:33.488735] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:33.622008] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:46:33.754196] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:33.888035] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:34.021103] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:34.154368] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:34.290635] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:34.426322] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:34.562845] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:34.697612] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:34.697790] [INFO ] [CONFIGURE ] EBF: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T23:46:34.697866] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8632 tests
[2025-10-17T23:46:34.697912] [INFO ] [CONFIGURE ] EBF: Testing feature 3/29: add_daily_returns
[2025-10-17T23:46:34.697944] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:46:34.816931] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:34.935052] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:35.054553] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:35.175167] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:35.291822] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:35.408521] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:35.528310] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:35.644507] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:35.761038] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:35.880021] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:35.880202] [INFO ] [CONFIGURE ] EBF: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T23:46:35.880245] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8631 tests
[2025-10-17T23:46:35.880279] [INFO ] [CONFIGURE ] EBF: Testing feature 4/29: add_ema
[2025-10-17T23:46:35.880315] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:46:36.009557] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:36.139868] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:36.272081] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:36.407175] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:36.546949] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:36.724066] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:36.865930] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:37.019604] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:37.157774] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:37.290130] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:37.290327] [INFO ] [CONFIGURE ] EBF: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:46:37.290373] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8630 tests
[2025-10-17T23:46:37.290410] [INFO ] [CONFIGURE ] EBF: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:46:37.290443] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:46:37.426913] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:37.560913] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:37.693958] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:37.827682] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:37.961233] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:38.093080] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:38.226559] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:38.359454] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:38.494043] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:38.628563] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:38.628719] [INFO ] [CONFIGURE ] EBF: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:46:38.628775] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8629 tests
[2025-10-17T23:46:38.628810] [INFO ] [CONFIGURE ] EBF: Testing feature 6/29: add_failed_moves
[2025-10-17T23:46:38.628841] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T23:46:38.748761] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:38.869550] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:38.987407] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:39.104488] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:39.222612] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:39.341103] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:39.461820] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:39.580959] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:39.724958] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:39.846329] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:39.846499] [INFO ] [CONFIGURE ] EBF: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:46:39.846543] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8628 tests
[2025-10-17T23:46:39.846579] [INFO ] [CONFIGURE ] EBF: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:46:39.846611] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T23:46:39.960468] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:40.071600] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:40.181634] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:40.292401] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:40.404389] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:40.516006] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:40.629694] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:40.744086] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:40.860571] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:40.974032] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:40.974167] [INFO ] [CONFIGURE ] EBF: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:46:40.974209] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8627 tests
[2025-10-17T23:46:40.974244] [INFO ] [CONFIGURE ] EBF: Testing feature 8/29: add_macd
[2025-10-17T23:46:40.974276] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T23:46:41.121448] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:41.268970] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:41.416639] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:41.564598] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:41.713473] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:41.870396] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:42.021329] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:42.172168] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:42.331302] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:42.495428] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:42.495674] [INFO ] [CONFIGURE ] EBF: DISCARDED add_macd (score: 60.00%)
[2025-10-17T23:46:42.495739] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8626 tests
[2025-10-17T23:46:42.495776] [INFO ] [CONFIGURE ] EBF: Testing feature 9/29: add_mfi
[2025-10-17T23:46:42.495808] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T23:46:42.624907] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:42.782687] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:42.911585] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:43.042491] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:43.174521] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:43.304176] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:43.433820] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:43.563805] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:43.695090] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:43.825593] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:43.825800] [INFO ] [CONFIGURE ] EBF: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T23:46:43.825853] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8625 tests
[2025-10-17T23:46:43.825892] [INFO ] [CONFIGURE ] EBF: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:46:43.825926] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:46:43.969524] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:44.115066] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:44.264798] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:44.422226] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:44.584107] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:44.750560] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:44.921350] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:45.070113] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:45.216675] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:45.363917] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:45.364078] [INFO ] [CONFIGURE ] EBF: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-17T23:46:45.364125] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8624 tests
[2025-10-17T23:46:45.364158] [INFO ] [CONFIGURE ] EBF: Testing feature 11/29: add_obv_daily
[2025-10-17T23:46:45.364195] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-17T23:46:45.482837] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:46:45.602215] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:45.720905] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:45.847320] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:45.969232] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:46.091434] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:46.213779] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:46.339127] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:46.464167] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:46.589528] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:46.589734] [INFO ] [CONFIGURE ] EBF: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:46:46.589793] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8623 tests
[2025-10-17T23:46:46.589831] [INFO ] [CONFIGURE ] EBF: Testing feature 12/29: add_obv_interval
[2025-10-17T23:46:46.589864] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-17T23:46:46.709892] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:46.831456] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:46.951616] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:47.072637] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:47.195496] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:47.315549] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:47.437992] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:47.567056] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:47.696037] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:47.821712] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:47.821897] [INFO ] [CONFIGURE ] EBF: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T23:46:47.821941] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8622 tests
[2025-10-17T23:46:47.821975] [INFO ] [CONFIGURE ] EBF: Testing feature 13/29: add_opening_strength
[2025-10-17T23:46:47.822007] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:46:47.954139] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:48.083960] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:48.214610] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:48.343622] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:48.482010] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:48.614731] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:48.757969] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:48.891174] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:49.022520] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:49.154815] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:49.155000] [INFO ] [CONFIGURE ] EBF: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:46:49.155046] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8621 tests
[2025-10-17T23:46:49.155083] [INFO ] [CONFIGURE ] EBF: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:46:49.155116] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-17T23:46:49.287288] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:49.421534] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:49.571264] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:49.705282] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:49.842008] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:49.975289] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:50.106759] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:50.238308] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:50.370549] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:50.502673] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:50.502819] [INFO ] [CONFIGURE ] EBF: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:46:50.502888] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8620 tests
[2025-10-17T23:46:50.502923] [INFO ] [CONFIGURE ] EBF: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:46:50.502953] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-17T23:46:50.613277] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:50.725469] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:50.841202] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:50.958013] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:51.078484] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:51.196284] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:51.313403] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:51.430439] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:51.552797] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:51.676418] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:51.676592] [INFO ] [CONFIGURE ] EBF: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:46:51.676660] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8619 tests
[2025-10-17T23:46:51.676721] [INFO ] [CONFIGURE ] EBF: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:46:51.676754] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-17T23:46:51.805272] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:51.926831] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:52.052597] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:52.176737] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:52.301115] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:52.427444] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:52.554254] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:52.686178] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:52.816084] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:52.946486] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:52.946700] [INFO ] [CONFIGURE ] EBF: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:46:52.946775] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8618 tests
[2025-10-17T23:46:52.946818] [INFO ] [CONFIGURE ] EBF: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:46:52.946848] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-17T23:46:53.076263] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:53.203675] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:53.332208] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:53.470811] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:53.604377] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:53.746172] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:53.886019] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:54.027299] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:54.172108] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:54.303136] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:54.303310] [INFO ] [CONFIGURE ] EBF: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:46:54.303355] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8617 tests
[2025-10-17T23:46:54.303390] [INFO ] [CONFIGURE ] EBF: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:46:54.303423] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-17T23:46:54.418944] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:54.532704] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:54.647786] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:54.761247] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:54.898384] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:55.014987] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:55.131831] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:55.248930] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:55.365672] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:55.481188] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:55.481313] [INFO ] [CONFIGURE ] EBF: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-17T23:46:55.481355] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8616 tests
[2025-10-17T23:46:55.481388] [INFO ] [CONFIGURE ] EBF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:46:55.481418] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-17T23:46:55.594576] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:55.708226] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:55.821699] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:55.935529] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:56.050790] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:56.164847] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:56.279939] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:56.396444] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:56.512054] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:56.628759] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:56.628895] [INFO ] [CONFIGURE ] EBF: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-17T23:46:56.628937] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8615 tests
[2025-10-17T23:46:56.628971] [INFO ] [CONFIGURE ] EBF: Testing feature 20/29: add_price_rejection
[2025-10-17T23:46:56.629021] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-17T23:46:56.753836] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:56.878981] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:57.004727] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:57.135334] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:57.264194] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:57.391528] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:57.519914] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:57.647990] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:57.777227] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:57.933025] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:57.933201] [INFO ] [CONFIGURE ] EBF: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-17T23:46:57.933245] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8614 tests
[2025-10-17T23:46:57.933281] [INFO ] [CONFIGURE ] EBF: Testing feature 21/29: add_range_position
[2025-10-17T23:46:57.933315] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-17T23:46:58.068600] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:58.208207] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:58.346360] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:58.492873] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:46:58.631598] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:46:58.769348] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:46:58.906154] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:46:59.042674] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:46:59.179528] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:46:59.318637] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:46:59.318836] [INFO ] [CONFIGURE ] EBF: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:46:59.318884] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8613 tests
[2025-10-17T23:46:59.318920] [INFO ] [CONFIGURE ] EBF: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:46:59.318952] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-17T23:46:59.467002] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:46:59.615832] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:46:59.767783] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:46:59.918814] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:47:00.071366] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:00.226337] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:47:00.390020] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:47:00.552937] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:00.713624] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:47:00.866529] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:47:00.866687] [INFO ] [CONFIGURE ] EBF: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:47:00.866749] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8612 tests
[2025-10-17T23:47:00.866786] [INFO ] [CONFIGURE ] EBF: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:47:00.866817] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-17T23:47:00.986391] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:01.113123] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:47:01.251318] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:47:01.387266] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:47:01.517628] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:01.651546] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:47:01.786838] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:47:01.918143] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:02.056200] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:47:02.195827] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:47:02.195993] [INFO ] [CONFIGURE ] EBF: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:47:02.196039] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8611 tests
[2025-10-17T23:47:02.196073] [INFO ] [CONFIGURE ] EBF: Testing feature 24/29: add_rsi
[2025-10-17T23:47:02.196105] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-17T23:47:02.348865] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:02.496581] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:47:02.644158] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:47:02.794308] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:47:02.944963] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:03.096061] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:47:03.244141] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:03.393146] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:03.542363] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:47:03.690085] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:47:03.690269] [INFO ] [CONFIGURE ] EBF: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:47:03.690333] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8610 tests
[2025-10-17T23:47:03.690381] [INFO ] [CONFIGURE ] EBF: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:47:03.690438] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-17T23:47:03.812769] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:03.935967] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:47:04.056505] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:47:04.178328] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:47:04.300984] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:04.424491] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:47:04.546058] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:47:04.667608] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:04.789400] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:47:04.911503] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:47:04.911667] [INFO ] [CONFIGURE ] EBF: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:47:04.911729] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8609 tests
[2025-10-17T23:47:04.911766] [INFO ] [CONFIGURE ] EBF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:47:04.911798] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-17T23:47:05.032043] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:05.153930] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:47:05.275924] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:47:05.405021] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:47:05.532638] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:05.662118] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:47:05.797022] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:47:05.931546] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:06.063986] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:47:06.196514] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:47:06.196702] [INFO ] [CONFIGURE ] EBF: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:47:06.196761] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8608 tests
[2025-10-17T23:47:06.196798] [INFO ] [CONFIGURE ] EBF: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:47:06.196830] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-17T23:47:06.339957] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:06.480831] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:47:06.622304] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:47:06.762438] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:47:06.903475] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:07.046252] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:47:07.193428] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:47:07.343067] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:07.485956] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:47:07.630575] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:47:07.630796] [INFO ] [CONFIGURE ] EBF: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:47:07.630850] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8607 tests
[2025-10-17T23:47:07.630963] [INFO ] [CONFIGURE ] EBF: Testing feature 28/29: add_volume_profile
[2025-10-17T23:47:07.631005] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T23:47:07.761717] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:07.890977] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:47:08.019822] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:47:08.154593] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:47:08.292373] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:08.426819] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:47:08.559839] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:47:08.694108] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:08.827980] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:47:08.964166] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:47:08.964332] [INFO ] [CONFIGURE ] EBF: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:47:08.964375] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8606 tests
[2025-10-17T23:47:08.964409] [INFO ] [CONFIGURE ] EBF: Testing feature 29/29: add_vwap
[2025-10-17T23:47:08.964440] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-17T23:47:09.094264] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:09.226438] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:47:09.365958] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:47:09.506922] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:47:09.653564] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:09.795612] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:47:09.940084] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:47:10.085157] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:10.230570] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:47:10.372197] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:47:10.372401] [INFO ] [CONFIGURE ] EBF: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:47:10.372449] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8605 tests
[2025-10-17T23:47:10.372486] [INFO ] [CONFIGURE ] EBF: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:47:10.372516] [INFO ] [CONFIGURE ] EBF: Best accuracy: 60.00%
[2025-10-17T23:47:10.372549] [INFO ] [CONFIGURE ] EBF: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-17T23:47:10.372579] [INFO ] [CONFIGURE ] EBF: Improvement over baseline: 30.00%
[2025-10-17T23:47:10.372607] [INFO ] [CONFIGURE ] EBF: Total time: 38.2 seconds
[2025-10-17T23:47:10.372634] [INFO ] [CONFIGURE ] EBF: Average time per feature: 1.3 seconds
[2025-10-17T23:47:10.372705] [INFO ] [CONFIGURE ] EBF: Average speed: 0.76 features/sec
[2025-10-17T23:47:10.373269] [INFO ] [LOCAL     ] Saved configuration for EBF: 1 features, 60.00% accuracy -> ./output/feature-sets/EBF.json
[2025-10-17T23:47:10.373358] [INFO ] [CONFIGURE ] EBF: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-17T23:47:10.373421] [INFO ] [sig       ] [84/380] Successfully configured EBF | 0.02 sym/s | Total: 59.8m | ETA: 3.5h
[2025-10-17T23:47:10.373472] [INFO ] [sig       ] [85/380] Configuring ECAT...
[2025-10-17T23:47:10.373529] [INFO ] [CONFIGURE ] ECAT: Configurate test run.
[2025-10-17T23:47:10.373562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECAT' from 'https://tdm.silogroup.org/data/derivative_storage/ECAT.csv'.
[2025-10-17T23:47:10.388135] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ECAT'.
[2025-10-17T23:47:10.388535] [INFO ] [CONFIGURE ] ECAT: Testing with 29 available features
[2025-10-17T23:47:10.388596] [INFO ] [CONFIGURE ] ECAT: Establishing baseline with no features...
[2025-10-17T23:47:10.493105] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:47:10.603662] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:10.710084] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:10.819115] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:10.931030] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:47:11.046394] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:47:11.154100] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:11.259103] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:47:11.365132] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:47:11.479960] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:11.480157] [INFO ] [CONFIGURE ] ECAT: Baseline score (no features): 40.00%
[2025-10-17T23:47:11.480241] [INFO ] [CONFIGURE ] ECAT: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:47:11.480314] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:47:11.605057] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:47:11.726324] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:11.851968] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:11.977368] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:12.097590] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:47:12.215537] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:12.335520] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:12.455559] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:12.576875] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:12.696720] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:12.696876] [INFO ] [CONFIGURE ] ECAT: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-17T23:47:12.696919] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8604 tests
[2025-10-17T23:47:12.697005] [INFO ] [CONFIGURE ] ECAT: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:47:12.697045] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:47:12.833245] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:47:12.970082] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:13.106779] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:47:13.247608] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:13.384100] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:47:13.521128] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:13.659367] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:13.799962] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:13.944544] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:14.081841] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:47:14.082004] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T23:47:14.082048] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8603 tests
[2025-10-17T23:47:14.082081] [INFO ] [CONFIGURE ] ECAT: Testing feature 3/29: add_daily_returns
[2025-10-17T23:47:14.082112] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:47:14.200416] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:47:14.322577] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:14.440670] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:14.566521] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:14.686423] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:47:14.805680] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:14.924848] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:15.045312] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:15.169689] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:15.300138] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:15.300315] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T23:47:15.300391] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8602 tests
[2025-10-17T23:47:15.300449] [INFO ] [CONFIGURE ] ECAT: Testing feature 4/29: add_ema
[2025-10-17T23:47:15.300483] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:47:15.432453] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:47:15.567543] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:15.701385] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:15.843637] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:15.989905] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:47:16.127469] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:16.269118] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:47:16.410726] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:16.546197] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:47:16.685030] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:16.685200] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_ema (score: 70.00%)
[2025-10-17T23:47:16.685244] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8601 tests
[2025-10-17T23:47:16.685279] [INFO ] [CONFIGURE ] ECAT: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:47:16.685310] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:47:16.825963] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:16.969409] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:17.114696] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:17.268942] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:17.421964] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:47:17.574236] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:17.727990] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:17.870843] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:18.017552] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:18.159405] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:18.159589] [INFO ] [CONFIGURE ] ECAT: KEPT add_exhaustion_signals (score: 80.00%)
[2025-10-17T23:47:18.159637] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8600 tests
[2025-10-17T23:47:18.159718] [INFO ] [CONFIGURE ] ECAT: Testing feature 6/29: add_failed_moves
[2025-10-17T23:47:18.159758] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-17T23:47:18.305795] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:18.453865] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:18.609667] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:18.759307] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:18.908328] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:47:19.056569] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:19.216183] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:19.364331] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:19.517875] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:19.667510] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:19.667691] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T23:47:19.667751] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8599 tests
[2025-10-17T23:47:19.667788] [INFO ] [CONFIGURE ] ECAT: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:47:19.667846] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-17T23:47:19.806241] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:19.944081] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:20.082519] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:20.229627] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:20.370983] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:20.512352] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:20.659142] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:20.810145] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:20.955885] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:47:21.105580] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:21.105825] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:47:21.105877] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8598 tests
[2025-10-17T23:47:21.105912] [INFO ] [CONFIGURE ] ECAT: Testing feature 8/29: add_macd
[2025-10-17T23:47:21.105944] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-17T23:47:21.272018] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:47:21.442869] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:21.613587] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:21.788525] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:47:21.964837] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:22.139846] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:22.315753] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:22.482822] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:22.651263] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:22.830102] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:22.830300] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:47:22.830354] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8597 tests
[2025-10-17T23:47:22.830401] [INFO ] [CONFIGURE ] ECAT: Testing feature 9/29: add_mfi
[2025-10-17T23:47:22.830442] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-17T23:47:22.985397] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:23.140409] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:23.295810] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:23.453883] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:23.608268] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:47:23.770395] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:23.941037] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:24.119255] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:24.343292] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:47:24.568516] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:24.568848] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:47:24.568988] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8596 tests
[2025-10-17T23:47:24.569062] [INFO ] [CONFIGURE ] ECAT: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:47:24.569120] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:47:24.793021] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:24.979742] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:25.160705] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:25.350413] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:47:25.528265] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:25.699568] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:25.868268] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:47:26.042174] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:26.222618] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:26.400944] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:26.401172] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:47:26.401220] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8595 tests
[2025-10-17T23:47:26.401256] [INFO ] [CONFIGURE ] ECAT: Testing feature 11/29: add_obv_daily
[2025-10-17T23:47:26.401291] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-17T23:47:26.552584] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:26.707322] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:26.854558] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:47:27.002269] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:47:27.150992] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:27.300256] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:47:27.451053] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:27.599573] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:27.744821] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:27.892797] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:27.892975] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-17T23:47:27.893019] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8594 tests
[2025-10-17T23:47:27.893053] [INFO ] [CONFIGURE ] ECAT: Testing feature 12/29: add_obv_interval
[2025-10-17T23:47:27.893084] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-17T23:47:28.036795] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:28.181878] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:28.356717] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:28.505907] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:47:28.653279] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:28.803889] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:28.959223] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:29.112505] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:29.265905] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:29.418873] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:29.419032] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T23:47:29.419078] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8593 tests
[2025-10-17T23:47:29.419114] [INFO ] [CONFIGURE ] ECAT: Testing feature 13/29: add_opening_strength
[2025-10-17T23:47:29.419145] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:47:29.581702] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:47:29.747413] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:29.912002] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:47:30.075195] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:30.234902] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:30.393266] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:47:30.552881] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:30.728276] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:30.897754] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:31.060166] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:31.060340] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-17T23:47:31.060383] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8592 tests
[2025-10-17T23:47:31.060419] [INFO ] [CONFIGURE ] ECAT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:47:31.060451] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-17T23:47:31.225006] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:47:31.412397] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:31.581218] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:31.757736] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:31.946149] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:32.114880] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:47:32.277615] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:32.440057] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:32.604441] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:32.772667] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:32.772864] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-17T23:47:32.773050] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8591 tests
[2025-10-17T23:47:32.773110] [INFO ] [CONFIGURE ] ECAT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:47:32.773147] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-17T23:47:32.916149] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:33.058439] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:33.198985] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:33.341618] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:47:33.484246] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:33.629005] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:33.773074] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:33.916249] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:34.064792] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:34.210462] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:34.210709] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:47:34.210769] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8590 tests
[2025-10-17T23:47:34.210806] [INFO ] [CONFIGURE ] ECAT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:47:34.210839] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-17T23:47:34.360744] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:34.512629] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:34.670160] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:34.828473] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:47:34.990240] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:35.145742] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:35.298669] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:35.452569] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:35.609122] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:35.765205] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:35.765377] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:47:35.765422] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8589 tests
[2025-10-17T23:47:35.765457] [INFO ] [CONFIGURE ] ECAT: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:47:35.765488] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-17T23:47:35.924620] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:36.079773] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:36.236332] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:36.391914] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:36.549022] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:36.704867] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:47:36.860327] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:37.017675] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:37.176579] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:47:37.337890] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:37.338056] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-17T23:47:37.338106] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8588 tests
[2025-10-17T23:47:37.338141] [INFO ] [CONFIGURE ] ECAT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:47:37.338173] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-17T23:47:37.479097] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:47:37.620360] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:37.762818] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:37.904681] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:38.047738] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:38.191128] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:38.336818] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:38.485713] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:38.631950] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:38.782261] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:38.782473] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-17T23:47:38.782523] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8587 tests
[2025-10-17T23:47:38.782558] [INFO ] [CONFIGURE ] ECAT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:47:38.782589] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-17T23:47:38.926713] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:39.070372] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:39.214428] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:39.359945] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:39.503789] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:47:39.648136] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:39.793930] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:39.940431] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:40.088068] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:40.237593] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:40.237782] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:47:40.237907] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8586 tests
[2025-10-17T23:47:40.237966] [INFO ] [CONFIGURE ] ECAT: Testing feature 20/29: add_price_rejection
[2025-10-17T23:47:40.238002] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-17T23:47:40.391894] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:40.545559] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:40.697520] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:40.852921] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:47:41.007728] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:41.162673] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:41.316981] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:41.471565] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:41.624990] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:47:41.779150] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:41.779400] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:47:41.779466] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8585 tests
[2025-10-17T23:47:41.779505] [INFO ] [CONFIGURE ] ECAT: Testing feature 21/29: add_range_position
[2025-10-17T23:47:41.779538] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-17T23:47:41.948824] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:47:42.109299] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:42.289960] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:42.482260] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:42.649134] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:47:42.813336] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:42.974498] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:43.135755] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:43.304514] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:43.493061] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:43.493223] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T23:47:43.493268] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8584 tests
[2025-10-17T23:47:43.493303] [INFO ] [CONFIGURE ] ECAT: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:47:43.493335] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-17T23:47:43.668571] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:43.851401] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:44.034972] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:44.219719] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:47:44.408924] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:44.600639] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:47:44.787254] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:47:44.973705] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:45.159944] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:45.342822] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:45.343028] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:47:45.343076] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8583 tests
[2025-10-17T23:47:45.343111] [INFO ] [CONFIGURE ] ECAT: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:47:45.343145] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-17T23:47:45.491439] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:45.640829] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:45.794260] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:45.947526] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:46.097282] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:46.247010] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:47:46.399874] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:46.551433] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:46.704174] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:46.856172] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:46.856340] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:47:46.856386] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8582 tests
[2025-10-17T23:47:46.856422] [INFO ] [CONFIGURE ] ECAT: Testing feature 24/29: add_rsi
[2025-10-17T23:47:46.856454] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-17T23:47:47.025284] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:47.207028] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:47.378277] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:47.548336] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:47:47.722810] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:47:47.894414] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:48.068122] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:48.243107] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:48.420366] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:48.597421] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:48.597849] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T23:47:48.597917] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8581 tests
[2025-10-17T23:47:48.597993] [INFO ] [CONFIGURE ] ECAT: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:47:48.598045] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-17T23:47:48.746974] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:47:48.895346] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:49.045343] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:49.195606] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:49.350037] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:49.527166] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:49.687477] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:47:49.852013] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:50.008493] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:50.165749] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:50.165917] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T23:47:50.165962] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8580 tests
[2025-10-17T23:47:50.165996] [INFO ] [CONFIGURE ] ECAT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:47:50.166028] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-17T23:47:50.320298] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:50.476970] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:50.635465] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:50.794770] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:47:50.953417] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:51.115302] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:47:51.274791] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:51.436033] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:51.599202] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:51.761989] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:51.762174] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-17T23:47:51.762220] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8579 tests
[2025-10-17T23:47:51.762256] [INFO ] [CONFIGURE ] ECAT: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:47:51.762288] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-17T23:47:51.928476] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:52.094128] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:52.261797] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:52.432299] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:47:52.619582] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:52.782197] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:52.963450] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:53.133785] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:53.300001] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:53.476585] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:53.476824] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:47:53.476878] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8578 tests
[2025-10-17T23:47:53.476914] [INFO ] [CONFIGURE ] ECAT: Testing feature 28/29: add_volume_profile
[2025-10-17T23:47:53.476946] [INFO ] [CONFIGURE ] ECAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-17T23:47:53.659781] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:47:53.830789] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:54.002921] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:47:54.164967] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:54.328554] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:47:54.493897] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:47:54.669303] [DEBUG] [FORECASTER] ECAT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:54.845674] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:55.006729] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:55.168373] [DEBUG] [FORECASTER] ECAT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:47:55.168566] [INFO ] [CONFIGURE ] ECAT: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-17T23:47:55.168612] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 1.4s/test | Remaining: 8577 tests
[2025-10-17T23:47:55.168705] [INFO ] [CONFIGURE ] ECAT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:47:55.168761] [INFO ] [CONFIGURE ] ECAT: Best accuracy: 80.00%
[2025-10-17T23:47:55.168796] [INFO ] [CONFIGURE ] ECAT: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:47:55.168825] [INFO ] [CONFIGURE ] ECAT: Improvement over baseline: 40.00%
[2025-10-17T23:47:55.168851] [INFO ] [CONFIGURE ] ECAT: Total time: 43.7 seconds
[2025-10-17T23:47:55.168878] [INFO ] [CONFIGURE ] ECAT: Average time per feature: 1.6 seconds
[2025-10-17T23:47:55.168906] [INFO ] [CONFIGURE ] ECAT: Average speed: 0.66 features/sec
[2025-10-17T23:47:55.169987] [INFO ] [LOCAL     ] Saved configuration for ECAT: 3 features, 80.00% accuracy -> ./output/feature-sets/ECAT.json
[2025-10-17T23:47:55.170046] [INFO ] [CONFIGURE ] ECAT: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-17T23:47:55.170108] [INFO ] [sig       ] [85/380] Successfully configured ECAT | 0.02 sym/s | Total: 1.0h | ETA: 3.5h
[2025-10-17T23:47:55.170182] [INFO ] [sig       ] [86/380] Configuring ECCU...
[2025-10-17T23:47:55.170247] [INFO ] [CONFIGURE ] ECCU: Configurate test run.
[2025-10-17T23:47:55.170302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECCU' from 'https://tdm.silogroup.org/data/derivative_storage/ECCU.csv'.
[2025-10-17T23:47:55.185458] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ECCU'.
[2025-10-17T23:47:55.185849] [INFO ] [CONFIGURE ] ECCU: Testing with 29 available features
[2025-10-17T23:47:55.185917] [INFO ] [CONFIGURE ] ECCU: Establishing baseline with no features...
[2025-10-17T23:47:55.294013] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:47:55.398210] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:55.502848] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:47:55.618398] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:55.726526] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:55.835112] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:47:55.942670] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:47:56.050998] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:56.159437] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:47:56.267225] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:47:56.267366] [INFO ] [CONFIGURE ] ECCU: Baseline score (no features): 40.00%
[2025-10-17T23:47:56.267428] [INFO ] [CONFIGURE ] ECCU: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:47:56.267462] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:47:56.378976] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:47:56.489997] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:56.604191] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:47:56.715639] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:56.828282] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:47:56.940977] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:47:57.055081] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:47:57.169274] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:57.283292] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:57.401197] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:47:57.401409] [INFO ] [CONFIGURE ] ECCU: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-17T23:47:57.401455] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8576 tests
[2025-10-17T23:47:57.401490] [INFO ] [CONFIGURE ] ECCU: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:47:57.401520] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:47:57.532405] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:47:57.667624] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:47:57.803429] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:47:57.946487] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:58.083201] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:47:58.222520] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:47:58.354586] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:47:58.486737] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:47:58.645911] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:47:58.778353] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:47:58.778489] [INFO ] [CONFIGURE ] ECCU: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-17T23:47:58.778532] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8575 tests
[2025-10-17T23:47:58.778566] [INFO ] [CONFIGURE ] ECCU: Testing feature 3/29: add_daily_returns
[2025-10-17T23:47:58.778595] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:47:58.912957] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:47:59.047596] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:47:59.183028] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:47:59.324734] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:47:59.461448] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:47:59.599057] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:47:59.736840] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:47:59.875386] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:00.016498] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:00.155883] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:48:00.156052] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-17T23:48:00.156095] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8574 tests
[2025-10-17T23:48:00.156130] [INFO ] [CONFIGURE ] ECCU: Testing feature 4/29: add_ema
[2025-10-17T23:48:00.156163] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-17T23:48:00.304633] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:00.453212] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:00.608624] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:48:00.759942] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:00.913477] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:01.069807] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:01.234510] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:01.404142] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:01.596676] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:01.759492] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:48:01.759718] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_ema (score: 70.00%)
[2025-10-17T23:48:01.759776] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8573 tests
[2025-10-17T23:48:01.759817] [INFO ] [CONFIGURE ] ECCU: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:48:01.759849] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:48:01.925705] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:48:02.092125] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:02.250506] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:48:02.409589] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:02.570445] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:02.731191] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:02.890247] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:03.050923] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:03.214070] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:03.391008] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:48:03.391185] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:48:03.391230] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8572 tests
[2025-10-17T23:48:03.391267] [INFO ] [CONFIGURE ] ECCU: Testing feature 6/29: add_failed_moves
[2025-10-17T23:48:03.391299] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:48:03.535696] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:03.679718] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:03.820883] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:03.963016] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:04.107481] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:04.250904] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:04.391529] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:04.531509] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:04.705309] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:04.845412] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:48:04.845588] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:48:04.845632] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8571 tests
[2025-10-17T23:48:04.845707] [INFO ] [CONFIGURE ] ECCU: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:48:04.845749] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T23:48:04.976476] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:05.108080] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:05.240308] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:05.372785] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:05.506022] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:05.640896] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:05.795637] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:05.936596] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:06.072823] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:06.209827] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:48:06.210049] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:48:06.210108] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8570 tests
[2025-10-17T23:48:06.210146] [INFO ] [CONFIGURE ] ECCU: Testing feature 8/29: add_macd
[2025-10-17T23:48:06.210178] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:48:06.379165] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:06.547716] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:06.720914] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:06.889104] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:07.058875] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:07.229369] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:07.405580] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:07.581148] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:07.769090] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:07.942117] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:48:07.942283] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:48:07.942328] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8569 tests
[2025-10-17T23:48:07.942365] [INFO ] [CONFIGURE ] ECCU: Testing feature 9/29: add_mfi
[2025-10-17T23:48:07.942397] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-17T23:48:08.087610] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:08.236225] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:08.380897] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:08.527458] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:08.679462] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:08.828313] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:08.976698] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:09.125385] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:09.275130] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:09.424419] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:48:09.424595] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:48:09.424666] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8568 tests
[2025-10-17T23:48:09.424782] [INFO ] [CONFIGURE ] ECCU: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:48:09.424824] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:48:09.586925] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:09.749529] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:09.912060] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:10.081330] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:10.246189] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:10.410215] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:48:10.574719] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:10.770145] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:10.937716] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:11.104351] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:48:11.104498] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-17T23:48:11.104541] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8567 tests
[2025-10-17T23:48:11.104576] [INFO ] [CONFIGURE ] ECCU: Testing feature 11/29: add_obv_daily
[2025-10-17T23:48:11.104607] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-17T23:48:11.244329] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:11.389151] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:11.529090] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:11.670341] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:48:11.811396] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:11.954063] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:12.095510] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:12.238037] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:12.381120] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:12.524539] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:48:12.524706] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:48:12.524763] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8566 tests
[2025-10-17T23:48:12.524800] [INFO ] [CONFIGURE ] ECCU: Testing feature 12/29: add_obv_interval
[2025-10-17T23:48:12.524831] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-17T23:48:12.665805] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:12.803498] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:12.940889] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:13.078842] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:13.217176] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:13.356276] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:48:13.497158] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:13.636807] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:13.804718] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:13.948204] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:48:13.948379] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-17T23:48:13.948427] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8565 tests
[2025-10-17T23:48:13.948503] [INFO ] [CONFIGURE ] ECCU: Testing feature 13/29: add_opening_strength
[2025-10-17T23:48:13.948556] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:48:14.096109] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:14.246944] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:14.404559] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:14.553182] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:14.703531] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:14.854582] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:48:15.006161] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:15.157158] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:15.316050] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:15.468892] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:48:15.469043] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-17T23:48:15.469099] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8564 tests
[2025-10-17T23:48:15.469158] [INFO ] [CONFIGURE ] ECCU: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:48:15.469192] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-17T23:48:15.618303] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:15.766496] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:15.917679] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:16.066628] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:16.214869] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:16.364877] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:16.521757] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:16.681875] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:16.881327] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:17.120551] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:48:17.120804] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:48:17.120866] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8563 tests
[2025-10-17T23:48:17.120913] [INFO ] [CONFIGURE ] ECCU: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:48:17.120954] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-17T23:48:17.279814] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:17.429877] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:17.584302] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:17.734434] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:17.888905] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:18.034251] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:18.176959] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:18.315572] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:18.452104] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:18.588637] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:48:18.588789] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:48:18.588834] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8562 tests
[2025-10-17T23:48:18.588869] [INFO ] [CONFIGURE ] ECCU: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:48:18.588899] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-17T23:48:18.730506] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:18.871727] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:19.014137] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:19.165135] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:19.307625] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:19.451420] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:19.594774] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:19.741587] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:19.902321] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:20.050029] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:48:20.050218] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T23:48:20.050279] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8561 tests
[2025-10-17T23:48:20.050317] [INFO ] [CONFIGURE ] ECCU: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:48:20.050348] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-17T23:48:20.190769] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:20.331590] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:20.472561] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:20.613802] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:20.756930] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:20.919073] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:21.086465] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:21.241146] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:21.394827] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:21.547728] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:48:21.547903] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:48:21.547972] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8560 tests
[2025-10-17T23:48:21.548088] [INFO ] [CONFIGURE ] ECCU: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:48:21.548140] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-17T23:48:21.687285] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:21.829714] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:21.963423] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:48:22.097132] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:22.233101] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:22.369472] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:22.505343] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:22.640962] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:22.778976] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:22.930611] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:48:22.930784] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:48:22.930834] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8559 tests
[2025-10-17T23:48:22.930869] [INFO ] [CONFIGURE ] ECCU: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:48:22.930900] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-17T23:48:23.065388] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:23.199560] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:23.333193] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:23.467557] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:23.602588] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:23.739399] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:23.876983] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:24.013525] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:24.151440] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:24.290596] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:48:24.290766] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:48:24.290828] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8558 tests
[2025-10-17T23:48:24.290896] [INFO ] [CONFIGURE ] ECCU: Testing feature 20/29: add_price_rejection
[2025-10-17T23:48:24.290939] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-17T23:48:24.434032] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:24.585579] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:24.731566] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:24.882089] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:25.029529] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:25.178298] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:25.325667] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:25.473626] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:25.622610] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:25.768251] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:48:25.768388] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-17T23:48:25.768431] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8557 tests
[2025-10-17T23:48:25.768464] [INFO ] [CONFIGURE ] ECCU: Testing feature 21/29: add_range_position
[2025-10-17T23:48:25.768494] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-10-17T23:48:25.946491] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:26.095914] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:26.258329] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:26.410898] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:26.568283] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:26.728465] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:26.884678] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:27.040854] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:27.200715] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:27.357621] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:48:27.357888] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T23:48:27.357947] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8556 tests
[2025-10-17T23:48:27.357983] [INFO ] [CONFIGURE ] ECCU: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:48:27.358014] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-17T23:48:27.525000] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:27.694074] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:48:27.862038] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:28.029747] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:28.199377] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:28.369110] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:28.543591] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:48:28.714772] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:28.886905] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:29.060876] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:48:29.061058] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:48:29.061101] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8555 tests
[2025-10-17T23:48:29.061137] [INFO ] [CONFIGURE ] ECCU: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:48:29.061215] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-10-17T23:48:29.205974] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:29.351071] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:29.497561] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:29.654534] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:29.820497] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:29.980543] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:30.131335] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:30.295127] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:30.455571] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:30.610854] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:48:30.611070] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T23:48:30.611121] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8554 tests
[2025-10-17T23:48:30.611165] [INFO ] [CONFIGURE ] ECCU: Testing feature 24/29: add_rsi
[2025-10-17T23:48:30.611203] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-17T23:48:30.779140] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:30.960163] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:31.140793] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:31.315568] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:48:31.492832] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:31.674301] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:31.859661] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:48:32.026382] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:32.202803] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:32.374412] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:48:32.374614] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_rsi (score: 30.00%)
[2025-10-17T23:48:32.374704] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8553 tests
[2025-10-17T23:48:32.374754] [INFO ] [CONFIGURE ] ECCU: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:48:32.374789] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-10-17T23:48:32.517137] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:32.677391] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:32.834747] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:32.990276] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:33.149774] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:33.309239] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:33.470804] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:33.624448] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:33.782722] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:33.928251] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:48:33.928441] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:48:33.928492] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8552 tests
[2025-10-17T23:48:33.928527] [INFO ] [CONFIGURE ] ECCU: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:48:33.928559] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-17T23:48:34.084159] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:34.247811] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:34.389481] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:34.528134] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:34.668410] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:34.810521] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:34.952368] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:48:35.094538] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:35.236836] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:35.378812] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:48:35.378956] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-17T23:48:35.378999] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8551 tests
[2025-10-17T23:48:35.379033] [INFO ] [CONFIGURE ] ECCU: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:48:35.379063] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-17T23:48:35.445357] [FATAL] [FORECASTER] Failed to test lookback=11: [23:48:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:48:35.512293] [FATAL] [FORECASTER] Failed to test lookback=10: [23:48:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:48:35.579812] [FATAL] [FORECASTER] Failed to test lookback=9: [23:48:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:48:35.648017] [FATAL] [FORECASTER] Failed to test lookback=8: [23:48:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:48:35.717185] [FATAL] [FORECASTER] Failed to test lookback=7: [23:48:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:48:35.786087] [FATAL] [FORECASTER] Failed to test lookback=6: [23:48:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:48:35.855301] [FATAL] [FORECASTER] Failed to test lookback=5: [23:48:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:48:35.924620] [FATAL] [FORECASTER] Failed to test lookback=4: [23:48:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:48:35.994264] [FATAL] [FORECASTER] Failed to test lookback=3: [23:48:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:48:36.064367] [FATAL] [FORECASTER] Failed to test lookback=2: [23:48:36] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-17T23:48:36.064740] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-10-17T23:48:36.064806] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8550 tests
[2025-10-17T23:48:36.064844] [INFO ] [CONFIGURE ] ECCU: Testing feature 28/29: add_volume_profile
[2025-10-17T23:48:36.064874] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-10-17T23:48:36.208799] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:36.356769] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:36.504625] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:36.645700] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:36.786560] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:36.934269] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:37.107279] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:37.258028] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:37.403149] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:37.548590] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:48:37.548767] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T23:48:37.548819] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8549 tests
[2025-10-17T23:48:37.548854] [INFO ] [CONFIGURE ] ECCU: Testing feature 29/29: add_vwap
[2025-10-17T23:48:37.548884] [INFO ] [CONFIGURE ] ECCU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-10-17T23:48:37.693202] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:48:37.836333] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:48:37.980166] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:48:38.125719] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:48:38.271373] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:38.417720] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:38.564065] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:48:38.712120] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:38.860129] [DEBUG] [FORECASTER] ECCU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:48:39.008195] [DEBUG] [FORECASTER] ECCU: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:48:39.008396] [INFO ] [CONFIGURE ] ECCU: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T23:48:39.008442] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8548 tests
[2025-10-17T23:48:39.008477] [INFO ] [CONFIGURE ] ECCU: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:48:39.008508] [INFO ] [CONFIGURE ] ECCU: Best accuracy: 70.00%
[2025-10-17T23:48:39.008539] [INFO ] [CONFIGURE ] ECCU: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:48:39.008567] [INFO ] [CONFIGURE ] ECCU: Improvement over baseline: 30.00%
[2025-10-17T23:48:39.008594] [INFO ] [CONFIGURE ] ECCU: Total time: 42.7 seconds
[2025-10-17T23:48:39.008621] [INFO ] [CONFIGURE ] ECCU: Average time per feature: 1.5 seconds
[2025-10-17T23:48:39.008678] [INFO ] [CONFIGURE ] ECCU: Average speed: 0.68 features/sec
[2025-10-17T23:48:39.009168] [INFO ] [LOCAL     ] Saved configuration for ECCU: 2 features, 70.00% accuracy -> ./output/feature-sets/ECCU.json
[2025-10-17T23:48:39.009235] [INFO ] [CONFIGURE ] ECCU: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-17T23:48:39.009314] [INFO ] [sig       ] [86/380] Successfully configured ECCU | 0.02 sym/s | Total: 1.0h | ETA: 3.5h
[2025-10-17T23:48:39.009400] [INFO ] [sig       ] [87/380] Configuring EE...
[2025-10-17T23:48:39.009466] [INFO ] [CONFIGURE ] EE: Configurate test run.
[2025-10-17T23:48:39.009521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-10-17T23:48:39.022901] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EE'.
[2025-10-17T23:48:39.023328] [INFO ] [CONFIGURE ] EE: Testing with 29 available features
[2025-10-17T23:48:39.023385] [INFO ] [CONFIGURE ] EE: Establishing baseline with no features...
[2025-10-17T23:48:39.129165] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:48:39.231099] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:48:39.333378] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:48:39.436354] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:48:39.539352] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:39.642901] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:39.746620] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:48:39.850661] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:39.955429] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:48:40.060323] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:48:40.060468] [INFO ] [CONFIGURE ] EE: Baseline score (no features): 30.00%
[2025-10-17T23:48:40.060511] [INFO ] [CONFIGURE ] EE: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:48:40.060543] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:48:40.174819] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:48:40.288629] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:48:40.403528] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:40.518094] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:48:40.634201] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:40.750967] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:40.868009] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:48:40.986116] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:48:41.104945] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:48:41.224764] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:48:41.224934] [INFO ] [CONFIGURE ] EE: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-17T23:48:41.224977] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8547 tests
[2025-10-17T23:48:41.225010] [INFO ] [CONFIGURE ] EE: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:48:41.225040] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:48:41.344875] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:48:41.465373] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:48:41.587455] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:41.709821] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:48:41.837119] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:41.961336] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:42.085904] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:42.212083] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:48:42.334603] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:48:42.457461] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:48:42.457611] [INFO ] [CONFIGURE ] EE: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-17T23:48:42.457679] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8546 tests
[2025-10-17T23:48:42.457732] [INFO ] [CONFIGURE ] EE: Testing feature 3/29: add_daily_returns
[2025-10-17T23:48:42.457765] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns']
[2025-10-17T23:48:42.560245] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:48:42.663004] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:48:42.766969] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:48:42.871579] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:48:42.976795] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:43.082677] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:43.189382] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:43.296102] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:43.403303] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:48:43.516328] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:48:43.516493] [INFO ] [CONFIGURE ] EE: KEPT add_daily_returns (score: 40.00%)
[2025-10-17T23:48:43.516539] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8545 tests
[2025-10-17T23:48:43.516575] [INFO ] [CONFIGURE ] EE: Testing feature 4/29: add_ema
[2025-10-17T23:48:43.516607] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-17T23:48:43.646140] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:48:43.775752] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:48:43.906885] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:48:44.038959] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:48:44.171844] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:44.307914] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:48:44.447879] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:44.583591] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:44.721567] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:48:44.860836] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:48:44.861028] [INFO ] [CONFIGURE ] EE: KEPT add_ema (score: 60.00%)
[2025-10-17T23:48:44.861075] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8544 tests
[2025-10-17T23:48:44.861109] [INFO ] [CONFIGURE ] EE: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:48:44.861142] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:48:45.033218] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:48:45.208001] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:48:45.381703] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:45.556260] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:48:45.733526] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:45.914889] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:48:46.095802] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:48:46.258150] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:46.422353] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:48:46.584796] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:48:46.584991] [INFO ] [CONFIGURE ] EE: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-17T23:48:46.585037] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8543 tests
[2025-10-17T23:48:46.585071] [INFO ] [CONFIGURE ] EE: Testing feature 6/29: add_failed_moves
[2025-10-17T23:48:46.585103] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_failed_moves']
[2025-10-17T23:48:46.719836] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:48:46.859376] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:48:47.003118] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:48:47.160545] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:48:47.309101] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:47.454161] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:48:47.602252] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:47.745798] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:47.912959] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:48:48.065092] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:48:48.065284] [INFO ] [CONFIGURE ] EE: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T23:48:48.065330] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8542 tests
[2025-10-17T23:48:48.065365] [INFO ] [CONFIGURE ] EE: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:48:48.065397] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_lag_shelf']
[2025-10-17T23:48:48.194848] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:48:48.326738] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:48:48.457240] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:48:48.588288] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:48:48.719520] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:48.853492] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:48:48.991330] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:49.130799] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:49.265583] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:48:49.405483] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:48:49.405761] [INFO ] [CONFIGURE ] EE: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:48:49.405820] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8541 tests
[2025-10-17T23:48:49.405859] [INFO ] [CONFIGURE ] EE: Testing feature 8/29: add_macd
[2025-10-17T23:48:49.405893] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-17T23:48:49.578639] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:48:49.750533] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:48:49.926910] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:50.098310] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:48:50.276109] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:50.447597] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:48:50.622507] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:48:50.795736] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:50.973118] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:48:51.148488] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:48:51.148716] [INFO ] [CONFIGURE ] EE: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:48:51.148778] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8540 tests
[2025-10-17T23:48:51.148815] [INFO ] [CONFIGURE ] EE: Testing feature 9/29: add_mfi
[2025-10-17T23:48:51.148847] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi']
[2025-10-17T23:48:51.291718] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:48:51.440413] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:48:51.586951] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:48:51.738452] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:48:51.890853] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:52.038210] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:48:52.192934] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:48:52.338430] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:52.488554] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:48:52.633960] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:48:52.634127] [INFO ] [CONFIGURE ] EE: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:48:52.634169] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8539 tests
[2025-10-17T23:48:52.634204] [INFO ] [CONFIGURE ] EE: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:48:52.634236] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:48:52.790908] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:48:52.948252] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:48:53.108998] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:53.271996] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:48:53.431170] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:53.590979] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:48:53.747612] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:48:53.909997] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:54.073401] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:48:54.235410] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:48:54.235565] [INFO ] [CONFIGURE ] EE: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:48:54.235608] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8538 tests
[2025-10-17T23:48:54.235663] [INFO ] [CONFIGURE ] EE: Testing feature 11/29: add_obv_daily
[2025-10-17T23:48:54.235721] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_obv_daily']
[2025-10-17T23:48:54.368876] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:48:54.500722] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:48:54.633175] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:48:54.767468] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:48:54.901796] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:55.041326] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:55.177398] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:48:55.314485] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:55.452768] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:48:55.592016] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:48:55.592222] [INFO ] [CONFIGURE ] EE: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-17T23:48:55.592285] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8537 tests
[2025-10-17T23:48:55.592395] [INFO ] [CONFIGURE ] EE: Testing feature 12/29: add_obv_interval
[2025-10-17T23:48:55.592452] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_obv_interval']
[2025-10-17T23:48:55.724791] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:48:55.855321] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:48:55.989800] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:48:56.128899] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:48:56.265797] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:48:56.414982] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:56.572099] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:48:56.711632] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:56.851679] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:48:56.995178] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:48:56.995398] [INFO ] [CONFIGURE ] EE: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-17T23:48:56.995463] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8536 tests
[2025-10-17T23:48:56.995501] [INFO ] [CONFIGURE ] EE: Testing feature 13/29: add_opening_strength
[2025-10-17T23:48:56.995534] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_opening_strength']
[2025-10-17T23:48:57.133934] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:48:57.271365] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:48:57.409781] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:48:57.562318] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:48:57.703956] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:57.842061] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:48:57.977299] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:48:58.114592] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:48:58.258599] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:48:58.405014] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:48:58.405192] [INFO ] [CONFIGURE ] EE: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:48:58.405236] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8535 tests
[2025-10-17T23:48:58.405271] [INFO ] [CONFIGURE ] EE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:48:58.405303] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_order_flow_imbalance']
[2025-10-17T23:48:58.558425] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:48:58.708843] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:48:58.864132] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:48:59.020550] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:48:59.184731] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:48:59.333145] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:48:59.492409] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:48:59.649202] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:48:59.804924] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:48:59.964419] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:48:59.964602] [INFO ] [CONFIGURE ] EE: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-17T23:48:59.964682] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8534 tests
[2025-10-17T23:48:59.964740] [INFO ] [CONFIGURE ] EE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:48:59.964774] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-17T23:49:00.093330] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:00.220864] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:49:00.358876] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:49:00.488690] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:49:00.618805] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:00.748390] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:49:00.878956] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:49:01.015278] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:49:01.159990] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:01.305538] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:01.305745] [INFO ] [CONFIGURE ] EE: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-17T23:49:01.305802] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8533 tests
[2025-10-17T23:49:01.305841] [INFO ] [CONFIGURE ] EE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:49:01.305872] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-17T23:49:01.444331] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:01.585610] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:49:01.747989] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:49:01.906970] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:49:02.044444] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:49:02.188957] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:49:02.337205] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:02.524373] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:49:02.688464] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:02.856612] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:02.856832] [INFO ] [CONFIGURE ] EE: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-17T23:49:02.856886] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8532 tests
[2025-10-17T23:49:02.856925] [INFO ] [CONFIGURE ] EE: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:49:02.856958] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_return_2d']
[2025-10-17T23:49:03.012079] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:03.161957] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:49:03.320473] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:49:03.463563] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:49:03.605772] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:49:03.750164] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:49:03.897725] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:04.041781] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:49:04.184976] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:04.330551] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:04.330725] [INFO ] [CONFIGURE ] EE: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-17T23:49:04.330779] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8531 tests
[2025-10-17T23:49:04.330816] [INFO ] [CONFIGURE ] EE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:49:04.330848] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-17T23:49:04.454353] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:04.579202] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:49:04.705190] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:49:04.830917] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:49:04.957297] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:49:05.084571] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:49:05.212234] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:05.340473] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:49:05.469929] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:05.600144] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:05.600283] [INFO ] [CONFIGURE ] EE: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-17T23:49:05.600328] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8530 tests
[2025-10-17T23:49:05.600362] [INFO ] [CONFIGURE ] EE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:49:05.600393] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-17T23:49:05.733371] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:05.860950] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:49:05.987988] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:49:06.118462] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:49:06.249374] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:49:06.382386] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:49:06.514794] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:49:06.645835] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:49:06.777731] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:06.910659] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:06.910815] [INFO ] [CONFIGURE ] EE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-17T23:49:06.910859] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8529 tests
[2025-10-17T23:49:06.910892] [INFO ] [CONFIGURE ] EE: Testing feature 20/29: add_price_rejection
[2025-10-17T23:49:06.910922] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_price_rejection']
[2025-10-17T23:49:07.046272] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:07.183239] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:49:07.319925] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:49:07.464794] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:49:07.609945] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:49:07.755255] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:49:07.899601] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:49:08.044196] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:49:08.188456] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:49:08.339800] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:08.340029] [INFO ] [CONFIGURE ] EE: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-17T23:49:08.340088] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8528 tests
[2025-10-17T23:49:08.340126] [INFO ] [CONFIGURE ] EE: Testing feature 21/29: add_range_position
[2025-10-17T23:49:08.340171] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_range_position']
[2025-10-17T23:49:08.491128] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:08.641767] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:49:08.797200] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:49:08.962278] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:49:09.167986] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:49:09.368244] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:49:09.574616] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:49:09.793418] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:49:09.993533] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:10.160383] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:10.160576] [INFO ] [CONFIGURE ] EE: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:49:10.160622] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8527 tests
[2025-10-17T23:49:10.160702] [INFO ] [CONFIGURE ] EE: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:49:10.160750] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_realized_volatility']
[2025-10-17T23:49:10.337358] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:10.509122] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:49:10.683494] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:49:10.861493] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:49:11.037807] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:49:11.224369] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:49:11.405401] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:11.586850] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:49:11.774996] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:11.971152] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:11.971354] [INFO ] [CONFIGURE ] EE: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-17T23:49:11.971400] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8526 tests
[2025-10-17T23:49:11.971435] [INFO ] [CONFIGURE ] EE: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:49:11.971465] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_recent_range_context']
[2025-10-17T23:49:12.117760] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:12.268355] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:49:12.417474] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:49:12.567052] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:49:12.719075] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:49:12.869729] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:49:13.014363] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:49:13.160809] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:49:13.305710] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:13.451557] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:13.451709] [INFO ] [CONFIGURE ] EE: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:49:13.451767] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8525 tests
[2025-10-17T23:49:13.451804] [INFO ] [CONFIGURE ] EE: Testing feature 24/29: add_rsi
[2025-10-17T23:49:13.451835] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-17T23:49:13.592480] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:13.739997] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:49:13.883021] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:49:14.027500] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:49:14.172117] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:49:14.317721] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:49:14.463313] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:49:14.609016] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:49:14.757704] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:14.904813] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:14.904948] [INFO ] [CONFIGURE ] EE: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:49:14.904992] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8524 tests
[2025-10-17T23:49:14.905084] [INFO ] [CONFIGURE ] EE: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:49:14.905136] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_tick_distribution']
[2025-10-17T23:49:15.049419] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:15.188873] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:49:15.329202] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:49:15.468984] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:49:15.610101] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:49:15.751944] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:49:15.893375] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:49:16.034258] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:49:16.167679] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:16.308451] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:16.308575] [INFO ] [CONFIGURE ] EE: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:49:16.308619] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8523 tests
[2025-10-17T23:49:16.308683] [INFO ] [CONFIGURE ] EE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:49:16.308734] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-17T23:49:16.439846] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:16.575010] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:49:16.707278] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:49:16.839411] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:49:16.972097] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:49:17.105758] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:49:17.240259] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:17.374357] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:49:17.539454] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:17.675253] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:17.675418] [INFO ] [CONFIGURE ] EE: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-17T23:49:17.675463] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8522 tests
[2025-10-17T23:49:17.675498] [INFO ] [CONFIGURE ] EE: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:49:17.675528] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_price_divergence']
[2025-10-17T23:49:17.813768] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:17.951804] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:49:18.090789] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:49:18.231888] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:49:18.374142] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:18.517320] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:49:18.660316] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:49:18.803715] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:49:18.952297] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:19.097834] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:19.098002] [INFO ] [CONFIGURE ] EE: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:49:19.098054] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8521 tests
[2025-10-17T23:49:19.098120] [INFO ] [CONFIGURE ] EE: Testing feature 28/29: add_volume_profile
[2025-10-17T23:49:19.098151] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_profile']
[2025-10-17T23:49:19.230588] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:19.364020] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:49:19.496702] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:49:19.630290] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:49:19.768553] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:49:19.906158] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:49:20.045371] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:20.186153] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:49:20.333603] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:20.479639] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:20.479828] [INFO ] [CONFIGURE ] EE: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-17T23:49:20.479874] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8520 tests
[2025-10-17T23:49:20.479907] [INFO ] [CONFIGURE ] EE: Testing feature 29/29: add_vwap
[2025-10-17T23:49:20.479937] [INFO ] [CONFIGURE ] EE: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap']
[2025-10-17T23:49:20.620032] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:20.760295] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:49:20.905822] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:49:21.050482] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:49:21.194275] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:21.339125] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:49:21.484744] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:21.637961] [DEBUG] [FORECASTER] EE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:49:21.783524] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:21.929588] [DEBUG] [FORECASTER] EE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:21.929781] [INFO ] [CONFIGURE ] EE: DISCARDED add_vwap (score: 20.00%)
[2025-10-17T23:49:21.929832] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8519 tests
[2025-10-17T23:49:21.929888] [INFO ] [CONFIGURE ] EE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:49:21.929942] [INFO ] [CONFIGURE ] EE: Best accuracy: 60.00%
[2025-10-17T23:49:21.929975] [INFO ] [CONFIGURE ] EE: Best feature set (2 features): ['add_daily_returns', 'add_ema']
[2025-10-17T23:49:21.930043] [INFO ] [CONFIGURE ] EE: Improvement over baseline: 30.00%
[2025-10-17T23:49:21.930092] [INFO ] [CONFIGURE ] EE: Total time: 41.9 seconds
[2025-10-17T23:49:21.930125] [INFO ] [CONFIGURE ] EE: Average time per feature: 1.4 seconds
[2025-10-17T23:49:21.930156] [INFO ] [CONFIGURE ] EE: Average speed: 0.69 features/sec
[2025-10-17T23:49:21.930691] [INFO ] [LOCAL     ] Saved configuration for EE: 2 features, 60.00% accuracy -> ./output/feature-sets/EE.json
[2025-10-17T23:49:21.930758] [INFO ] [CONFIGURE ] EE: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-17T23:49:21.930835] [INFO ] [sig       ] [87/380] Successfully configured EE | 0.02 sym/s | Total: 1.0h | ETA: 3.5h
[2025-10-17T23:49:21.930902] [INFO ] [sig       ] [88/380] Configuring ELME...
[2025-10-17T23:49:21.930957] [INFO ] [CONFIGURE ] ELME: Configurate test run.
[2025-10-17T23:49:21.930989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-10-17T23:49:21.944121] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ELME'.
[2025-10-17T23:49:21.944446] [INFO ] [CONFIGURE ] ELME: Testing with 29 available features
[2025-10-17T23:49:21.944502] [INFO ] [CONFIGURE ] ELME: Establishing baseline with no features...
[2025-10-17T23:49:22.047625] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:22.150892] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:22.255093] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:22.358793] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:22.463895] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:22.569639] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:22.676021] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:22.782530] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:22.891043] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:49:22.998478] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:22.998592] [INFO ] [CONFIGURE ] ELME: Baseline score (no features): 40.00%
[2025-10-17T23:49:22.998633] [INFO ] [CONFIGURE ] ELME: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:49:22.998704] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:49:23.115047] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:23.232412] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:23.350114] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:23.469123] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:23.619946] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:23.739610] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:23.859838] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:23.981659] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:24.101940] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:24.221864] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:24.222041] [INFO ] [CONFIGURE ] ELME: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-17T23:49:24.222107] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8518 tests
[2025-10-17T23:49:24.222510] [INFO ] [CONFIGURE ] ELME: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:49:24.222551] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:49:24.348901] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:24.470418] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:24.592034] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:24.715302] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:24.838154] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:24.961843] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:49:25.086208] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:25.212371] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:49:25.337365] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:49:25.464228] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:25.464375] [INFO ] [CONFIGURE ] ELME: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-17T23:49:25.464418] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8517 tests
[2025-10-17T23:49:25.464451] [INFO ] [CONFIGURE ] ELME: Testing feature 3/29: add_daily_returns
[2025-10-17T23:49:25.464481] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_daily_returns']
[2025-10-17T23:49:25.569621] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:25.690296] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:25.809185] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:25.924856] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:26.040186] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:26.157153] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:26.271992] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:26.386922] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:26.504760] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:26.652047] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:26.652219] [INFO ] [CONFIGURE ] ELME: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-17T23:49:26.652266] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8516 tests
[2025-10-17T23:49:26.652302] [INFO ] [CONFIGURE ] ELME: Testing feature 4/29: add_ema
[2025-10-17T23:49:26.652334] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_ema']
[2025-10-17T23:49:26.785921] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:26.913277] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:27.033735] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:27.154931] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:27.278033] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:27.404713] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:27.534511] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:27.668029] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:27.799247] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:27.930378] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:27.930560] [INFO ] [CONFIGURE ] ELME: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:49:27.930632] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8515 tests
[2025-10-17T23:49:27.930714] [INFO ] [CONFIGURE ] ELME: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:49:27.930754] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:49:28.061327] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:28.188315] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:28.317425] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:28.446089] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:28.576543] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:28.710106] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:49:28.847451] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:28.990098] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:29.132722] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:49:29.273928] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:29.274099] [INFO ] [CONFIGURE ] ELME: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-17T23:49:29.274144] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8514 tests
[2025-10-17T23:49:29.274180] [INFO ] [CONFIGURE ] ELME: Testing feature 6/29: add_failed_moves
[2025-10-17T23:49:29.274212] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_failed_moves']
[2025-10-17T23:49:29.388411] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:29.502818] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:29.621959] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:29.764516] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:29.884956] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:30.006266] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:30.133346] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:30.260462] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:30.377381] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:49:30.494443] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:30.495002] [INFO ] [CONFIGURE ] ELME: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-17T23:49:30.495051] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8513 tests
[2025-10-17T23:49:30.495085] [INFO ] [CONFIGURE ] ELME: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:49:30.495115] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_lag_shelf']
[2025-10-17T23:49:30.602270] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:30.705169] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:30.805612] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:30.905714] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:31.006934] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:31.108422] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:31.210890] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:31.314375] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:31.419368] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:49:31.524399] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:31.524563] [INFO ] [CONFIGURE ] ELME: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-17T23:49:31.524607] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8512 tests
[2025-10-17T23:49:31.524667] [INFO ] [CONFIGURE ] ELME: Testing feature 8/29: add_macd
[2025-10-17T23:49:31.524726] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:49:31.667848] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:31.815905] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:31.971403] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:32.127364] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:32.288338] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:32.450978] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:32.607660] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:32.764510] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:49:32.925219] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:33.083292] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:33.083489] [INFO ] [CONFIGURE ] ELME: DISCARDED add_macd (score: 30.00%)
[2025-10-17T23:49:33.083536] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8511 tests
[2025-10-17T23:49:33.083571] [INFO ] [CONFIGURE ] ELME: Testing feature 9/29: add_mfi
[2025-10-17T23:49:33.083604] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_mfi']
[2025-10-17T23:49:33.207770] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:33.333677] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:33.463112] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:33.595305] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:33.724349] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:33.854813] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:33.984245] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:34.114466] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:49:34.249315] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:49:34.380353] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:34.380595] [INFO ] [CONFIGURE ] ELME: DISCARDED add_mfi (score: 30.00%)
[2025-10-17T23:49:34.380681] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8510 tests
[2025-10-17T23:49:34.380735] [INFO ] [CONFIGURE ] ELME: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:49:34.380770] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:49:34.521291] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:34.662408] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:34.802790] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:34.941156] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:35.086010] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:35.232029] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:35.378020] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:35.523221] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:35.670006] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:49:35.821135] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:35.821297] [INFO ] [CONFIGURE ] ELME: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-17T23:49:35.821340] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8509 tests
[2025-10-17T23:49:35.821385] [INFO ] [CONFIGURE ] ELME: Testing feature 11/29: add_obv_daily
[2025-10-17T23:49:35.821441] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_obv_daily']
[2025-10-17T23:49:35.938000] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:36.055196] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:36.172678] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:36.290884] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:36.409908] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:36.526559] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:36.653589] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:36.780950] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:36.905918] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:49:37.030716] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:37.030926] [INFO ] [CONFIGURE ] ELME: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-17T23:49:37.030991] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8508 tests
[2025-10-17T23:49:37.031049] [INFO ] [CONFIGURE ] ELME: Testing feature 12/29: add_obv_interval
[2025-10-17T23:49:37.031085] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_obv_interval']
[2025-10-17T23:49:37.147487] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:37.265121] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:37.381923] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:37.507836] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:37.627884] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:37.748778] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:37.873583] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:37.996223] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:38.116417] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:38.236929] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:38.237106] [INFO ] [CONFIGURE ] ELME: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-17T23:49:38.237150] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8507 tests
[2025-10-17T23:49:38.237185] [INFO ] [CONFIGURE ] ELME: Testing feature 13/29: add_opening_strength
[2025-10-17T23:49:38.237215] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:49:38.360219] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:38.484841] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:38.609575] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:38.765765] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:38.891462] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:39.016528] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:39.143934] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:39.271370] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:39.398862] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:39.527798] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:39.527970] [INFO ] [CONFIGURE ] ELME: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-17T23:49:39.528018] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8506 tests
[2025-10-17T23:49:39.528053] [INFO ] [CONFIGURE ] ELME: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:49:39.528083] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T23:49:39.654300] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:39.780992] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:39.909433] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:40.036081] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:40.159040] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:40.283802] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:49:40.408365] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:40.532781] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:49:40.659184] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:40.785352] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:40.785557] [INFO ] [CONFIGURE ] ELME: DISCARDED add_order_flow_imbalance (score: 10.00%)
[2025-10-17T23:49:40.785606] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8505 tests
[2025-10-17T23:49:40.785702] [INFO ] [CONFIGURE ] ELME: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:49:40.785753] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T23:49:40.888850] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:40.991968] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:41.097834] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:41.203414] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:41.310550] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:41.415985] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:41.525354] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:41.632894] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:49:41.745916] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:41.857670] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:41.857850] [INFO ] [CONFIGURE ] ELME: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-17T23:49:41.857912] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8504 tests
[2025-10-17T23:49:41.857950] [INFO ] [CONFIGURE ] ELME: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:49:41.857984] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T23:49:41.969733] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:42.081943] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:42.196173] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:42.310614] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:42.425434] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:42.539803] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:42.655522] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:42.771488] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:49:42.888185] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:43.005349] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:43.005485] [INFO ] [CONFIGURE ] ELME: DISCARDED add_pbf_overnight_gap (score: 20.00%)
[2025-10-17T23:49:43.005528] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8503 tests
[2025-10-17T23:49:43.005562] [INFO ] [CONFIGURE ] ELME: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:49:43.005593] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_pbf_return_2d']
[2025-10-17T23:49:43.120925] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:43.238467] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:43.354867] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:43.472801] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:43.591625] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:43.710949] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:43.830926] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:43.952030] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:49:44.071937] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:44.193048] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:44.193227] [INFO ] [CONFIGURE ] ELME: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-17T23:49:44.193277] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8502 tests
[2025-10-17T23:49:44.193312] [INFO ] [CONFIGURE ] ELME: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:49:44.193342] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_pbf_volatility_5d']
[2025-10-17T23:49:44.297688] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:44.401372] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:44.506135] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:44.610226] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:44.716048] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:44.827513] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:44.934393] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:45.041867] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:45.149517] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:45.258905] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:45.259044] [INFO ] [CONFIGURE ] ELME: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-17T23:49:45.259086] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8501 tests
[2025-10-17T23:49:45.259119] [INFO ] [CONFIGURE ] ELME: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:49:45.259150] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-17T23:49:45.362836] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:45.466665] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:45.573161] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:45.678270] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:45.784740] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:45.891769] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:45.999832] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:46.108199] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:46.217480] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:49:46.327229] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:46.327374] [INFO ] [CONFIGURE ] ELME: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-17T23:49:46.327418] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8500 tests
[2025-10-17T23:49:46.327452] [INFO ] [CONFIGURE ] ELME: Testing feature 20/29: add_price_rejection
[2025-10-17T23:49:46.327482] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_price_rejection']
[2025-10-17T23:49:46.439611] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:46.551775] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:46.665349] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:46.779831] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:46.897180] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:47.012596] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:49:47.129660] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:47.247333] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:47.365086] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:49:47.482597] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:47.482762] [INFO ] [CONFIGURE ] ELME: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-17T23:49:47.482812] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8499 tests
[2025-10-17T23:49:47.482848] [INFO ] [CONFIGURE ] ELME: Testing feature 21/29: add_range_position
[2025-10-17T23:49:47.482878] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_range_position']
[2025-10-17T23:49:47.605288] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:47.728090] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:47.864106] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:47.991265] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:48.120061] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:48.249048] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:48.378053] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:49:48.507346] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:48.636541] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:48.766556] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:48.766740] [INFO ] [CONFIGURE ] ELME: DISCARDED add_range_position (score: 40.00%)
[2025-10-17T23:49:48.766794] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8498 tests
[2025-10-17T23:49:48.766829] [INFO ] [CONFIGURE ] ELME: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:49:48.766859] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_realized_volatility']
[2025-10-17T23:49:48.907275] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:49.047423] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:49.190350] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:49.334000] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:49.473102] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:49.622453] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:49:49.784112] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:49.930144] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:49:50.077755] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:49:50.225252] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:50.225456] [INFO ] [CONFIGURE ] ELME: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-17T23:49:50.225502] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8497 tests
[2025-10-17T23:49:50.225537] [INFO ] [CONFIGURE ] ELME: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:49:50.225569] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_recent_range_context']
[2025-10-17T23:49:50.337569] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:50.448781] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:50.562164] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:50.677991] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:50.794197] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:50.909093] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:51.024610] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:51.140480] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:49:51.256688] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:51.373170] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:51.373366] [INFO ] [CONFIGURE ] ELME: DISCARDED add_recent_range_context (score: 20.00%)
[2025-10-17T23:49:51.373428] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8496 tests
[2025-10-17T23:49:51.373466] [INFO ] [CONFIGURE ] ELME: Testing feature 24/29: add_rsi
[2025-10-17T23:49:51.373497] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_ema', 'add_rsi']
[2025-10-17T23:49:51.513283] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:51.650728] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:51.790466] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:51.931768] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:49:52.077438] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:52.216906] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:52.351955] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:52.485863] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:52.622833] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:52.757634] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:52.757811] [INFO ] [CONFIGURE ] ELME: DISCARDED add_rsi (score: 30.00%)
[2025-10-17T23:49:52.757900] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8495 tests
[2025-10-17T23:49:52.757939] [INFO ] [CONFIGURE ] ELME: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:49:52.757970] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_tick_distribution']
[2025-10-17T23:49:52.866423] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:52.975309] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:53.086345] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:53.196827] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:53.310126] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:53.421121] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:53.534023] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:53.648856] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:53.761465] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:49:53.910290] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:49:53.910481] [INFO ] [CONFIGURE ] ELME: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-17T23:49:53.910525] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8494 tests
[2025-10-17T23:49:53.910561] [INFO ] [CONFIGURE ] ELME: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:49:53.910592] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-17T23:49:54.032311] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:54.155853] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:54.292144] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:54.420974] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:54.544741] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:54.662124] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:54.780127] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:54.898336] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:55.016275] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:55.134921] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:55.135091] [INFO ] [CONFIGURE ] ELME: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-17T23:49:55.135134] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8493 tests
[2025-10-17T23:49:55.135167] [INFO ] [CONFIGURE ] ELME: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:49:55.135197] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_volume_price_divergence']
[2025-10-17T23:49:55.256254] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:55.378820] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:55.502544] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:55.626744] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:55.754489] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:55.890210] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:56.023594] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:56.159282] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:56.292417] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:49:56.428278] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:56.428440] [INFO ] [CONFIGURE ] ELME: KEPT add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:49:56.428483] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8492 tests
[2025-10-17T23:49:56.428540] [INFO ] [CONFIGURE ] ELME: Testing feature 28/29: add_volume_profile
[2025-10-17T23:49:56.428573] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_volume_price_divergence', 'add_volume_profile']
[2025-10-17T23:49:56.568476] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:56.706951] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:56.847529] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:56.989970] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:57.136702] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:57.286110] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:57.430232] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:57.573231] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:57.717780] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:49:57.862627] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:57.862789] [INFO ] [CONFIGURE ] ELME: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-17T23:49:57.862837] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8491 tests
[2025-10-17T23:49:57.862873] [INFO ] [CONFIGURE ] ELME: Testing feature 29/29: add_vwap
[2025-10-17T23:49:57.862903] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_volume_price_divergence', 'add_vwap']
[2025-10-17T23:49:58.003886] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:49:58.146259] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:49:58.290273] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:49:58.440763] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:49:58.589422] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:49:58.742462] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:49:58.900069] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:49:59.051003] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:49:59.202066] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:49:59.353877] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:49:59.354035] [INFO ] [CONFIGURE ] ELME: DISCARDED add_vwap (score: 40.00%)
[2025-10-17T23:49:59.354084] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8490 tests
[2025-10-17T23:49:59.354120] [INFO ] [CONFIGURE ] ELME: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:49:59.354149] [INFO ] [CONFIGURE ] ELME: Best accuracy: 50.00%
[2025-10-17T23:49:59.354179] [INFO ] [CONFIGURE ] ELME: Best feature set (1 features): ['add_volume_price_divergence']
[2025-10-17T23:49:59.354206] [INFO ] [CONFIGURE ] ELME: Improvement over baseline: 10.00%
[2025-10-17T23:49:59.354232] [INFO ] [CONFIGURE ] ELME: Total time: 36.4 seconds
[2025-10-17T23:49:59.354258] [INFO ] [CONFIGURE ] ELME: Average time per feature: 1.3 seconds
[2025-10-17T23:49:59.354285] [INFO ] [CONFIGURE ] ELME: Average speed: 0.80 features/sec
[2025-10-17T23:49:59.354690] [INFO ] [LOCAL     ] Saved configuration for ELME: 1 features, 50.00% accuracy -> ./output/feature-sets/ELME.json
[2025-10-17T23:49:59.354745] [INFO ] [CONFIGURE ] ELME: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-17T23:49:59.354792] [INFO ] [sig       ] [88/380] Successfully configured ELME | 0.02 sym/s | Total: 1.0h | ETA: 3.5h
[2025-10-17T23:49:59.354825] [INFO ] [sig       ] [89/380] Configuring EOD...
[2025-10-17T23:49:59.354865] [INFO ] [CONFIGURE ] EOD: Configurate test run.
[2025-10-17T23:49:59.354921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-10-17T23:49:59.367916] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'EOD'.
[2025-10-17T23:49:59.368288] [INFO ] [CONFIGURE ] EOD: Testing with 29 available features
[2025-10-17T23:49:59.368345] [INFO ] [CONFIGURE ] EOD: Establishing baseline with no features...
[2025-10-17T23:49:59.475984] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:49:59.584912] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:49:59.697928] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:49:59.810001] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:49:59.955341] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:00.068722] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:00.179325] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:00.289914] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:50:00.399793] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:00.510865] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:00.510991] [INFO ] [CONFIGURE ] EOD: Baseline score (no features): 70.00%
[2025-10-17T23:50:00.511033] [INFO ] [CONFIGURE ] EOD: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:50:00.511065] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:50:00.631508] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:00.756194] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:50:00.878851] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:01.001410] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:50:01.126325] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:01.263938] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:01.399790] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:01.537010] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:50:01.702401] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:01.874933] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:01.875205] [INFO ] [CONFIGURE ] EOD: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-17T23:50:01.875282] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8489 tests
[2025-10-17T23:50:01.875341] [INFO ] [CONFIGURE ] EOD: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:50:01.875400] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:50:02.056228] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:02.246710] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:02.415504] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:02.547325] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:02.675488] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:50:02.796685] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:02.922637] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:03.056018] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:50:03.170396] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:03.283694] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:03.283837] [INFO ] [CONFIGURE ] EOD: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T23:50:03.283880] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8488 tests
[2025-10-17T23:50:03.283914] [INFO ] [CONFIGURE ] EOD: Testing feature 3/29: add_daily_returns
[2025-10-17T23:50:03.283944] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_daily_returns']
[2025-10-17T23:50:03.380416] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:03.477155] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:50:03.581186] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:03.681555] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:03.783421] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:03.888472] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:03.998989] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:04.101582] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:50:04.206053] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:04.310142] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:04.310282] [INFO ] [CONFIGURE ] EOD: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T23:50:04.310326] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8487 tests
[2025-10-17T23:50:04.310360] [INFO ] [CONFIGURE ] EOD: Testing feature 4/29: add_ema
[2025-10-17T23:50:04.310391] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_ema']
[2025-10-17T23:50:04.424543] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:04.541513] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:04.668072] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:04.784185] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:04.901299] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:05.023618] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:05.150546] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:05.277671] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:50:05.416537] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:05.558415] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:50:05.558615] [INFO ] [CONFIGURE ] EOD: DISCARDED add_ema (score: 60.00%)
[2025-10-17T23:50:05.558723] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8486 tests
[2025-10-17T23:50:05.558829] [INFO ] [CONFIGURE ] EOD: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:50:05.558903] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:50:05.704106] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:50:05.845500] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:05.984213] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:06.113371] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:06.246839] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:06.378624] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:06.515570] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:06.653081] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:50:06.788429] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:06.920623] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:06.920778] [INFO ] [CONFIGURE ] EOD: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:50:06.920828] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8485 tests
[2025-10-17T23:50:06.920861] [INFO ] [CONFIGURE ] EOD: Testing feature 6/29: add_failed_moves
[2025-10-17T23:50:06.920892] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_failed_moves']
[2025-10-17T23:50:07.030253] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:07.139232] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:07.247990] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:07.357956] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:07.467437] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:07.644803] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:07.765971] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:07.883768] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:50:08.002502] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:08.115846] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:08.115982] [INFO ] [CONFIGURE ] EOD: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:50:08.116025] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8484 tests
[2025-10-17T23:50:08.116058] [INFO ] [CONFIGURE ] EOD: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:50:08.116087] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_lag_shelf']
[2025-10-17T23:50:08.217997] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:08.319782] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:08.447698] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:08.547513] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:08.648031] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:08.748745] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:08.851685] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:08.958952] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:50:09.062011] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:09.169785] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:09.169954] [INFO ] [CONFIGURE ] EOD: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:50:09.170011] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8483 tests
[2025-10-17T23:50:09.170047] [INFO ] [CONFIGURE ] EOD: Testing feature 8/29: add_macd
[2025-10-17T23:50:09.170077] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:50:09.308559] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:50:09.445847] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:09.583177] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:50:09.720843] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:09.859725] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:10.011601] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:10.159194] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:10.306206] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:50:10.454217] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:10.599234] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:10.599409] [INFO ] [CONFIGURE ] EOD: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:50:10.599454] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8482 tests
[2025-10-17T23:50:10.599489] [INFO ] [CONFIGURE ] EOD: Testing feature 9/29: add_mfi
[2025-10-17T23:50:10.599520] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_mfi']
[2025-10-17T23:50:10.720827] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:10.838663] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:50:10.960096] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:11.082076] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:11.203729] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:11.323814] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:11.442903] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:11.563701] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:50:11.684935] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:11.806736] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:11.806920] [INFO ] [CONFIGURE ] EOD: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T23:50:11.806963] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8481 tests
[2025-10-17T23:50:11.806997] [INFO ] [CONFIGURE ] EOD: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:50:11.807027] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:50:11.943188] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:12.112768] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:12.259941] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:12.406515] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:12.544865] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:12.686337] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:12.830031] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:12.973310] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:50:13.116290] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:13.262511] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:13.262717] [INFO ] [CONFIGURE ] EOD: KEPT add_momentum_acceleration (score: 80.00%)
[2025-10-17T23:50:13.262775] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8480 tests
[2025-10-17T23:50:13.262811] [INFO ] [CONFIGURE ] EOD: Testing feature 11/29: add_obv_daily
[2025-10-17T23:50:13.262843] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-17T23:50:13.404743] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:13.549719] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:13.692946] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:13.836455] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:13.981730] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:14.125917] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:14.271537] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:14.418592] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:50:14.571239] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:50:14.717534] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:50:14.717717] [INFO ] [CONFIGURE ] EOD: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-17T23:50:14.717774] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8479 tests
[2025-10-17T23:50:14.717810] [INFO ] [CONFIGURE ] EOD: Testing feature 12/29: add_obv_interval
[2025-10-17T23:50:14.717883] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-17T23:50:14.856601] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:14.997389] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:15.149932] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:15.294191] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:50:15.442365] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:50:15.591159] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:15.734805] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:15.878295] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:50:16.022718] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:16.167627] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:16.167836] [INFO ] [CONFIGURE ] EOD: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T23:50:16.167953] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8478 tests
[2025-10-17T23:50:16.168008] [INFO ] [CONFIGURE ] EOD: Testing feature 13/29: add_opening_strength
[2025-10-17T23:50:16.168043] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:50:16.320469] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:50:16.473582] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:50:16.629264] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:16.785386] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:50:16.944031] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:17.097362] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:17.261420] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:17.427412] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:50:17.591738] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:17.760320] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:17.760492] [INFO ] [CONFIGURE ] EOD: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T23:50:17.760538] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8477 tests
[2025-10-17T23:50:17.760575] [INFO ] [CONFIGURE ] EOD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:50:17.760608] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-17T23:50:17.919143] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:18.079205] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:50:18.240295] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:50:18.404434] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:50:18.563418] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:18.724635] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:18.885337] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:19.046244] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:50:19.205126] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:19.367590] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:19.367879] [INFO ] [CONFIGURE ] EOD: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-17T23:50:19.367944] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8476 tests
[2025-10-17T23:50:19.367982] [INFO ] [CONFIGURE ] EOD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:50:19.368014] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-17T23:50:19.518157] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:19.669278] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:50:19.832462] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:50:19.975287] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:20.117959] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:20.267171] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:20.411073] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:20.554114] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:50:20.699448] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:20.865042] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:50:20.865247] [INFO ] [CONFIGURE ] EOD: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-17T23:50:20.865324] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8475 tests
[2025-10-17T23:50:20.865401] [INFO ] [CONFIGURE ] EOD: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:50:20.865474] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-17T23:50:21.025480] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:21.193618] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:21.356436] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:21.519086] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:50:21.686964] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:21.845467] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:22.000808] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:22.161784] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:50:22.335311] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:22.502719] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:22.502890] [INFO ] [CONFIGURE ] EOD: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-17T23:50:22.502934] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8474 tests
[2025-10-17T23:50:22.502970] [INFO ] [CONFIGURE ] EOD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:50:22.503001] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-17T23:50:22.656105] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:22.815286] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:22.957668] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:23.095791] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:23.234838] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:23.373537] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:23.510776] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:23.649362] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:50:23.790001] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:23.929432] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:23.929617] [INFO ] [CONFIGURE ] EOD: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T23:50:23.929733] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8473 tests
[2025-10-17T23:50:23.929788] [INFO ] [CONFIGURE ] EOD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:50:23.929822] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-17T23:50:24.062319] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:24.195271] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:24.333465] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:24.472130] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:24.614891] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:24.757729] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:24.906833] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:25.055763] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:50:25.199856] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:25.341144] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:25.341308] [INFO ] [CONFIGURE ] EOD: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:50:25.341352] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8472 tests
[2025-10-17T23:50:25.341386] [INFO ] [CONFIGURE ] EOD: Testing feature 20/29: add_price_rejection
[2025-10-17T23:50:25.341418] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-17T23:50:25.489862] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:25.639294] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:25.788792] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:25.934728] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:26.083507] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:26.233301] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:26.386150] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:26.537864] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:50:26.694725] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:26.858536] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:26.858734] [INFO ] [CONFIGURE ] EOD: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:50:26.858791] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8471 tests
[2025-10-17T23:50:26.858831] [INFO ] [CONFIGURE ] EOD: Testing feature 21/29: add_range_position
[2025-10-17T23:50:26.858865] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-17T23:50:27.020381] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:50:27.183602] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:27.342778] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:50:27.512033] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:27.687276] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:50:27.854268] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:28.024735] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:28.195557] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:50:28.366513] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:28.539131] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:28.539312] [INFO ] [CONFIGURE ] EOD: DISCARDED add_range_position (score: 30.00%)
[2025-10-17T23:50:28.539357] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8470 tests
[2025-10-17T23:50:28.539394] [INFO ] [CONFIGURE ] EOD: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:50:28.539431] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-17T23:50:28.719948] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:28.904245] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:29.082833] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:29.262483] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:29.435616] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:29.609559] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:29.783732] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:29.958520] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:50:30.130614] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:30.304103] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:30.304269] [INFO ] [CONFIGURE ] EOD: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-17T23:50:30.304312] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8469 tests
[2025-10-17T23:50:30.304345] [INFO ] [CONFIGURE ] EOD: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:50:30.304376] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-17T23:50:30.453921] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:30.598284] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:30.746885] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:30.909392] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:31.056129] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:31.214127] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:31.366592] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:31.519522] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:50:31.673899] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:31.830708] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:31.830937] [INFO ] [CONFIGURE ] EOD: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T23:50:31.831002] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8468 tests
[2025-10-17T23:50:31.831040] [INFO ] [CONFIGURE ] EOD: Testing feature 24/29: add_rsi
[2025-10-17T23:50:31.831120] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-17T23:50:31.993335] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:50:32.163951] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:32.335082] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:32.514539] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:32.682238] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:32.852258] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:33.020342] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:33.189583] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:50:33.389452] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:33.564571] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:33.564797] [INFO ] [CONFIGURE ] EOD: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:50:33.564855] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8467 tests
[2025-10-17T23:50:33.564894] [INFO ] [CONFIGURE ] EOD: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:50:33.564928] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-17T23:50:33.713437] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:33.869291] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:50:34.019592] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:34.170992] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:34.321804] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:34.487315] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:34.644000] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:34.795798] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:50:34.940222] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:35.083178] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:35.083321] [INFO ] [CONFIGURE ] EOD: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:50:35.083364] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8466 tests
[2025-10-17T23:50:35.083400] [INFO ] [CONFIGURE ] EOD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:50:35.083431] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-17T23:50:35.225205] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:50:35.367206] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:50:35.511022] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:35.661876] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:35.806250] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:50:35.950413] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:36.095587] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:36.242935] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:50:36.417615] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:36.570553] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:36.570766] [INFO ] [CONFIGURE ] EOD: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-17T23:50:36.570846] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8465 tests
[2025-10-17T23:50:36.570917] [INFO ] [CONFIGURE ] EOD: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:50:36.570976] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-17T23:50:36.724771] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:36.878710] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:37.036958] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:37.192741] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:37.349259] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:37.510475] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:37.672004] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:37.832597] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:50:37.992855] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:38.153857] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:38.154017] [INFO ] [CONFIGURE ] EOD: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-17T23:50:38.154061] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8464 tests
[2025-10-17T23:50:38.154095] [INFO ] [CONFIGURE ] EOD: Testing feature 28/29: add_volume_profile
[2025-10-17T23:50:38.154125] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-17T23:50:38.301803] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:38.454287] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:38.605586] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:38.757658] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:38.907418] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:50:39.058254] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:39.211449] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:39.366103] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:50:39.518725] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:39.669014] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:39.669163] [INFO ] [CONFIGURE ] EOD: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T23:50:39.669206] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8463 tests
[2025-10-17T23:50:39.669239] [INFO ] [CONFIGURE ] EOD: Testing feature 29/29: add_vwap
[2025-10-17T23:50:39.669269] [INFO ] [CONFIGURE ] EOD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-17T23:50:39.819667] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:50:39.973516] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:50:40.118337] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:40.266330] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:50:40.416843] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:40.562172] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:40.708479] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:50:40.855285] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:50:41.012545] [DEBUG] [FORECASTER] EOD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:41.160576] [DEBUG] [FORECASTER] EOD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:41.160755] [INFO ] [CONFIGURE ] EOD: DISCARDED add_vwap (score: 70.00%)
[2025-10-17T23:50:41.160807] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8462 tests
[2025-10-17T23:50:41.160845] [INFO ] [CONFIGURE ] EOD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:50:41.160883] [INFO ] [CONFIGURE ] EOD: Best accuracy: 80.00%
[2025-10-17T23:50:41.160912] [INFO ] [CONFIGURE ] EOD: Best feature set (2 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:50:41.161018] [INFO ] [CONFIGURE ] EOD: Improvement over baseline: 10.00%
[2025-10-17T23:50:41.161055] [INFO ] [CONFIGURE ] EOD: Total time: 40.6 seconds
[2025-10-17T23:50:41.161082] [INFO ] [CONFIGURE ] EOD: Average time per feature: 1.5 seconds
[2025-10-17T23:50:41.161110] [INFO ] [CONFIGURE ] EOD: Average speed: 0.71 features/sec
[2025-10-17T23:50:41.161554] [INFO ] [LOCAL     ] Saved configuration for EOD: 2 features, 80.00% accuracy -> ./output/feature-sets/EOD.json
[2025-10-17T23:50:41.161612] [INFO ] [CONFIGURE ] EOD: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-17T23:50:41.161691] [INFO ] [sig       ] [89/380] Successfully configured EOD | 0.02 sym/s | Total: 1.1h | ETA: 3.5h
[2025-10-17T23:50:41.161767] [INFO ] [sig       ] [90/380] Configuring FHN...
[2025-10-17T23:50:41.161831] [INFO ] [CONFIGURE ] FHN: Configurate test run.
[2025-10-17T23:50:41.161885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-10-17T23:50:41.175489] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'FHN'.
[2025-10-17T23:50:41.175855] [INFO ] [CONFIGURE ] FHN: Testing with 29 available features
[2025-10-17T23:50:41.175913] [INFO ] [CONFIGURE ] FHN: Establishing baseline with no features...
[2025-10-17T23:50:41.277728] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:50:41.378594] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:50:41.480184] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:50:41.582892] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:50:41.689319] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:41.818480] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:50:41.934187] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:42.047103] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:50:42.158265] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:42.271959] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:42.272122] [INFO ] [CONFIGURE ] FHN: Baseline score (no features): 50.00%
[2025-10-17T23:50:42.272166] [INFO ] [CONFIGURE ] FHN: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:50:42.272200] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:50:42.393622] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:50:42.511174] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:50:42.636052] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:42.752515] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:50:42.869355] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:42.988221] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:43.112893] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:43.240744] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:50:43.369925] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:43.496276] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:43.496459] [INFO ] [CONFIGURE ] FHN: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-17T23:50:43.496504] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8461 tests
[2025-10-17T23:50:43.496539] [INFO ] [CONFIGURE ] FHN: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:50:43.496571] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:50:43.637776] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:50:43.780495] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:50:43.929620] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:44.077130] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:50:44.217573] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:44.355198] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:50:44.492718] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:44.629302] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:50:44.766485] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:44.904866] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:44.905033] [INFO ] [CONFIGURE ] FHN: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-17T23:50:44.905077] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8460 tests
[2025-10-17T23:50:44.905115] [INFO ] [CONFIGURE ] FHN: Testing feature 3/29: add_daily_returns
[2025-10-17T23:50:44.905146] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:50:45.045170] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:50:45.184245] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:50:45.324541] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:50:45.490632] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:50:45.629631] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:45.768139] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:50:45.909068] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:46.048500] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:50:46.194055] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:46.337920] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:46.338057] [INFO ] [CONFIGURE ] FHN: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T23:50:46.338100] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8459 tests
[2025-10-17T23:50:46.338133] [INFO ] [CONFIGURE ] FHN: Testing feature 4/29: add_ema
[2025-10-17T23:50:46.338163] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-17T23:50:46.494023] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:50:46.649968] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:50:46.807353] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:46.962950] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:50:47.118529] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:47.274757] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:50:47.431456] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:47.588800] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:50:47.750487] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:47.912697] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:47.912870] [INFO ] [CONFIGURE ] FHN: DISCARDED add_ema (score: 70.00%)
[2025-10-17T23:50:47.912913] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8458 tests
[2025-10-17T23:50:47.912947] [INFO ] [CONFIGURE ] FHN: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:50:47.912979] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:50:48.076714] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:50:48.241112] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:50:48.405583] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:50:48.568616] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:50:48.733094] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:48.897708] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:50:49.062079] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:49.226486] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:50:49.390460] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:49.556237] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:49.556377] [INFO ] [CONFIGURE ] FHN: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-17T23:50:49.556421] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8457 tests
[2025-10-17T23:50:49.556456] [INFO ] [CONFIGURE ] FHN: Testing feature 6/29: add_failed_moves
[2025-10-17T23:50:49.556509] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:50:49.698573] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:50:49.840743] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:50:49.986209] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:50.133237] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:50:50.279272] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:50.428670] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:50:50.575806] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:50.723190] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:50:50.873395] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:51.023313] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:51.023467] [INFO ] [CONFIGURE ] FHN: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T23:50:51.023510] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8456 tests
[2025-10-17T23:50:51.023544] [INFO ] [CONFIGURE ] FHN: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:50:51.023575] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T23:50:51.163973] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:50:51.302992] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:50:51.441337] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:51.586719] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:50:51.726976] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:51.867361] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:50:52.011310] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:52.155881] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:50:52.300401] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:52.445158] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:52.445314] [INFO ] [CONFIGURE ] FHN: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:50:52.445356] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8455 tests
[2025-10-17T23:50:52.445391] [INFO ] [CONFIGURE ] FHN: Testing feature 8/29: add_macd
[2025-10-17T23:50:52.445423] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:50:52.621933] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:50:52.792609] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:50:52.970014] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:50:53.147208] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:50:53.326577] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:53.508874] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:50:53.704368] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:53.908357] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:50:54.096241] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:54.282141] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:54.282352] [INFO ] [CONFIGURE ] FHN: DISCARDED add_macd (score: 60.00%)
[2025-10-17T23:50:54.282402] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8454 tests
[2025-10-17T23:50:54.282488] [INFO ] [CONFIGURE ] FHN: Testing feature 9/29: add_mfi
[2025-10-17T23:50:54.282528] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-17T23:50:54.442267] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:50:54.598542] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:50:54.748801] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:54.899724] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:50:55.050768] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:55.201205] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:50:55.352330] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:55.505163] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:50:55.659466] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:55.813533] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:55.813743] [INFO ] [CONFIGURE ] FHN: DISCARDED add_mfi (score: 80.00%)
[2025-10-17T23:50:55.813801] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8453 tests
[2025-10-17T23:50:55.813837] [INFO ] [CONFIGURE ] FHN: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:50:55.813869] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:50:55.976419] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:50:56.140043] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:50:56.304054] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:56.470780] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:50:56.636183] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:56.803322] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:50:56.975444] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:57.144963] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:50:57.317415] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:57.492000] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:57.492181] [INFO ] [CONFIGURE ] FHN: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:50:57.492245] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8452 tests
[2025-10-17T23:50:57.492312] [INFO ] [CONFIGURE ] FHN: Testing feature 11/29: add_obv_daily
[2025-10-17T23:50:57.492368] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-17T23:50:57.650533] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:50:57.793530] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:50:57.941073] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:58.088960] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:50:58.240222] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:58.389885] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:50:58.540631] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:50:58.685901] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:50:58.832846] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:50:58.986672] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:50:58.986857] [INFO ] [CONFIGURE ] FHN: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T23:50:58.986902] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8451 tests
[2025-10-17T23:50:58.986938] [INFO ] [CONFIGURE ] FHN: Testing feature 12/29: add_obv_interval
[2025-10-17T23:50:58.986969] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-17T23:50:59.140491] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:50:59.289119] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:50:59.439800] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:50:59.594730] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:50:59.741931] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:50:59.884791] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:00.030023] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:51:00.176607] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:00.328198] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:00.478490] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:51:00.478689] [INFO ] [CONFIGURE ] FHN: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-17T23:51:00.478772] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8450 tests
[2025-10-17T23:51:00.478830] [INFO ] [CONFIGURE ] FHN: Testing feature 13/29: add_opening_strength
[2025-10-17T23:51:00.478865] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:51:00.655147] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:00.806665] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:51:00.958868] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:01.113235] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:51:01.284598] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:01.459419] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:01.628836] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:51:01.799345] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:01.962767] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:02.128242] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:51:02.128423] [INFO ] [CONFIGURE ] FHN: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:51:02.128468] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8449 tests
[2025-10-17T23:51:02.128506] [INFO ] [CONFIGURE ] FHN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:51:02.128539] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-17T23:51:02.294753] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:51:02.457521] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:51:02.635058] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:51:02.799968] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:51:02.963169] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:03.127138] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:03.288586] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:51:03.449771] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:03.609233] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:03.770952] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:03.771110] [INFO ] [CONFIGURE ] FHN: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-17T23:51:03.771154] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8448 tests
[2025-10-17T23:51:03.771188] [INFO ] [CONFIGURE ] FHN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:51:03.771220] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-17T23:51:03.908016] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:04.046616] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:51:04.184661] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:51:04.323788] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:51:04.462477] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:04.600871] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:04.739270] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:51:04.881970] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:05.020450] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:05.161121] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:51:05.161286] [INFO ] [CONFIGURE ] FHN: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T23:51:05.161347] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8447 tests
[2025-10-17T23:51:05.161386] [INFO ] [CONFIGURE ] FHN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:51:05.161419] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-17T23:51:05.308160] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:05.454358] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:51:05.601154] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:51:05.749052] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:51:05.901162] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:06.053968] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:51:06.217854] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:51:06.367014] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:06.515994] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:06.663823] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:51:06.663989] [INFO ] [CONFIGURE ] FHN: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T23:51:06.664032] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8446 tests
[2025-10-17T23:51:06.664066] [INFO ] [CONFIGURE ] FHN: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:51:06.664096] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-17T23:51:06.808889] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:06.962867] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:51:07.113200] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:07.262308] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:51:07.410310] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:07.558916] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:07.713886] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:51:07.870371] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:08.025763] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:08.182928] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:51:08.183074] [INFO ] [CONFIGURE ] FHN: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:51:08.183117] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8445 tests
[2025-10-17T23:51:08.183152] [INFO ] [CONFIGURE ] FHN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:51:08.183183] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-17T23:51:08.322961] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:08.462136] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:51:08.602528] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:51:08.743477] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:51:08.883569] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:09.023446] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:09.167366] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:51:09.307708] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:09.448178] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:09.589785] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:51:09.590002] [INFO ] [CONFIGURE ] FHN: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T23:51:09.590060] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8444 tests
[2025-10-17T23:51:09.590097] [INFO ] [CONFIGURE ] FHN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:51:09.590127] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-17T23:51:09.756816] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:09.893492] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:51:10.031943] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:51:10.173237] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:51:10.313071] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:10.451382] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:10.590827] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:51:10.736615] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:10.878857] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:11.020535] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:51:11.020704] [INFO ] [CONFIGURE ] FHN: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:51:11.020760] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8443 tests
[2025-10-17T23:51:11.020796] [INFO ] [CONFIGURE ] FHN: Testing feature 20/29: add_price_rejection
[2025-10-17T23:51:11.020826] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-17T23:51:11.186507] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:51:11.346480] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:51:11.526427] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:11.710209] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:51:11.916327] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:12.142635] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:12.349754] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:51:12.545406] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:12.731108] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:12.887890] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:51:12.888079] [INFO ] [CONFIGURE ] FHN: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-17T23:51:12.888125] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8442 tests
[2025-10-17T23:51:12.888161] [INFO ] [CONFIGURE ] FHN: Testing feature 21/29: add_range_position
[2025-10-17T23:51:12.888193] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-10-17T23:51:13.045277] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:13.204303] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:51:13.377269] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:51:13.535337] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:51:13.693017] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:13.856690] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:51:14.019380] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:51:14.182204] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:14.356364] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:14.518925] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:51:14.519084] [INFO ] [CONFIGURE ] FHN: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T23:51:14.519127] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8441 tests
[2025-10-17T23:51:14.519163] [INFO ] [CONFIGURE ] FHN: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:51:14.519193] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-17T23:51:14.689138] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:14.875674] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:51:15.046708] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:51:15.218880] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:51:15.397618] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:15.576718] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:15.769265] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:51:15.945354] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:16.122083] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:16.299781] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:51:16.299962] [INFO ] [CONFIGURE ] FHN: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-17T23:51:16.300008] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8440 tests
[2025-10-17T23:51:16.300044] [INFO ] [CONFIGURE ] FHN: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:51:16.300075] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-10-17T23:51:16.452495] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:16.603525] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:51:16.768345] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:51:16.935033] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:51:17.102896] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:17.268501] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:17.428121] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:51:17.596677] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:17.762265] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:17.934203] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:51:17.934402] [INFO ] [CONFIGURE ] FHN: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T23:51:17.934467] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8439 tests
[2025-10-17T23:51:17.934570] [INFO ] [CONFIGURE ] FHN: Testing feature 24/29: add_rsi
[2025-10-17T23:51:17.934623] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-17T23:51:18.117250] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:18.290626] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:51:18.454629] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:51:18.624898] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:51:18.792869] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:18.970113] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:19.154471] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:51:19.344426] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:19.530329] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:19.732227] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:51:19.732408] [INFO ] [CONFIGURE ] FHN: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:51:19.732453] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8438 tests
[2025-10-17T23:51:19.732491] [INFO ] [CONFIGURE ] FHN: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:51:19.732525] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-10-17T23:51:19.889098] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:20.052448] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:51:20.206761] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:51:20.352189] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:51:20.492351] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:20.632902] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:20.780178] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:51:20.924551] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:21.065313] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:21.205024] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:51:21.205155] [INFO ] [CONFIGURE ] FHN: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-17T23:51:21.205199] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8437 tests
[2025-10-17T23:51:21.205233] [INFO ] [CONFIGURE ] FHN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:51:21.205265] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-17T23:51:21.343340] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:21.482279] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:51:21.621143] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:51:21.765792] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:51:21.906970] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:22.054200] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:51:22.205423] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:51:22.354335] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:22.504058] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:22.652129] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:51:22.652247] [INFO ] [CONFIGURE ] FHN: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:51:22.652290] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8436 tests
[2025-10-17T23:51:22.652323] [INFO ] [CONFIGURE ] FHN: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:51:22.652352] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-17T23:51:22.815420] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:22.972017] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:51:23.130955] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:51:23.293039] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:51:23.457191] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:23.615972] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:23.775524] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:51:23.942289] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:24.103902] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:24.266056] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:51:24.266180] [INFO ] [CONFIGURE ] FHN: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-17T23:51:24.266224] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8435 tests
[2025-10-17T23:51:24.266259] [INFO ] [CONFIGURE ] FHN: Testing feature 28/29: add_volume_profile
[2025-10-17T23:51:24.266288] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-10-17T23:51:24.414627] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:24.565781] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:51:24.716835] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:24.901731] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:51:25.053381] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:25.204344] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:25.354561] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:51:25.506063] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:25.651323] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:25.797294] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:51:25.797430] [INFO ] [CONFIGURE ] FHN: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:51:25.797473] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8434 tests
[2025-10-17T23:51:25.797507] [INFO ] [CONFIGURE ] FHN: Testing feature 29/29: add_vwap
[2025-10-17T23:51:25.797590] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-10-17T23:51:25.943439] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:26.093834] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:51:26.248220] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:26.400042] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:51:26.556016] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:26.712602] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:26.870046] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:51:27.028404] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:51:27.185186] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:51:27.344067] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:51:27.344246] [INFO ] [CONFIGURE ] FHN: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:51:27.344290] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8433 tests
[2025-10-17T23:51:27.344327] [INFO ] [CONFIGURE ] FHN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:51:27.344357] [INFO ] [CONFIGURE ] FHN: Best accuracy: 80.00%
[2025-10-17T23:51:27.344388] [INFO ] [CONFIGURE ] FHN: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:51:27.344417] [INFO ] [CONFIGURE ] FHN: Improvement over baseline: 30.00%
[2025-10-17T23:51:27.344444] [INFO ] [CONFIGURE ] FHN: Total time: 45.1 seconds
[2025-10-17T23:51:27.344470] [INFO ] [CONFIGURE ] FHN: Average time per feature: 1.6 seconds
[2025-10-17T23:51:27.344498] [INFO ] [CONFIGURE ] FHN: Average speed: 0.64 features/sec
[2025-10-17T23:51:27.345153] [INFO ] [LOCAL     ] Saved configuration for FHN: 2 features, 80.00% accuracy -> ./output/feature-sets/FHN.json
[2025-10-17T23:51:27.345219] [INFO ] [CONFIGURE ] FHN: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-17T23:51:27.345289] [INFO ] [sig       ] [90/380] Successfully configured FHN | 0.02 sym/s | Total: 1.1h | ETA: 3.4h
[2025-10-17T23:51:27.345356] [INFO ] [sig       ] [91/380] Configuring GPOR...
[2025-10-17T23:51:27.345410] [INFO ] [CONFIGURE ] GPOR: Configurate test run.
[2025-10-17T23:51:27.345446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPOR' from 'https://tdm.silogroup.org/data/derivative_storage/GPOR.csv'.
[2025-10-17T23:51:27.360118] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'GPOR'.
[2025-10-17T23:51:27.360498] [INFO ] [CONFIGURE ] GPOR: Testing with 29 available features
[2025-10-17T23:51:27.360562] [INFO ] [CONFIGURE ] GPOR: Establishing baseline with no features...
[2025-10-17T23:51:27.464923] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:27.568368] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:27.673132] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:27.780638] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:27.920459] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:51:28.027467] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:28.139720] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:28.247918] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:28.361238] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:51:28.470926] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:28.471091] [INFO ] [CONFIGURE ] GPOR: Baseline score (no features): 50.00%
[2025-10-17T23:51:28.471153] [INFO ] [CONFIGURE ] GPOR: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:51:28.471189] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:51:28.588954] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:51:28.707534] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:28.826636] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:28.946639] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:29.064638] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:51:29.186730] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:29.302948] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:29.420178] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:29.536596] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:51:29.654550] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:29.654759] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-17T23:51:29.654811] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8432 tests
[2025-10-17T23:51:29.654845] [INFO ] [CONFIGURE ] GPOR: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:51:29.654875] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:51:29.773918] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:29.893285] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:30.012618] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:30.131971] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:30.258622] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:51:30.379630] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:51:30.502064] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:30.625456] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:30.748346] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:51:30.873138] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:30.873309] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-17T23:51:30.873350] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8431 tests
[2025-10-17T23:51:30.873384] [INFO ] [CONFIGURE ] GPOR: Testing feature 3/29: add_daily_returns
[2025-10-17T23:51:30.873414] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_daily_returns']
[2025-10-17T23:51:30.980020] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:31.087030] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:31.193618] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:31.305589] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:31.415950] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:51:31.523600] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:31.632638] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:31.740609] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:31.851575] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:51:31.961527] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:31.961707] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:51:31.961764] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8430 tests
[2025-10-17T23:51:31.961800] [INFO ] [CONFIGURE ] GPOR: Testing feature 4/29: add_ema
[2025-10-17T23:51:31.961832] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_ema']
[2025-10-17T23:51:32.082359] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:51:32.203037] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:32.326984] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:32.447124] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:32.568212] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:51:32.690718] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:32.826173] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:32.948958] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:33.072375] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:51:33.199596] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:33.199782] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:51:33.199833] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8429 tests
[2025-10-17T23:51:33.199869] [INFO ] [CONFIGURE ] GPOR: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:51:33.199899] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:51:33.333825] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:51:33.472501] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:33.603715] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:33.734697] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:33.867730] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:51:34.004361] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:34.140043] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:34.273181] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:34.406943] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:51:34.544612] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:34.544844] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:51:34.544898] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8428 tests
[2025-10-17T23:51:34.544935] [INFO ] [CONFIGURE ] GPOR: Testing feature 6/29: add_failed_moves
[2025-10-17T23:51:34.545005] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_failed_moves']
[2025-10-17T23:51:34.654752] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:34.765503] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:34.876082] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:34.986559] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:35.098040] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:51:35.213456] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:35.341321] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:35.461320] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:35.580822] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:51:35.695623] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:35.695798] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T23:51:35.695846] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8427 tests
[2025-10-17T23:51:35.695935] [INFO ] [CONFIGURE ] GPOR: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:51:35.695975] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_lag_shelf']
[2025-10-17T23:51:35.796068] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:35.905971] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:36.013393] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:36.122638] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:36.225896] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:51:36.329193] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:36.432592] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:36.536877] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:36.640170] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:51:36.748537] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:36.748722] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:51:36.748779] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8426 tests
[2025-10-17T23:51:36.748816] [INFO ] [CONFIGURE ] GPOR: Testing feature 8/29: add_macd
[2025-10-17T23:51:36.748850] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:51:36.888570] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:37.046396] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:37.188343] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:37.327523] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:37.468516] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:37.608718] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:37.755891] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:51:37.899523] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:51:38.043511] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:51:38.186277] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:38.186459] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:51:38.186503] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8425 tests
[2025-10-17T23:51:38.186538] [INFO ] [CONFIGURE ] GPOR: Testing feature 9/29: add_mfi
[2025-10-17T23:51:38.186568] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_mfi']
[2025-10-17T23:51:38.302235] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:38.419549] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:51:38.532384] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:38.646475] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:38.761892] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:51:38.877248] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:38.995633] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:39.116712] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:39.236208] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:51:39.355101] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:39.355268] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_mfi (score: 40.00%)
[2025-10-17T23:51:39.355335] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8424 tests
[2025-10-17T23:51:39.355393] [INFO ] [CONFIGURE ] GPOR: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:51:39.355426] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:51:39.486011] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:51:39.616519] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:51:39.747223] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:51:39.884084] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:40.052304] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:51:40.189785] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:40.327090] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:40.467860] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:40.608235] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:51:40.748832] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:40.748987] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-17T23:51:40.749031] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8423 tests
[2025-10-17T23:51:40.749064] [INFO ] [CONFIGURE ] GPOR: Testing feature 11/29: add_obv_daily
[2025-10-17T23:51:40.749094] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily']
[2025-10-17T23:51:40.863015] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:40.977520] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:41.091500] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:41.205547] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:41.319556] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:41.456379] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:41.579435] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:41.707303] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:41.840570] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:51:41.970021] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:41.970246] [INFO ] [CONFIGURE ] GPOR: KEPT add_obv_daily (score: 70.00%)
[2025-10-17T23:51:41.970296] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8422 tests
[2025-10-17T23:51:41.970333] [INFO ] [CONFIGURE ] GPOR: Testing feature 12/29: add_obv_interval
[2025-10-17T23:51:41.970366] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_obv_interval']
[2025-10-17T23:51:42.094114] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:42.224455] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:42.354679] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:42.480454] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:42.607085] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:42.733566] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:42.864042] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:42.991867] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:51:43.117546] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:51:43.243137] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:43.243286] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:51:43.243331] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8421 tests
[2025-10-17T23:51:43.243365] [INFO ] [CONFIGURE ] GPOR: Testing feature 13/29: add_opening_strength
[2025-10-17T23:51:43.243395] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:51:43.377549] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:51:43.517842] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:43.652932] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:43.787603] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:43.926675] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:51:44.065593] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:44.202595] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:44.339702] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:51:44.476371] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:51:44.615102] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:44.615286] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-17T23:51:44.615331] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8420 tests
[2025-10-17T23:51:44.615364] [INFO ] [CONFIGURE ] GPOR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:51:44.615395] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance']
[2025-10-17T23:51:44.748671] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:51:44.882542] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:45.017412] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:45.152990] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:45.288121] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:45.424230] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:45.561480] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:45.698110] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:51:45.836282] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:51:45.975995] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:45.976202] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-17T23:51:45.976252] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8419 tests
[2025-10-17T23:51:45.976286] [INFO ] [CONFIGURE ] GPOR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:51:45.976316] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-17T23:51:46.128251] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:51:46.246835] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:51:46.365771] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:51:46.485694] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:46.606309] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:51:46.728188] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:46.849762] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:46.972519] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:47.112009] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:51:47.247771] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:47.247994] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-17T23:51:47.248066] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8418 tests
[2025-10-17T23:51:47.248142] [INFO ] [CONFIGURE ] GPOR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:51:47.248222] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-17T23:51:47.387104] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:47.532102] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:47.671000] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:47.811565] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:47.948853] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:48.080220] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:48.211011] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:48.344486] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:48.479631] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:51:48.616275] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:48.616451] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:51:48.616496] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8417 tests
[2025-10-17T23:51:48.616531] [INFO ] [CONFIGURE ] GPOR: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:51:48.616562] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_pbf_return_2d']
[2025-10-17T23:51:48.750720] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:51:48.889677] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:49.026884] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:49.172426] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:49.319307] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:49.450692] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:49.581839] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:49.715207] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:49.847422] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:51:49.982951] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:49.983121] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:51:49.983164] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8416 tests
[2025-10-17T23:51:49.983199] [INFO ] [CONFIGURE ] GPOR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:51:49.983231] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-17T23:51:50.101787] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:50.222460] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:50.345492] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:50.467194] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:50.593226] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:50.719504] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:50.849938] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:50.976200] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:51.098327] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:51:51.220888] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:51.221036] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-17T23:51:51.221079] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8415 tests
[2025-10-17T23:51:51.221113] [INFO ] [CONFIGURE ] GPOR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:51:51.221195] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-17T23:51:51.338310] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:51.457318] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:51.574521] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:51.700381] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:51.829449] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:51.954182] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:52.073561] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:52.195213] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:52.325796] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:51:52.453111] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:52.453278] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:51:52.453322] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8414 tests
[2025-10-17T23:51:52.453356] [INFO ] [CONFIGURE ] GPOR: Testing feature 20/29: add_price_rejection
[2025-10-17T23:51:52.453387] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_price_rejection']
[2025-10-17T23:51:52.586953] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:52.719343] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:52.850084] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:52.980879] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:53.111755] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:51:53.243744] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:53.380098] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:53.519699] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:53.653550] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:51:53.788941] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:53.789129] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:51:53.789174] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8413 tests
[2025-10-17T23:51:53.789208] [INFO ] [CONFIGURE ] GPOR: Testing feature 21/29: add_range_position
[2025-10-17T23:51:53.789239] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_range_position']
[2025-10-17T23:51:53.932866] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:54.073484] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:54.214300] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:54.356214] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:51:54.499296] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:51:54.642638] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:54.783926] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:54.928766] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:51:55.073571] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:51:55.219499] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:55.219695] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:51:55.219756] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8412 tests
[2025-10-17T23:51:55.219793] [INFO ] [CONFIGURE ] GPOR: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:51:55.219825] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_realized_volatility']
[2025-10-17T23:51:55.406277] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:51:55.565432] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:51:55.721422] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:55.877362] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:56.035217] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:51:56.199245] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:56.366036] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:56.526048] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:51:56.685172] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:51:56.841839] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:56.842024] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-17T23:51:56.842069] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8411 tests
[2025-10-17T23:51:56.842103] [INFO ] [CONFIGURE ] GPOR: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:51:56.842134] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_recent_range_context']
[2025-10-17T23:51:56.970031] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:51:57.095127] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:57.217620] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:57.343968] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:57.468531] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:57.593058] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:57.722342] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:57.852142] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:57.981448] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:51:58.110730] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:58.110904] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-17T23:51:58.110966] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8410 tests
[2025-10-17T23:51:58.111004] [INFO ] [CONFIGURE ] GPOR: Testing feature 24/29: add_rsi
[2025-10-17T23:51:58.111036] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-17T23:51:58.251284] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:51:58.396834] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:58.541135] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:51:58.682574] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:51:58.825183] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:51:58.968325] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:51:59.111637] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:51:59.263445] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:51:59.412907] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:51:59.563897] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:51:59.564066] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:51:59.564111] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8409 tests
[2025-10-17T23:51:59.564145] [INFO ] [CONFIGURE ] GPOR: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:51:59.564177] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_tick_distribution']
[2025-10-17T23:51:59.685630] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:51:59.806210] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:51:59.928719] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:52:00.054079] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:52:00.177437] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:00.301831] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:52:00.427359] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:52:00.554823] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:52:00.678744] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:52:00.801123] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:52:00.801280] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T23:52:00.801323] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8408 tests
[2025-10-17T23:52:00.801359] [INFO ] [CONFIGURE ] GPOR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:52:00.801392] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-17T23:52:00.922341] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:52:01.046066] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:52:01.181118] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:52:01.306934] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:52:01.460271] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:01.585447] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:52:01.707999] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:52:01.832774] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:52:01.959474] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:02.092290] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:52:02.092473] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:52:02.092519] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8407 tests
[2025-10-17T23:52:02.092556] [INFO ] [CONFIGURE ] GPOR: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:52:02.092590] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_volume_price_divergence']
[2025-10-17T23:52:02.228521] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:02.372100] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:52:02.517953] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:52:02.664844] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:52:02.802491] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:02.939928] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:52:03.075105] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:52:03.216253] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:52:03.354192] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:03.490724] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:52:03.490886] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:52:03.490940] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8406 tests
[2025-10-17T23:52:03.490981] [INFO ] [CONFIGURE ] GPOR: Testing feature 28/29: add_volume_profile
[2025-10-17T23:52:03.491018] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_volume_profile']
[2025-10-17T23:52:03.613720] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:03.738262] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:52:03.863030] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:52:03.988767] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:52:04.123133] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:04.257197] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:52:04.406562] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:52:04.580067] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:52:04.748329] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:04.920573] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:52:04.921040] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:52:04.921119] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8405 tests
[2025-10-17T23:52:04.921178] [INFO ] [CONFIGURE ] GPOR: Testing feature 29/29: add_vwap
[2025-10-17T23:52:04.921231] [INFO ] [CONFIGURE ] GPOR: Testing with features: ['add_obv_daily', 'add_vwap']
[2025-10-17T23:52:05.074594] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:05.210161] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:52:05.343783] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:52:05.479875] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:52:05.609328] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:05.735176] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:52:05.860392] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:52:05.987180] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:06.114142] [DEBUG] [FORECASTER] GPOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:06.243517] [DEBUG] [FORECASTER] GPOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:52:06.243678] [INFO ] [CONFIGURE ] GPOR: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T23:52:06.243738] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8404 tests
[2025-10-17T23:52:06.243776] [INFO ] [CONFIGURE ] GPOR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:52:06.243808] [INFO ] [CONFIGURE ] GPOR: Best accuracy: 70.00%
[2025-10-17T23:52:06.243839] [INFO ] [CONFIGURE ] GPOR: Best feature set (1 features): ['add_obv_daily']
[2025-10-17T23:52:06.243867] [INFO ] [CONFIGURE ] GPOR: Improvement over baseline: 20.00%
[2025-10-17T23:52:06.243894] [INFO ] [CONFIGURE ] GPOR: Total time: 37.8 seconds
[2025-10-17T23:52:06.243921] [INFO ] [CONFIGURE ] GPOR: Average time per feature: 1.3 seconds
[2025-10-17T23:52:06.243948] [INFO ] [CONFIGURE ] GPOR: Average speed: 0.77 features/sec
[2025-10-17T23:52:06.244351] [INFO ] [LOCAL     ] Saved configuration for GPOR: 1 features, 70.00% accuracy -> ./output/feature-sets/GPOR.json
[2025-10-17T23:52:06.244406] [INFO ] [CONFIGURE ] GPOR: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-17T23:52:06.244463] [INFO ] [sig       ] [91/380] Successfully configured GPOR | 0.02 sym/s | Total: 1.1h | ETA: 3.4h
[2025-10-17T23:52:06.244519] [INFO ] [sig       ] [92/380] Configuring H...
[2025-10-17T23:52:06.244562] [INFO ] [CONFIGURE ] H: Configurate test run.
[2025-10-17T23:52:06.244618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-10-17T23:52:06.259203] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'H'.
[2025-10-17T23:52:06.259568] [INFO ] [CONFIGURE ] H: Testing with 29 available features
[2025-10-17T23:52:06.259639] [INFO ] [CONFIGURE ] H: Establishing baseline with no features...
[2025-10-17T23:52:06.360487] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:06.460871] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:06.563208] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:06.664919] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:06.768684] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:06.872362] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:06.976835] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:52:07.082921] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:52:07.189007] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:07.295167] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:07.295318] [INFO ] [CONFIGURE ] H: Baseline score (no features): 60.00%
[2025-10-17T23:52:07.295360] [INFO ] [CONFIGURE ] H: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:52:07.295392] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:52:07.409859] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:07.554180] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:07.669910] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:07.785508] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:07.902442] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:08.022065] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:08.140824] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:08.260914] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:08.380562] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:08.501893] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:08.502058] [INFO ] [CONFIGURE ] H: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-17T23:52:08.502102] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8403 tests
[2025-10-17T23:52:08.502137] [INFO ] [CONFIGURE ] H: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:52:08.502169] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:52:08.636744] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:52:08.769483] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:08.906386] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:09.040617] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:09.179751] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:09.321082] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:52:09.462136] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:09.603829] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:09.749216] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:09.886811] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:09.886964] [INFO ] [CONFIGURE ] H: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T23:52:09.887008] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8402 tests
[2025-10-17T23:52:09.887043] [INFO ] [CONFIGURE ] H: Testing feature 3/29: add_daily_returns
[2025-10-17T23:52:09.887073] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:52:10.007427] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:52:10.128336] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:10.248774] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:10.369748] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:10.490880] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:10.617843] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:52:10.740826] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:10.864146] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:10.989610] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:11.117489] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:11.117699] [INFO ] [CONFIGURE ] H: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T23:52:11.117762] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8401 tests
[2025-10-17T23:52:11.117800] [INFO ] [CONFIGURE ] H: Testing feature 4/29: add_ema
[2025-10-17T23:52:11.117859] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:52:11.250263] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:11.382995] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:11.516202] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:11.655846] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:11.789404] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:11.925880] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:12.062546] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:12.198328] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:12.334591] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:12.471126] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:12.471284] [INFO ] [CONFIGURE ] H: DISCARDED add_ema (score: 70.00%)
[2025-10-17T23:52:12.471328] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8400 tests
[2025-10-17T23:52:12.471363] [INFO ] [CONFIGURE ] H: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:52:12.471395] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:52:12.610918] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:52:12.752256] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:12.895732] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:13.037333] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:13.178716] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:13.320493] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:52:13.464685] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:52:13.631898] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:13.789854] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:13.936757] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:13.936919] [INFO ] [CONFIGURE ] H: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-17T23:52:13.936964] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8399 tests
[2025-10-17T23:52:13.936999] [INFO ] [CONFIGURE ] H: Testing feature 6/29: add_failed_moves
[2025-10-17T23:52:13.937031] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T23:52:14.078020] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:14.217589] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:14.360568] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:14.505160] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:14.646975] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:14.788145] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:14.938620] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:15.070376] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:15.199267] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:15.328419] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:15.328613] [INFO ] [CONFIGURE ] H: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:52:15.328687] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8398 tests
[2025-10-17T23:52:15.328737] [INFO ] [CONFIGURE ] H: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:52:15.328770] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T23:52:15.464523] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:52:15.595758] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:15.727020] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:15.855248] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:15.976548] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:16.101393] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:52:16.222065] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:52:16.341723] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:16.461169] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:16.585002] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:16.585155] [INFO ] [CONFIGURE ] H: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:52:16.585199] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8397 tests
[2025-10-17T23:52:16.585233] [INFO ] [CONFIGURE ] H: Testing feature 8/29: add_macd
[2025-10-17T23:52:16.585264] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T23:52:16.738519] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:52:16.892163] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:17.052197] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:17.207307] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:52:17.362916] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:17.517629] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:17.672671] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:52:17.836494] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:17.993995] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:18.152436] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:18.152616] [INFO ] [CONFIGURE ] H: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:52:18.152710] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8396 tests
[2025-10-17T23:52:18.152770] [INFO ] [CONFIGURE ] H: Testing feature 9/29: add_mfi
[2025-10-17T23:52:18.152805] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T23:52:18.282438] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:18.415502] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:18.545892] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:18.677594] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:18.815847] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:18.949053] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:19.089823] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:19.244177] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:19.406479] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:19.552732] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:19.552987] [INFO ] [CONFIGURE ] H: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:52:19.553046] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8395 tests
[2025-10-17T23:52:19.553084] [INFO ] [CONFIGURE ] H: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:52:19.553115] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:52:19.708970] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:19.872727] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:20.024858] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:20.175667] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:20.327340] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:20.485760] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:52:20.640123] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:20.795785] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:20.951086] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:21.113820] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:21.113992] [INFO ] [CONFIGURE ] H: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-17T23:52:21.114037] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8394 tests
[2025-10-17T23:52:21.114071] [INFO ] [CONFIGURE ] H: Testing feature 11/29: add_obv_daily
[2025-10-17T23:52:21.114102] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-17T23:52:21.249188] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:21.380268] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:21.508719] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:21.637299] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:21.765999] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:21.891090] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:22.015902] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:52:22.148464] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:22.272889] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:22.398555] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:22.398713] [INFO ] [CONFIGURE ] H: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:52:22.398770] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8393 tests
[2025-10-17T23:52:22.398806] [INFO ] [CONFIGURE ] H: Testing feature 12/29: add_obv_interval
[2025-10-17T23:52:22.398836] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-17T23:52:22.518599] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:22.639594] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:22.761453] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:22.887984] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:23.012300] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:23.135052] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:23.260122] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:23.386178] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:23.510879] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:23.635225] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:23.635379] [INFO ] [CONFIGURE ] H: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-17T23:52:23.635423] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8392 tests
[2025-10-17T23:52:23.635457] [INFO ] [CONFIGURE ] H: Testing feature 13/29: add_opening_strength
[2025-10-17T23:52:23.635487] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:52:23.765794] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:52:23.895603] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:24.026701] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:24.156942] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:24.287745] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:24.419879] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:52:24.553325] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:52:24.686422] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:24.820528] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:24.954627] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:24.954804] [INFO ] [CONFIGURE ] H: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:52:24.954851] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8391 tests
[2025-10-17T23:52:24.954887] [INFO ] [CONFIGURE ] H: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:52:24.954917] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-17T23:52:25.088943] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:25.223879] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:25.358777] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:25.494676] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:25.633855] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:25.772202] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:52:25.910746] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:26.049501] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:26.192200] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:26.338602] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:26.338818] [INFO ] [CONFIGURE ] H: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-17T23:52:26.338869] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8390 tests
[2025-10-17T23:52:26.338904] [INFO ] [CONFIGURE ] H: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:52:26.338989] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-17T23:52:26.458000] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:26.576666] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:26.698808] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:26.824392] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:26.945059] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:27.063490] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:27.181940] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:27.300167] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:27.420887] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:27.540265] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:27.540420] [INFO ] [CONFIGURE ] H: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-17T23:52:27.540465] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8389 tests
[2025-10-17T23:52:27.540502] [INFO ] [CONFIGURE ] H: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:52:27.540533] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-17T23:52:27.663802] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:52:27.792137] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:27.920949] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:28.050257] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:28.179380] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:28.309295] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:28.439175] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:28.572033] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:28.704865] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:28.836415] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:52:28.836574] [INFO ] [CONFIGURE ] H: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T23:52:28.836617] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8388 tests
[2025-10-17T23:52:28.836682] [INFO ] [CONFIGURE ] H: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:52:28.836781] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-17T23:52:28.970853] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:52:29.103722] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:29.236080] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:29.369490] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:29.507509] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:29.651828] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:52:29.794039] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:29.937813] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:30.075285] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:30.216242] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:30.216397] [INFO ] [CONFIGURE ] H: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:52:30.216441] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8387 tests
[2025-10-17T23:52:30.216477] [INFO ] [CONFIGURE ] H: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:52:30.216509] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-17T23:52:30.343198] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:30.470712] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:30.598003] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:30.730088] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:30.863313] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:30.993801] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:31.116050] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:52:31.238156] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:31.362398] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:31.491481] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:31.491679] [INFO ] [CONFIGURE ] H: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-17T23:52:31.491740] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8386 tests
[2025-10-17T23:52:31.491778] [INFO ] [CONFIGURE ] H: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:52:31.491810] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-17T23:52:31.615940] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:31.737131] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:31.859020] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:31.981826] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:32.106619] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:32.233827] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:32.363021] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:32.491195] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:32.618434] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:32.746293] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:32.746450] [INFO ] [CONFIGURE ] H: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:52:32.746494] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8385 tests
[2025-10-17T23:52:32.746580] [INFO ] [CONFIGURE ] H: Testing feature 20/29: add_price_rejection
[2025-10-17T23:52:32.746620] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-17T23:52:32.879962] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:33.009194] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:33.139397] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:33.273584] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:33.409214] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:33.547937] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:33.686350] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:33.826512] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:33.967110] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:34.107446] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:34.107619] [INFO ] [CONFIGURE ] H: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:52:34.107696] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8384 tests
[2025-10-17T23:52:34.107744] [INFO ] [CONFIGURE ] H: Testing feature 21/29: add_range_position
[2025-10-17T23:52:34.107777] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-17T23:52:34.259885] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:52:34.400977] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:34.541032] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:34.679999] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:34.850617] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:34.994924] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:35.140268] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:35.286722] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:35.433525] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:35.579155] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:35.579366] [INFO ] [CONFIGURE ] H: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T23:52:35.579412] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8383 tests
[2025-10-17T23:52:35.579447] [INFO ] [CONFIGURE ] H: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:52:35.579478] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-17T23:52:35.734436] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:35.886376] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:36.039798] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:36.198035] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:36.354015] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:36.510991] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:36.667199] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:36.830565] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:36.988097] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:37.148343] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:37.148530] [INFO ] [CONFIGURE ] H: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T23:52:37.148576] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8382 tests
[2025-10-17T23:52:37.148613] [INFO ] [CONFIGURE ] H: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:52:37.148670] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-17T23:52:37.274391] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:37.400931] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:37.527166] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:37.655639] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:37.787240] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:37.922259] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:38.052774] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:38.185071] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:38.314363] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:38.448460] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:38.448632] [INFO ] [CONFIGURE ] H: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T23:52:38.448723] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8381 tests
[2025-10-17T23:52:38.448779] [INFO ] [CONFIGURE ] H: Testing feature 24/29: add_rsi
[2025-10-17T23:52:38.448822] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-17T23:52:38.598266] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:38.743982] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:38.891059] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:39.039333] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:39.189011] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:39.335999] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:52:39.486581] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:39.633747] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:39.779407] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:39.926235] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:39.926393] [INFO ] [CONFIGURE ] H: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:52:39.926488] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8380 tests
[2025-10-17T23:52:39.926576] [INFO ] [CONFIGURE ] H: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:52:39.926629] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-17T23:52:40.046504] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:40.166469] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:40.286740] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:40.407343] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:40.529463] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:40.657261] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:52:40.785792] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:40.913510] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:41.040784] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:41.168830] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:41.168981] [INFO ] [CONFIGURE ] H: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:52:41.169026] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8379 tests
[2025-10-17T23:52:41.169062] [INFO ] [CONFIGURE ] H: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:52:41.169094] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-17T23:52:41.295443] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:52:41.434786] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:41.575680] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:41.715272] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:41.861191] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:42.000127] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:52:42.142510] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:42.283815] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:42.417529] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:42.553078] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:42.553278] [INFO ] [CONFIGURE ] H: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:52:42.553322] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8378 tests
[2025-10-17T23:52:42.553356] [INFO ] [CONFIGURE ] H: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:52:42.553388] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-17T23:52:42.686094] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:52:42.823528] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:42.960557] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:43.094847] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:43.233017] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:43.367906] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:43.503965] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:52:43.640374] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:43.779152] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:43.924935] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:43.925150] [INFO ] [CONFIGURE ] H: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:52:43.925198] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8377 tests
[2025-10-17T23:52:43.925235] [INFO ] [CONFIGURE ] H: Testing feature 28/29: add_volume_profile
[2025-10-17T23:52:43.925269] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T23:52:44.052932] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:44.180376] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:44.333423] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:44.462256] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:44.592349] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:44.722008] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:44.858015] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:44.992386] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:45.129705] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:45.277719] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:45.277942] [INFO ] [CONFIGURE ] H: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T23:52:45.277996] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8376 tests
[2025-10-17T23:52:45.278032] [INFO ] [CONFIGURE ] H: Testing feature 29/29: add_vwap
[2025-10-17T23:52:45.278064] [INFO ] [CONFIGURE ] H: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-17T23:52:45.412933] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:52:45.542449] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:45.674041] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:45.815510] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:45.953918] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:46.096220] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:52:46.236251] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:46.376986] [DEBUG] [FORECASTER] H: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:46.513110] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:46.648214] [DEBUG] [FORECASTER] H: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:46.648381] [INFO ] [CONFIGURE ] H: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:52:46.648425] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8375 tests
[2025-10-17T23:52:46.648461] [INFO ] [CONFIGURE ] H: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:52:46.648491] [INFO ] [CONFIGURE ] H: Best accuracy: 70.00%
[2025-10-17T23:52:46.648521] [INFO ] [CONFIGURE ] H: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-17T23:52:46.648549] [INFO ] [CONFIGURE ] H: Improvement over baseline: 10.00%
[2025-10-17T23:52:46.648596] [INFO ] [CONFIGURE ] H: Total time: 39.4 seconds
[2025-10-17T23:52:46.648625] [INFO ] [CONFIGURE ] H: Average time per feature: 1.4 seconds
[2025-10-17T23:52:46.648687] [INFO ] [CONFIGURE ] H: Average speed: 0.74 features/sec
[2025-10-17T23:52:46.649241] [INFO ] [LOCAL     ] Saved configuration for H: 1 features, 70.00% accuracy -> ./output/feature-sets/H.json
[2025-10-17T23:52:46.649314] [INFO ] [CONFIGURE ] H: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-17T23:52:46.649399] [INFO ] [sig       ] [92/380] Successfully configured H | 0.02 sym/s | Total: 1.1h | ETA: 3.4h
[2025-10-17T23:52:46.649477] [INFO ] [sig       ] [93/380] Configuring JCE...
[2025-10-17T23:52:46.649542] [INFO ] [CONFIGURE ] JCE: Configurate test run.
[2025-10-17T23:52:46.649597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-10-17T23:52:46.662795] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'JCE'.
[2025-10-17T23:52:46.663182] [INFO ] [CONFIGURE ] JCE: Testing with 29 available features
[2025-10-17T23:52:46.663239] [INFO ] [CONFIGURE ] JCE: Establishing baseline with no features...
[2025-10-17T23:52:46.765171] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:52:46.867042] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:52:46.969957] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:52:47.074221] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:52:47.185984] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:47.288321] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:52:47.391797] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:47.492827] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:47.596517] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:47.704538] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:52:47.704732] [INFO ] [CONFIGURE ] JCE: Baseline score (no features): 50.00%
[2025-10-17T23:52:47.704791] [INFO ] [CONFIGURE ] JCE: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:52:47.704827] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:52:47.832415] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:52:47.959032] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:52:48.083031] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:48.210248] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:52:48.335080] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:48.461768] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:52:48.588172] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:48.706594] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:48.830511] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:52:48.951290] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:48.951464] [INFO ] [CONFIGURE ] JCE: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-17T23:52:48.951508] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8374 tests
[2025-10-17T23:52:48.951542] [INFO ] [CONFIGURE ] JCE: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:52:48.951596] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:52:49.071480] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:52:49.191500] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:52:49.317899] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:49.449209] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:52:49.578524] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:49.705982] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:52:49.834506] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:52:49.968719] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:50.092180] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:50.216730] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:50.216894] [INFO ] [CONFIGURE ] JCE: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-17T23:52:50.216936] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8373 tests
[2025-10-17T23:52:50.216969] [INFO ] [CONFIGURE ] JCE: Testing feature 3/29: add_daily_returns
[2025-10-17T23:52:50.216999] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_daily_returns']
[2025-10-17T23:52:50.321828] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:52:50.427608] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:52:50.533507] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:52:50.640460] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:52:50.749770] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:50.857242] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:52:50.966055] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:52:51.074808] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:51.203365] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:51.319705] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:52:51.319922] [INFO ] [CONFIGURE ] JCE: DISCARDED add_daily_returns (score: 20.00%)
[2025-10-17T23:52:51.319973] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8372 tests
[2025-10-17T23:52:51.320009] [INFO ] [CONFIGURE ] JCE: Testing feature 4/29: add_ema
[2025-10-17T23:52:51.320041] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_ema']
[2025-10-17T23:52:51.443912] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:52:51.563025] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:52:51.682258] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:52:51.804539] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:52:51.928112] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:52.051800] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:52:52.174750] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:52.297969] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:52:52.423954] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:52.549957] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:52:52.550144] [INFO ] [CONFIGURE ] JCE: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:52:52.550189] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8371 tests
[2025-10-17T23:52:52.550224] [INFO ] [CONFIGURE ] JCE: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:52:52.550257] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:52:52.679302] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:52:52.807582] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:52:52.934822] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:52:53.064557] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:52:53.197062] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:53.327345] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:52:53.460133] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:53.590868] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:52:53.722963] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:53.862086] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:53.862278] [INFO ] [CONFIGURE ] JCE: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:52:53.862324] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8370 tests
[2025-10-17T23:52:53.862360] [INFO ] [CONFIGURE ] JCE: Testing feature 6/29: add_failed_moves
[2025-10-17T23:52:53.862395] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-17T23:52:53.998977] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:52:54.137250] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:52:54.273143] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:52:54.411092] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:52:54.548073] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:54.691406] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:52:54.833964] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:52:54.977570] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:52:55.117207] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:55.252350] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:55.252517] [INFO ] [CONFIGURE ] JCE: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:52:55.252561] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8369 tests
[2025-10-17T23:52:55.252595] [INFO ] [CONFIGURE ] JCE: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:52:55.252626] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-17T23:52:55.376352] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:52:55.505160] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:55.629138] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:52:55.754423] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:55.879013] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:52:56.026443] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:52:56.152314] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:52:56.279419] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:52:56.408309] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:56.537671] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:56.537861] [INFO ] [CONFIGURE ] JCE: KEPT add_lag_shelf (score: 70.00%)
[2025-10-17T23:52:56.537922] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8368 tests
[2025-10-17T23:52:56.537961] [INFO ] [CONFIGURE ] JCE: Testing feature 8/29: add_macd
[2025-10-17T23:52:56.537994] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd']
[2025-10-17T23:52:56.689472] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:52:56.847660] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:52:57.004783] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:52:57.194021] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:52:57.390338] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:57.629593] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:52:57.796939] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:52:57.973117] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:52:58.140286] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:58.308873] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:52:58.309066] [INFO ] [CONFIGURE ] JCE: DISCARDED add_macd (score: 60.00%)
[2025-10-17T23:52:58.309121] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8367 tests
[2025-10-17T23:52:58.309158] [INFO ] [CONFIGURE ] JCE: Testing feature 9/29: add_mfi
[2025-10-17T23:52:58.309194] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_mfi']
[2025-10-17T23:52:58.453604] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:52:58.600622] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:52:58.747663] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:52:58.903842] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:52:59.074925] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:52:59.225155] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:52:59.375296] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:52:59.526708] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:52:59.678567] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:52:59.833728] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:52:59.833969] [INFO ] [CONFIGURE ] JCE: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:52:59.834017] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8366 tests
[2025-10-17T23:52:59.834052] [INFO ] [CONFIGURE ] JCE: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:52:59.834083] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:52:59.996863] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:00.164039] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:53:00.327539] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:00.491482] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:53:00.660199] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:53:00.834524] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:01.019612] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:53:01.215848] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:01.407385] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:01.581795] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:01.582017] [INFO ] [CONFIGURE ] JCE: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:53:01.582064] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8365 tests
[2025-10-17T23:53:01.582100] [INFO ] [CONFIGURE ] JCE: Testing feature 11/29: add_obv_daily
[2025-10-17T23:53:01.582132] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_daily']
[2025-10-17T23:53:01.728032] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:01.873476] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:53:02.018946] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:02.165090] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:53:02.319786] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:53:02.486047] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:02.646486] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:02.795176] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:02.948872] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:03.118218] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:03.118403] [INFO ] [CONFIGURE ] JCE: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T23:53:03.118450] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8364 tests
[2025-10-17T23:53:03.118486] [INFO ] [CONFIGURE ] JCE: Testing feature 12/29: add_obv_interval
[2025-10-17T23:53:03.118518] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval']
[2025-10-17T23:53:03.280640] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:03.441088] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:53:03.588611] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:03.734604] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:03.880377] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:53:04.024109] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:04.166320] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:04.313170] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:04.458333] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:04.602011] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:04.602206] [INFO ] [CONFIGURE ] JCE: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-17T23:53:04.602251] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8363 tests
[2025-10-17T23:53:04.602285] [INFO ] [CONFIGURE ] JCE: Testing feature 13/29: add_opening_strength
[2025-10-17T23:53:04.602315] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:53:04.751632] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:04.901354] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:53:05.052228] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:05.204026] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:53:05.356188] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:53:05.508138] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:05.660546] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:05.815202] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:05.974772] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:06.132359] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:53:06.132543] [INFO ] [CONFIGURE ] JCE: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-17T23:53:06.132586] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8362 tests
[2025-10-17T23:53:06.132621] [INFO ] [CONFIGURE ] JCE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:53:06.132683] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-17T23:53:06.288472] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:06.444295] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:53:06.603751] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:06.758447] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:53:06.911099] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:53:07.062107] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:07.212439] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:07.362758] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:07.514772] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:07.667166] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:07.667333] [INFO ] [CONFIGURE ] JCE: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:53:07.667400] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8361 tests
[2025-10-17T23:53:07.667436] [INFO ] [CONFIGURE ] JCE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:53:07.667467] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-17T23:53:07.797782] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:07.928962] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:53:08.061466] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:08.192704] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:08.324198] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:53:08.456345] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:08.591728] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:53:08.735587] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:08.877052] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:09.018515] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:09.018719] [INFO ] [CONFIGURE ] JCE: KEPT add_pbf_morning_momentum (score: 90.00%)
[2025-10-17T23:53:09.018775] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8360 tests
[2025-10-17T23:53:09.018812] [INFO ] [CONFIGURE ] JCE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:53:09.018843] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-17T23:53:09.168053] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:09.315746] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:53:09.463475] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:09.612214] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:09.761927] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:53:09.911859] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:10.062779] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:53:10.213530] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:10.385066] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:10.563830] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:10.564010] [INFO ] [CONFIGURE ] JCE: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:53:10.564056] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8359 tests
[2025-10-17T23:53:10.564091] [INFO ] [CONFIGURE ] JCE: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:53:10.564124] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-17T23:53:10.736160] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:10.900604] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:53:11.052686] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:11.199431] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:11.346257] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:53:11.493629] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:11.641466] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:53:11.790341] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:11.941950] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:12.094213] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:12.094407] [INFO ] [CONFIGURE ] JCE: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-17T23:53:12.094453] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8358 tests
[2025-10-17T23:53:12.094487] [INFO ] [CONFIGURE ] JCE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:53:12.094520] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-17T23:53:12.228385] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:12.363176] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:53:12.501913] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:12.641581] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:12.780581] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:53:12.919626] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:13.060439] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:53:13.211236] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:13.356627] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:13.500260] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:13.500429] [INFO ] [CONFIGURE ] JCE: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-17T23:53:13.500472] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8357 tests
[2025-10-17T23:53:13.500506] [INFO ] [CONFIGURE ] JCE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:53:13.500540] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-17T23:53:13.639042] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:13.773759] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:53:13.914982] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:14.056449] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:14.199491] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:53:14.351037] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:14.500809] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:53:14.643722] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:14.785105] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:14.928603] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:14.928785] [INFO ] [CONFIGURE ] JCE: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-17T23:53:14.928836] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8356 tests
[2025-10-17T23:53:14.928893] [INFO ] [CONFIGURE ] JCE: Testing feature 20/29: add_price_rejection
[2025-10-17T23:53:14.928928] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-17T23:53:15.075955] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:15.233736] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:53:15.381733] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:15.530050] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:15.678099] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:53:15.826593] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:15.975746] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:53:16.124527] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:16.281627] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:16.432174] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:16.432321] [INFO ] [CONFIGURE ] JCE: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-17T23:53:16.432366] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8355 tests
[2025-10-17T23:53:16.432399] [INFO ] [CONFIGURE ] JCE: Testing feature 21/29: add_range_position
[2025-10-17T23:53:16.432430] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-17T23:53:16.587911] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:16.742949] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:53:16.898871] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:17.055593] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:53:17.236197] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:53:17.399396] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:17.563497] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:53:17.736872] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:17.902454] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:18.071007] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:18.071195] [INFO ] [CONFIGURE ] JCE: DISCARDED add_range_position (score: 80.00%)
[2025-10-17T23:53:18.071241] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8354 tests
[2025-10-17T23:53:18.071279] [INFO ] [CONFIGURE ] JCE: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:53:18.071315] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-17T23:53:18.261389] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:18.451196] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:53:18.630347] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:18.806412] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:18.983634] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:53:19.161879] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:19.337279] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:19.517134] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:19.706308] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:19.883828] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:19.884023] [INFO ] [CONFIGURE ] JCE: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T23:53:19.884120] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8353 tests
[2025-10-17T23:53:19.884163] [INFO ] [CONFIGURE ] JCE: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:53:19.884195] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-17T23:53:20.032860] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:20.182669] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:53:20.326731] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:20.471300] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:20.615982] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:53:20.764189] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:20.911845] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:21.061190] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:21.214097] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:21.371763] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:21.371940] [INFO ] [CONFIGURE ] JCE: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-17T23:53:21.371984] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8352 tests
[2025-10-17T23:53:21.372019] [INFO ] [CONFIGURE ] JCE: Testing feature 24/29: add_rsi
[2025-10-17T23:53:21.372051] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-17T23:53:21.539630] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:21.713017] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:53:21.899390] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:22.068033] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:53:22.238063] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:53:22.404792] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:22.572713] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:22.742690] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:22.913308] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:23.083488] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:53:23.083613] [INFO ] [CONFIGURE ] JCE: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:53:23.083683] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8351 tests
[2025-10-17T23:53:23.083759] [INFO ] [CONFIGURE ] JCE: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:53:23.083797] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-17T23:53:23.229882] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:23.380383] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:53:23.525534] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:23.683924] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:23.838288] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:53:23.989363] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:24.140287] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:53:24.297566] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:24.449285] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:24.609350] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:24.609528] [INFO ] [CONFIGURE ] JCE: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-17T23:53:24.609575] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8350 tests
[2025-10-17T23:53:24.609611] [INFO ] [CONFIGURE ] JCE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:53:24.609671] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-17T23:53:24.762102] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:24.912518] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:53:25.063354] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:25.217247] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:53:25.368939] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:53:25.520517] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:25.672194] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:53:25.823683] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:25.979273] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:26.135059] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:26.135268] [INFO ] [CONFIGURE ] JCE: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:53:26.135314] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8349 tests
[2025-10-17T23:53:26.135350] [INFO ] [CONFIGURE ] JCE: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:53:26.135381] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-10-17T23:53:26.290164] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:26.442486] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:53:26.597268] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:26.753041] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:53:26.909929] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:53:27.068809] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:27.225578] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:53:27.382903] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:27.541582] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:27.703260] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:27.703464] [INFO ] [CONFIGURE ] JCE: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:53:27.703510] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8348 tests
[2025-10-17T23:53:27.703545] [INFO ] [CONFIGURE ] JCE: Testing feature 28/29: add_volume_profile
[2025-10-17T23:53:27.703577] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-10-17T23:53:27.846815] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:27.990190] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:53:28.136113] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:28.281824] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:28.427713] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:53:28.573810] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:28.725668] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:53:28.875927] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:53:29.025361] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:29.174286] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:29.174505] [INFO ] [CONFIGURE ] JCE: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-17T23:53:29.174568] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8347 tests
[2025-10-17T23:53:29.174627] [INFO ] [CONFIGURE ] JCE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:53:29.174696] [INFO ] [CONFIGURE ] JCE: Best accuracy: 90.00%
[2025-10-17T23:53:29.174740] [INFO ] [CONFIGURE ] JCE: Best feature set (4 features): ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-17T23:53:29.174771] [INFO ] [CONFIGURE ] JCE: Improvement over baseline: 40.00%
[2025-10-17T23:53:29.174797] [INFO ] [CONFIGURE ] JCE: Total time: 41.5 seconds
[2025-10-17T23:53:29.174825] [INFO ] [CONFIGURE ] JCE: Average time per feature: 1.5 seconds
[2025-10-17T23:53:29.174853] [INFO ] [CONFIGURE ] JCE: Average speed: 0.70 features/sec
[2025-10-17T23:53:29.175167] [INFO ] [LOCAL     ] Saved configuration for JCE: 4 features, 90.00% accuracy -> ./output/feature-sets/JCE.json
[2025-10-17T23:53:29.175221] [INFO ] [CONFIGURE ] JCE: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-17T23:53:29.175259] [INFO ] [sig       ] [93/380] Successfully configured JCE | 0.02 sym/s | Total: 1.1h | ETA: 3.4h
[2025-10-17T23:53:29.175292] [INFO ] [sig       ] [94/380] Configuring MMC...
[2025-10-17T23:53:29.175320] [INFO ] [CONFIGURE ] MMC: Configurate test run.
[2025-10-17T23:53:29.175349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-10-17T23:53:29.185467] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MMC'.
[2025-10-17T23:53:29.185844] [INFO ] [CONFIGURE ] MMC: Testing with 29 available features
[2025-10-17T23:53:29.185924] [INFO ] [CONFIGURE ] MMC: Establishing baseline with no features...
[2025-10-17T23:53:29.292631] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:29.398362] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:53:29.514741] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:29.622737] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:29.732488] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:53:29.841387] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:53:29.951518] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:30.062371] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:53:30.173337] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:30.283759] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:30.283951] [INFO ] [CONFIGURE ] MMC: Baseline score (no features): 40.00%
[2025-10-17T23:53:30.284000] [INFO ] [CONFIGURE ] MMC: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:53:30.284034] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:53:30.402128] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:53:30.521660] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:53:30.641559] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:30.762944] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:30.884880] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:53:31.007290] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:31.129463] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:31.253348] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:31.377542] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:31.502069] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:31.502229] [INFO ] [CONFIGURE ] MMC: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-17T23:53:31.502272] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8346 tests
[2025-10-17T23:53:31.502306] [INFO ] [CONFIGURE ] MMC: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:53:31.502336] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:53:31.628403] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:31.754942] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:53:31.883525] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:32.011854] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:32.139814] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:53:32.268776] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:53:32.398713] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:32.556713] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:32.688264] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:32.820306] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:32.820479] [INFO ] [CONFIGURE ] MMC: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-17T23:53:32.820522] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 1.4s/test | Remaining: 8345 tests
[2025-10-17T23:53:32.820555] [INFO ] [CONFIGURE ] MMC: Testing feature 3/29: add_daily_returns
[2025-10-17T23:53:32.820586] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:53:32.951827] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:53:33.081690] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:53:33.212937] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:33.344504] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:53:33.475425] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:53:33.610490] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:53:33.744272] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:33.877802] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:34.010665] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:34.140911] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:34.141125] [INFO ] [CONFIGURE ] MMC: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-17T23:53:34.141176] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8344 tests
[2025-10-17T23:53:34.141211] [INFO ] [CONFIGURE ] MMC: Testing feature 4/29: add_ema
[2025-10-17T23:53:34.141242] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-17T23:53:34.282301] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:53:34.425289] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:53:34.565553] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:34.707719] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:34.850984] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:53:34.995180] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:35.145099] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:35.290139] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:35.438424] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:35.593036] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:35.593247] [INFO ] [CONFIGURE ] MMC: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:53:35.593297] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8343 tests
[2025-10-17T23:53:35.593333] [INFO ] [CONFIGURE ] MMC: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:53:35.593363] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:53:35.738207] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:53:35.890176] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:53:36.043564] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:36.195801] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:36.348951] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:53:36.502952] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:53:36.657606] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:36.815177] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:36.966540] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:37.120526] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:37.120747] [INFO ] [CONFIGURE ] MMC: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:53:37.120808] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8342 tests
[2025-10-17T23:53:37.120886] [INFO ] [CONFIGURE ] MMC: Testing feature 6/29: add_failed_moves
[2025-10-17T23:53:37.120955] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:53:37.248901] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:37.377729] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:53:37.508249] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:37.640246] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:37.770721] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:53:37.900914] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:53:38.031682] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:38.172870] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:38.308723] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:38.440541] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:38.440727] [INFO ] [CONFIGURE ] MMC: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:53:38.440784] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8341 tests
[2025-10-17T23:53:38.440830] [INFO ] [CONFIGURE ] MMC: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:53:38.440863] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T23:53:38.590608] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:38.710875] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:53:38.831134] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:38.957891] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:39.084836] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:53:39.211589] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:53:39.347806] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:39.491190] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:39.632793] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:39.776615] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:39.776824] [INFO ] [CONFIGURE ] MMC: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:53:39.776876] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8340 tests
[2025-10-17T23:53:39.776935] [INFO ] [CONFIGURE ] MMC: Testing feature 8/29: add_macd
[2025-10-17T23:53:39.776971] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:53:39.964266] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:53:40.132924] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:53:40.293240] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:40.455269] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:40.617904] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:53:40.781075] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:53:40.945147] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:41.112756] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:53:41.277037] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:41.446508] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:41.446715] [INFO ] [CONFIGURE ] MMC: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:53:41.446776] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8339 tests
[2025-10-17T23:53:41.446813] [INFO ] [CONFIGURE ] MMC: Testing feature 9/29: add_mfi
[2025-10-17T23:53:41.446844] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-17T23:53:41.590167] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:41.737055] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:53:41.880675] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:42.025870] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:42.172079] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:53:42.321091] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:53:42.472238] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:42.623057] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:42.773464] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:42.924989] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:42.925159] [INFO ] [CONFIGURE ] MMC: KEPT add_mfi (score: 70.00%)
[2025-10-17T23:53:42.925204] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8338 tests
[2025-10-17T23:53:42.925239] [INFO ] [CONFIGURE ] MMC: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:53:42.925269] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:53:43.104353] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:53:43.283495] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:53:43.461550] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:43.640866] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:43.823879] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:53:44.001484] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:44.178336] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:44.356747] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:44.540274] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:44.725160] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:44.725354] [INFO ] [CONFIGURE ] MMC: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:53:44.725397] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8337 tests
[2025-10-17T23:53:44.725432] [INFO ] [CONFIGURE ] MMC: Testing feature 11/29: add_obv_daily
[2025-10-17T23:53:44.725464] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily']
[2025-10-17T23:53:44.882486] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:53:45.037264] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:53:45.191715] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:45.344215] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:45.495317] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:53:45.652171] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:53:45.811023] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:45.969524] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:46.129265] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:46.288187] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:53:46.288347] [INFO ] [CONFIGURE ] MMC: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T23:53:46.288392] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8336 tests
[2025-10-17T23:53:46.288428] [INFO ] [CONFIGURE ] MMC: Testing feature 12/29: add_obv_interval
[2025-10-17T23:53:46.288460] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_interval']
[2025-10-17T23:53:46.439631] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:53:46.590951] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:53:46.743520] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:46.897878] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:47.066556] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:53:47.224296] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:47.380395] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:47.539240] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:47.721934] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:47.876672] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:47.876840] [INFO ] [CONFIGURE ] MMC: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-17T23:53:47.876884] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8335 tests
[2025-10-17T23:53:47.876918] [INFO ] [CONFIGURE ] MMC: Testing feature 13/29: add_opening_strength
[2025-10-17T23:53:47.876947] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:53:48.035917] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:48.195976] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:53:48.355967] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:48.514812] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:53:48.680179] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:53:48.843392] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:49.004737] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:49.165640] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:49.330281] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:49.493799] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:49.493999] [INFO ] [CONFIGURE ] MMC: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T23:53:49.494049] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8334 tests
[2025-10-17T23:53:49.494084] [INFO ] [CONFIGURE ] MMC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:53:49.494115] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-17T23:53:49.678963] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:53:49.889491] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:53:50.145511] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:50.399534] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:50.607995] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:53:50.786611] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:50.950946] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:51.113914] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:51.275190] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:51.437234] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:51.437409] [INFO ] [CONFIGURE ] MMC: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-17T23:53:51.437451] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8333 tests
[2025-10-17T23:53:51.437486] [INFO ] [CONFIGURE ] MMC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:53:51.437517] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-17T23:53:51.579016] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:51.738762] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:53:51.894762] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:52.036714] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:52.177936] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:53:52.319673] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:52.467333] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:52.609454] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:52.753383] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:52.902162] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:52.902350] [INFO ] [CONFIGURE ] MMC: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:53:52.902412] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8332 tests
[2025-10-17T23:53:52.902449] [INFO ] [CONFIGURE ] MMC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:53:52.902481] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-17T23:53:53.051209] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:53.199609] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:53:53.349528] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:53.503031] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:53.654231] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:53:53.813033] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:53:53.973634] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:54.130880] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:54.289204] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:54.451726] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:54.451911] [INFO ] [CONFIGURE ] MMC: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:53:54.451959] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8331 tests
[2025-10-17T23:53:54.451996] [INFO ] [CONFIGURE ] MMC: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:53:54.452088] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_return_2d']
[2025-10-17T23:53:54.609985] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:54.767235] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:53:54.928538] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:55.089410] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:55.248443] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:53:55.406851] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:53:55.567383] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:55.723159] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:55.880214] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:56.040205] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:56.040368] [INFO ] [CONFIGURE ] MMC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:53:56.040412] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8330 tests
[2025-10-17T23:53:56.040446] [INFO ] [CONFIGURE ] MMC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:53:56.040478] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-17T23:53:56.178298] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:53:56.317250] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:53:56.456546] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:53:56.596507] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:56.736496] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:53:56.884846] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:53:57.025604] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:57.165947] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:57.308426] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:53:57.448892] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:57.449056] [INFO ] [CONFIGURE ] MMC: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:53:57.449100] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8329 tests
[2025-10-17T23:53:57.449135] [INFO ] [CONFIGURE ] MMC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:53:57.449166] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-17T23:53:57.589860] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:53:57.729840] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:53:57.874624] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:58.017602] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:58.163556] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:53:58.314860] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:53:58.463892] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:53:58.611314] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:53:58.765836] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:53:58.915184] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:53:58.915351] [INFO ] [CONFIGURE ] MMC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:53:58.915396] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8328 tests
[2025-10-17T23:53:58.915431] [INFO ] [CONFIGURE ] MMC: Testing feature 20/29: add_price_rejection
[2025-10-17T23:53:58.915463] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_price_rejection']
[2025-10-17T23:53:59.067220] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:53:59.226362] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:53:59.381727] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:53:59.543557] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:53:59.699148] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:53:59.853793] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:54:00.010728] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:54:00.168442] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:00.329796] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:54:00.488020] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:00.488274] [INFO ] [CONFIGURE ] MMC: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:54:00.488352] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8327 tests
[2025-10-17T23:54:00.488401] [INFO ] [CONFIGURE ] MMC: Testing feature 21/29: add_range_position
[2025-10-17T23:54:00.488435] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_range_position']
[2025-10-17T23:54:00.657848] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:00.819513] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:54:00.979816] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:54:01.158199] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:54:01.335066] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:01.497339] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:54:01.659560] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:54:01.826186] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:02.000776] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:54:02.171510] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:02.171746] [INFO ] [CONFIGURE ] MMC: DISCARDED add_range_position (score: 50.00%)
[2025-10-17T23:54:02.171802] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8326 tests
[2025-10-17T23:54:02.171840] [INFO ] [CONFIGURE ] MMC: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:54:02.171872] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_realized_volatility']
[2025-10-17T23:54:02.350204] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:02.535636] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:54:02.721537] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:54:02.935327] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:54:03.120981] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:03.310924] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:54:03.511708] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:54:03.720487] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:03.923346] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:54:04.125515] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:04.125719] [INFO ] [CONFIGURE ] MMC: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:54:04.125778] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8325 tests
[2025-10-17T23:54:04.125819] [INFO ] [CONFIGURE ] MMC: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:54:04.125852] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_recent_range_context']
[2025-10-17T23:54:04.285672] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:04.453849] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:54:04.622327] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:54:04.786951] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:04.956581] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:05.121304] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:54:05.274860] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:54:05.431735] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:05.584980] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:05.736282] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:05.736439] [INFO ] [CONFIGURE ] MMC: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-17T23:54:05.736483] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8324 tests
[2025-10-17T23:54:05.736518] [INFO ] [CONFIGURE ] MMC: Testing feature 24/29: add_rsi
[2025-10-17T23:54:05.736549] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_ema', 'add_rsi']
[2025-10-17T23:54:05.906162] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:06.089814] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:54:06.266296] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:54:06.444772] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:06.625501] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:06.810727] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:54:06.988277] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:54:07.164356] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:07.344205] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:54:07.519821] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:07.520057] [INFO ] [CONFIGURE ] MMC: DISCARDED add_rsi (score: 30.00%)
[2025-10-17T23:54:07.520109] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8323 tests
[2025-10-17T23:54:07.520150] [INFO ] [CONFIGURE ] MMC: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:54:07.520182] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_tick_distribution']
[2025-10-17T23:54:07.669609] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:07.815983] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:54:07.963954] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:54:08.112775] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:54:08.264770] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:08.413388] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:54:08.564228] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:54:08.724103] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:08.877420] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:54:09.033329] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:09.033519] [INFO ] [CONFIGURE ] MMC: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:54:09.033592] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8322 tests
[2025-10-17T23:54:09.033674] [INFO ] [CONFIGURE ] MMC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:54:09.033790] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-17T23:54:09.181397] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:54:09.329438] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:54:09.477113] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:54:09.626553] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:54:09.776075] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:09.926243] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:54:10.084276] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:54:10.257052] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:54:10.418792] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:54:10.573051] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:10.573222] [INFO ] [CONFIGURE ] MMC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:54:10.573265] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8321 tests
[2025-10-17T23:54:10.573301] [INFO ] [CONFIGURE ] MMC: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:54:10.573332] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_price_divergence']
[2025-10-17T23:54:10.727629] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:10.887017] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:54:11.054589] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:54:11.216297] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:54:11.375375] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:11.539606] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:54:11.702030] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:54:11.865865] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:12.043947] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:54:12.228607] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:12.228872] [INFO ] [CONFIGURE ] MMC: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:54:12.228931] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8320 tests
[2025-10-17T23:54:12.228968] [INFO ] [CONFIGURE ] MMC: Testing feature 28/29: add_volume_profile
[2025-10-17T23:54:12.229013] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_profile']
[2025-10-17T23:54:12.392986] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:54:12.550925] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:54:12.713290] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:54:12.869235] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:13.029276] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:13.189784] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:54:13.342300] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:54:13.494320] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:13.646006] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:13.808882] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:13.809065] [INFO ] [CONFIGURE ] MMC: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-17T23:54:13.809110] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8319 tests
[2025-10-17T23:54:13.809146] [INFO ] [CONFIGURE ] MMC: Testing feature 29/29: add_vwap
[2025-10-17T23:54:13.809179] [INFO ] [CONFIGURE ] MMC: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_vwap']
[2025-10-17T23:54:13.974614] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:14.127917] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:14.289772] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:54:14.451176] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:14.603956] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:14.758189] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:54:14.913987] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:54:15.073926] [DEBUG] [FORECASTER] MMC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:54:15.228845] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:15.386007] [DEBUG] [FORECASTER] MMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:15.386173] [INFO ] [CONFIGURE ] MMC: DISCARDED add_vwap (score: 40.00%)
[2025-10-17T23:54:15.386216] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8318 tests
[2025-10-17T23:54:15.386252] [INFO ] [CONFIGURE ] MMC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:54:15.386281] [INFO ] [CONFIGURE ] MMC: Best accuracy: 70.00%
[2025-10-17T23:54:15.386311] [INFO ] [CONFIGURE ] MMC: Best feature set (2 features): ['add_cumulative_delta', 'add_mfi']
[2025-10-17T23:54:15.386338] [INFO ] [CONFIGURE ] MMC: Improvement over baseline: 30.00%
[2025-10-17T23:54:15.386365] [INFO ] [CONFIGURE ] MMC: Total time: 45.1 seconds
[2025-10-17T23:54:15.386390] [INFO ] [CONFIGURE ] MMC: Average time per feature: 1.6 seconds
[2025-10-17T23:54:15.386417] [INFO ] [CONFIGURE ] MMC: Average speed: 0.64 features/sec
[2025-10-17T23:54:15.386993] [INFO ] [LOCAL     ] Saved configuration for MMC: 2 features, 70.00% accuracy -> ./output/feature-sets/MMC.json
[2025-10-17T23:54:15.387063] [INFO ] [CONFIGURE ] MMC: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-17T23:54:15.387124] [INFO ] [sig       ] [94/380] Successfully configured MMC | 0.02 sym/s | Total: 1.1h | ETA: 3.4h
[2025-10-17T23:54:15.387170] [INFO ] [sig       ] [95/380] Configuring MP...
[2025-10-17T23:54:15.387224] [INFO ] [CONFIGURE ] MP: Configurate test run.
[2025-10-17T23:54:15.387257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-10-17T23:54:15.399592] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MP'.
[2025-10-17T23:54:15.399974] [INFO ] [CONFIGURE ] MP: Testing with 29 available features
[2025-10-17T23:54:15.400031] [INFO ] [CONFIGURE ] MP: Establishing baseline with no features...
[2025-10-17T23:54:15.499778] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:15.599264] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:15.699508] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:54:15.801295] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:15.904777] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:16.007757] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:16.110627] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:16.214227] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:54:16.320948] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:16.425626] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:16.425789] [INFO ] [CONFIGURE ] MP: Baseline score (no features): 40.00%
[2025-10-17T23:54:16.425837] [INFO ] [CONFIGURE ] MP: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:54:16.425870] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:54:16.538777] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:16.650977] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:16.768959] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:16.882694] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:16.996931] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:17.113725] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:17.228839] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:17.345227] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:17.461145] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:17.582135] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:17.582347] [INFO ] [CONFIGURE ] MP: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-17T23:54:17.582408] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8317 tests
[2025-10-17T23:54:17.582445] [INFO ] [CONFIGURE ] MP: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:54:17.582475] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:54:17.713301] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:17.842955] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:17.974876] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:18.106590] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:18.238142] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:18.375461] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:18.508114] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:18.641085] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:18.783766] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:18.918055] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:18.918198] [INFO ] [CONFIGURE ] MP: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-17T23:54:18.918242] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8316 tests
[2025-10-17T23:54:18.918299] [INFO ] [CONFIGURE ] MP: Testing feature 3/29: add_daily_returns
[2025-10-17T23:54:18.918330] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:54:19.035510] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:19.151573] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:19.272911] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:19.390306] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:19.507637] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:19.627081] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:19.745945] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:19.867030] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:19.992158] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:20.113722] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:20.113867] [INFO ] [CONFIGURE ] MP: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T23:54:20.113911] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8315 tests
[2025-10-17T23:54:20.113944] [INFO ] [CONFIGURE ] MP: Testing feature 4/29: add_ema
[2025-10-17T23:54:20.113975] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:54:20.244106] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:20.373566] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:20.504861] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:20.635857] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:20.767543] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:20.899634] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:21.038575] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:21.173134] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:21.308523] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:21.443508] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:21.443686] [INFO ] [CONFIGURE ] MP: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:54:21.443747] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8314 tests
[2025-10-17T23:54:21.443785] [INFO ] [CONFIGURE ] MP: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:54:21.443817] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:54:21.583779] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:21.727197] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:21.867168] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:22.008164] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:22.148691] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:22.289004] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:22.432890] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:22.575783] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:22.723768] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:22.868051] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:22.868210] [INFO ] [CONFIGURE ] MP: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:54:22.868253] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8313 tests
[2025-10-17T23:54:22.868287] [INFO ] [CONFIGURE ] MP: Testing feature 6/29: add_failed_moves
[2025-10-17T23:54:22.868318] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-17T23:54:22.988166] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:23.110102] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:23.233675] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:23.358190] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:23.485920] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:23.609240] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:23.734382] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:23.858867] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:23.990819] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:24.126777] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:24.126923] [INFO ] [CONFIGURE ] MP: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:54:24.126966] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8312 tests
[2025-10-17T23:54:24.127000] [INFO ] [CONFIGURE ] MP: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:54:24.127030] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-17T23:54:24.247026] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:24.365794] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:24.480176] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:24.594163] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:24.709335] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:24.825601] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:24.941848] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:25.062560] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:25.180128] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:25.299596] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:25.299807] [INFO ] [CONFIGURE ] MP: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:54:25.299868] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8311 tests
[2025-10-17T23:54:25.299926] [INFO ] [CONFIGURE ] MP: Testing feature 8/29: add_macd
[2025-10-17T23:54:25.299960] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-17T23:54:25.452357] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:25.602203] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:25.755824] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:25.906605] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:26.060952] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:26.213382] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:26.375002] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:26.537086] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:26.697184] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:26.858900] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:26.859114] [INFO ] [CONFIGURE ] MP: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:54:26.859165] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8310 tests
[2025-10-17T23:54:26.859200] [INFO ] [CONFIGURE ] MP: Testing feature 9/29: add_mfi
[2025-10-17T23:54:26.859231] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-17T23:54:26.992405] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:27.126255] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:27.259375] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:27.409438] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:27.568100] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:27.722844] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:27.873529] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:28.028604] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:28.180084] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:28.328001] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:28.328245] [INFO ] [CONFIGURE ] MP: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T23:54:28.328297] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8309 tests
[2025-10-17T23:54:28.328338] [INFO ] [CONFIGURE ] MP: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:54:28.328371] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:54:28.483726] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:28.649060] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:28.815115] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:28.983583] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:29.149090] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:29.316525] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:29.469558] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:29.622401] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:29.776873] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:29.923800] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:29.923990] [INFO ] [CONFIGURE ] MP: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:54:29.924035] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8308 tests
[2025-10-17T23:54:29.924069] [INFO ] [CONFIGURE ] MP: Testing feature 11/29: add_obv_daily
[2025-10-17T23:54:29.924100] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-17T23:54:30.044127] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:30.165605] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:30.287841] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:30.412321] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:30.536858] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:30.660138] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:30.783725] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:30.908251] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:31.037179] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:31.162117] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:31.162295] [INFO ] [CONFIGURE ] MP: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T23:54:31.162357] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8307 tests
[2025-10-17T23:54:31.162394] [INFO ] [CONFIGURE ] MP: Testing feature 12/29: add_obv_interval
[2025-10-17T23:54:31.162424] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-17T23:54:31.282298] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:31.402844] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:31.524292] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:31.645480] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:31.768254] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:31.890790] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:32.015552] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:32.139977] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:32.264349] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:32.389220] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:32.389379] [INFO ] [CONFIGURE ] MP: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:54:32.389422] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8306 tests
[2025-10-17T23:54:32.389457] [INFO ] [CONFIGURE ] MP: Testing feature 13/29: add_opening_strength
[2025-10-17T23:54:32.389488] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:54:32.519572] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:32.646078] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:32.773787] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:32.901876] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:33.030803] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:33.160458] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:54:33.289787] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:33.424997] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:54:33.556673] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:33.692717] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:33.692865] [INFO ] [CONFIGURE ] MP: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:54:33.692908] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8305 tests
[2025-10-17T23:54:33.692942] [INFO ] [CONFIGURE ] MP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:54:33.692972] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-17T23:54:33.826302] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:54:33.958191] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:34.092458] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:54:34.227438] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:34.363442] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:34.498458] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:34.633890] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:34.770726] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:34.907783] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:35.044604] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:35.044776] [INFO ] [CONFIGURE ] MP: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-17T23:54:35.044825] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8304 tests
[2025-10-17T23:54:35.044861] [INFO ] [CONFIGURE ] MP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:54:35.044894] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-17T23:54:35.158092] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:35.271930] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:35.386308] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:35.502053] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:54:35.619562] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:35.737747] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:35.860468] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:35.984626] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:36.109803] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:36.234051] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:36.234219] [INFO ] [CONFIGURE ] MP: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:54:36.234262] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8303 tests
[2025-10-17T23:54:36.234297] [INFO ] [CONFIGURE ] MP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:54:36.234328] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-17T23:54:36.365707] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:36.488915] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:36.613123] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:36.737947] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:36.863179] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:36.989848] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:37.117552] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:37.244978] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:37.374167] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:37.503144] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:37.503354] [INFO ] [CONFIGURE ] MP: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-17T23:54:37.505099] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8302 tests
[2025-10-17T23:54:37.505173] [INFO ] [CONFIGURE ] MP: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:54:37.505223] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-17T23:54:37.633122] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:37.760971] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:37.888836] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:38.033583] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:54:38.165407] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:38.295967] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:38.426363] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:54:38.558071] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:38.692296] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:38.832573] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:38.832738] [INFO ] [CONFIGURE ] MP: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-17T23:54:38.832791] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8301 tests
[2025-10-17T23:54:38.832828] [INFO ] [CONFIGURE ] MP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:54:38.832859] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-17T23:54:38.955437] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:39.079806] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:39.204147] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:39.325919] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:39.473318] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:39.601806] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:39.723823] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:39.845465] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:39.970051] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:40.094541] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:40.094735] [INFO ] [CONFIGURE ] MP: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-17T23:54:40.094795] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8300 tests
[2025-10-17T23:54:40.094831] [INFO ] [CONFIGURE ] MP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:54:40.094861] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-17T23:54:40.213989] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:40.332151] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:40.451424] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:40.570761] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:40.690227] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:40.811581] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:40.933344] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:41.054774] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:41.177093] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:41.300341] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:41.300493] [INFO ] [CONFIGURE ] MP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-17T23:54:41.300536] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8299 tests
[2025-10-17T23:54:41.300570] [INFO ] [CONFIGURE ] MP: Testing feature 20/29: add_price_rejection
[2025-10-17T23:54:41.300600] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-17T23:54:41.426434] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:41.554667] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:41.684705] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:41.814500] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:41.943583] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:42.074219] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:42.206086] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:42.338308] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:42.498723] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:42.632246] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:42.632406] [INFO ] [CONFIGURE ] MP: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-17T23:54:42.632450] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8298 tests
[2025-10-17T23:54:42.632484] [INFO ] [CONFIGURE ] MP: Testing feature 21/29: add_range_position
[2025-10-17T23:54:42.632515] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-17T23:54:42.767846] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:42.905436] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:43.044382] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:43.185308] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:43.325818] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:43.468558] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:43.614076] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:43.755583] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:43.901944] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:44.043815] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:44.043976] [INFO ] [CONFIGURE ] MP: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:54:44.044020] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8297 tests
[2025-10-17T23:54:44.044056] [INFO ] [CONFIGURE ] MP: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:54:44.044087] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-17T23:54:44.193569] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:44.347392] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:44.497485] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:44.649089] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:44.800892] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:44.953042] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:45.106956] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:45.263473] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:45.420837] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:45.579550] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:45.579807] [INFO ] [CONFIGURE ] MP: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:54:45.579864] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8296 tests
[2025-10-17T23:54:45.579904] [INFO ] [CONFIGURE ] MP: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:54:45.579937] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-17T23:54:45.713428] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:45.846973] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:45.980756] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:46.111009] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:46.240927] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:46.379753] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:46.509059] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:54:46.636432] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:46.764753] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:46.894965] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:46.895147] [INFO ] [CONFIGURE ] MP: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-17T23:54:46.895242] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8295 tests
[2025-10-17T23:54:46.895298] [INFO ] [CONFIGURE ] MP: Testing feature 24/29: add_rsi
[2025-10-17T23:54:46.895335] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-17T23:54:47.047528] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:47.188822] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:47.330010] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:47.472470] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:47.615719] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:47.759160] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:47.903014] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:48.050687] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:48.197258] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:48.343872] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:48.344023] [INFO ] [CONFIGURE ] MP: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:54:48.344066] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8294 tests
[2025-10-17T23:54:48.344100] [INFO ] [CONFIGURE ] MP: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:54:48.344186] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-17T23:54:48.464258] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:48.586667] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:48.709423] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:48.834260] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:48.955922] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:49.076668] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:49.199046] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:49.322146] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:49.446178] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:49.570171] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:49.570297] [INFO ] [CONFIGURE ] MP: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T23:54:49.570340] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8293 tests
[2025-10-17T23:54:49.570375] [INFO ] [CONFIGURE ] MP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:54:49.570405] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-17T23:54:49.696558] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:49.820795] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:49.949240] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:50.083206] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:50.210431] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:50.337486] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:50.466506] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:50.594899] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:50.724047] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:50.857380] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:50.857520] [INFO ] [CONFIGURE ] MP: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:54:50.857563] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8292 tests
[2025-10-17T23:54:50.857597] [INFO ] [CONFIGURE ] MP: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:54:50.857627] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-17T23:54:50.994768] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:51.132602] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:51.269919] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:51.406192] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:51.575444] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:51.713311] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:51.852747] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:51.991925] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:52.132058] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:52.272231] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:52.272369] [INFO ] [CONFIGURE ] MP: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:54:52.272412] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8291 tests
[2025-10-17T23:54:52.272446] [INFO ] [CONFIGURE ] MP: Testing feature 28/29: add_volume_profile
[2025-10-17T23:54:52.272475] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-17T23:54:52.400925] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:52.530826] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:52.659381] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:52.788501] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:52.918511] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-17T23:54:53.048216] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:53.183720] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:53.318362] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:54:53.454062] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:53.598531] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:53.598790] [INFO ] [CONFIGURE ] MP: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-17T23:54:53.598856] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8290 tests
[2025-10-17T23:54:53.598896] [INFO ] [CONFIGURE ] MP: Testing feature 29/29: add_vwap
[2025-10-17T23:54:53.598931] [INFO ] [CONFIGURE ] MP: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-17T23:54:53.740312] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:54:53.876857] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:54:54.013635] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:54:54.149782] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:54:54.295368] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-17T23:54:54.439998] [DEBUG] [FORECASTER] MP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:54:54.612679] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:54:54.753705] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:54:54.903564] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:54:55.050456] [DEBUG] [FORECASTER] MP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:55.050680] [INFO ] [CONFIGURE ] MP: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T23:54:55.050801] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8289 tests
[2025-10-17T23:54:55.050846] [INFO ] [CONFIGURE ] MP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:54:55.050879] [INFO ] [CONFIGURE ] MP: Best accuracy: 60.00%
[2025-10-17T23:54:55.050911] [INFO ] [CONFIGURE ] MP: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-17T23:54:55.050940] [INFO ] [CONFIGURE ] MP: Improvement over baseline: 20.00%
[2025-10-17T23:54:55.050968] [INFO ] [CONFIGURE ] MP: Total time: 38.6 seconds
[2025-10-17T23:54:55.050996] [INFO ] [CONFIGURE ] MP: Average time per feature: 1.3 seconds
[2025-10-17T23:54:55.051024] [INFO ] [CONFIGURE ] MP: Average speed: 0.75 features/sec
[2025-10-17T23:54:55.051383] [INFO ] [LOCAL     ] Saved configuration for MP: 1 features, 60.00% accuracy -> ./output/feature-sets/MP.json
[2025-10-17T23:54:55.051432] [INFO ] [CONFIGURE ] MP: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-17T23:54:55.051498] [INFO ] [sig       ] [95/380] Successfully configured MP | 0.02 sym/s | Total: 1.1h | ETA: 3.4h
[2025-10-17T23:54:55.051566] [INFO ] [sig       ] [96/380] Configuring MPC...
[2025-10-17T23:54:55.051633] [INFO ] [CONFIGURE ] MPC: Configurate test run.
[2025-10-17T23:54:55.051713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-10-17T23:54:55.063697] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MPC'.
[2025-10-17T23:54:55.064051] [INFO ] [CONFIGURE ] MPC: Testing with 29 available features
[2025-10-17T23:54:55.064109] [INFO ] [CONFIGURE ] MPC: Establishing baseline with no features...
[2025-10-17T23:54:55.171700] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:54:55.281061] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:54:55.400293] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:54:55.521631] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:54:55.642328] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:54:55.755869] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:54:55.870637] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:54:55.987436] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:54:56.108443] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:54:56.224788] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:54:56.224961] [INFO ] [CONFIGURE ] MPC: Baseline score (no features): 20.00%
[2025-10-17T23:54:56.225016] [INFO ] [CONFIGURE ] MPC: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:54:56.225057] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:54:56.351883] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:54:56.480069] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:54:56.608036] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:54:56.745206] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:54:56.869843] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:54:56.994505] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:54:57.126745] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:54:57.259235] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:54:57.392823] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:54:57.527352] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:54:57.527525] [INFO ] [CONFIGURE ] MPC: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-17T23:54:57.527573] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8288 tests
[2025-10-17T23:54:57.527609] [INFO ] [CONFIGURE ] MPC: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:54:57.527664] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:54:57.678200] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:54:57.824868] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:54:57.977224] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:54:58.148865] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:54:58.308559] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:54:58.475048] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:54:58.636586] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:54:58.827156] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:54:59.000753] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:54:59.161881] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:54:59.162070] [INFO ] [CONFIGURE ] MPC: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-17T23:54:59.162117] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8287 tests
[2025-10-17T23:54:59.162154] [INFO ] [CONFIGURE ] MPC: Testing feature 3/29: add_daily_returns
[2025-10-17T23:54:59.162186] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:54:59.323580] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:54:59.470179] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:54:59.607234] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:54:59.744403] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:54:59.891563] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:00.029763] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:00.169110] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:00.307141] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:55:00.454823] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:00.603394] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:00.603559] [INFO ] [CONFIGURE ] MPC: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-17T23:55:00.603682] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8286 tests
[2025-10-17T23:55:00.603737] [INFO ] [CONFIGURE ] MPC: Testing feature 4/29: add_ema
[2025-10-17T23:55:00.603773] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-17T23:55:00.764972] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:00.936394] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:01.115167] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:01.282013] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:01.459316] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:01.629339] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:01.794808] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:01.965437] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:55:02.137531] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:02.301406] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:02.301609] [INFO ] [CONFIGURE ] MPC: DISCARDED add_ema (score: 60.00%)
[2025-10-17T23:55:02.301702] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8285 tests
[2025-10-17T23:55:02.301758] [INFO ] [CONFIGURE ] MPC: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:55:02.301794] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:55:02.472316] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:02.625018] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:02.781009] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:02.948038] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:03.124549] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:03.294900] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:03.463455] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:03.636020] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:03.810633] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:03.975460] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:55:03.975634] [INFO ] [CONFIGURE ] MPC: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:55:03.975714] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8284 tests
[2025-10-17T23:55:03.975756] [INFO ] [CONFIGURE ] MPC: Testing feature 6/29: add_failed_moves
[2025-10-17T23:55:03.975789] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:55:04.120614] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:04.265741] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:04.410153] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:04.558772] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:04.700249] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:04.842942] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:04.985520] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:05.130360] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:55:05.273409] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:05.417279] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:05.417441] [INFO ] [CONFIGURE ] MPC: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:55:05.417483] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8283 tests
[2025-10-17T23:55:05.417519] [INFO ] [CONFIGURE ] MPC: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:55:05.417550] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-17T23:55:05.553083] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:55:05.686697] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:05.826111] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:05.961822] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:06.097053] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:06.232040] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:06.393317] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:06.541481] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:55:06.692082] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:06.830562] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:06.830732] [INFO ] [CONFIGURE ] MPC: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:55:06.830794] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8282 tests
[2025-10-17T23:55:06.830832] [INFO ] [CONFIGURE ] MPC: Testing feature 8/29: add_macd
[2025-10-17T23:55:06.830863] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:55:07.007957] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:07.181154] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:07.354899] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:07.531028] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:07.703514] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:07.875620] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:08.055190] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:08.233367] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:08.414229] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:08.599333] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:08.599508] [INFO ] [CONFIGURE ] MPC: KEPT add_macd (score: 70.00%)
[2025-10-17T23:55:08.599562] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8281 tests
[2025-10-17T23:55:08.599599] [INFO ] [CONFIGURE ] MPC: Testing feature 9/29: add_mfi
[2025-10-17T23:55:08.599630] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-17T23:55:08.791307] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:08.982744] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:09.177106] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:09.401582] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:09.589973] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:09.817074] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:10.007354] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:10.200325] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:10.430813] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:10.625856] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:10.626027] [INFO ] [CONFIGURE ] MPC: DISCARDED add_mfi (score: 70.00%)
[2025-10-17T23:55:10.626075] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8280 tests
[2025-10-17T23:55:10.626114] [INFO ] [CONFIGURE ] MPC: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:55:10.626150] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:55:10.848031] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:11.052085] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:11.256513] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:11.493982] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:11.698788] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:11.912291] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:12.121742] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:12.329346] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:12.582047] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:12.831197] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:12.831399] [INFO ] [CONFIGURE ] MPC: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:55:12.831448] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8279 tests
[2025-10-17T23:55:12.831486] [INFO ] [CONFIGURE ] MPC: Testing feature 11/29: add_obv_daily
[2025-10-17T23:55:12.831521] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-17T23:55:13.029319] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:13.221608] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:55:13.413946] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:13.610290] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:13.809074] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:14.004855] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:14.213927] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:14.411918] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:14.614367] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:14.823754] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:14.823946] [INFO ] [CONFIGURE ] MPC: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T23:55:14.824012] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8278 tests
[2025-10-17T23:55:14.824074] [INFO ] [CONFIGURE ] MPC: Testing feature 12/29: add_obv_interval
[2025-10-17T23:55:14.824109] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-17T23:55:15.019361] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:15.222316] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:15.411312] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:15.599326] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:15.792869] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:15.988101] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:16.178741] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:16.374202] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:16.563926] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:16.754325] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:16.754517] [INFO ] [CONFIGURE ] MPC: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-17T23:55:16.754563] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8277 tests
[2025-10-17T23:55:16.754599] [INFO ] [CONFIGURE ] MPC: Testing feature 13/29: add_opening_strength
[2025-10-17T23:55:16.754632] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:55:16.955798] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:55:17.166117] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:17.368008] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:17.567514] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:17.770901] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:17.969073] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:18.172875] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:18.377069] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:55:18.580082] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:18.789264] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:55:18.789441] [INFO ] [CONFIGURE ] MPC: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-17T23:55:18.789516] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8276 tests
[2025-10-17T23:55:18.789588] [INFO ] [CONFIGURE ] MPC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:55:18.789628] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-17T23:55:18.988407] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:19.186997] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:55:19.393269] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:19.594628] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:19.827348] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:20.061515] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:20.295167] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:20.530004] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:20.773835] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:20.985305] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:20.985475] [INFO ] [CONFIGURE ] MPC: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:55:20.985530] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8275 tests
[2025-10-17T23:55:20.985574] [INFO ] [CONFIGURE ] MPC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:55:20.985615] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-17T23:55:21.171179] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:21.354709] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:55:21.533049] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:21.711771] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:21.926600] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:22.109005] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:22.291732] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:22.474338] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:22.658941] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:22.844200] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:22.844359] [INFO ] [CONFIGURE ] MPC: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-17T23:55:22.844403] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8274 tests
[2025-10-17T23:55:22.844438] [INFO ] [CONFIGURE ] MPC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:55:22.844471] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-17T23:55:23.035804] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:23.224914] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:23.410667] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:23.597713] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:23.786531] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:23.983429] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:24.175673] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:24.370478] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:24.561481] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:24.756430] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:24.756603] [INFO ] [CONFIGURE ] MPC: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T23:55:24.756671] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8273 tests
[2025-10-17T23:55:24.756730] [INFO ] [CONFIGURE ] MPC: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:55:24.756764] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-17T23:55:24.974980] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:25.167562] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:25.356503] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:25.544609] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:25.735335] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:25.930214] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:26.123233] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:26.315444] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:55:26.507473] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:26.699666] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:55:26.699873] [INFO ] [CONFIGURE ] MPC: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-17T23:55:26.699921] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8272 tests
[2025-10-17T23:55:26.699958] [INFO ] [CONFIGURE ] MPC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:55:26.699990] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-17T23:55:26.879322] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:27.060254] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:27.242747] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:27.432433] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:27.620405] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:27.801381] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:28.010582] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:28.201381] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:28.389745] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:28.576305] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:28.576505] [INFO ] [CONFIGURE ] MPC: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-17T23:55:28.576552] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8271 tests
[2025-10-17T23:55:28.576587] [INFO ] [CONFIGURE ] MPC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:55:28.576621] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-17T23:55:28.755371] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:28.945116] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:29.127925] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:29.309974] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:29.488623] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:29.668115] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:29.873370] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:30.076315] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:30.278732] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:30.462077] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:30.462228] [INFO ] [CONFIGURE ] MPC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:55:30.462271] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8270 tests
[2025-10-17T23:55:30.462306] [INFO ] [CONFIGURE ] MPC: Testing feature 20/29: add_price_rejection
[2025-10-17T23:55:30.462337] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-17T23:55:30.649193] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:30.831458] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:55:31.039097] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:31.223137] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:31.408169] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:31.594033] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:31.791694] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:31.987291] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:32.176190] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:32.364746] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:32.364908] [INFO ] [CONFIGURE ] MPC: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-17T23:55:32.364970] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8269 tests
[2025-10-17T23:55:32.365007] [INFO ] [CONFIGURE ] MPC: Testing feature 21/29: add_range_position
[2025-10-17T23:55:32.365038] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-17T23:55:32.553879] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:32.746165] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:32.937407] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:33.127882] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:33.319243] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:33.513177] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:33.704746] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:33.903369] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:34.096879] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:34.290778] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:55:34.290946] [INFO ] [CONFIGURE ] MPC: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:55:34.290990] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8268 tests
[2025-10-17T23:55:34.291026] [INFO ] [CONFIGURE ] MPC: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:55:34.291058] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-17T23:55:34.494493] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:34.703147] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:34.916987] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:35.124024] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:35.334180] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:35.551134] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:35.771205] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:35.992633] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:36.211849] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:36.431088] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:36.431294] [INFO ] [CONFIGURE ] MPC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T23:55:36.431345] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8267 tests
[2025-10-17T23:55:36.431381] [INFO ] [CONFIGURE ] MPC: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:55:36.431415] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-17T23:55:36.617455] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:36.808381] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:55:36.999708] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:37.183525] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:37.367374] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:37.570334] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:37.782660] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:37.994622] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:38.203628] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:38.398795] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:38.399098] [INFO ] [CONFIGURE ] MPC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:55:38.399155] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8266 tests
[2025-10-17T23:55:38.399192] [INFO ] [CONFIGURE ] MPC: Testing feature 24/29: add_rsi
[2025-10-17T23:55:38.399224] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-17T23:55:38.603861] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:38.807442] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:39.012041] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:39.222876] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:39.426809] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:39.633767] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:39.842623] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:40.049940] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:40.271871] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:40.484446] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:55:40.484608] [INFO ] [CONFIGURE ] MPC: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:55:40.484681] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8265 tests
[2025-10-17T23:55:40.484736] [INFO ] [CONFIGURE ] MPC: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:55:40.484771] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-17T23:55:40.669908] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:40.856898] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:41.037102] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:41.216295] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:41.397179] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:41.582540] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:41.767121] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:41.954563] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:42.139293] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:42.326677] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:42.326849] [INFO ] [CONFIGURE ] MPC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T23:55:42.326894] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8264 tests
[2025-10-17T23:55:42.326931] [INFO ] [CONFIGURE ] MPC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:55:42.326964] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-17T23:55:42.507260] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:42.692436] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:55:42.873415] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:43.055749] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:43.238816] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:43.420762] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:43.605563] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:43.797620] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:43.989376] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:44.190360] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:44.190559] [INFO ] [CONFIGURE ] MPC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:55:44.190623] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8263 tests
[2025-10-17T23:55:44.190695] [INFO ] [CONFIGURE ] MPC: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:55:44.190743] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-17T23:55:44.379326] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:44.570976] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:55:44.762237] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:44.960537] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:45.154321] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:45.347974] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:45.541860] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:45.736297] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:45.936710] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:46.164772] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:46.164941] [INFO ] [CONFIGURE ] MPC: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:55:46.164985] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8262 tests
[2025-10-17T23:55:46.165020] [INFO ] [CONFIGURE ] MPC: Testing feature 28/29: add_volume_profile
[2025-10-17T23:55:46.165054] [INFO ] [CONFIGURE ] MPC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-17T23:55:46.347770] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:55:46.531914] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:55:46.713931] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:55:46.897391] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:55:47.088749] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:47.288258] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:47.476307] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:47.665559] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:55:47.855271] [DEBUG] [FORECASTER] MPC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:55:48.047407] [DEBUG] [FORECASTER] MPC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:55:48.047608] [INFO ] [CONFIGURE ] MPC: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-17T23:55:48.047680] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8261 tests
[2025-10-17T23:55:48.047737] [INFO ] [CONFIGURE ] MPC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:55:48.047770] [INFO ] [CONFIGURE ] MPC: Best accuracy: 70.00%
[2025-10-17T23:55:48.047802] [INFO ] [CONFIGURE ] MPC: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-17T23:55:48.047863] [INFO ] [CONFIGURE ] MPC: Improvement over baseline: 50.00%
[2025-10-17T23:55:48.047910] [INFO ] [CONFIGURE ] MPC: Total time: 51.8 seconds
[2025-10-17T23:55:48.047940] [INFO ] [CONFIGURE ] MPC: Average time per feature: 1.9 seconds
[2025-10-17T23:55:48.047968] [INFO ] [CONFIGURE ] MPC: Average speed: 0.56 features/sec
[2025-10-17T23:55:48.048600] [INFO ] [LOCAL     ] Saved configuration for MPC: 4 features, 70.00% accuracy -> ./output/feature-sets/MPC.json
[2025-10-17T23:55:48.048691] [INFO ] [CONFIGURE ] MPC: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-10-17T23:55:48.048769] [INFO ] [sig       ] [96/380] Successfully configured MPC | 0.02 sym/s | Total: 1.1h | ETA: 3.4h
[2025-10-17T23:55:48.048835] [INFO ] [sig       ] [97/380] Configuring MPLX...
[2025-10-17T23:55:48.048900] [INFO ] [CONFIGURE ] MPLX: Configurate test run.
[2025-10-17T23:55:48.048956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPLX' from 'https://tdm.silogroup.org/data/derivative_storage/MPLX.csv'.
[2025-10-17T23:55:48.061780] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MPLX'.
[2025-10-17T23:55:48.062193] [INFO ] [CONFIGURE ] MPLX: Testing with 29 available features
[2025-10-17T23:55:48.062263] [INFO ] [CONFIGURE ] MPLX: Establishing baseline with no features...
[2025-10-17T23:55:48.174562] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:55:48.277634] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:55:48.380044] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:55:48.486000] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:55:48.589243] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:48.693380] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:55:48.799056] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:48.905277] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:55:49.014329] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:55:49.156944] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:55:49.157096] [INFO ] [CONFIGURE ] MPLX: Baseline score (no features): 50.00%
[2025-10-17T23:55:49.157139] [INFO ] [CONFIGURE ] MPLX: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:55:49.157173] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:55:49.280930] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:55:49.399167] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:55:49.512171] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:55:49.626915] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:55:49.742587] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:49.858605] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:55:49.974269] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:50.092194] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:55:50.210887] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:55:50.333868] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:55:50.334061] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-17T23:55:50.334117] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8260 tests
[2025-10-17T23:55:50.334154] [INFO ] [CONFIGURE ] MPLX: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:55:50.334186] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:55:50.455263] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:55:50.574483] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:55:50.696173] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:55:50.820169] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:55:50.952447] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:51.075598] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:55:51.199610] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:51.331602] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:55:51.467215] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:55:51.591443] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:55:51.591581] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-17T23:55:51.591623] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8259 tests
[2025-10-17T23:55:51.591693] [INFO ] [CONFIGURE ] MPLX: Testing feature 3/29: add_daily_returns
[2025-10-17T23:55:51.591737] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_daily_returns']
[2025-10-17T23:55:51.695864] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:55:51.801837] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:55:51.907102] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:55:52.012343] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:55:52.119616] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:52.230512] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:55:52.342665] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:52.450798] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:55:52.561954] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:55:52.669917] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:55:52.670076] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-17T23:55:52.670120] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8258 tests
[2025-10-17T23:55:52.670155] [INFO ] [CONFIGURE ] MPLX: Testing feature 4/29: add_ema
[2025-10-17T23:55:52.670186] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_ema']
[2025-10-17T23:55:52.788281] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:55:52.906269] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:55:53.025155] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:55:53.150442] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:55:53.275178] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:53.399438] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:55:53.525350] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:53.656969] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:55:53.782502] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:55:53.909579] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:55:53.909800] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:55:53.909853] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8257 tests
[2025-10-17T23:55:53.909888] [INFO ] [CONFIGURE ] MPLX: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:55:53.909919] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:55:54.040052] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:55:54.187947] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:55:54.335203] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:55:54.489529] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:55:54.672512] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:54.860130] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:55:55.034124] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:55.204625] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:55:55.414213] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:55:55.568876] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:55:55.569102] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-17T23:55:55.569167] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8256 tests
[2025-10-17T23:55:55.569208] [INFO ] [CONFIGURE ] MPLX: Testing feature 6/29: add_failed_moves
[2025-10-17T23:55:55.569276] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_failed_moves']
[2025-10-17T23:55:55.697361] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:55:55.825118] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:55:55.958303] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:55:56.092468] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:55:56.225836] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:56.363912] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:55:56.499634] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:56.634989] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:55:56.770998] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:55:56.913893] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:55:56.914072] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T23:55:56.914115] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8255 tests
[2025-10-17T23:55:56.914149] [INFO ] [CONFIGURE ] MPLX: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:55:56.914202] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_lag_shelf']
[2025-10-17T23:55:57.045462] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:55:57.183983] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:55:57.314614] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:55:57.430132] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:55:57.544267] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:57.656636] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:55:57.774432] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:57.884551] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:55:57.994200] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:55:58.104349] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:55:58.104502] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:55:58.104545] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8254 tests
[2025-10-17T23:55:58.104579] [INFO ] [CONFIGURE ] MPLX: Testing feature 8/29: add_macd
[2025-10-17T23:55:58.104611] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:55:58.249829] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:55:58.392779] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:55:58.536428] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:55:58.680325] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:55:58.818882] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:55:58.973474] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:55:59.130819] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:55:59.283534] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:55:59.436366] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:55:59.592269] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:55:59.592440] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_macd (score: 30.00%)
[2025-10-17T23:55:59.592485] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8253 tests
[2025-10-17T23:55:59.592519] [INFO ] [CONFIGURE ] MPLX: Testing feature 9/29: add_mfi
[2025-10-17T23:55:59.592549] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_mfi']
[2025-10-17T23:55:59.721007] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:55:59.845136] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:55:59.970481] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:00.098369] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:00.224900] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:00.351620] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:00.479441] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:00.607979] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:56:00.737170] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:00.867898] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:56:00.868071] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:56:00.868129] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8252 tests
[2025-10-17T23:56:00.868163] [INFO ] [CONFIGURE ] MPLX: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:56:00.868193] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:56:01.008898] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:01.152926] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:01.302846] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:01.441859] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:01.587453] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:01.734004] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:01.878978] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:02.024588] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:02.187020] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:02.349438] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:56:02.349672] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-17T23:56:02.349755] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8251 tests
[2025-10-17T23:56:02.349810] [INFO ] [CONFIGURE ] MPLX: Testing feature 11/29: add_obv_daily
[2025-10-17T23:56:02.349845] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_obv_daily']
[2025-10-17T23:56:02.483968] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:02.611843] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:02.728300] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:02.849321] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:02.977437] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:03.106672] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:56:03.235095] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:03.362384] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:03.496527] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:03.627289] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:56:03.627460] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-17T23:56:03.627506] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8250 tests
[2025-10-17T23:56:03.627543] [INFO ] [CONFIGURE ] MPLX: Testing feature 12/29: add_obv_interval
[2025-10-17T23:56:03.627630] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_obv_interval']
[2025-10-17T23:56:03.753412] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:03.884537] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:04.009989] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:04.132148] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:04.256359] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:04.378918] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:56:04.550178] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:04.686007] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:56:04.813627] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:04.930289] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:56:04.930485] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-17T23:56:04.930531] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8249 tests
[2025-10-17T23:56:04.930566] [INFO ] [CONFIGURE ] MPLX: Testing feature 13/29: add_opening_strength
[2025-10-17T23:56:04.930597] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:56:05.057402] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:05.197165] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:05.331047] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:05.479551] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:05.602819] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:05.730271] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:05.854736] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:05.980725] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:06.108203] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:06.240524] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:56:06.240710] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-17T23:56:06.240768] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8248 tests
[2025-10-17T23:56:06.240804] [INFO ] [CONFIGURE ] MPLX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:56:06.240834] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T23:56:06.368300] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:06.494758] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:06.621923] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:06.749759] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:06.882898] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:07.012189] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:07.141511] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:07.272482] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:07.402778] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:07.566022] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:56:07.566166] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_order_flow_imbalance (score: 20.00%)
[2025-10-17T23:56:07.566226] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8247 tests
[2025-10-17T23:56:07.566284] [INFO ] [CONFIGURE ] MPLX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:56:07.566317] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T23:56:07.675872] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:07.787637] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:07.896958] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:08.008290] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:08.123386] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:08.243483] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:08.355968] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:08.468794] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:08.581896] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:08.694498] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:56:08.694666] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-17T23:56:08.694728] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8246 tests
[2025-10-17T23:56:08.694765] [INFO ] [CONFIGURE ] MPLX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:56:08.694794] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T23:56:08.814257] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:08.931408] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:09.048854] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:09.173843] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:56:09.294048] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:09.414048] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:09.533083] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:09.652101] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:56:09.773275] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:09.895479] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:56:09.895615] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-17T23:56:09.895689] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8245 tests
[2025-10-17T23:56:09.895741] [INFO ] [CONFIGURE ] MPLX: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:56:09.895774] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_pbf_return_2d']
[2025-10-17T23:56:10.011810] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:10.127195] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:10.245248] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:10.360820] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:10.480188] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:10.614552] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:10.742353] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:10.877051] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:11.004257] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:11.126457] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:56:11.126589] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_pbf_return_2d (score: 10.00%)
[2025-10-17T23:56:11.126631] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8244 tests
[2025-10-17T23:56:11.126702] [INFO ] [CONFIGURE ] MPLX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:56:11.126743] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_pbf_volatility_5d']
[2025-10-17T23:56:11.231276] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:11.338012] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:11.444599] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:11.567197] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:11.673586] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:11.778137] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:11.886168] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:11.995988] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:56:12.104969] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:12.214389] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:56:12.214611] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-17T23:56:12.214692] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8243 tests
[2025-10-17T23:56:12.214743] [INFO ] [CONFIGURE ] MPLX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:56:12.214778] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-17T23:56:12.322854] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:12.428855] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:12.534468] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:12.640806] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:12.748280] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:12.855956] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:12.963324] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:13.072454] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:56:13.181352] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:13.287350] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:56:13.287527] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-17T23:56:13.287584] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8242 tests
[2025-10-17T23:56:13.287619] [INFO ] [CONFIGURE ] MPLX: Testing feature 20/29: add_price_rejection
[2025-10-17T23:56:13.287675] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_price_rejection']
[2025-10-17T23:56:13.399376] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:13.519328] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:13.640714] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:13.759168] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:13.881268] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:14.001747] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:14.122879] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:14.245720] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:14.377379] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:14.524249] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:56:14.524500] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_price_rejection (score: 20.00%)
[2025-10-17T23:56:14.524573] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8241 tests
[2025-10-17T23:56:14.524636] [INFO ] [CONFIGURE ] MPLX: Testing feature 21/29: add_range_position
[2025-10-17T23:56:14.524717] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_range_position']
[2025-10-17T23:56:14.670270] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:14.820342] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:14.974636] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:15.110985] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:15.246814] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:56:15.384431] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:15.523768] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:15.661395] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:15.804997] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:15.939761] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:56:15.939929] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_range_position (score: 30.00%)
[2025-10-17T23:56:15.939974] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8240 tests
[2025-10-17T23:56:15.940063] [INFO ] [CONFIGURE ] MPLX: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:56:15.940104] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_realized_volatility']
[2025-10-17T23:56:16.089407] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:16.235795] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:16.390825] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:16.539103] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:16.693774] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:16.846508] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:17.001958] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:17.158407] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:56:17.312338] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:17.466700] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:56:17.466880] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:56:17.466925] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8239 tests
[2025-10-17T23:56:17.466959] [INFO ] [CONFIGURE ] MPLX: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:56:17.466990] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_recent_range_context']
[2025-10-17T23:56:17.583025] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:17.700331] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:17.816170] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:17.937905] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:18.059282] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:18.181062] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:18.301347] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:18.422290] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:56:18.544316] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:18.667427] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:56:18.667601] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-17T23:56:18.667665] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8238 tests
[2025-10-17T23:56:18.667724] [INFO ] [CONFIGURE ] MPLX: Testing feature 24/29: add_rsi
[2025-10-17T23:56:18.667758] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_ema', 'add_rsi']
[2025-10-17T23:56:18.807085] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:18.939319] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:19.071460] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:19.204204] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:19.345526] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:19.480729] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:19.617147] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:19.756598] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:56:19.891820] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:20.039396] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:56:20.039630] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_rsi (score: 50.00%)
[2025-10-17T23:56:20.039715] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8237 tests
[2025-10-17T23:56:20.039757] [INFO ] [CONFIGURE ] MPLX: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:56:20.039808] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_tick_distribution']
[2025-10-17T23:56:20.151310] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:20.262721] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:20.377615] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:20.497047] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:20.614389] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:20.733293] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:20.849542] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:20.963989] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:56:21.081503] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:21.196103] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:56:21.196258] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T23:56:21.196300] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8236 tests
[2025-10-17T23:56:21.196341] [INFO ] [CONFIGURE ] MPLX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:56:21.196371] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-17T23:56:21.310057] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:21.422164] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:21.536210] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:21.648945] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:21.775113] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:21.894811] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:22.014015] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:22.123530] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:56:22.231864] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:22.340081] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:56:22.340251] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-17T23:56:22.340298] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8235 tests
[2025-10-17T23:56:22.340333] [INFO ] [CONFIGURE ] MPLX: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:56:22.340363] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_volume_price_divergence']
[2025-10-17T23:56:22.454710] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:22.569965] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:22.714219] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:22.828210] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:22.942418] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:23.067792] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:23.192993] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:23.318810] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:56:23.445326] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:23.571455] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:56:23.571625] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-17T23:56:23.571701] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8234 tests
[2025-10-17T23:56:23.571748] [INFO ] [CONFIGURE ] MPLX: Testing feature 28/29: add_volume_profile
[2025-10-17T23:56:23.571779] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_volume_profile']
[2025-10-17T23:56:23.683155] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:23.796902] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:23.916807] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:24.042722] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:24.162378] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:24.283835] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:24.406342] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:24.529428] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:24.651919] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:24.773777] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:56:24.773931] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-17T23:56:24.773976] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8233 tests
[2025-10-17T23:56:24.774017] [INFO ] [CONFIGURE ] MPLX: Testing feature 29/29: add_vwap
[2025-10-17T23:56:24.774053] [INFO ] [CONFIGURE ] MPLX: Testing with features: ['add_vwap']
[2025-10-17T23:56:24.892293] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:25.013179] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:25.135570] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:56:25.254164] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:56:25.376788] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:25.502517] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:56:25.626605] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:25.776784] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:25.910754] [DEBUG] [FORECASTER] MPLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:56:26.040242] [DEBUG] [FORECASTER] MPLX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:56:26.040397] [INFO ] [CONFIGURE ] MPLX: DISCARDED add_vwap (score: 30.00%)
[2025-10-17T23:56:26.040439] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8232 tests
[2025-10-17T23:56:26.040474] [INFO ] [CONFIGURE ] MPLX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:56:26.040503] [INFO ] [CONFIGURE ] MPLX: Best accuracy: 50.00%
[2025-10-17T23:56:26.040533] [INFO ] [CONFIGURE ] MPLX: Best feature set (0 features): []
[2025-10-17T23:56:26.040560] [INFO ] [CONFIGURE ] MPLX: Improvement over baseline: 0.00%
[2025-10-17T23:56:26.040709] [INFO ] [CONFIGURE ] MPLX: Total time: 36.9 seconds
[2025-10-17T23:56:26.040787] [INFO ] [CONFIGURE ] MPLX: Average time per feature: 1.3 seconds
[2025-10-17T23:56:26.040820] [INFO ] [CONFIGURE ] MPLX: Average speed: 0.79 features/sec
[2025-10-17T23:56:26.041285] [INFO ] [LOCAL     ] Saved configuration for MPLX: 0 features, 50.00% accuracy -> ./output/feature-sets/MPLX.json
[2025-10-17T23:56:26.041342] [INFO ] [CONFIGURE ] MPLX: Configuration saved successfully: 0 features, 50.00% accuracy.
[2025-10-17T23:56:26.041409] [INFO ] [sig       ] [97/380] Successfully configured MPLX | 0.02 sym/s | Total: 1.2h | ETA: 3.4h
[2025-10-17T23:56:26.041476] [INFO ] [sig       ] [98/380] Configuring MQY...
[2025-10-17T23:56:26.041542] [INFO ] [CONFIGURE ] MQY: Configurate test run.
[2025-10-17T23:56:26.041596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-10-17T23:56:26.055967] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MQY'.
[2025-10-17T23:56:26.056362] [INFO ] [CONFIGURE ] MQY: Testing with 29 available features
[2025-10-17T23:56:26.056419] [INFO ] [CONFIGURE ] MQY: Establishing baseline with no features...
[2025-10-17T23:56:26.162361] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:26.269465] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:26.375542] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:26.482831] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:26.590586] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:26.700467] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:26.813153] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:26.925751] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:27.036171] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:56:27.147488] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:27.147613] [INFO ] [CONFIGURE ] MQY: Baseline score (no features): 50.00%
[2025-10-17T23:56:27.147683] [INFO ] [CONFIGURE ] MQY: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:56:27.147733] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:56:27.266262] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:27.385381] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:56:27.508201] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:27.628426] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:27.749719] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:56:27.871199] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:27.991596] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:28.112844] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:28.238919] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:56:28.366687] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:28.366856] [INFO ] [CONFIGURE ] MQY: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-17T23:56:28.366900] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8231 tests
[2025-10-17T23:56:28.366956] [INFO ] [CONFIGURE ] MQY: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:56:28.366987] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:56:28.498483] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:28.623784] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:28.779740] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:28.907912] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:29.034116] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:29.159361] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:29.287029] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:29.414615] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:29.542749] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:56:29.672477] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:29.672687] [INFO ] [CONFIGURE ] MQY: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-17T23:56:29.672748] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8230 tests
[2025-10-17T23:56:29.672786] [INFO ] [CONFIGURE ] MQY: Testing feature 3/29: add_daily_returns
[2025-10-17T23:56:29.672818] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_daily_returns']
[2025-10-17T23:56:29.786994] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:29.892628] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:30.000320] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:30.109743] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:30.224450] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:30.339103] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:30.455508] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:30.570735] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:30.685230] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:56:30.801491] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:30.801638] [INFO ] [CONFIGURE ] MQY: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-17T23:56:30.801720] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8229 tests
[2025-10-17T23:56:30.801758] [INFO ] [CONFIGURE ] MQY: Testing feature 4/29: add_ema
[2025-10-17T23:56:30.801789] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_ema']
[2025-10-17T23:56:30.928107] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:31.051602] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:31.175451] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:31.302833] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:31.421953] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:56:31.544371] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:31.666366] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:31.819142] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:31.944238] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:56:32.065738] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:32.065915] [INFO ] [CONFIGURE ] MQY: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:56:32.065977] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8228 tests
[2025-10-17T23:56:32.066015] [INFO ] [CONFIGURE ] MQY: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:56:32.066047] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:56:32.193155] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:32.320072] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:32.447959] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:32.575721] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:32.703605] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:32.832461] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:32.961780] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:33.091829] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:33.221261] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:56:33.352008] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:33.352195] [INFO ] [CONFIGURE ] MQY: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-17T23:56:33.352251] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8227 tests
[2025-10-17T23:56:33.352292] [INFO ] [CONFIGURE ] MQY: Testing feature 6/29: add_failed_moves
[2025-10-17T23:56:33.352330] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_failed_moves']
[2025-10-17T23:56:33.459362] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:33.566574] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:33.672809] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:33.779289] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:33.890547] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:34.001997] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:34.130480] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:34.261026] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:34.387107] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:56:34.501558] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:34.501750] [INFO ] [CONFIGURE ] MQY: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-17T23:56:34.501804] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8226 tests
[2025-10-17T23:56:34.501839] [INFO ] [CONFIGURE ] MQY: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:56:34.501869] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_lag_shelf']
[2025-10-17T23:56:34.602098] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:34.717565] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:34.848431] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:34.955743] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:35.065744] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:35.167221] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:35.270314] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:35.371259] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:35.473461] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:56:35.575404] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:35.575516] [INFO ] [CONFIGURE ] MQY: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-17T23:56:35.575558] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8225 tests
[2025-10-17T23:56:35.575591] [INFO ] [CONFIGURE ] MQY: Testing feature 8/29: add_macd
[2025-10-17T23:56:35.575622] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:56:35.712902] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:35.849607] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:56:35.985869] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:36.122725] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:36.266178] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:36.404230] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:36.542941] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:36.682359] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:56:36.822795] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:56:36.962793] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:56:36.962964] [INFO ] [CONFIGURE ] MQY: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:56:36.963010] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8224 tests
[2025-10-17T23:56:36.963045] [INFO ] [CONFIGURE ] MQY: Testing feature 9/29: add_mfi
[2025-10-17T23:56:36.963075] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_mfi']
[2025-10-17T23:56:37.077421] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:37.191984] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:37.306521] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:37.422831] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:56:37.539461] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:37.655805] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:37.773859] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:37.899813] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:38.018085] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:56:38.135824] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:38.135975] [INFO ] [CONFIGURE ] MQY: DISCARDED add_mfi (score: 40.00%)
[2025-10-17T23:56:38.136018] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8223 tests
[2025-10-17T23:56:38.136074] [INFO ] [CONFIGURE ] MQY: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:56:38.136106] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:56:38.265199] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:38.400884] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:38.533840] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:38.665258] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:38.796777] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:56:38.931433] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:39.065620] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:39.200768] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:39.335121] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:56:39.471003] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:39.471187] [INFO ] [CONFIGURE ] MQY: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-17T23:56:39.471231] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8222 tests
[2025-10-17T23:56:39.471264] [INFO ] [CONFIGURE ] MQY: Testing feature 11/29: add_obv_daily
[2025-10-17T23:56:39.471295] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_obv_daily']
[2025-10-17T23:56:39.580069] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:39.690623] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:39.803658] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:39.914533] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:40.022729] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:40.131455] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:40.240532] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:40.349117] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:56:40.458045] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:56:40.567134] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:56:40.567289] [INFO ] [CONFIGURE ] MQY: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-17T23:56:40.567332] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8221 tests
[2025-10-17T23:56:40.567365] [INFO ] [CONFIGURE ] MQY: Testing feature 12/29: add_obv_interval
[2025-10-17T23:56:40.567395] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_obv_interval']
[2025-10-17T23:56:40.678488] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:40.784948] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:40.921051] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:41.028186] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:41.136172] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:41.244682] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:41.352685] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:41.460211] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:41.568949] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:56:41.677078] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:56:41.677214] [INFO ] [CONFIGURE ] MQY: DISCARDED add_obv_interval (score: 20.00%)
[2025-10-17T23:56:41.677256] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8220 tests
[2025-10-17T23:56:41.677291] [INFO ] [CONFIGURE ] MQY: Testing feature 13/29: add_opening_strength
[2025-10-17T23:56:41.677322] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:56:41.791971] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:41.908370] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:42.024139] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:42.139085] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:42.254124] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:42.370361] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:42.494509] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:42.611565] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:42.728994] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:56:42.852578] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:42.852769] [INFO ] [CONFIGURE ] MQY: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-17T23:56:42.852827] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8219 tests
[2025-10-17T23:56:42.852864] [INFO ] [CONFIGURE ] MQY: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:56:42.852895] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T23:56:42.970538] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:43.088618] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:43.211309] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:56:43.334246] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:43.457786] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:43.583661] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:56:43.705702] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:43.827311] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:43.967133] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:56:44.088068] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:56:44.088221] [INFO ] [CONFIGURE ] MQY: DISCARDED add_order_flow_imbalance (score: 20.00%)
[2025-10-17T23:56:44.088263] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8218 tests
[2025-10-17T23:56:44.088297] [INFO ] [CONFIGURE ] MQY: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:56:44.088328] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T23:56:44.188335] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:44.289503] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:44.392096] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:44.494676] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:44.597694] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:44.705002] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:44.811101] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:44.914621] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:45.023250] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:56:45.128358] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:45.128510] [INFO ] [CONFIGURE ] MQY: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-17T23:56:45.128555] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8217 tests
[2025-10-17T23:56:45.128590] [INFO ] [CONFIGURE ] MQY: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:56:45.128620] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T23:56:45.237519] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:45.346295] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:45.455775] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:45.566291] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:45.676417] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:45.789331] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:45.902926] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:46.017012] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:46.133036] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:56:46.249626] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:46.249794] [INFO ] [CONFIGURE ] MQY: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-17T23:56:46.249842] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8216 tests
[2025-10-17T23:56:46.249877] [INFO ] [CONFIGURE ] MQY: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:56:46.249908] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_pbf_return_2d']
[2025-10-17T23:56:46.364415] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:46.478786] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:46.593795] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:46.710366] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:46.835634] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:56:46.990120] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:47.109316] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:47.235539] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:47.399840] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:56:47.546868] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:47.547096] [INFO ] [CONFIGURE ] MQY: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-17T23:56:47.547148] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8215 tests
[2025-10-17T23:56:47.547190] [INFO ] [CONFIGURE ] MQY: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:56:47.547229] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_pbf_volatility_5d']
[2025-10-17T23:56:47.699671] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:47.863376] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:48.011677] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:48.121088] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:48.231572] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:48.342159] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:48.453715] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:48.566380] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:56:48.672167] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:56:48.777305] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:56:48.777456] [INFO ] [CONFIGURE ] MQY: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-17T23:56:48.777498] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8214 tests
[2025-10-17T23:56:48.777532] [INFO ] [CONFIGURE ] MQY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:56:48.777563] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-17T23:56:48.881794] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:48.986665] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:49.090568] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:49.196457] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:49.302030] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:49.411889] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:49.524396] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:49.632115] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:49.736275] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:56:49.842045] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:49.842186] [INFO ] [CONFIGURE ] MQY: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-17T23:56:49.842229] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8213 tests
[2025-10-17T23:56:49.842263] [INFO ] [CONFIGURE ] MQY: Testing feature 20/29: add_price_rejection
[2025-10-17T23:56:49.842293] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_price_rejection']
[2025-10-17T23:56:49.955456] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:50.068508] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:50.182102] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:50.294311] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:50.405474] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:50.517422] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:50.633046] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:50.750483] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:50.866591] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:56:50.983263] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:50.983430] [INFO ] [CONFIGURE ] MQY: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-17T23:56:50.983473] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8212 tests
[2025-10-17T23:56:50.983507] [INFO ] [CONFIGURE ] MQY: Testing feature 21/29: add_range_position
[2025-10-17T23:56:50.983537] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_range_position']
[2025-10-17T23:56:51.107513] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:51.232737] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:51.358421] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:51.484066] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:51.615025] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:51.742943] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:51.871215] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:51.998408] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:52.128180] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:56:52.263251] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:52.263433] [INFO ] [CONFIGURE ] MQY: DISCARDED add_range_position (score: 40.00%)
[2025-10-17T23:56:52.263480] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8211 tests
[2025-10-17T23:56:52.263517] [INFO ] [CONFIGURE ] MQY: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:56:52.263548] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_realized_volatility']
[2025-10-17T23:56:52.411149] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:52.557281] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:52.703380] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:52.854676] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-17T23:56:53.003192] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:53.144588] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:53.291965] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:53.440460] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:53.593839] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:56:53.755063] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:53.755274] [INFO ] [CONFIGURE ] MQY: KEPT add_realized_volatility (score: 60.00%)
[2025-10-17T23:56:53.755331] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8210 tests
[2025-10-17T23:56:53.755368] [INFO ] [CONFIGURE ] MQY: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:56:53.755443] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_realized_volatility', 'add_recent_range_context']
[2025-10-17T23:56:53.932227] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-17T23:56:54.097005] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:56:54.258455] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:54.421308] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:54.584227] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:56:54.746285] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:54.909455] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:56:55.069323] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:55.231101] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:56:55.393187] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:55.393334] [INFO ] [CONFIGURE ] MQY: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-17T23:56:55.393378] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8209 tests
[2025-10-17T23:56:55.393412] [INFO ] [CONFIGURE ] MQY: Testing feature 24/29: add_rsi
[2025-10-17T23:56:55.393443] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-17T23:56:55.565932] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:55.739781] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:56:55.919786] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:56.105813] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:56.282116] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:56:56.456985] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:56.634810] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:56.812236] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:56.992141] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:56:57.179582] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:56:57.179802] [INFO ] [CONFIGURE ] MQY: KEPT add_rsi (score: 70.00%)
[2025-10-17T23:56:57.179853] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8208 tests
[2025-10-17T23:56:57.179887] [INFO ] [CONFIGURE ] MQY: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:56:57.179919] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_realized_volatility', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-10-17T23:56:57.373879] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:57.556415] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:56:57.739887] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:57.927725] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:56:58.124891] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:56:58.319210] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:56:58.522493] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:56:58.743274] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:56:58.973823] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:56:59.193675] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:56:59.193857] [INFO ] [CONFIGURE ] MQY: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:56:59.193902] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8207 tests
[2025-10-17T23:56:59.193940] [INFO ] [CONFIGURE ] MQY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:56:59.193973] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_realized_volatility', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-10-17T23:56:59.384507] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:56:59.576127] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:56:59.756615] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:56:59.937005] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:57:00.117703] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:00.303095] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:57:00.486586] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:57:00.678637] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:57:00.869107] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:01.058427] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:57:01.058693] [INFO ] [CONFIGURE ] MQY: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-17T23:57:01.058776] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8206 tests
[2025-10-17T23:57:01.058854] [INFO ] [CONFIGURE ] MQY: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:57:01.058929] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_realized_volatility', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-10-17T23:57:01.259591] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:57:01.461455] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:01.658373] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:57:01.859630] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:57:02.055325] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:57:02.253041] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:57:02.454094] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:57:02.650100] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:57:02.854564] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:03.065410] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:57:03.065621] [INFO ] [CONFIGURE ] MQY: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:57:03.065702] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8205 tests
[2025-10-17T23:57:03.065751] [INFO ] [CONFIGURE ] MQY: Testing feature 28/29: add_volume_profile
[2025-10-17T23:57:03.065788] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_realized_volatility', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-10-17T23:57:03.255949] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:57:03.441876] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:57:03.627875] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:57:03.810413] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:57:03.994125] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:04.181041] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:57:04.371341] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:57:04.562974] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:57:04.758745] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:04.956553] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:57:04.956753] [INFO ] [CONFIGURE ] MQY: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-17T23:57:04.956808] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8204 tests
[2025-10-17T23:57:04.956845] [INFO ] [CONFIGURE ] MQY: Testing feature 29/29: add_vwap
[2025-10-17T23:57:04.956879] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_realized_volatility', 'add_ema', 'add_rsi', 'add_vwap']
[2025-10-17T23:57:05.150467] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-17T23:57:05.351038] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:05.535316] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:57:05.723092] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-17T23:57:05.914465] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:06.113301] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:57:06.313480] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:57:06.510471] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:57:06.701576] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:57:06.933352] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:57:06.933590] [INFO ] [CONFIGURE ] MQY: DISCARDED add_vwap (score: 50.00%)
[2025-10-17T23:57:06.933688] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8203 tests
[2025-10-17T23:57:06.933773] [INFO ] [CONFIGURE ] MQY: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:57:06.933831] [INFO ] [CONFIGURE ] MQY: Best accuracy: 70.00%
[2025-10-17T23:57:06.933933] [INFO ] [CONFIGURE ] MQY: Best feature set (3 features): ['add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-17T23:57:06.933975] [INFO ] [CONFIGURE ] MQY: Improvement over baseline: 20.00%
[2025-10-17T23:57:06.934006] [INFO ] [CONFIGURE ] MQY: Total time: 39.8 seconds
[2025-10-17T23:57:06.934035] [INFO ] [CONFIGURE ] MQY: Average time per feature: 1.4 seconds
[2025-10-17T23:57:06.934065] [INFO ] [CONFIGURE ] MQY: Average speed: 0.73 features/sec
[2025-10-17T23:57:06.934661] [INFO ] [LOCAL     ] Saved configuration for MQY: 3 features, 70.00% accuracy -> ./output/feature-sets/MQY.json
[2025-10-17T23:57:06.934734] [INFO ] [CONFIGURE ] MQY: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-17T23:57:06.934821] [INFO ] [sig       ] [98/380] Successfully configured MQY | 0.02 sym/s | Total: 1.2h | ETA: 3.3h
[2025-10-17T23:57:06.934899] [INFO ] [sig       ] [99/380] Configuring MRC...
[2025-10-17T23:57:06.934965] [INFO ] [CONFIGURE ] MRC: Configurate test run.
[2025-10-17T23:57:06.935051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRC' from 'https://tdm.silogroup.org/data/derivative_storage/MRC.csv'.
[2025-10-17T23:57:06.949727] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MRC'.
[2025-10-17T23:57:06.950382] [INFO ] [CONFIGURE ] MRC: Testing with 29 available features
[2025-10-17T23:57:06.950443] [INFO ] [CONFIGURE ] MRC: Establishing baseline with no features...
[2025-10-17T23:57:07.075966] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:07.189579] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:07.300987] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:07.412414] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:57:07.521546] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:07.630188] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:57:07.739866] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:07.851565] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:07.962566] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:57:08.073993] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:57:08.074161] [INFO ] [CONFIGURE ] MRC: Baseline score (no features): 50.00%
[2025-10-17T23:57:08.074208] [INFO ] [CONFIGURE ] MRC: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:57:08.074241] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:57:08.192879] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:08.338030] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:08.459211] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:08.577523] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:08.698314] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:57:08.821462] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:57:08.951091] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:09.082365] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:57:09.206042] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:09.338486] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:09.338639] [INFO ] [CONFIGURE ] MRC: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-17T23:57:09.338726] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8202 tests
[2025-10-17T23:57:09.338765] [INFO ] [CONFIGURE ] MRC: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:57:09.338798] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-17T23:57:09.482306] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:09.626151] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:09.772846] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:09.909783] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:10.048944] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:10.197240] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:57:10.333872] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:10.482537] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:10.643843] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:57:10.806007] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:10.806225] [INFO ] [CONFIGURE ] MRC: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-17T23:57:10.806305] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8201 tests
[2025-10-17T23:57:10.806381] [INFO ] [CONFIGURE ] MRC: Testing feature 3/29: add_daily_returns
[2025-10-17T23:57:10.806437] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-17T23:57:10.935433] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:57:11.057190] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:11.184472] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:11.307603] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:11.430930] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:11.554164] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:57:11.679246] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:11.805942] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:11.930071] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:57:12.053785] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:57:12.053949] [INFO ] [CONFIGURE ] MRC: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-17T23:57:12.054013] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8200 tests
[2025-10-17T23:57:12.054073] [INFO ] [CONFIGURE ] MRC: Testing feature 4/29: add_ema
[2025-10-17T23:57:12.054107] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-17T23:57:12.186846] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:12.320013] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:12.453241] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:12.587518] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:12.724857] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:57:12.861335] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:57:13.000952] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:13.140306] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:57:13.278144] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-17T23:57:13.418554] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:57:13.418785] [INFO ] [CONFIGURE ] MRC: DISCARDED add_ema (score: 50.00%)
[2025-10-17T23:57:13.418847] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8199 tests
[2025-10-17T23:57:13.418887] [INFO ] [CONFIGURE ] MRC: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:57:13.418921] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:57:13.569747] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:13.714439] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:13.855532] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:13.997637] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:14.142058] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:14.292465] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:57:14.451142] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:14.602669] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:14.755063] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:14.910824] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:14.911004] [INFO ] [CONFIGURE ] MRC: KEPT add_exhaustion_signals (score: 80.00%)
[2025-10-17T23:57:14.911048] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8198 tests
[2025-10-17T23:57:14.911084] [INFO ] [CONFIGURE ] MRC: Testing feature 6/29: add_failed_moves
[2025-10-17T23:57:14.911115] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-17T23:57:15.067688] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:15.228360] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:15.388831] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:15.544791] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:15.701485] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:15.859626] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:57:16.019015] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:16.177944] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:16.342253] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:16.502977] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:16.503199] [INFO ] [CONFIGURE ] MRC: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-17T23:57:16.503249] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8197 tests
[2025-10-17T23:57:16.503284] [INFO ] [CONFIGURE ] MRC: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:57:16.503315] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-17T23:57:16.651545] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:16.800309] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:16.950723] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:17.102633] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:17.249876] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:17.425721] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:57:17.574217] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:17.723622] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:57:17.872796] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:18.026051] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:18.026225] [INFO ] [CONFIGURE ] MRC: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-17T23:57:18.026271] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8196 tests
[2025-10-17T23:57:18.026307] [INFO ] [CONFIGURE ] MRC: Testing feature 8/29: add_macd
[2025-10-17T23:57:18.026338] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-17T23:57:18.197349] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:57:18.372814] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:18.543559] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:18.714223] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:18.885007] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:19.057528] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:57:19.231857] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:19.406297] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:19.576891] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:19.748806] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:19.748969] [INFO ] [CONFIGURE ] MRC: DISCARDED add_macd (score: 80.00%)
[2025-10-17T23:57:19.749065] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8195 tests
[2025-10-17T23:57:19.749108] [INFO ] [CONFIGURE ] MRC: Testing feature 9/29: add_mfi
[2025-10-17T23:57:19.749139] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-17T23:57:19.901697] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:20.054402] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:20.207317] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:20.360400] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:20.514945] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:20.672034] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:57:20.828720] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:20.983090] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:21.138350] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:21.293947] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:21.294106] [INFO ] [CONFIGURE ] MRC: DISCARDED add_mfi (score: 80.00%)
[2025-10-17T23:57:21.294151] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8194 tests
[2025-10-17T23:57:21.294185] [INFO ] [CONFIGURE ] MRC: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:57:21.294215] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:57:21.463249] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:21.631135] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:21.800138] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:21.969921] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:22.160226] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:22.335996] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:57:22.512456] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:22.693441] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:22.868389] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:23.043434] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:23.043591] [INFO ] [CONFIGURE ] MRC: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-17T23:57:23.043634] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8193 tests
[2025-10-17T23:57:23.043707] [INFO ] [CONFIGURE ] MRC: Testing feature 11/29: add_obv_daily
[2025-10-17T23:57:23.043747] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-17T23:57:23.190524] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:23.337200] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:23.503509] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:23.652547] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:23.800385] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:23.967489] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:57:24.118341] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:24.268860] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:24.419755] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:24.571345] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-17T23:57:24.571487] [INFO ] [CONFIGURE ] MRC: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-17T23:57:24.571530] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8192 tests
[2025-10-17T23:57:24.571563] [INFO ] [CONFIGURE ] MRC: Testing feature 12/29: add_obv_interval
[2025-10-17T23:57:24.571594] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-17T23:57:24.717452] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:24.864388] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:25.011337] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:25.158987] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:25.308178] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:57:25.456869] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:57:25.606935] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:57:25.756725] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:57:25.907706] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:26.064426] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:26.064721] [INFO ] [CONFIGURE ] MRC: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:57:26.064792] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8191 tests
[2025-10-17T23:57:26.064839] [INFO ] [CONFIGURE ] MRC: Testing feature 13/29: add_opening_strength
[2025-10-17T23:57:26.064880] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:57:26.245868] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:26.405458] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:26.562145] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:26.721683] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:57:26.882619] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:27.042198] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:57:27.204150] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:27.366261] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:27.528388] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:27.689578] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:27.689755] [INFO ] [CONFIGURE ] MRC: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-17T23:57:27.689807] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8190 tests
[2025-10-17T23:57:27.689842] [INFO ] [CONFIGURE ] MRC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:57:27.689872] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-17T23:57:27.847996] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:28.007226] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:28.165403] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:28.325134] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:28.485904] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:28.652171] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:57:28.818783] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:28.986183] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:57:29.153835] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:29.322815] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:29.322948] [INFO ] [CONFIGURE ] MRC: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-17T23:57:29.322991] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8189 tests
[2025-10-17T23:57:29.323025] [INFO ] [CONFIGURE ] MRC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:57:29.323055] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-17T23:57:29.468791] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:29.614274] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:29.760342] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:29.905957] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:30.053522] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:30.202492] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:57:30.351151] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:30.500380] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:30.650308] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:30.802997] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:30.803168] [INFO ] [CONFIGURE ] MRC: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-17T23:57:30.803229] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8188 tests
[2025-10-17T23:57:30.803266] [INFO ] [CONFIGURE ] MRC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:57:30.803296] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-17T23:57:30.957407] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:57:31.111601] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:31.268042] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:31.423412] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:57:31.580054] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:31.737281] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:57:31.896665] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:32.054313] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:32.212375] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:32.372524] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:32.372696] [INFO ] [CONFIGURE ] MRC: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:57:32.372756] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8187 tests
[2025-10-17T23:57:32.372793] [INFO ] [CONFIGURE ] MRC: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:57:32.372823] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-17T23:57:32.560452] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:57:32.719163] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:32.878873] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:33.037287] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:33.199269] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:33.360347] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:57:33.522154] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:33.684345] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:57:33.852553] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:34.027669] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:34.027877] [INFO ] [CONFIGURE ] MRC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-17T23:57:34.027961] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8186 tests
[2025-10-17T23:57:34.028001] [INFO ] [CONFIGURE ] MRC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:57:34.028034] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-17T23:57:34.179102] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:34.328144] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:34.477471] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:34.624085] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:34.771225] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:34.919553] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:57:35.068719] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:35.218527] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:57:35.368146] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:35.518848] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:35.518999] [INFO ] [CONFIGURE ] MRC: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-17T23:57:35.519043] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8185 tests
[2025-10-17T23:57:35.519077] [INFO ] [CONFIGURE ] MRC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:57:35.519108] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-17T23:57:35.666564] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:35.810403] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:35.953947] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:36.097703] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:36.242871] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:36.391889] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:57:36.537778] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:36.685238] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:36.831618] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:36.978787] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:36.978975] [INFO ] [CONFIGURE ] MRC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-17T23:57:36.979020] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8184 tests
[2025-10-17T23:57:36.979054] [INFO ] [CONFIGURE ] MRC: Testing feature 20/29: add_price_rejection
[2025-10-17T23:57:36.979084] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-17T23:57:37.130514] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:37.289205] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:37.440170] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:37.591807] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:37.747960] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:57:37.900912] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:57:38.054460] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:57:38.208188] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:57:38.360717] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:38.515396] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:38.515525] [INFO ] [CONFIGURE ] MRC: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-17T23:57:38.515567] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8183 tests
[2025-10-17T23:57:38.515602] [INFO ] [CONFIGURE ] MRC: Testing feature 21/29: add_range_position
[2025-10-17T23:57:38.515632] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-17T23:57:38.677119] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:38.837205] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:39.006079] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:39.167102] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:57:39.326941] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:39.497377] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:57:39.674996] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:39.875758] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:40.083871] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:40.279188] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:40.279384] [INFO ] [CONFIGURE ] MRC: DISCARDED add_range_position (score: 70.00%)
[2025-10-17T23:57:40.279432] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8182 tests
[2025-10-17T23:57:40.279470] [INFO ] [CONFIGURE ] MRC: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:57:40.279505] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-17T23:57:40.479910] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:40.676103] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:40.856894] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:41.035436] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:41.217473] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:41.403093] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:57:41.592188] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:41.786684] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:57:41.990211] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:42.196125] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:42.196336] [INFO ] [CONFIGURE ] MRC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-17T23:57:42.196385] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8181 tests
[2025-10-17T23:57:42.196442] [INFO ] [CONFIGURE ] MRC: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:57:42.196477] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-17T23:57:42.349669] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:42.504868] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:42.665257] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:42.819018] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:42.974151] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:43.134730] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:57:43.297266] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:43.472565] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:43.641985] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:43.815101] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:43.815286] [INFO ] [CONFIGURE ] MRC: KEPT add_recent_range_context (score: 90.00%)
[2025-10-17T23:57:43.815333] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8180 tests
[2025-10-17T23:57:43.815372] [INFO ] [CONFIGURE ] MRC: Testing feature 24/29: add_rsi
[2025-10-17T23:57:43.815409] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context', 'add_ema', 'add_rsi']
[2025-10-17T23:57:44.026968] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:44.211674] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:44.400733] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:44.583048] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:57:44.768107] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:44.955879] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:57:45.142130] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:45.332355] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:45.520000] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:45.708823] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:45.709028] [INFO ] [CONFIGURE ] MRC: DISCARDED add_rsi (score: 70.00%)
[2025-10-17T23:57:45.709074] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8179 tests
[2025-10-17T23:57:45.709111] [INFO ] [CONFIGURE ] MRC: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:57:45.709143] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context', 'add_tick_distribution']
[2025-10-17T23:57:45.878417] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:46.044889] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:46.211951] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:46.383806] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:57:46.555807] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:46.725113] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:57:46.895946] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:47.065611] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:47.231525] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:47.400828] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:47.401013] [INFO ] [CONFIGURE ] MRC: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-17T23:57:47.401075] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8178 tests
[2025-10-17T23:57:47.401113] [INFO ] [CONFIGURE ] MRC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:57:47.401146] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-10-17T23:57:47.565505] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:47.728902] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:47.909385] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:48.083815] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:48.269588] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:48.455614] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:57:48.632334] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-17T23:57:48.817913] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:48.993751] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:49.164112] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:49.164289] [INFO ] [CONFIGURE ] MRC: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-17T23:57:49.164332] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8177 tests
[2025-10-17T23:57:49.164368] [INFO ] [CONFIGURE ] MRC: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:57:49.164401] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-10-17T23:57:49.343921] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:49.526236] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:49.700900] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:49.874949] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:50.058240] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:57:50.236341] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:57:50.413110] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:57:50.596318] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:50.787078] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:50.968624] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:50.968833] [INFO ] [CONFIGURE ] MRC: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:57:50.968903] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8176 tests
[2025-10-17T23:57:50.968941] [INFO ] [CONFIGURE ] MRC: Testing feature 28/29: add_volume_profile
[2025-10-17T23:57:50.968974] [INFO ] [CONFIGURE ] MRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context', 'add_volume_profile']
[2025-10-17T23:57:51.139027] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:51.307931] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:51.476940] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:57:51.644513] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:51.810799] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:51.974856] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:57:52.152474] [DEBUG] [FORECASTER] MRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:57:52.325461] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:52.500434] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-17T23:57:52.682942] [DEBUG] [FORECASTER] MRC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-17T23:57:52.683208] [INFO ] [CONFIGURE ] MRC: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-17T23:57:52.683281] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8175 tests
[2025-10-17T23:57:52.683324] [INFO ] [CONFIGURE ] MRC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:57:52.683357] [INFO ] [CONFIGURE ] MRC: Best accuracy: 90.00%
[2025-10-17T23:57:52.683413] [INFO ] [CONFIGURE ] MRC: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-17T23:57:52.683483] [INFO ] [CONFIGURE ] MRC: Improvement over baseline: 40.00%
[2025-10-17T23:57:52.683559] [INFO ] [CONFIGURE ] MRC: Total time: 44.6 seconds
[2025-10-17T23:57:52.683622] [INFO ] [CONFIGURE ] MRC: Average time per feature: 1.6 seconds
[2025-10-17T23:57:52.683716] [INFO ] [CONFIGURE ] MRC: Average speed: 0.65 features/sec
[2025-10-17T23:57:52.684522] [INFO ] [LOCAL     ] Saved configuration for MRC: 4 features, 90.00% accuracy -> ./output/feature-sets/MRC.json
[2025-10-17T23:57:52.684592] [INFO ] [CONFIGURE ] MRC: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-17T23:57:52.684699] [INFO ] [sig       ] [99/380] Successfully configured MRC | 0.02 sym/s | Total: 1.2h | ETA: 3.3h
[2025-10-17T23:57:52.684776] [INFO ] [sig       ] [100/380] Configuring MSA...
[2025-10-17T23:57:52.684832] [INFO ] [CONFIGURE ] MSA: Configurate test run.
[2025-10-17T23:57:52.684866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-10-17T23:57:52.700581] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSA'.
[2025-10-17T23:57:52.701111] [INFO ] [CONFIGURE ] MSA: Testing with 29 available features
[2025-10-17T23:57:52.701192] [INFO ] [CONFIGURE ] MSA: Establishing baseline with no features...
[2025-10-17T23:57:52.804743] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:52.910688] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:53.020265] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:57:53.132192] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:53.242899] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:53.348839] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:57:53.452111] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:57:53.564306] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:57:53.694249] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:57:53.808598] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:57:53.808781] [INFO ] [CONFIGURE ] MSA: Baseline score (no features): 40.00%
[2025-10-17T23:57:53.808831] [INFO ] [CONFIGURE ] MSA: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:57:53.808864] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:57:53.922843] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:54.036509] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:54.158538] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:57:54.273307] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:57:54.394111] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:57:54.508979] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:57:54.624743] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:57:54.745026] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:57:54.861437] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:57:54.981470] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:57:54.981636] [INFO ] [CONFIGURE ] MSA: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-17T23:57:54.981717] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8174 tests
[2025-10-17T23:57:54.981757] [INFO ] [CONFIGURE ] MSA: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:57:54.981788] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:57:55.100833] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:55.224498] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:55.345007] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:57:55.465700] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:55.586549] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:57:55.713109] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:57:55.835852] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:57:55.962988] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:56.087185] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:57:56.217049] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:57:56.217214] [INFO ] [CONFIGURE ] MSA: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-17T23:57:56.217280] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8173 tests
[2025-10-17T23:57:56.217329] [INFO ] [CONFIGURE ] MSA: Testing feature 3/29: add_daily_returns
[2025-10-17T23:57:56.217360] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-17T23:57:56.342376] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:56.468037] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:57:56.593594] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:57:56.724574] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:57:56.851153] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:57:56.977911] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:57:57.105550] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:57:57.234142] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:57.366521] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:57:57.511216] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:57:57.511379] [INFO ] [CONFIGURE ] MSA: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-17T23:57:57.511443] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8172 tests
[2025-10-17T23:57:57.511501] [INFO ] [CONFIGURE ] MSA: Testing feature 4/29: add_ema
[2025-10-17T23:57:57.511536] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-17T23:57:57.651128] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:57.789276] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:57:57.928111] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:57:58.067984] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:57:58.212769] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:58.352962] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:57:58.492723] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:57:58.633804] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:57:58.776471] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:57:58.919761] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:57:58.919925] [INFO ] [CONFIGURE ] MSA: DISCARDED add_ema (score: 60.00%)
[2025-10-17T23:57:58.919969] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8171 tests
[2025-10-17T23:57:58.920005] [INFO ] [CONFIGURE ] MSA: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:57:58.920036] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:57:59.064312] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:57:59.209361] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:57:59.359620] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:57:59.506575] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:57:59.671091] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:57:59.857227] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:00.026980] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:00.195848] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:00.368021] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:00.540059] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:00.540288] [INFO ] [CONFIGURE ] MSA: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:58:00.540347] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8170 tests
[2025-10-17T23:58:00.540385] [INFO ] [CONFIGURE ] MSA: Testing feature 6/29: add_failed_moves
[2025-10-17T23:58:00.540416] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:58:00.683197] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:00.828791] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:58:00.975383] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:58:01.125151] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:01.289361] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:01.445143] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:01.599345] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:01.750049] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:01.907032] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:02.060964] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:02.061241] [INFO ] [CONFIGURE ] MSA: KEPT add_failed_moves (score: 70.00%)
[2025-10-17T23:58:02.061325] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8169 tests
[2025-10-17T23:58:02.061376] [INFO ] [CONFIGURE ] MSA: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:58:02.061411] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf']
[2025-10-17T23:58:02.209708] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:02.357813] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:58:02.497786] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:58:02.627280] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:02.756817] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:02.896679] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:03.036821] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:03.178387] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:03.317670] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:03.456496] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:03.456705] [INFO ] [CONFIGURE ] MSA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:58:03.456768] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8168 tests
[2025-10-17T23:58:03.456804] [INFO ] [CONFIGURE ] MSA: Testing feature 8/29: add_macd
[2025-10-17T23:58:03.456837] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-10-17T23:58:03.641476] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:03.825221] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:58:04.005146] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:58:04.186296] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:58:04.395673] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:58:04.575338] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:04.757097] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:04.944808] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:05.140579] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:05.330475] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:05.330713] [INFO ] [CONFIGURE ] MSA: DISCARDED add_macd (score: 30.00%)
[2025-10-17T23:58:05.330779] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8167 tests
[2025-10-17T23:58:05.330818] [INFO ] [CONFIGURE ] MSA: Testing feature 9/29: add_mfi
[2025-10-17T23:58:05.330851] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_mfi']
[2025-10-17T23:58:05.483720] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:05.637464] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:58:05.793719] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:58:05.948207] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:06.101937] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:06.263105] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:06.421256] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:06.577611] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:06.735603] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:06.891447] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:06.891601] [INFO ] [CONFIGURE ] MSA: DISCARDED add_mfi (score: 50.00%)
[2025-10-17T23:58:06.891669] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8166 tests
[2025-10-17T23:58:06.891727] [INFO ] [CONFIGURE ] MSA: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:58:06.891760] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:58:07.059699] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:07.224408] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:58:07.392426] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:58:07.558821] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:07.726423] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:07.892054] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:08.059589] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:08.228894] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:08.404266] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:08.577427] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:08.577595] [INFO ] [CONFIGURE ] MSA: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:58:08.577638] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8165 tests
[2025-10-17T23:58:08.577720] [INFO ] [CONFIGURE ] MSA: Testing feature 11/29: add_obv_daily
[2025-10-17T23:58:08.577806] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_obv_daily']
[2025-10-17T23:58:08.723428] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:08.894064] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:58:09.038535] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:58:09.184239] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:09.334450] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:09.482618] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:09.636568] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:09.785992] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:09.936495] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:10.086481] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:10.086638] [INFO ] [CONFIGURE ] MSA: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:58:10.086721] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8164 tests
[2025-10-17T23:58:10.086760] [INFO ] [CONFIGURE ] MSA: Testing feature 12/29: add_obv_interval
[2025-10-17T23:58:10.086792] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_obv_interval']
[2025-10-17T23:58:10.227801] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:10.371551] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:58:10.514555] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:58:10.657369] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:10.806121] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:58:10.953475] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:11.101480] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:11.250167] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:11.400164] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:11.548819] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:11.548990] [INFO ] [CONFIGURE ] MSA: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-17T23:58:11.549033] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8163 tests
[2025-10-17T23:58:11.549067] [INFO ] [CONFIGURE ] MSA: Testing feature 13/29: add_opening_strength
[2025-10-17T23:58:11.549099] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:58:11.703792] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:58:11.857660] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:58:12.014321] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:58:12.170272] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:58:12.324053] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:58:12.480316] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:12.639186] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:12.799074] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:12.964794] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:13.124932] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:13.125098] [INFO ] [CONFIGURE ] MSA: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-17T23:58:13.125142] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8162 tests
[2025-10-17T23:58:13.125176] [INFO ] [CONFIGURE ] MSA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:58:13.125206] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-10-17T23:58:13.279725] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:13.434290] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:58:13.594158] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:58:13.747414] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:13.904526] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:14.062022] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:14.218961] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:14.381049] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:14.537203] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:14.707422] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:14.707596] [INFO ] [CONFIGURE ] MSA: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-17T23:58:14.707660] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8161 tests
[2025-10-17T23:58:14.707723] [INFO ] [CONFIGURE ] MSA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:58:14.707760] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-10-17T23:58:14.857134] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:58:15.003629] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:58:15.146067] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:58:15.285906] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:15.429125] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:15.570482] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:15.714571] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:15.856595] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:16.004032] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:16.152576] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:16.152774] [INFO ] [CONFIGURE ] MSA: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T23:58:16.152829] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8160 tests
[2025-10-17T23:58:16.152867] [INFO ] [CONFIGURE ] MSA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:58:16.152901] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-10-17T23:58:16.309870] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:16.464116] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:58:16.617275] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:58:16.769837] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:16.925790] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:17.080078] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:17.236826] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:17.398402] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:17.558497] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:17.717376] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:17.717555] [INFO ] [CONFIGURE ] MSA: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:58:17.717619] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8159 tests
[2025-10-17T23:58:17.717687] [INFO ] [CONFIGURE ] MSA: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:58:17.717736] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_return_2d']
[2025-10-17T23:58:17.869931] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:18.043146] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:58:18.192323] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:58:18.344080] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:58:18.492209] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:58:18.641160] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:18.791555] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:18.943088] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:19.097037] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:19.252116] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:19.252282] [INFO ] [CONFIGURE ] MSA: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-17T23:58:19.252326] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8158 tests
[2025-10-17T23:58:19.252360] [INFO ] [CONFIGURE ] MSA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:58:19.252392] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-10-17T23:58:19.399179] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:19.544311] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:58:19.693104] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:58:19.839384] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:19.984239] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:20.135774] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:20.282954] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:20.435955] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:20.588861] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:20.734523] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:20.734723] [INFO ] [CONFIGURE ] MSA: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-17T23:58:20.734792] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8157 tests
[2025-10-17T23:58:20.734837] [INFO ] [CONFIGURE ] MSA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:58:20.734876] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-10-17T23:58:20.876945] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:21.048423] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:58:21.191600] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:58:21.336627] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:21.487409] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:21.631858] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:21.777743] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:21.936798] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:22.083967] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:22.233333] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:22.233521] [INFO ] [CONFIGURE ] MSA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:58:22.233566] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8156 tests
[2025-10-17T23:58:22.233602] [INFO ] [CONFIGURE ] MSA: Testing feature 20/29: add_price_rejection
[2025-10-17T23:58:22.233633] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_price_rejection']
[2025-10-17T23:58:22.391773] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:22.545250] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:58:22.697518] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:58:22.851244] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:23.004043] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:58:23.157330] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:58:23.310527] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:23.469839] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:23.626054] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:58:23.781376] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:23.781563] [INFO ] [CONFIGURE ] MSA: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-17T23:58:23.781607] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8155 tests
[2025-10-17T23:58:23.781664] [INFO ] [CONFIGURE ] MSA: Testing feature 21/29: add_range_position
[2025-10-17T23:58:23.781721] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_range_position']
[2025-10-17T23:58:23.942062] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:24.124578] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:58:24.286743] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:58:24.453605] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:24.615865] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:58:24.776140] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:58:24.943230] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:25.103276] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:25.266684] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:25.424985] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:25.425154] [INFO ] [CONFIGURE ] MSA: DISCARDED add_range_position (score: 30.00%)
[2025-10-17T23:58:25.425282] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8154 tests
[2025-10-17T23:58:25.425324] [INFO ] [CONFIGURE ] MSA: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:58:25.425356] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_realized_volatility']
[2025-10-17T23:58:25.601410] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:25.775960] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:58:25.952218] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:58:26.132749] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:26.315790] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:26.507442] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:26.686457] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:26.866844] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:27.045339] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:27.229416] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:27.229601] [INFO ] [CONFIGURE ] MSA: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-17T23:58:27.229668] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8153 tests
[2025-10-17T23:58:27.229726] [INFO ] [CONFIGURE ] MSA: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:58:27.229760] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_recent_range_context']
[2025-10-17T23:58:27.377812] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:27.532220] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:58:27.679524] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:58:27.827595] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:27.974274] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:28.118028] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:28.263077] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:28.409704] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:28.561496] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:28.708343] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:28.708584] [INFO ] [CONFIGURE ] MSA: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-17T23:58:28.708675] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8152 tests
[2025-10-17T23:58:28.708731] [INFO ] [CONFIGURE ] MSA: Testing feature 24/29: add_rsi
[2025-10-17T23:58:28.708766] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-10-17T23:58:28.868892] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:29.030178] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:58:29.192182] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:58:29.353430] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:29.522711] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:29.694826] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:29.873099] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:30.046234] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:30.219860] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:30.385221] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:30.385387] [INFO ] [CONFIGURE ] MSA: DISCARDED add_rsi (score: 60.00%)
[2025-10-17T23:58:30.385430] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8151 tests
[2025-10-17T23:58:30.385471] [INFO ] [CONFIGURE ] MSA: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:58:30.385502] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_tick_distribution']
[2025-10-17T23:58:30.529031] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:30.667329] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:58:30.805136] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:58:30.942456] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:31.081068] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:31.219989] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:31.359768] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:31.500792] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:31.646249] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:31.788492] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:31.788702] [INFO ] [CONFIGURE ] MSA: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-17T23:58:31.788761] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8150 tests
[2025-10-17T23:58:31.788797] [INFO ] [CONFIGURE ] MSA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:58:31.788828] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-10-17T23:58:31.930208] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:32.069027] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:58:32.208372] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:58:32.348977] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:32.488830] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:32.638261] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:32.784778] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:32.931844] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:33.079087] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:33.227186] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:33.227339] [INFO ] [CONFIGURE ] MSA: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-17T23:58:33.227382] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8149 tests
[2025-10-17T23:58:33.227418] [INFO ] [CONFIGURE ] MSA: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:58:33.227451] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_volume_price_divergence']
[2025-10-17T23:58:33.380241] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:33.536113] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:58:33.694603] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-17T23:58:33.852320] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:34.008070] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:34.165433] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:34.320124] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:34.479279] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:34.646358] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:34.810321] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:34.810479] [INFO ] [CONFIGURE ] MSA: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:58:34.810546] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8148 tests
[2025-10-17T23:58:34.810606] [INFO ] [CONFIGURE ] MSA: Testing feature 28/29: add_volume_profile
[2025-10-17T23:58:34.810640] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_volume_profile']
[2025-10-17T23:58:34.955686] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:58:35.101729] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:58:35.247130] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:58:35.392781] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:35.540933] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:35.696399] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:35.847428] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:35.998534] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:36.158155] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:36.349509] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:36.349719] [INFO ] [CONFIGURE ] MSA: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-17T23:58:36.349798] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8147 tests
[2025-10-17T23:58:36.349839] [INFO ] [CONFIGURE ] MSA: Testing feature 29/29: add_vwap
[2025-10-17T23:58:36.349873] [INFO ] [CONFIGURE ] MSA: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_vwap']
[2025-10-17T23:58:36.514085] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:36.686893] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:58:36.871847] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-17T23:58:37.036589] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:58:37.194718] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:37.351800] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-17T23:58:37.505867] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-17T23:58:37.663613] [DEBUG] [FORECASTER] MSA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:37.821059] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:37.977224] [DEBUG] [FORECASTER] MSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:37.977389] [INFO ] [CONFIGURE ] MSA: DISCARDED add_vwap (score: 60.00%)
[2025-10-17T23:58:37.977454] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8146 tests
[2025-10-17T23:58:37.977516] [INFO ] [CONFIGURE ] MSA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:58:37.977551] [INFO ] [CONFIGURE ] MSA: Best accuracy: 70.00%
[2025-10-17T23:58:37.977583] [INFO ] [CONFIGURE ] MSA: Best feature set (2 features): ['add_cumulative_delta', 'add_failed_moves']
[2025-10-17T23:58:37.977613] [INFO ] [CONFIGURE ] MSA: Improvement over baseline: 30.00%
[2025-10-17T23:58:37.977660] [INFO ] [CONFIGURE ] MSA: Total time: 44.2 seconds
[2025-10-17T23:58:37.977717] [INFO ] [CONFIGURE ] MSA: Average time per feature: 1.5 seconds
[2025-10-17T23:58:37.977749] [INFO ] [CONFIGURE ] MSA: Average speed: 0.66 features/sec
[2025-10-17T23:58:37.978501] [INFO ] [LOCAL     ] Saved configuration for MSA: 2 features, 70.00% accuracy -> ./output/feature-sets/MSA.json
[2025-10-17T23:58:37.978572] [INFO ] [CONFIGURE ] MSA: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-17T23:58:37.978685] [INFO ] [sig       ] [100/380] Successfully configured MSA | 0.02 sym/s | Total: 1.2h | ETA: 3.3h
[2025-10-17T23:58:37.978755] [INFO ] [sig       ] [101/380] Configuring MSCI...
[2025-10-17T23:58:37.978820] [INFO ] [CONFIGURE ] MSCI: Configurate test run.
[2025-10-17T23:58:37.978877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-10-17T23:58:37.994256] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSCI'.
[2025-10-17T23:58:37.994742] [INFO ] [CONFIGURE ] MSCI: Testing with 29 available features
[2025-10-17T23:58:37.994800] [INFO ] [CONFIGURE ] MSCI: Establishing baseline with no features...
[2025-10-17T23:58:38.102669] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:58:38.210926] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:58:38.317599] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:58:38.425937] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:38.537167] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:38.646214] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:58:38.757063] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:58:38.866619] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:38.978804] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:39.090770] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:39.090944] [INFO ] [CONFIGURE ] MSCI: Baseline score (no features): 50.00%
[2025-10-17T23:58:39.090989] [INFO ] [CONFIGURE ] MSCI: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:58:39.091023] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:58:39.214547] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:58:39.360962] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:58:39.480784] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:58:39.603718] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:58:39.728031] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:39.849269] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:58:39.976150] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:58:40.102428] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:40.225472] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:40.349827] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:40.349989] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-17T23:58:40.350032] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8145 tests
[2025-10-17T23:58:40.350066] [INFO ] [CONFIGURE ] MSCI: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:58:40.350096] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:58:40.476520] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:58:40.600694] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:58:40.729416] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:58:40.858145] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:58:40.985104] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:41.112538] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:58:41.241048] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:58:41.369979] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-17T23:58:41.500348] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:41.632589] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:41.632795] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-17T23:58:41.632845] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8144 tests
[2025-10-17T23:58:41.632882] [INFO ] [CONFIGURE ] MSCI: Testing feature 3/29: add_daily_returns
[2025-10-17T23:58:41.632913] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_daily_returns']
[2025-10-17T23:58:41.746491] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:58:41.858732] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:58:41.971204] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:58:42.085262] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:58:42.205787] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:42.332746] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:58:42.462570] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:58:42.589562] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:42.713804] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:42.828130] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:42.828371] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-17T23:58:42.828424] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8143 tests
[2025-10-17T23:58:42.828463] [INFO ] [CONFIGURE ] MSCI: Testing feature 4/29: add_ema
[2025-10-17T23:58:42.828496] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_ema']
[2025-10-17T23:58:42.948265] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:58:43.068469] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:58:43.187331] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:58:43.307659] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:58:43.428384] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:43.549578] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:58:43.672230] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:58:43.793407] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:43.914434] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:44.036458] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:44.036635] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_ema (score: 40.00%)
[2025-10-17T23:58:44.036718] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8142 tests
[2025-10-17T23:58:44.036759] [INFO ] [CONFIGURE ] MSCI: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:58:44.036791] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:58:44.163473] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:44.289823] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:58:44.417449] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:58:44.544829] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:58:44.671927] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:44.799197] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:58:44.927010] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:58:45.056120] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:45.185417] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:45.320551] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:45.320760] [INFO ] [CONFIGURE ] MSCI: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:58:45.320835] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8141 tests
[2025-10-17T23:58:45.320873] [INFO ] [CONFIGURE ] MSCI: Testing feature 6/29: add_failed_moves
[2025-10-17T23:58:45.320905] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-17T23:58:45.461291] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:45.601787] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:58:45.745364] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:58:45.882108] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:58:46.019399] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:46.157909] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:58:46.295609] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:58:46.433177] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:46.571741] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:46.710790] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:46.710974] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-17T23:58:46.711035] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8140 tests
[2025-10-17T23:58:46.711072] [INFO ] [CONFIGURE ] MSCI: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:58:46.711103] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-17T23:58:46.839255] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:46.968504] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:58:47.100123] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:58:47.229845] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:58:47.359716] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:47.491034] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:58:47.625116] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:58:47.759260] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:47.897794] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:48.044708] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:48.044877] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-17T23:58:48.044921] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8139 tests
[2025-10-17T23:58:48.044955] [INFO ] [CONFIGURE ] MSCI: Testing feature 8/29: add_macd
[2025-10-17T23:58:48.044986] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-17T23:58:48.216127] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:58:48.401548] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:58:48.620396] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:58:48.801170] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:58:48.982049] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:49.163937] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:58:49.324494] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:58:49.483948] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:49.641415] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:49.804031] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:49.804216] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_macd (score: 40.00%)
[2025-10-17T23:58:49.804260] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8138 tests
[2025-10-17T23:58:49.804296] [INFO ] [CONFIGURE ] MSCI: Testing feature 9/29: add_mfi
[2025-10-17T23:58:49.804328] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-17T23:58:49.954760] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:50.101414] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:58:50.248891] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:58:50.395941] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:58:50.544291] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:50.692634] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:58:50.841013] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:58:50.981501] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:51.123523] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:51.267217] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:51.267378] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_mfi (score: 60.00%)
[2025-10-17T23:58:51.267422] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8137 tests
[2025-10-17T23:58:51.267458] [INFO ] [CONFIGURE ] MSCI: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:58:51.267492] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:58:51.421980] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:51.577314] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:58:51.734762] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:58:51.889112] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:52.044943] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:52.201141] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:58:52.357419] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:58:52.514636] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:52.670924] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:52.828580] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:52.828776] [INFO ] [CONFIGURE ] MSCI: KEPT add_momentum_acceleration (score: 70.00%)
[2025-10-17T23:58:52.828827] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8136 tests
[2025-10-17T23:58:52.828863] [INFO ] [CONFIGURE ] MSCI: Testing feature 11/29: add_obv_daily
[2025-10-17T23:58:52.828913] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-17T23:58:52.991426] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:53.158082] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:58:53.326836] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:58:53.493266] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:53.665569] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:53.846324] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:58:54.023044] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:58:54.227132] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:54.419376] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:54.612338] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:54.612516] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-17T23:58:54.612562] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8135 tests
[2025-10-17T23:58:54.612596] [INFO ] [CONFIGURE ] MSCI: Testing feature 12/29: add_obv_interval
[2025-10-17T23:58:54.612627] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-17T23:58:54.789972] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:58:54.962459] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:58:55.136087] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:58:55.302668] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:55.469435] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:55.643037] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:58:55.813397] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:58:55.987577] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:56.159122] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:56.332427] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:56.332621] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-17T23:58:56.332701] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8134 tests
[2025-10-17T23:58:56.332749] [INFO ] [CONFIGURE ] MSCI: Testing feature 13/29: add_opening_strength
[2025-10-17T23:58:56.332785] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-17T23:58:56.505998] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:58:56.679078] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:58:56.860614] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:58:57.041326] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:58:57.223403] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:57.407058] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:58:57.589577] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:58:57.774274] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:57.956548] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:58.144253] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:58.144433] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-17T23:58:58.144476] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8133 tests
[2025-10-17T23:58:58.144510] [INFO ] [CONFIGURE ] MSCI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:58:58.144542] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-17T23:58:58.330210] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:58:58.524309] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:58:58.709141] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:58:58.891014] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:58:59.073509] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:58:59.247606] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:58:59.430615] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:58:59.616606] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:58:59.805495] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:58:59.993251] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:58:59.993396] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-17T23:58:59.993521] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8132 tests
[2025-10-17T23:58:59.993564] [INFO ] [CONFIGURE ] MSCI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:58:59.993596] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-17T23:59:00.165487] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:00.336845] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:59:00.509272] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:00.681961] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:00.853298] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:01.030400] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:59:01.218952] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:59:01.391477] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:59:01.565370] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:01.741284] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:01.741489] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-17T23:59:01.741575] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8131 tests
[2025-10-17T23:59:01.741629] [INFO ] [CONFIGURE ] MSCI: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:59:01.741705] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-17T23:59:01.912202] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:02.080084] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:59:02.248981] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:02.418022] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:59:02.588753] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:02.759356] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:59:02.934851] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:59:03.113325] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:59:03.291792] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:03.475300] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:03.475479] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-17T23:59:03.475523] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8130 tests
[2025-10-17T23:59:03.475559] [INFO ] [CONFIGURE ] MSCI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:59:03.475592] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-17T23:59:03.640372] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:03.809223] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:59:03.972531] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:04.135839] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:04.299975] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:04.464572] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:59:04.635372] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:59:04.808851] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:59:04.978948] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:05.145138] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:05.145310] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-17T23:59:05.145353] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8129 tests
[2025-10-17T23:59:05.145387] [INFO ] [CONFIGURE ] MSCI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:59:05.145418] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-17T23:59:05.303876] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:05.462805] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:59:05.627485] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:05.793549] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:05.957717] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:06.121715] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:59:06.288550] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:59:06.452056] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:59:06.643910] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:06.808336] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:06.808509] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-17T23:59:06.808571] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8128 tests
[2025-10-17T23:59:06.808608] [INFO ] [CONFIGURE ] MSCI: Testing feature 20/29: add_price_rejection
[2025-10-17T23:59:06.808639] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-17T23:59:06.980372] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:07.155958] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:59:07.329905] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:07.517198] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:07.717380] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:07.903064] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:59:08.087546] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:59:08.268199] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:59:08.449696] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:08.658084] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:08.658318] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:59:08.658394] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8127 tests
[2025-10-17T23:59:08.658442] [INFO ] [CONFIGURE ] MSCI: Testing feature 21/29: add_range_position
[2025-10-17T23:59:08.658477] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-17T23:59:08.843001] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:09.025306] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:59:09.217252] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:09.418206] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:09.609835] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:09.816972] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:59:10.005981] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:59:10.194616] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:59:10.383241] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:10.576560] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:10.576813] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_range_position (score: 60.00%)
[2025-10-17T23:59:10.576892] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8126 tests
[2025-10-17T23:59:10.576929] [INFO ] [CONFIGURE ] MSCI: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:59:10.576961] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-17T23:59:10.780043] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:10.978721] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:59:11.183339] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:11.405019] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:11.607898] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:11.812347] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:59:12.012892] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:59:12.216863] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:59:12.421945] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:12.626081] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:12.626242] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-17T23:59:12.626286] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8125 tests
[2025-10-17T23:59:12.626319] [INFO ] [CONFIGURE ] MSCI: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:59:12.626352] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-17T23:59:12.795925] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:12.966848] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:59:13.138537] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:13.310928] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:13.485055] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:13.657990] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:59:13.836854] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:59:14.011696] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:59:14.185055] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:14.360399] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:14.360551] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-17T23:59:14.360593] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8124 tests
[2025-10-17T23:59:14.360628] [INFO ] [CONFIGURE ] MSCI: Testing feature 24/29: add_rsi
[2025-10-17T23:59:14.360696] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-17T23:59:14.550007] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:14.737127] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:59:14.937122] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:15.130155] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:15.319046] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:15.509886] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:59:15.727965] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:59:15.924456] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:59:16.118010] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:16.308111] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:16.308302] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_rsi (score: 40.00%)
[2025-10-17T23:59:16.308347] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8123 tests
[2025-10-17T23:59:16.308383] [INFO ] [CONFIGURE ] MSCI: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:59:16.308416] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-17T23:59:16.476989] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:16.645735] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:59:16.819382] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:16.996162] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:17.173083] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:17.350304] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:59:17.523954] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:59:17.708834] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:59:17.890767] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:18.065917] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:18.066142] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-17T23:59:18.066191] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8122 tests
[2025-10-17T23:59:18.066228] [INFO ] [CONFIGURE ] MSCI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:59:18.066263] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-17T23:59:18.237018] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:18.407140] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:59:18.577253] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:18.773705] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:18.946372] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:19.119736] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:59:19.292402] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:59:19.465572] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:59:19.639159] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:19.820999] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:19.821193] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-17T23:59:19.821238] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8121 tests
[2025-10-17T23:59:19.821274] [INFO ] [CONFIGURE ] MSCI: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:59:19.821306] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-17T23:59:20.010253] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:20.189891] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-17T23:59:20.373206] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:20.559832] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:59:20.745171] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:20.929687] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-17T23:59:21.111755] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:59:21.295011] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:59:21.476676] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:21.659399] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:21.659572] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-17T23:59:21.659616] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8120 tests
[2025-10-17T23:59:21.659682] [INFO ] [CONFIGURE ] MSCI: Testing feature 28/29: add_volume_profile
[2025-10-17T23:59:21.659733] [INFO ] [CONFIGURE ] MSCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-17T23:59:21.825040] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:21.998798] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-17T23:59:22.176869] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:22.346127] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:59:22.517961] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:22.691854] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-17T23:59:22.865732] [DEBUG] [FORECASTER] MSCI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:59:23.045550] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-17T23:59:23.219184] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:23.395430] [DEBUG] [FORECASTER] MSCI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:23.395618] [INFO ] [CONFIGURE ] MSCI: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-17T23:59:23.395695] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8119 tests
[2025-10-17T23:59:23.395769] [INFO ] [CONFIGURE ] MSCI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-17T23:59:23.395824] [INFO ] [CONFIGURE ] MSCI: Best accuracy: 70.00%
[2025-10-17T23:59:23.395859] [INFO ] [CONFIGURE ] MSCI: Best feature set (4 features): ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:59:23.395888] [INFO ] [CONFIGURE ] MSCI: Improvement over baseline: 20.00%
[2025-10-17T23:59:23.395981] [INFO ] [CONFIGURE ] MSCI: Total time: 44.3 seconds
[2025-10-17T23:59:23.396032] [INFO ] [CONFIGURE ] MSCI: Average time per feature: 1.6 seconds
[2025-10-17T23:59:23.396070] [INFO ] [CONFIGURE ] MSCI: Average speed: 0.65 features/sec
[2025-10-17T23:59:23.396552] [INFO ] [LOCAL     ] Saved configuration for MSCI: 4 features, 70.00% accuracy -> ./output/feature-sets/MSCI.json
[2025-10-17T23:59:23.396620] [INFO ] [CONFIGURE ] MSCI: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-10-17T23:59:23.396703] [INFO ] [sig       ] [101/380] Successfully configured MSCI | 0.02 sym/s | Total: 1.2h | ETA: 3.3h
[2025-10-17T23:59:23.396768] [INFO ] [sig       ] [102/380] Configuring MSDL...
[2025-10-17T23:59:23.396823] [INFO ] [CONFIGURE ] MSDL: Configurate test run.
[2025-10-17T23:59:23.396900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSDL' from 'https://tdm.silogroup.org/data/derivative_storage/MSDL.csv'.
[2025-10-17T23:59:23.410375] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSDL'.
[2025-10-17T23:59:23.410809] [INFO ] [CONFIGURE ] MSDL: Testing with 29 available features
[2025-10-17T23:59:23.410866] [INFO ] [CONFIGURE ] MSDL: Establishing baseline with no features...
[2025-10-17T23:59:23.517250] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:23.622977] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:23.729311] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:23.836475] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:23.947516] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:24.055330] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:24.166981] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:24.281818] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:24.393660] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:59:24.510190] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:24.510340] [INFO ] [CONFIGURE ] MSDL: Baseline score (no features): 70.00%
[2025-10-17T23:59:24.510384] [INFO ] [CONFIGURE ] MSDL: Testing feature 1/29: add_bollinger_bands
[2025-10-17T23:59:24.510418] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_bollinger_bands']
[2025-10-17T23:59:24.632123] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:24.775250] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:24.894527] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:25.019368] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:25.139747] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:25.266083] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:25.388456] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:59:25.516452] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:25.652611] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:25.777401] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:25.777608] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-17T23:59:25.777682] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8118 tests
[2025-10-17T23:59:25.777793] [INFO ] [CONFIGURE ] MSDL: Testing feature 2/29: add_cumulative_delta
[2025-10-17T23:59:25.777871] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_cumulative_delta']
[2025-10-17T23:59:25.904878] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:26.031452] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:59:26.162486] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:59:26.287558] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:26.413348] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-17T23:59:26.538937] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:26.666551] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:26.799938] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:26.930294] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:27.061453] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:27.061628] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-17T23:59:27.061708] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8117 tests
[2025-10-17T23:59:27.061753] [INFO ] [CONFIGURE ] MSDL: Testing feature 3/29: add_daily_returns
[2025-10-17T23:59:27.061786] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_daily_returns']
[2025-10-17T23:59:27.174391] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:27.293614] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:27.404420] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:59:27.515829] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:27.627994] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:27.740672] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:27.856321] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:27.971748] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:28.094214] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:28.211782] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:28.211945] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-17T23:59:28.211989] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8116 tests
[2025-10-17T23:59:28.212024] [INFO ] [CONFIGURE ] MSDL: Testing feature 4/29: add_ema
[2025-10-17T23:59:28.212056] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_ema']
[2025-10-17T23:59:28.335345] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:28.463911] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:28.590399] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:28.714107] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:28.839270] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:28.965469] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:29.092397] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:29.217126] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:29.344054] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:59:29.474550] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:29.474757] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_ema (score: 70.00%)
[2025-10-17T23:59:29.474813] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8115 tests
[2025-10-17T23:59:29.474849] [INFO ] [CONFIGURE ] MSDL: Testing feature 5/29: add_exhaustion_signals
[2025-10-17T23:59:29.474880] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-17T23:59:29.613312] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:29.744714] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:29.892410] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:30.034075] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:59:30.178938] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:30.323824] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:30.461491] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:30.596840] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:59:30.733410] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:59:30.885094] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:30.885293] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-17T23:59:30.885366] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8114 tests
[2025-10-17T23:59:30.885425] [INFO ] [CONFIGURE ] MSDL: Testing feature 6/29: add_failed_moves
[2025-10-17T23:59:30.885461] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_failed_moves']
[2025-10-17T23:59:30.999546] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:31.114986] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:31.230369] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:31.344488] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:31.459960] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:31.575692] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:31.690446] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:31.808718] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:31.926713] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:59:32.047181] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:32.047335] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-17T23:59:32.047378] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8113 tests
[2025-10-17T23:59:32.047413] [INFO ] [CONFIGURE ] MSDL: Testing feature 7/29: add_lag_shelf
[2025-10-17T23:59:32.047446] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_lag_shelf']
[2025-10-17T23:59:32.173799] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:32.280166] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:32.387012] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:32.500566] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:32.613450] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:32.727050] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:32.846933] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:32.956501] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:33.065152] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:59:33.181273] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:33.181448] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-17T23:59:33.181493] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8112 tests
[2025-10-17T23:59:33.181527] [INFO ] [CONFIGURE ] MSDL: Testing feature 8/29: add_macd
[2025-10-17T23:59:33.181563] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_vwap', 'add_macd']
[2025-10-17T23:59:33.330033] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:33.474927] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:33.620115] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:33.764425] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:59:33.917165] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:34.068143] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:34.226787] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:34.377407] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:34.529817] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:59:34.679583] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:34.679780] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_macd (score: 50.00%)
[2025-10-17T23:59:34.679832] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8111 tests
[2025-10-17T23:59:34.679868] [INFO ] [CONFIGURE ] MSDL: Testing feature 9/29: add_mfi
[2025-10-17T23:59:34.679899] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_mfi']
[2025-10-17T23:59:34.803195] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:34.926954] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:35.051811] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:59:35.182613] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:59:35.320426] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:35.445191] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:35.569338] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:35.692314] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:35.816361] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:59:35.943157] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:35.943359] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_mfi (score: 40.00%)
[2025-10-17T23:59:35.943405] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8110 tests
[2025-10-17T23:59:35.943441] [INFO ] [CONFIGURE ] MSDL: Testing feature 10/29: add_momentum_acceleration
[2025-10-17T23:59:35.943475] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-17T23:59:36.084621] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:36.223552] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:59:36.364669] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:59:36.506543] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:59:36.647570] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:36.792262] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:36.945081] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:37.116504] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:37.258787] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:59:37.399157] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:37.399309] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-17T23:59:37.399352] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8109 tests
[2025-10-17T23:59:37.399386] [INFO ] [CONFIGURE ] MSDL: Testing feature 11/29: add_obv_daily
[2025-10-17T23:59:37.399417] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_obv_daily']
[2025-10-17T23:59:37.513176] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:37.629271] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:59:37.743566] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:59:37.857191] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:37.970812] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:38.086830] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:38.201335] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:38.318586] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:38.435009] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:59:38.551528] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:38.551710] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-17T23:59:38.551771] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8108 tests
[2025-10-17T23:59:38.551809] [INFO ] [CONFIGURE ] MSDL: Testing feature 12/29: add_obv_interval
[2025-10-17T23:59:38.551840] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_obv_interval']
[2025-10-17T23:59:38.664736] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:38.781142] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:38.896404] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:59:39.011536] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:39.126548] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:39.257257] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:39.372097] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:39.489941] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:39.605713] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:39.723299] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:39.723454] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-17T23:59:39.723498] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8107 tests
[2025-10-17T23:59:39.723532] [INFO ] [CONFIGURE ] MSDL: Testing feature 13/29: add_opening_strength
[2025-10-17T23:59:39.723562] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-17T23:59:39.846750] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:39.972469] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:40.100282] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:40.229063] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:40.358629] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:40.496035] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:40.642194] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:40.784440] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:40.947153] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:41.145492] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:41.145754] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-17T23:59:41.145822] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8106 tests
[2025-10-17T23:59:41.145867] [INFO ] [CONFIGURE ] MSDL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-17T23:59:41.145904] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_order_flow_imbalance']
[2025-10-17T23:59:41.304985] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:41.474105] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:59:41.625685] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:41.772341] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:59:41.915955] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:42.060951] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:42.203058] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:42.331504] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:42.462729] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:42.593260] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:42.593408] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_order_flow_imbalance (score: 20.00%)
[2025-10-17T23:59:42.593451] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.5s/test | Remaining: 8105 tests
[2025-10-17T23:59:42.593486] [INFO ] [CONFIGURE ] MSDL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-17T23:59:42.593540] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_pbf_morning_momentum']
[2025-10-17T23:59:42.698275] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:42.803286] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:42.910290] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:43.016192] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:43.124081] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:43.231900] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:43.340186] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:43.450347] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:43.560490] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:59:43.676133] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:43.676282] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-17T23:59:43.676327] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8104 tests
[2025-10-17T23:59:43.676363] [INFO ] [CONFIGURE ] MSDL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-17T23:59:43.676395] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_pbf_overnight_gap']
[2025-10-17T23:59:43.797853] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:43.915824] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:44.034319] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:44.152150] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:44.271872] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:44.401786] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:44.526824] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:44.654208] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-17T23:59:44.782048] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:44.910228] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:44.910417] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-17T23:59:44.910461] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8103 tests
[2025-10-17T23:59:44.910494] [INFO ] [CONFIGURE ] MSDL: Testing feature 17/29: add_pbf_return_2d
[2025-10-17T23:59:44.910524] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_pbf_return_2d']
[2025-10-17T23:59:45.038465] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:45.166055] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:45.293982] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:45.418816] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:59:45.541523] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:45.673161] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:45.841778] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:45.991296] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:46.114036] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:46.239279] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:46.239459] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-17T23:59:46.239505] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8102 tests
[2025-10-17T23:59:46.239540] [INFO ] [CONFIGURE ] MSDL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-17T23:59:46.239571] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_pbf_volatility_5d']
[2025-10-17T23:59:46.346190] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:46.451460] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:46.556233] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:59:46.661897] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:46.778171] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:46.890266] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:47.008182] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:47.123044] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:47.233743] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:47.343700] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:47.343845] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-17T23:59:47.343889] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8101 tests
[2025-10-17T23:59:47.343924] [INFO ] [CONFIGURE ] MSDL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-17T23:59:47.343956] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-17T23:59:47.453237] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:47.565405] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:47.687514] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:59:47.806417] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:47.919545] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:48.032520] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:48.152382] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:48.264637] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:48.380716] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:59:48.499572] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:48.499763] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-17T23:59:48.499815] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8100 tests
[2025-10-17T23:59:48.499851] [INFO ] [CONFIGURE ] MSDL: Testing feature 20/29: add_price_rejection
[2025-10-17T23:59:48.499883] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_price_rejection']
[2025-10-17T23:59:48.616165] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:48.734083] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:59:48.851298] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:48.980457] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:49.100216] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:49.218226] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:49.339434] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-17T23:59:49.461071] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:49.586625] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:59:49.714428] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:49.714575] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-17T23:59:49.714619] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8099 tests
[2025-10-17T23:59:49.714683] [INFO ] [CONFIGURE ] MSDL: Testing feature 21/29: add_range_position
[2025-10-17T23:59:49.714733] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_range_position']
[2025-10-17T23:59:49.847675] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:49.976785] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:59:50.104851] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:50.234542] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:59:50.362223] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:50.497604] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:50.632829] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:50.771152] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:50.914895] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:59:51.069480] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:51.069721] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_range_position (score: 40.00%)
[2025-10-17T23:59:51.069781] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8098 tests
[2025-10-17T23:59:51.069818] [INFO ] [CONFIGURE ] MSDL: Testing feature 22/29: add_realized_volatility
[2025-10-17T23:59:51.069850] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_realized_volatility']
[2025-10-17T23:59:51.212565] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:51.364828] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:59:51.514280] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:59:51.664378] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:59:51.813216] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:51.957064] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:52.108827] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:52.268054] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:52.425171] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:52.578114] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:52.578350] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-17T23:59:52.578413] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8097 tests
[2025-10-17T23:59:52.578450] [INFO ] [CONFIGURE ] MSDL: Testing feature 23/29: add_recent_range_context
[2025-10-17T23:59:52.578479] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_recent_range_context']
[2025-10-17T23:59:52.698476] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:52.818483] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:52.938146] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:53.060026] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:53.175560] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:53.292125] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:53.408491] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:53.525941] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:53.648043] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:53.767803] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-17T23:59:53.767944] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-17T23:59:53.767994] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8096 tests
[2025-10-17T23:59:53.768029] [INFO ] [CONFIGURE ] MSDL: Testing feature 24/29: add_rsi
[2025-10-17T23:59:53.768060] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_ema', 'add_rsi']
[2025-10-17T23:59:53.901944] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:54.040097] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:59:54.174405] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:59:54.314239] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:59:54.449452] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:54.585378] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:54.721756] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:54.870712] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:55.016409] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:55.163395] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:55.163555] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_rsi (score: 20.00%)
[2025-10-17T23:59:55.163599] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8095 tests
[2025-10-17T23:59:55.163633] [INFO ] [CONFIGURE ] MSDL: Testing feature 25/29: add_tick_distribution
[2025-10-17T23:59:55.163703] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_tick_distribution']
[2025-10-17T23:59:55.281624] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:55.399977] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:55.525637] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:55.645006] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:55.766006] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:55.887013] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:56.007359] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:56.134258] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:56.257330] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:59:56.382233] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:56.382371] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-17T23:59:56.382414] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8094 tests
[2025-10-17T23:59:56.382447] [INFO ] [CONFIGURE ] MSDL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-17T23:59:56.382478] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-17T23:59:56.504025] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:56.625780] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:56.748520] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:56.877444] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-17T23:59:57.001052] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:57.128422] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:57.257775] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:57.382577] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:57.514985] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-17T23:59:57.643260] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:57.643439] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-17T23:59:57.643483] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8093 tests
[2025-10-17T23:59:57.643519] [INFO ] [CONFIGURE ] MSDL: Testing feature 27/29: add_volume_price_divergence
[2025-10-17T23:59:57.643550] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_volume_price_divergence']
[2025-10-17T23:59:57.771542] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-17T23:59:57.901105] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-17T23:59:58.035169] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-17T23:59:58.168033] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:58.310093] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:58.457287] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:58.589469] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:58.727279] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-17T23:59:58.860203] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-17T23:59:58.992757] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-17T23:59:58.992921] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-17T23:59:58.992965] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8092 tests
[2025-10-17T23:59:58.992998] [INFO ] [CONFIGURE ] MSDL: Testing feature 28/29: add_volume_profile
[2025-10-17T23:59:58.993109] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_volume_profile']
[2025-10-17T23:59:59.113247] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-17T23:59:59.233783] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-17T23:59:59.360846] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-17T23:59:59.482141] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-17T23:59:59.604790] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-17T23:59:59.727783] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-17T23:59:59.849899] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-17T23:59:59.979832] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:00.104144] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:00.229861] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:00:00.230017] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T00:00:00.230059] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8091 tests
[2025-10-18T00:00:00.230092] [INFO ] [CONFIGURE ] MSDL: Testing feature 29/29: add_vwap
[2025-10-18T00:00:00.230124] [INFO ] [CONFIGURE ] MSDL: Testing with features: ['add_vwap']
[2025-10-18T00:00:00.359892] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:00:00.482625] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:00.610056] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:00:00.734390] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:00.858951] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:00.984811] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:01.115090] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:01.282928] [DEBUG] [FORECASTER] MSDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:01.426271] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:01.569191] [DEBUG] [FORECASTER] MSDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:01.569379] [INFO ] [CONFIGURE ] MSDL: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T00:00:01.569424] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8090 tests
[2025-10-18T00:00:01.569489] [INFO ] [CONFIGURE ] MSDL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:00:01.569557] [INFO ] [CONFIGURE ] MSDL: Best accuracy: 70.00%
[2025-10-18T00:00:01.569619] [INFO ] [CONFIGURE ] MSDL: Best feature set (0 features): []
[2025-10-18T00:00:01.569704] [INFO ] [CONFIGURE ] MSDL: Improvement over baseline: 0.00%
[2025-10-18T00:00:01.569774] [INFO ] [CONFIGURE ] MSDL: Total time: 37.1 seconds
[2025-10-18T00:00:01.569844] [INFO ] [CONFIGURE ] MSDL: Average time per feature: 1.3 seconds
[2025-10-18T00:00:01.569919] [INFO ] [CONFIGURE ] MSDL: Average speed: 0.78 features/sec
[2025-10-18T00:00:01.570736] [INFO ] [LOCAL     ] Saved configuration for MSDL: 0 features, 70.00% accuracy -> ./output/feature-sets/MSDL.json
[2025-10-18T00:00:01.570810] [INFO ] [CONFIGURE ] MSDL: Configuration saved successfully: 0 features, 70.00% accuracy.
[2025-10-18T00:00:01.570897] [INFO ] [sig       ] [102/380] Successfully configured MSDL | 0.02 sym/s | Total: 1.2h | ETA: 3.3h
[2025-10-18T00:00:01.570965] [INFO ] [sig       ] [103/380] Configuring MSGE...
[2025-10-18T00:00:01.571040] [INFO ] [CONFIGURE ] MSGE: Configurate test run.
[2025-10-18T00:00:01.571097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-10-18T00:00:01.585363] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSGE'.
[2025-10-18T00:00:01.585791] [INFO ] [CONFIGURE ] MSGE: Testing with 29 available features
[2025-10-18T00:00:01.585849] [INFO ] [CONFIGURE ] MSGE: Establishing baseline with no features...
[2025-10-18T00:00:01.684117] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:01.785195] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:01.889263] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:00:01.996761] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:02.095678] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:00:02.198363] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:02.308118] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:00:02.416955] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:02.528752] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:02.638795] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:02.638944] [INFO ] [CONFIGURE ] MSGE: Baseline score (no features): 30.00%
[2025-10-18T00:00:02.638986] [INFO ] [CONFIGURE ] MSGE: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:00:02.639019] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:00:02.757360] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:02.874615] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:03.008687] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:00:03.130373] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:03.256756] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:00:03.388970] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:03.514517] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:00:03.641630] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:00:03.765738] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:03.891067] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:03.891187] [INFO ] [CONFIGURE ] MSGE: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-18T00:00:03.891231] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8089 tests
[2025-10-18T00:00:03.891265] [INFO ] [CONFIGURE ] MSGE: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:00:03.891296] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:00:04.035037] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:04.181639] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:04.334009] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:00:04.508638] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:04.662556] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:00:04.806592] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:04.958578] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:00:05.106076] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:05.249578] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:05.389956] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:05.390156] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T00:00:05.390223] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8088 tests
[2025-10-18T00:00:05.390281] [INFO ] [CONFIGURE ] MSGE: Testing feature 3/29: add_daily_returns
[2025-10-18T00:00:05.390315] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:00:05.516550] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:05.641253] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:05.769879] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:05.895073] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:06.020475] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:00:06.148037] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:06.280390] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:06.411843] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:00:06.543302] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:06.677154] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:06.677313] [INFO ] [CONFIGURE ] MSGE: KEPT add_daily_returns (score: 50.00%)
[2025-10-18T00:00:06.677356] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8087 tests
[2025-10-18T00:00:06.677390] [INFO ] [CONFIGURE ] MSGE: Testing feature 4/29: add_ema
[2025-10-18T00:00:06.677421] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T00:00:06.818444] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:06.961469] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:07.108525] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:00:07.255403] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:07.399018] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:00:07.587451] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:07.750110] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:07.899062] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:08.042207] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:08.186465] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:08.186726] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_ema (score: 30.00%)
[2025-10-18T00:00:08.186785] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8086 tests
[2025-10-18T00:00:08.186823] [INFO ] [CONFIGURE ] MSGE: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:00:08.186898] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:00:08.332441] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:08.477490] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:08.624384] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:00:08.775583] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:08.927097] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:09.077570] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:09.229754] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:09.379942] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:09.530501] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:09.680847] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:09.681022] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T00:00:09.681066] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8085 tests
[2025-10-18T00:00:09.681101] [INFO ] [CONFIGURE ] MSGE: Testing feature 6/29: add_failed_moves
[2025-10-18T00:00:09.681132] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T00:00:09.809965] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:09.940437] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:10.072210] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:10.199337] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:10.329658] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:00:10.458118] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:10.594633] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:10.726926] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:00:10.861479] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:10.999015] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:10.999215] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T00:00:10.999278] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8084 tests
[2025-10-18T00:00:10.999317] [INFO ] [CONFIGURE ] MSGE: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:00:10.999349] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T00:00:11.119821] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:11.238617] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:11.358158] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:00:11.479286] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:11.601365] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:00:11.727550] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:11.853265] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:11.980672] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:12.104607] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:12.228555] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:12.228747] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_lag_shelf (score: 20.00%)
[2025-10-18T00:00:12.228851] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8083 tests
[2025-10-18T00:00:12.228894] [INFO ] [CONFIGURE ] MSGE: Testing feature 8/29: add_macd
[2025-10-18T00:00:12.228926] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T00:00:12.387300] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:12.543587] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:12.703670] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:00:12.864752] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:13.028826] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:00:13.191935] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:13.355218] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:13.516921] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:00:13.681487] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:13.849616] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:13.849831] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_macd (score: 30.00%)
[2025-10-18T00:00:13.849882] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8082 tests
[2025-10-18T00:00:13.849919] [INFO ] [CONFIGURE ] MSGE: Testing feature 9/29: add_mfi
[2025-10-18T00:00:13.849952] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-18T00:00:13.985555] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:14.122630] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:14.264165] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:14.409959] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:14.548256] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:00:14.684728] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:14.821387] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:14.961545] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:00:15.100007] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:15.239298] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:15.239469] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T00:00:15.239511] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8081 tests
[2025-10-18T00:00:15.239546] [INFO ] [CONFIGURE ] MSGE: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:00:15.239578] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:00:15.385987] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:15.532821] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:15.681807] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:00:15.831366] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:15.983721] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:16.135172] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:16.287301] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:00:16.445449] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:16.601916] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:16.758278] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:16.758445] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:00:16.758489] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8080 tests
[2025-10-18T00:00:16.758524] [INFO ] [CONFIGURE ] MSGE: Testing feature 11/29: add_obv_daily
[2025-10-18T00:00:16.758556] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T00:00:16.884350] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:17.011827] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:17.143009] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:17.270616] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:17.396801] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:17.525478] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:17.652815] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:17.784637] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:17.914385] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:18.047575] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:18.047761] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:00:18.047817] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8079 tests
[2025-10-18T00:00:18.047898] [INFO ] [CONFIGURE ] MSGE: Testing feature 12/29: add_obv_interval
[2025-10-18T00:00:18.047945] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T00:00:18.174279] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:18.300918] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:18.432600] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:00:18.559074] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:18.687606] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:00:18.819806] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:18.952385] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:19.084905] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:19.224478] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:19.357813] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:19.358051] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T00:00:19.358115] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8078 tests
[2025-10-18T00:00:19.358156] [INFO ] [CONFIGURE ] MSGE: Testing feature 13/29: add_opening_strength
[2025-10-18T00:00:19.358191] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:00:19.489041] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:19.646452] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:19.785963] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:19.916896] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:00:20.055225] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:20.189730] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:20.321606] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:20.454776] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:20.594756] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:20.728251] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:20.728400] [INFO ] [CONFIGURE ] MSGE: KEPT add_opening_strength (score: 60.00%)
[2025-10-18T00:00:20.728444] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8077 tests
[2025-10-18T00:00:20.728478] [INFO ] [CONFIGURE ] MSGE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:00:20.728510] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T00:00:20.876961] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:21.026881] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:21.185838] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:21.338777] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:21.487698] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:21.639920] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:21.791603] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:21.948410] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:22.103197] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:22.256218] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:22.256389] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:00:22.256434] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 1.4s/test | Remaining: 8076 tests
[2025-10-18T00:00:22.256469] [INFO ] [CONFIGURE ] MSGE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:00:22.256502] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-18T00:00:22.389955] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:22.532698] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:22.700380] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:22.835781] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:00:22.971781] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:00:23.107423] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:23.249610] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:23.386224] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:23.522451] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:23.660809] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:23.660994] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:00:23.661037] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8075 tests
[2025-10-18T00:00:23.661074] [INFO ] [CONFIGURE ] MSGE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:00:23.661107] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T00:00:23.802835] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:23.947791] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:24.091775] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:24.237028] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:24.396237] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:24.542825] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:24.692518] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:24.839166] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:24.983343] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:25.129462] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:25.129629] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:00:25.129707] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8074 tests
[2025-10-18T00:00:25.129751] [INFO ] [CONFIGURE ] MSGE: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:00:25.129784] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-18T00:00:25.277976] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:25.430436] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:25.579568] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:25.758749] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:00:25.915576] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:26.067672] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:26.217637] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:26.369524] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:26.524606] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:26.685809] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:26.686057] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T00:00:26.686119] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8073 tests
[2025-10-18T00:00:26.686157] [INFO ] [CONFIGURE ] MSGE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:00:26.686188] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-18T00:00:26.825877] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:26.965487] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:27.104744] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:27.246369] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:00:27.391572] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:27.532174] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:27.674924] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:27.810499] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:27.969037] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:28.119809] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:28.119974] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:00:28.120018] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8072 tests
[2025-10-18T00:00:28.120054] [INFO ] [CONFIGURE ] MSGE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:00:28.120089] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-18T00:00:28.256256] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:28.391952] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:28.533770] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:28.679944] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:00:28.817722] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:28.959224] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:29.097331] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:29.234888] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:29.376526] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:29.515659] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:29.515859] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T00:00:29.515929] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8071 tests
[2025-10-18T00:00:29.515988] [INFO ] [CONFIGURE ] MSGE: Testing feature 20/29: add_price_rejection
[2025-10-18T00:00:29.516023] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-18T00:00:29.658973] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:29.803592] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:29.947734] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:30.105842] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:00:30.255426] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:30.403731] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:30.557969] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:30.716823] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:30.871469] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:31.026492] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:31.026674] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T00:00:31.026735] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8070 tests
[2025-10-18T00:00:31.026781] [INFO ] [CONFIGURE ] MSGE: Testing feature 21/29: add_range_position
[2025-10-18T00:00:31.026812] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-18T00:00:31.184185] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:31.343185] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:31.500203] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:31.657074] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:00:31.829731] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:31.985879] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:32.146176] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:32.304831] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:32.463830] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:32.622633] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:32.622835] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T00:00:32.622907] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8069 tests
[2025-10-18T00:00:32.622969] [INFO ] [CONFIGURE ] MSGE: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:00:32.623006] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-18T00:00:32.793678] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:32.963793] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:33.138142] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:33.313308] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:33.491721] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:33.692275] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:33.908186] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:34.138335] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:34.408266] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:34.648187] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:34.648390] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T00:00:34.648438] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8068 tests
[2025-10-18T00:00:34.648475] [INFO ] [CONFIGURE ] MSGE: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:00:34.648508] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-18T00:00:34.851457] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:35.014991] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:35.201405] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:35.371073] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:00:35.546877] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:35.718557] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:35.875909] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:36.030782] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:36.183431] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:36.337012] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:36.337169] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T00:00:36.337213] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8067 tests
[2025-10-18T00:00:36.337246] [INFO ] [CONFIGURE ] MSGE: Testing feature 24/29: add_rsi
[2025-10-18T00:00:36.337278] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-18T00:00:36.505252] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:36.665156] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:36.826100] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:36.987212] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:00:37.147575] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:37.313462] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:37.484191] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:37.652844] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:37.823957] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:37.993311] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:37.993476] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:00:37.993521] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8066 tests
[2025-10-18T00:00:37.993556] [INFO ] [CONFIGURE ] MSGE: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:00:37.993590] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-18T00:00:38.136615] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:38.278769] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:38.422805] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:38.566790] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:38.708475] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:38.848430] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:38.989949] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:39.131938] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:00:39.272761] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:39.414828] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:39.415018] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:00:39.415065] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8065 tests
[2025-10-18T00:00:39.415100] [INFO ] [CONFIGURE ] MSGE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:00:39.415131] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-18T00:00:39.552295] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:39.690449] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:39.898455] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:40.046810] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:40.190535] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:40.334438] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:40.495901] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:40.649423] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:40.794963] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:40.941368] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:40.941547] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T00:00:40.941624] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8064 tests
[2025-10-18T00:00:40.941715] [INFO ] [CONFIGURE ] MSGE: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:00:40.941761] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-18T00:00:41.094432] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:41.248620] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:41.401551] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:41.553016] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:00:41.709279] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:41.862915] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:42.015756] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:42.171885] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:42.328362] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:42.485096] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:42.485280] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:00:42.485327] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8063 tests
[2025-10-18T00:00:42.485363] [INFO ] [CONFIGURE ] MSGE: Testing feature 28/29: add_volume_profile
[2025-10-18T00:00:42.485395] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-18T00:00:42.635445] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:42.784445] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:42.928117] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:43.072446] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:43.218930] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:00:43.367022] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:43.529432] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:43.679532] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:00:43.829759] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:43.984597] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:43.984824] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:00:43.984876] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8062 tests
[2025-10-18T00:00:43.984913] [INFO ] [CONFIGURE ] MSGE: Testing feature 29/29: add_vwap
[2025-10-18T00:00:43.984946] [INFO ] [CONFIGURE ] MSGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-18T00:00:44.138463] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:44.292069] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:44.444964] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:00:44.603202] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:44.758921] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:44.907204] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:45.064754] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:45.215834] [DEBUG] [FORECASTER] MSGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:45.367342] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:45.528115] [DEBUG] [FORECASTER] MSGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:00:45.528288] [INFO ] [CONFIGURE ] MSGE: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T00:00:45.528333] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8061 tests
[2025-10-18T00:00:45.528369] [INFO ] [CONFIGURE ] MSGE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:00:45.528403] [INFO ] [CONFIGURE ] MSGE: Best accuracy: 60.00%
[2025-10-18T00:00:45.528434] [INFO ] [CONFIGURE ] MSGE: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:00:45.528484] [INFO ] [CONFIGURE ] MSGE: Improvement over baseline: 30.00%
[2025-10-18T00:00:45.528512] [INFO ] [CONFIGURE ] MSGE: Total time: 42.9 seconds
[2025-10-18T00:00:45.528540] [INFO ] [CONFIGURE ] MSGE: Average time per feature: 1.5 seconds
[2025-10-18T00:00:45.528571] [INFO ] [CONFIGURE ] MSGE: Average speed: 0.68 features/sec
[2025-10-18T00:00:45.529300] [INFO ] [LOCAL     ] Saved configuration for MSGE: 3 features, 60.00% accuracy -> ./output/feature-sets/MSGE.json
[2025-10-18T00:00:45.529356] [INFO ] [CONFIGURE ] MSGE: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-10-18T00:00:45.529397] [INFO ] [sig       ] [103/380] Successfully configured MSGE | 0.02 sym/s | Total: 1.2h | ETA: 3.3h
[2025-10-18T00:00:45.529431] [INFO ] [sig       ] [104/380] Configuring MSGS...
[2025-10-18T00:00:45.529461] [INFO ] [CONFIGURE ] MSGS: Configurate test run.
[2025-10-18T00:00:45.529490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-10-18T00:00:45.541274] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSGS'.
[2025-10-18T00:00:45.541596] [INFO ] [CONFIGURE ] MSGS: Testing with 29 available features
[2025-10-18T00:00:45.541685] [INFO ] [CONFIGURE ] MSGS: Establishing baseline with no features...
[2025-10-18T00:00:45.647083] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:45.752787] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:45.853621] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:00:45.954476] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:46.055969] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:46.162705] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:00:46.277314] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:46.381049] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:00:46.485235] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:46.595915] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:00:46.596077] [INFO ] [CONFIGURE ] MSGS: Baseline score (no features): 40.00%
[2025-10-18T00:00:46.596122] [INFO ] [CONFIGURE ] MSGS: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:00:46.596155] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:00:46.714309] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:46.833720] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:46.958299] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:00:47.074742] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:47.190797] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:00:47.308965] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:00:47.429044] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:47.552871] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:47.672046] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:47.792185] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:00:47.792355] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T00:00:47.792421] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8060 tests
[2025-10-18T00:00:47.792457] [INFO ] [CONFIGURE ] MSGS: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:00:47.792490] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:00:47.912042] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:48.031921] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:48.157554] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:00:48.285749] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:48.405788] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:48.528581] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:48.651282] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:48.774449] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:48.898939] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:49.023724] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:00:49.023873] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T00:00:49.023916] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8059 tests
[2025-10-18T00:00:49.023950] [INFO ] [CONFIGURE ] MSGS: Testing feature 3/29: add_daily_returns
[2025-10-18T00:00:49.023981] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_daily_returns']
[2025-10-18T00:00:49.132206] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:49.240774] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:49.350576] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:00:49.463675] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:49.576834] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:49.705213] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:49.824719] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:49.975881] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:50.088764] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:50.202781] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:00:50.202940] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T00:00:50.202986] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8058 tests
[2025-10-18T00:00:50.203022] [INFO ] [CONFIGURE ] MSGS: Testing feature 4/29: add_ema
[2025-10-18T00:00:50.203055] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_ema']
[2025-10-18T00:00:50.327941] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:50.471851] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:50.611686] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:00:50.746960] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:50.879803] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:00:51.014576] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:00:51.149451] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:00:51.287271] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:51.421063] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:51.555000] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:00:51.555181] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_ema (score: 40.00%)
[2025-10-18T00:00:51.555224] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8057 tests
[2025-10-18T00:00:51.555259] [INFO ] [CONFIGURE ] MSGS: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:00:51.555291] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:00:51.689757] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:00:51.822719] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:51.956085] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:00:52.095301] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:52.234147] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:00:52.372389] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:52.507529] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:52.644302] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:52.780245] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:52.916379] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:00:52.916566] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T00:00:52.916610] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8056 tests
[2025-10-18T00:00:52.916664] [INFO ] [CONFIGURE ] MSGS: Testing feature 6/29: add_failed_moves
[2025-10-18T00:00:52.916721] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_failed_moves']
[2025-10-18T00:00:53.029368] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:53.141192] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:53.255105] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:00:53.369416] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:53.489016] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:53.605593] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:00:53.722614] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:53.841378] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:00:53.958985] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:54.076820] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:00:54.076992] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T00:00:54.077043] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8055 tests
[2025-10-18T00:00:54.077077] [INFO ] [CONFIGURE ] MSGS: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:00:54.077106] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_lag_shelf']
[2025-10-18T00:00:54.181508] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:54.287789] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:54.396422] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:00:54.503747] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:54.610407] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:54.718348] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:00:54.832434] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:54.942737] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:00:55.053176] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:55.163379] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:00:55.163541] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T00:00:55.163602] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8054 tests
[2025-10-18T00:00:55.163639] [INFO ] [CONFIGURE ] MSGS: Testing feature 8/29: add_macd
[2025-10-18T00:00:55.163715] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:00:55.306090] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:00:55.450552] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:55.597361] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:00:55.749286] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:55.900985] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:00:56.072376] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:56.223866] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:00:56.373429] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:56.524456] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:56.675835] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:00:56.676017] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_macd (score: 40.00%)
[2025-10-18T00:00:56.676062] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8053 tests
[2025-10-18T00:00:56.676097] [INFO ] [CONFIGURE ] MSGS: Testing feature 9/29: add_mfi
[2025-10-18T00:00:56.676127] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi']
[2025-10-18T00:00:56.797440] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:56.920354] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:57.043532] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:00:57.168190] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:57.290049] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:00:57.412457] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:00:57.539487] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:00:57.663043] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:00:57.785908] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:57.909915] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:00:57.910078] [INFO ] [CONFIGURE ] MSGS: KEPT add_mfi (score: 50.00%)
[2025-10-18T00:00:57.910122] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8052 tests
[2025-10-18T00:00:57.910157] [INFO ] [CONFIGURE ] MSGS: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:00:57.910189] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:00:58.064324] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:58.216387] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:00:58.370052] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:00:58.526923] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:00:58.682694] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:00:58.842297] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:00:58.998745] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:00:59.170283] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:00:59.330311] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:00:59.488897] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:00:59.489087] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-18T00:00:59.489134] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8051 tests
[2025-10-18T00:00:59.489171] [INFO ] [CONFIGURE ] MSGS: Testing feature 11/29: add_obv_daily
[2025-10-18T00:00:59.489201] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-18T00:00:59.619082] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:00:59.750065] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:00:59.880488] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:01:00.012197] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:00.191382] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:00.323420] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:01:00.456065] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:00.591150] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:01:00.725855] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:01:00.860745] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:00.860923] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:01:00.860984] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8050 tests
[2025-10-18T00:01:00.861021] [INFO ] [CONFIGURE ] MSGS: Testing feature 12/29: add_obv_interval
[2025-10-18T00:01:00.861051] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-18T00:01:00.987904] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:01.118156] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:01.252381] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:01:01.414734] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:01.561569] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:01.704251] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:01:01.836497] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:01:01.966990] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:01:02.096204] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:01:02.231088] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:01:02.231248] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T00:01:02.231291] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8049 tests
[2025-10-18T00:01:02.231325] [INFO ] [CONFIGURE ] MSGS: Testing feature 13/29: add_opening_strength
[2025-10-18T00:01:02.231356] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:01:02.365062] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:02.498205] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:02.632218] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:01:02.768616] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:02.913813] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:03.056429] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:01:03.210606] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:03.371266] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:01:03.511540] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:01:03.654140] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:03.654323] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-18T00:01:03.654368] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8048 tests
[2025-10-18T00:01:03.654404] [INFO ] [CONFIGURE ] MSGS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:01:03.654437] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-10-18T00:01:03.794703] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:03.935823] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:04.085964] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:01:04.237448] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:04.385977] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:04.532411] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:01:04.675917] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:01:04.819662] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:01:04.961622] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:01:05.103912] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:05.104105] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-18T00:01:05.104203] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8047 tests
[2025-10-18T00:01:05.104257] [INFO ] [CONFIGURE ] MSGS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:01:05.104291] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T00:01:05.254262] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:05.376144] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:05.502168] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:01:05.626478] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:05.749269] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:05.875340] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:01:06.001025] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:06.129343] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:01:06.253858] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:01:06.380697] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:06.380868] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:01:06.380912] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8046 tests
[2025-10-18T00:01:06.380946] [INFO ] [CONFIGURE ] MSGS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:01:06.380977] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T00:01:06.507468] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:06.636587] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:06.764916] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:01:06.897391] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:07.026892] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:07.158087] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:01:07.288903] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:07.420384] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:01:07.552171] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:01:07.684691] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:07.684879] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:01:07.684924] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8045 tests
[2025-10-18T00:01:07.684959] [INFO ] [CONFIGURE ] MSGS: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:01:07.684989] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-10-18T00:01:07.815919] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:07.945756] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:08.076873] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:01:08.239400] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:08.389319] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:08.529495] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:01:08.669143] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:01:08.809997] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:01:08.969883] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:01:09.111278] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:09.111436] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_pbf_return_2d (score: 20.00%)
[2025-10-18T00:01:09.111479] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8044 tests
[2025-10-18T00:01:09.111514] [INFO ] [CONFIGURE ] MSGS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:01:09.111545] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T00:01:09.237793] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:09.362812] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:09.489635] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:01:09.622527] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:09.749719] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:09.877903] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:01:10.008958] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:01:10.138447] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:01:10.268222] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:01:10.398836] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:10.399024] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T00:01:10.399070] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8043 tests
[2025-10-18T00:01:10.399106] [INFO ] [CONFIGURE ] MSGS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:01:10.399136] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T00:01:10.523946] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:10.652864] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:10.781614] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:01:10.913579] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:11.043102] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:11.171329] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:01:11.329883] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:01:11.459840] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:01:11.589508] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:01:11.719571] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:11.719758] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-10-18T00:01:11.719880] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8042 tests
[2025-10-18T00:01:11.719923] [INFO ] [CONFIGURE ] MSGS: Testing feature 20/29: add_price_rejection
[2025-10-18T00:01:11.719955] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-10-18T00:01:11.854552] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:11.988724] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:12.126089] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:01:12.281844] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:12.436832] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:12.601790] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:01:12.762732] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:01:12.919669] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:01:13.080389] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:01:13.228069] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:13.228261] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_price_rejection (score: 10.00%)
[2025-10-18T00:01:13.228306] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8041 tests
[2025-10-18T00:01:13.228340] [INFO ] [CONFIGURE ] MSGS: Testing feature 21/29: add_range_position
[2025-10-18T00:01:13.228372] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_range_position']
[2025-10-18T00:01:13.372760] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:13.516495] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:13.664593] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:01:13.814532] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:13.963454] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:14.109876] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:01:14.261091] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:14.411361] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:01:14.559375] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:01:14.711765] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:14.711941] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T00:01:14.711985] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8040 tests
[2025-10-18T00:01:14.712019] [INFO ] [CONFIGURE ] MSGS: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:01:14.712050] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-10-18T00:01:14.876985] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:15.039906] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:15.205337] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:01:15.389735] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:15.556136] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:15.721276] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:01:15.889312] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:01:16.059371] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:01:16.230366] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:01:16.399812] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:16.399991] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T00:01:16.400034] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8039 tests
[2025-10-18T00:01:16.400093] [INFO ] [CONFIGURE ] MSGS: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:01:16.400150] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-10-18T00:01:16.537298] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:16.681814] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:16.827330] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:01:16.961400] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:17.097325] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:17.234466] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:01:17.415601] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:01:17.564928] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:01:17.709834] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:01:17.853265] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:17.853430] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T00:01:17.853472] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8038 tests
[2025-10-18T00:01:17.853506] [INFO ] [CONFIGURE ] MSGS: Testing feature 24/29: add_rsi
[2025-10-18T00:01:17.853537] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-10-18T00:01:18.004613] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:18.161598] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:18.317983] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:01:18.475267] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:18.632720] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:18.791575] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:01:18.961560] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:19.135434] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:01:19.309609] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:01:19.472499] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:19.472723] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T00:01:19.472781] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8037 tests
[2025-10-18T00:01:19.472820] [INFO ] [CONFIGURE ] MSGS: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:01:19.472853] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-10-18T00:01:19.621905] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:19.772820] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:19.916130] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:01:20.061161] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:20.206113] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:20.357371] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:01:20.518348] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:01:20.670236] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:01:20.816005] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:01:20.960177] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:20.960358] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_tick_distribution (score: 20.00%)
[2025-10-18T00:01:20.960428] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8036 tests
[2025-10-18T00:01:20.960490] [INFO ] [CONFIGURE ] MSGS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:01:20.960526] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T00:01:21.102581] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:21.243317] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:21.381943] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:01:21.522340] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:21.656243] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:21.797959] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:01:21.933508] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:22.070840] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:01:22.209660] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:01:22.353612] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:22.353841] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T00:01:22.353894] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8035 tests
[2025-10-18T00:01:22.353932] [INFO ] [CONFIGURE ] MSGS: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:01:22.353964] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_volume_price_divergence']
[2025-10-18T00:01:22.502399] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:22.649096] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:22.788559] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:01:22.933329] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:23.079322] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:23.230829] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:01:23.379600] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:01:23.529946] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:01:23.682281] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:01:23.845240] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:23.845471] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_volume_price_divergence (score: 20.00%)
[2025-10-18T00:01:23.845530] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8034 tests
[2025-10-18T00:01:23.845572] [INFO ] [CONFIGURE ] MSGS: Testing feature 28/29: add_volume_profile
[2025-10-18T00:01:23.845605] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_volume_profile']
[2025-10-18T00:01:23.980766] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:24.119135] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:24.260831] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:01:24.399614] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:24.534805] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:24.677395] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:01:24.817713] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:01:24.959395] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:01:25.100969] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:01:25.247359] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:25.247526] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_volume_profile (score: 20.00%)
[2025-10-18T00:01:25.247571] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8033 tests
[2025-10-18T00:01:25.247608] [INFO ] [CONFIGURE ] MSGS: Testing feature 29/29: add_vwap
[2025-10-18T00:01:25.247662] [INFO ] [CONFIGURE ] MSGS: Testing with features: ['add_mfi', 'add_vwap']
[2025-10-18T00:01:25.386820] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:01:25.526218] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:25.667989] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:01:25.813607] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:01:25.966731] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:26.126173] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:01:26.298526] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:01:26.532929] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:01:26.710478] [DEBUG] [FORECASTER] MSGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:01:26.908230] [DEBUG] [FORECASTER] MSGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:26.908449] [INFO ] [CONFIGURE ] MSGS: DISCARDED add_vwap (score: 20.00%)
[2025-10-18T00:01:26.908503] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8032 tests
[2025-10-18T00:01:26.908548] [INFO ] [CONFIGURE ] MSGS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:01:26.908586] [INFO ] [CONFIGURE ] MSGS: Best accuracy: 50.00%
[2025-10-18T00:01:26.908626] [INFO ] [CONFIGURE ] MSGS: Best feature set (1 features): ['add_mfi']
[2025-10-18T00:01:26.908704] [INFO ] [CONFIGURE ] MSGS: Improvement over baseline: 10.00%
[2025-10-18T00:01:26.908752] [INFO ] [CONFIGURE ] MSGS: Total time: 40.3 seconds
[2025-10-18T00:01:26.908788] [INFO ] [CONFIGURE ] MSGS: Average time per feature: 1.4 seconds
[2025-10-18T00:01:26.908823] [INFO ] [CONFIGURE ] MSGS: Average speed: 0.72 features/sec
[2025-10-18T00:01:26.909558] [INFO ] [LOCAL     ] Saved configuration for MSGS: 1 features, 50.00% accuracy -> ./output/feature-sets/MSGS.json
[2025-10-18T00:01:26.909670] [INFO ] [CONFIGURE ] MSGS: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-18T00:01:26.909761] [INFO ] [sig       ] [104/380] Successfully configured MSGS | 0.02 sym/s | Total: 1.2h | ETA: 3.3h
[2025-10-18T00:01:26.909829] [INFO ] [sig       ] [105/380] Configuring MSM...
[2025-10-18T00:01:26.909895] [INFO ] [CONFIGURE ] MSM: Configurate test run.
[2025-10-18T00:01:26.909952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-10-18T00:01:26.925016] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MSM'.
[2025-10-18T00:01:26.925587] [INFO ] [CONFIGURE ] MSM: Testing with 29 available features
[2025-10-18T00:01:26.925682] [INFO ] [CONFIGURE ] MSM: Establishing baseline with no features...
[2025-10-18T00:01:27.041247] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:27.157369] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:27.268809] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:01:27.374343] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:27.477509] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:27.583276] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:27.690343] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:27.795908] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:27.903674] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:28.010992] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:28.011157] [INFO ] [CONFIGURE ] MSM: Baseline score (no features): 80.00%
[2025-10-18T00:01:28.011201] [INFO ] [CONFIGURE ] MSM: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:01:28.011234] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:01:28.126636] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:01:28.243199] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:28.362054] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:28.479250] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:28.598346] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:28.717596] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:28.835627] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:28.956998] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:29.081000] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:29.202536] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:29.202729] [INFO ] [CONFIGURE ] MSM: DISCARDED add_bollinger_bands (score: 80.00%)
[2025-10-18T00:01:29.202786] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8031 tests
[2025-10-18T00:01:29.202824] [INFO ] [CONFIGURE ] MSM: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:01:29.202857] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:01:29.330151] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:01:29.454147] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:29.579258] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:01:29.706093] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:29.835286] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:29.961605] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:30.088505] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:01:30.211369] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:30.338117] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:30.464454] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:30.464609] [INFO ] [CONFIGURE ] MSM: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:01:30.464680] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8030 tests
[2025-10-18T00:01:30.464733] [INFO ] [CONFIGURE ] MSM: Testing feature 3/29: add_daily_returns
[2025-10-18T00:01:30.464765] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns']
[2025-10-18T00:01:30.568724] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:30.673460] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:30.778316] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:30.883294] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:30.987711] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:31.092483] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:31.198246] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:31.304282] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:31.410891] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:31.524795] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:31.524934] [INFO ] [CONFIGURE ] MSM: KEPT add_daily_returns (score: 90.00%)
[2025-10-18T00:01:31.524977] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8029 tests
[2025-10-18T00:01:31.525011] [INFO ] [CONFIGURE ] MSM: Testing feature 4/29: add_ema
[2025-10-18T00:01:31.525041] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T00:01:31.652830] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:31.783618] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:31.917438] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:32.046988] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:32.177369] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:32.307856] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:32.438549] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:32.576245] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:32.703270] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:32.830626] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:32.830869] [INFO ] [CONFIGURE ] MSM: DISCARDED add_ema (score: 80.00%)
[2025-10-18T00:01:32.830931] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8028 tests
[2025-10-18T00:01:32.830970] [INFO ] [CONFIGURE ] MSM: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:01:32.831001] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:01:32.961460] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:33.092454] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:33.227717] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:33.359504] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:33.487160] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:33.613634] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:33.740621] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:33.871566] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:34.003598] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:01:34.137285] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:34.137444] [INFO ] [CONFIGURE ] MSM: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T00:01:34.137489] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8027 tests
[2025-10-18T00:01:34.137524] [INFO ] [CONFIGURE ] MSM: Testing feature 6/29: add_failed_moves
[2025-10-18T00:01:34.137555] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-18T00:01:34.247364] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:34.358922] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:34.470029] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:34.582455] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:34.697395] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:34.814988] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:34.930968] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:35.044467] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:35.160574] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:35.275345] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:35.275485] [INFO ] [CONFIGURE ] MSM: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-18T00:01:35.275527] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8026 tests
[2025-10-18T00:01:35.275561] [INFO ] [CONFIGURE ] MSM: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:01:35.275592] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-18T00:01:35.377755] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:35.481126] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:35.593055] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:35.697815] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:35.802111] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:35.908527] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:36.018462] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:36.124778] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:36.232310] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:36.340847] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:36.340989] [INFO ] [CONFIGURE ] MSM: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-18T00:01:36.341031] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8025 tests
[2025-10-18T00:01:36.341065] [INFO ] [CONFIGURE ] MSM: Testing feature 8/29: add_macd
[2025-10-18T00:01:36.341097] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T00:01:36.487535] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:36.633248] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:36.778176] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:36.929207] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:37.082937] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:37.235281] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:37.388168] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:37.545185] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:37.699815] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:01:37.854192] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:37.854323] [INFO ] [CONFIGURE ] MSM: DISCARDED add_macd (score: 80.00%)
[2025-10-18T00:01:37.854368] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8024 tests
[2025-10-18T00:01:37.854404] [INFO ] [CONFIGURE ] MSM: Testing feature 9/29: add_mfi
[2025-10-18T00:01:37.854434] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-18T00:01:37.975760] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:38.097772] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:38.220012] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:38.344104] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:38.467467] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:38.621154] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:38.744773] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:38.868970] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:38.992855] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:39.117632] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:39.117782] [INFO ] [CONFIGURE ] MSM: DISCARDED add_mfi (score: 90.00%)
[2025-10-18T00:01:39.117828] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8023 tests
[2025-10-18T00:01:39.117894] [INFO ] [CONFIGURE ] MSM: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:01:39.117932] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:01:39.253720] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:39.391464] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:39.529625] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:39.676160] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:39.815064] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:39.953893] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:40.093934] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:40.233548] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:01:40.375326] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:40.517486] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:40.517603] [INFO ] [CONFIGURE ] MSM: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-18T00:01:40.517666] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8022 tests
[2025-10-18T00:01:40.517725] [INFO ] [CONFIGURE ] MSM: Testing feature 11/29: add_obv_daily
[2025-10-18T00:01:40.517759] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-18T00:01:40.633949] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:40.762225] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:01:40.897566] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:01:41.027513] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:41.158787] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:41.288148] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:41.411542] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:41.535590] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:41.669030] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:41.798488] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:41.798716] [INFO ] [CONFIGURE ] MSM: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:01:41.798777] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8021 tests
[2025-10-18T00:01:41.798814] [INFO ] [CONFIGURE ] MSM: Testing feature 12/29: add_obv_interval
[2025-10-18T00:01:41.798845] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-18T00:01:41.919322] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:42.037739] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:42.154410] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:42.275078] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:42.396715] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:42.519666] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:42.642767] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:42.767323] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:42.889447] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:43.010230] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:43.010391] [INFO ] [CONFIGURE ] MSM: DISCARDED add_obv_interval (score: 90.00%)
[2025-10-18T00:01:43.010437] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8020 tests
[2025-10-18T00:01:43.010474] [INFO ] [CONFIGURE ] MSM: Testing feature 13/29: add_opening_strength
[2025-10-18T00:01:43.010511] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:01:43.133794] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:01:43.258296] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:43.383328] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:43.518303] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:43.640374] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:43.773488] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:43.908567] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:44.031275] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:01:44.161039] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:44.298552] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:44.298794] [INFO ] [CONFIGURE ] MSM: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:01:44.298849] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8019 tests
[2025-10-18T00:01:44.298888] [INFO ] [CONFIGURE ] MSM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:01:44.298920] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T00:01:44.465133] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:44.618001] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:44.777317] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:44.936592] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:45.074257] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:45.216877] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:45.353313] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:45.482614] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:01:45.617803] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:45.752335] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:45.752546] [INFO ] [CONFIGURE ] MSM: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T00:01:45.752593] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8018 tests
[2025-10-18T00:01:45.752630] [INFO ] [CONFIGURE ] MSM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:01:45.752700] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T00:01:45.863167] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:45.985402] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:46.117965] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:46.250886] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:46.377449] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:46.506624] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:46.630258] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:46.751302] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:46.863329] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:46.977325] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:46.977488] [INFO ] [CONFIGURE ] MSM: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-18T00:01:46.977549] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8017 tests
[2025-10-18T00:01:46.977587] [INFO ] [CONFIGURE ] MSM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:01:46.977618] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T00:01:47.103291] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:01:47.228295] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:47.359318] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:47.483138] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:47.607444] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:47.740290] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:47.872150] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:48.005345] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:48.134403] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:48.262911] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:48.263097] [INFO ] [CONFIGURE ] MSM: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T00:01:48.263143] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8016 tests
[2025-10-18T00:01:48.263177] [INFO ] [CONFIGURE ] MSM: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:01:48.263208] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T00:01:48.392123] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:48.515540] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:48.639203] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:48.763569] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:48.889833] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:49.013872] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:49.139759] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:49.266084] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:49.396542] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:49.523298] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:49.523442] [INFO ] [CONFIGURE ] MSM: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-18T00:01:49.523508] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8015 tests
[2025-10-18T00:01:49.523544] [INFO ] [CONFIGURE ] MSM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:01:49.523575] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T00:01:49.635439] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:49.749252] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:49.863857] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:49.982230] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:50.097354] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:50.229189] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:50.338359] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:50.446552] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:50.555561] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:50.665340] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:50.665468] [INFO ] [CONFIGURE ] MSM: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-18T00:01:50.665512] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8014 tests
[2025-10-18T00:01:50.665548] [INFO ] [CONFIGURE ] MSM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:01:50.665582] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T00:01:50.772922] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:50.895800] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:51.027615] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:51.145436] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:51.260667] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:51.375106] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:51.489943] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:51.609748] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:51.739344] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:51.864680] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:51.864860] [INFO ] [CONFIGURE ] MSM: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T00:01:51.864904] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8013 tests
[2025-10-18T00:01:51.864940] [INFO ] [CONFIGURE ] MSM: Testing feature 20/29: add_price_rejection
[2025-10-18T00:01:51.864972] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-18T00:01:51.992428] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:52.123157] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:52.254586] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:52.387953] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:52.510710] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:52.634443] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:52.757639] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:52.883711] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:01:53.006135] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:53.129142] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:53.129299] [INFO ] [CONFIGURE ] MSM: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T00:01:53.129344] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8012 tests
[2025-10-18T00:01:53.129379] [INFO ] [CONFIGURE ] MSM: Testing feature 21/29: add_range_position
[2025-10-18T00:01:53.129408] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-18T00:01:53.259121] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:53.397386] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:53.528574] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:53.660722] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:53.795867] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:01:53.944598] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:54.084895] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:54.224730] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:01:54.366011] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:01:54.501233] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:54.501416] [INFO ] [CONFIGURE ] MSM: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T00:01:54.501461] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8011 tests
[2025-10-18T00:01:54.501496] [INFO ] [CONFIGURE ] MSM: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:01:54.501528] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-10-18T00:01:54.643835] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:54.787465] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:54.931626] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:55.076549] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:55.222904] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:55.375888] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:55.523608] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:55.671769] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:55.824947] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:55.984893] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:55.985064] [INFO ] [CONFIGURE ] MSM: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-18T00:01:55.985110] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8010 tests
[2025-10-18T00:01:55.985147] [INFO ] [CONFIGURE ] MSM: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:01:55.985280] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-10-18T00:01:56.108719] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:01:56.238969] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:56.361817] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:56.481196] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:56.600516] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:56.719272] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:56.845032] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:56.966182] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:57.087765] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:57.208814] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:57.208973] [INFO ] [CONFIGURE ] MSM: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T00:01:57.209016] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8009 tests
[2025-10-18T00:01:57.209073] [INFO ] [CONFIGURE ] MSM: Testing feature 24/29: add_rsi
[2025-10-18T00:01:57.209129] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T00:01:57.346239] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:57.485476] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:57.623257] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:57.762346] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:57.898865] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:58.035292] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:01:58.173631] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:58.319791] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:01:58.466142] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:58.612253] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:58.612414] [INFO ] [CONFIGURE ] MSM: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T00:01:58.612458] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8008 tests
[2025-10-18T00:01:58.612493] [INFO ] [CONFIGURE ] MSM: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:01:58.612524] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-10-18T00:01:58.736780] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:01:58.862783] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:01:58.988935] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:01:59.110693] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:01:59.235815] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:01:59.359593] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:01:59.481241] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:01:59.600934] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:01:59.719800] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:01:59.844356] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:01:59.844569] [INFO ] [CONFIGURE ] MSM: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T00:01:59.844628] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8007 tests
[2025-10-18T00:01:59.844701] [INFO ] [CONFIGURE ] MSM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:01:59.844744] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T00:01:59.963422] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:02:00.083907] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:00.208412] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:02:00.330242] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:00.454430] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:00.574829] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:02:00.697156] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:02:00.819673] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:02:00.943720] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:01.070793] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:01.070963] [INFO ] [CONFIGURE ] MSM: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:02:01.071011] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8006 tests
[2025-10-18T00:02:01.071047] [INFO ] [CONFIGURE ] MSM: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:02:01.071080] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-10-18T00:02:01.222953] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:02:01.362511] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:01.499754] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:02:01.645242] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:01.778590] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:01.912633] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:02:02.044112] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:02:02.175237] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:02:02.307619] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:02.439114] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:02.439319] [INFO ] [CONFIGURE ] MSM: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T00:02:02.439369] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8005 tests
[2025-10-18T00:02:02.439405] [INFO ] [CONFIGURE ] MSM: Testing feature 28/29: add_volume_profile
[2025-10-18T00:02:02.439436] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-10-18T00:02:02.555107] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:02:02.672861] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:02:02.803168] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:02:02.923202] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:03.050840] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:03.176532] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:02:03.302557] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:02:03.435820] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:02:03.557945] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:03.681227] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:03.681383] [INFO ] [CONFIGURE ] MSM: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:02:03.681426] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8004 tests
[2025-10-18T00:02:03.681460] [INFO ] [CONFIGURE ] MSM: Testing feature 29/29: add_vwap
[2025-10-18T00:02:03.681491] [INFO ] [CONFIGURE ] MSM: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-10-18T00:02:03.801899] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:02:03.924377] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:04.049084] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:02:04.176870] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:04.304309] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:04.432316] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:02:04.559403] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:02:04.683520] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:02:04.810408] [DEBUG] [FORECASTER] MSM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:04.936937] [DEBUG] [FORECASTER] MSM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:04.937090] [INFO ] [CONFIGURE ] MSM: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T00:02:04.937133] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8003 tests
[2025-10-18T00:02:04.937168] [INFO ] [CONFIGURE ] MSM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:02:04.937199] [INFO ] [CONFIGURE ] MSM: Best accuracy: 90.00%
[2025-10-18T00:02:04.937229] [INFO ] [CONFIGURE ] MSM: Best feature set (1 features): ['add_daily_returns']
[2025-10-18T00:02:04.937257] [INFO ] [CONFIGURE ] MSM: Improvement over baseline: 10.00%
[2025-10-18T00:02:04.937284] [INFO ] [CONFIGURE ] MSM: Total time: 36.9 seconds
[2025-10-18T00:02:04.937311] [INFO ] [CONFIGURE ] MSM: Average time per feature: 1.3 seconds
[2025-10-18T00:02:04.937339] [INFO ] [CONFIGURE ] MSM: Average speed: 0.79 features/sec
[2025-10-18T00:02:04.937966] [INFO ] [LOCAL     ] Saved configuration for MSM: 1 features, 90.00% accuracy -> ./output/feature-sets/MSM.json
[2025-10-18T00:02:04.938034] [INFO ] [CONFIGURE ] MSM: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-18T00:02:04.938111] [INFO ] [sig       ] [105/380] Successfully configured MSM | 0.02 sym/s | Total: 1.2h | ETA: 3.3h
[2025-10-18T00:02:04.938188] [INFO ] [sig       ] [106/380] Configuring MT...
[2025-10-18T00:02:04.938253] [INFO ] [CONFIGURE ] MT: Configurate test run.
[2025-10-18T00:02:04.938307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MT' from 'https://tdm.silogroup.org/data/derivative_storage/MT.csv'.
[2025-10-18T00:02:04.951429] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MT'.
[2025-10-18T00:02:04.951830] [INFO ] [CONFIGURE ] MT: Testing with 29 available features
[2025-10-18T00:02:04.951899] [INFO ] [CONFIGURE ] MT: Establishing baseline with no features...
[2025-10-18T00:02:05.051430] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:05.150825] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:02:05.251317] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:05.353288] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:02:05.454589] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:05.555910] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:02:05.663297] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:05.766251] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:05.885038] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:02:05.988516] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:05.988691] [INFO ] [CONFIGURE ] MT: Baseline score (no features): 40.00%
[2025-10-18T00:02:05.988749] [INFO ] [CONFIGURE ] MT: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:02:05.988785] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:02:06.105117] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:06.223347] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:06.338062] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:02:06.457761] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:02:06.573303] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:06.688765] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:02:06.817613] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:06.945539] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:07.075685] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:02:07.206785] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:07.206974] [INFO ] [CONFIGURE ] MT: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T00:02:07.207084] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8002 tests
[2025-10-18T00:02:07.207129] [INFO ] [CONFIGURE ] MT: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:02:07.207164] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:02:07.349502] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:07.481348] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:07.613418] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:02:07.744390] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:02:07.875959] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:08.007403] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:02:08.140296] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:08.273009] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:08.407365] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:08.540930] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:02:08.541111] [INFO ] [CONFIGURE ] MT: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T00:02:08.541166] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8001 tests
[2025-10-18T00:02:08.541218] [INFO ] [CONFIGURE ] MT: Testing feature 3/29: add_daily_returns
[2025-10-18T00:02:08.541256] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-18T00:02:08.684282] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:08.823945] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:08.972795] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:02:09.114072] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:02:09.257062] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:09.396333] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:02:09.537351] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:09.678926] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:09.825145] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:09.971791] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:02:09.971952] [INFO ] [CONFIGURE ] MT: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T00:02:09.971998] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 8000 tests
[2025-10-18T00:02:09.972035] [INFO ] [CONFIGURE ] MT: Testing feature 4/29: add_ema
[2025-10-18T00:02:09.972068] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-18T00:02:10.131592] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:02:10.288871] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:10.447334] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:02:10.603563] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:02:10.763007] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:10.925495] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:02:11.085107] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:11.250028] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:02:11.416479] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:11.585556] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:11.585757] [INFO ] [CONFIGURE ] MT: DISCARDED add_ema (score: 50.00%)
[2025-10-18T00:02:11.585832] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 7999 tests
[2025-10-18T00:02:11.585906] [INFO ] [CONFIGURE ] MT: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:02:11.585963] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:02:11.749223] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:11.925731] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:12.088823] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:02:12.250531] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:02:12.411094] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:02:12.573010] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:02:12.737241] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:12.901460] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:13.070667] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:13.238308] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:13.238479] [INFO ] [CONFIGURE ] MT: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:02:13.238539] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 7998 tests
[2025-10-18T00:02:13.238599] [INFO ] [CONFIGURE ] MT: Testing feature 6/29: add_failed_moves
[2025-10-18T00:02:13.238635] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-18T00:02:13.378772] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:13.518823] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:13.662321] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:02:13.800983] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:02:13.939971] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:14.082399] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:02:14.237288] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:14.389302] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:14.533221] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:14.677671] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:02:14.677921] [INFO ] [CONFIGURE ] MT: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:02:14.677980] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 7997 tests
[2025-10-18T00:02:14.678018] [INFO ] [CONFIGURE ] MT: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:02:14.678052] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T00:02:14.811386] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:14.970146] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:15.104426] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:02:15.238336] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:02:15.379510] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:15.521491] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:02:15.662948] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:15.805778] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:15.950108] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:16.093376] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:02:16.093539] [INFO ] [CONFIGURE ] MT: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:02:16.093583] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 7996 tests
[2025-10-18T00:02:16.093661] [INFO ] [CONFIGURE ] MT: Testing feature 8/29: add_macd
[2025-10-18T00:02:16.093719] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T00:02:16.268994] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:16.440025] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:16.620810] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:16.799777] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:16.978729] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:17.157439] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:02:17.335607] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:17.511455] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:17.690863] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:17.869636] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:17.869853] [INFO ] [CONFIGURE ] MT: KEPT add_macd (score: 70.00%)
[2025-10-18T00:02:17.869898] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 7995 tests
[2025-10-18T00:02:17.869935] [INFO ] [CONFIGURE ] MT: Testing feature 9/29: add_mfi
[2025-10-18T00:02:17.869967] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T00:02:18.063084] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:18.270160] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:18.467489] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:18.662676] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:18.856691] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:19.049076] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:02:19.240141] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:19.433977] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:19.627630] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:19.822612] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:19.822804] [INFO ] [CONFIGURE ] MT: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T00:02:19.822854] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 7994 tests
[2025-10-18T00:02:19.822891] [INFO ] [CONFIGURE ] MT: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:02:19.822923] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:02:20.023860] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:20.226234] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:20.430433] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:20.635361] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:20.845807] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:21.083486] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:02:21.294920] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:21.504996] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:21.715965] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:21.925970] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:21.926123] [INFO ] [CONFIGURE ] MT: KEPT add_momentum_acceleration (score: 80.00%)
[2025-10-18T00:02:21.926166] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 7993 tests
[2025-10-18T00:02:21.926202] [INFO ] [CONFIGURE ] MT: Testing feature 11/29: add_obv_daily
[2025-10-18T00:02:21.926234] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T00:02:22.132954] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:02:22.340684] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:02:22.558224] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:22.775249] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:22.992363] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:23.204113] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:02:23.419981] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:23.639124] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:23.863427] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:24.116545] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:24.116757] [INFO ] [CONFIGURE ] MT: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:02:24.116811] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 7992 tests
[2025-10-18T00:02:24.116849] [INFO ] [CONFIGURE ] MT: Testing feature 12/29: add_obv_interval
[2025-10-18T00:02:24.116882] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-18T00:02:24.329586] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:24.541618] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:02:24.751392] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:24.962236] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:25.173205] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:25.385437] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:02:25.605136] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:25.818115] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:26.034357] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:26.265447] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:26.265677] [INFO ] [CONFIGURE ] MT: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:02:26.265741] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 7991 tests
[2025-10-18T00:02:26.265780] [INFO ] [CONFIGURE ] MT: Testing feature 13/29: add_opening_strength
[2025-10-18T00:02:26.265835] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:02:26.499160] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:02:26.740471] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:26.967824] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:27.192304] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:27.417802] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:27.641941] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:02:27.868090] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:28.098286] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:02:28.342901] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:28.578909] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:28.579102] [INFO ] [CONFIGURE ] MT: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-18T00:02:28.579148] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 7990 tests
[2025-10-18T00:02:28.579184] [INFO ] [CONFIGURE ] MT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:02:28.579217] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-18T00:02:28.806380] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:29.036900] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:29.267217] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:29.498173] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:29.727030] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:29.956997] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:02:30.194395] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:30.424295] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:30.655871] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:30.902761] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:30.902988] [INFO ] [CONFIGURE ] MT: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T00:02:30.903035] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 7989 tests
[2025-10-18T00:02:30.903072] [INFO ] [CONFIGURE ] MT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:02:30.903106] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-18T00:02:31.128138] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:31.346440] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:31.567907] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:31.792438] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:32.024733] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:32.255185] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:02:32.485009] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:32.715564] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:32.956787] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:33.190987] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:33.191170] [INFO ] [CONFIGURE ] MT: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T00:02:33.191214] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 7988 tests
[2025-10-18T00:02:33.191249] [INFO ] [CONFIGURE ] MT: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:02:33.191281] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-18T00:02:33.426928] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:33.658547] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:02:33.894115] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:34.124203] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:34.352459] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:34.581448] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:02:34.810600] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:35.043532] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:35.292804] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:35.585687] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:35.585935] [INFO ] [CONFIGURE ] MT: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:02:35.586000] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 7987 tests
[2025-10-18T00:02:35.586045] [INFO ] [CONFIGURE ] MT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:02:35.586111] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-18T00:02:35.895862] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:36.158760] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:02:36.416545] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:36.683619] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:36.910750] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:37.141074] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:02:37.363083] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:02:37.593955] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:37.820178] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:38.044502] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:38.044720] [INFO ] [CONFIGURE ] MT: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:02:38.044819] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 7986 tests
[2025-10-18T00:02:38.044888] [INFO ] [CONFIGURE ] MT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:02:38.044929] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-18T00:02:38.266178] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:38.490527] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:38.714966] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:38.957982] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:39.178051] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:39.429516] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:02:39.656366] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:39.896026] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:40.129110] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:40.378138] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:40.378413] [INFO ] [CONFIGURE ] MT: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:02:40.378498] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.4s/test | Remaining: 7985 tests
[2025-10-18T00:02:40.378577] [INFO ] [CONFIGURE ] MT: Testing feature 20/29: add_price_rejection
[2025-10-18T00:02:40.378637] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-18T00:02:40.629515] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:40.855809] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:02:41.077680] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:41.334961] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:41.589828] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:41.838958] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:02:42.087097] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:42.318371] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:42.581133] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:42.827041] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:42.827255] [INFO ] [CONFIGURE ] MT: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T00:02:42.827328] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7984 tests
[2025-10-18T00:02:42.827388] [INFO ] [CONFIGURE ] MT: Testing feature 21/29: add_range_position
[2025-10-18T00:02:42.827427] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-18T00:02:43.068367] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:43.302302] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:02:43.538531] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:43.773924] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:44.017005] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:44.256177] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:02:44.505271] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:44.746160] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:44.984125] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:45.223818] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:45.224007] [INFO ] [CONFIGURE ] MT: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:02:45.224051] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7983 tests
[2025-10-18T00:02:45.224085] [INFO ] [CONFIGURE ] MT: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:02:45.224117] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-18T00:02:45.526724] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:45.812002] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:02:46.086767] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:46.338895] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:46.589287] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:46.846907] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:02:47.102173] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:47.356501] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:47.611473] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:47.873386] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:47.873594] [INFO ] [CONFIGURE ] MT: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:02:47.873662] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7982 tests
[2025-10-18T00:02:47.873723] [INFO ] [CONFIGURE ] MT: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:02:47.873759] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-18T00:02:48.097520] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:48.324727] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:02:48.538707] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:48.753017] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:48.964318] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:49.178402] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:02:49.395177] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:49.610399] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:49.830850] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:50.056178] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:50.056364] [INFO ] [CONFIGURE ] MT: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T00:02:50.056410] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7981 tests
[2025-10-18T00:02:50.056448] [INFO ] [CONFIGURE ] MT: Testing feature 24/29: add_rsi
[2025-10-18T00:02:50.056482] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-18T00:02:50.324523] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:50.570375] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:02:50.817557] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:51.060753] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:51.309684] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:51.558957] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:02:51.799714] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:52.040980] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:52.287205] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:52.538853] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:52.539028] [INFO ] [CONFIGURE ] MT: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T00:02:52.539075] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7980 tests
[2025-10-18T00:02:52.539113] [INFO ] [CONFIGURE ] MT: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:02:52.539148] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-18T00:02:52.760377] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:52.979048] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:02:53.199876] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:53.416342] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:53.640103] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:53.858639] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:02:54.076696] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:54.312346] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:54.560937] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:54.789541] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:54.789742] [INFO ] [CONFIGURE ] MT: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T00:02:54.789799] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7979 tests
[2025-10-18T00:02:54.789839] [INFO ] [CONFIGURE ] MT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:02:54.789874] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-18T00:02:55.010422] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:55.229124] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:02:55.452246] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:55.680727] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:55.899875] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:56.116159] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:02:56.336126] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:56.559813] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:56.782740] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:57.011569] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:57.011788] [INFO ] [CONFIGURE ] MT: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:02:57.011840] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7978 tests
[2025-10-18T00:02:57.011876] [INFO ] [CONFIGURE ] MT: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:02:57.011908] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-18T00:02:57.231160] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:57.450413] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:57.671142] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:02:57.893401] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:02:58.120292] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:02:58.357852] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:02:58.608413] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:02:58.834199] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:02:59.057463] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:02:59.282423] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:02:59.282684] [INFO ] [CONFIGURE ] MT: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T00:02:59.282749] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7977 tests
[2025-10-18T00:02:59.282789] [INFO ] [CONFIGURE ] MT: Testing feature 28/29: add_volume_profile
[2025-10-18T00:02:59.282823] [INFO ] [CONFIGURE ] MT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-18T00:02:59.495981] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:02:59.712832] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:02:59.931360] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:03:00.145436] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:03:00.361318] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:00.610155] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:03:00.826496] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:03:01.043427] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:01.268206] [DEBUG] [FORECASTER] MT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:03:01.505250] [DEBUG] [FORECASTER] MT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:01.505462] [INFO ] [CONFIGURE ] MT: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:03:01.505525] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7976 tests
[2025-10-18T00:03:01.505565] [INFO ] [CONFIGURE ] MT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:03:01.505597] [INFO ] [CONFIGURE ] MT: Best accuracy: 80.00%
[2025-10-18T00:03:01.505630] [INFO ] [CONFIGURE ] MT: Best feature set (6 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:03:01.505703] [INFO ] [CONFIGURE ] MT: Improvement over baseline: 40.00%
[2025-10-18T00:03:01.505743] [INFO ] [CONFIGURE ] MT: Total time: 55.5 seconds
[2025-10-18T00:03:01.505772] [INFO ] [CONFIGURE ] MT: Average time per feature: 2.1 seconds
[2025-10-18T00:03:01.505801] [INFO ] [CONFIGURE ] MT: Average speed: 0.52 features/sec
[2025-10-18T00:03:01.506460] [INFO ] [LOCAL     ] Saved configuration for MT: 6 features, 80.00% accuracy -> ./output/feature-sets/MT.json
[2025-10-18T00:03:01.506524] [INFO ] [CONFIGURE ] MT: Configuration saved successfully: 6 features, 80.00% accuracy.
[2025-10-18T00:03:01.506585] [INFO ] [sig       ] [106/380] Successfully configured MT | 0.02 sym/s | Total: 1.3h | ETA: 3.3h
[2025-10-18T00:03:01.506620] [INFO ] [sig       ] [107/380] Configuring MTB...
[2025-10-18T00:03:01.506678] [INFO ] [CONFIGURE ] MTB: Configurate test run.
[2025-10-18T00:03:01.506728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-10-18T00:03:01.517528] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTB'.
[2025-10-18T00:03:01.517965] [INFO ] [CONFIGURE ] MTB: Testing with 29 available features
[2025-10-18T00:03:01.518022] [INFO ] [CONFIGURE ] MTB: Establishing baseline with no features...
[2025-10-18T00:03:01.628484] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:03:01.735026] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:03:01.846586] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:01.956812] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:02.074153] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:02.206304] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:02.315994] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:03:02.424910] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:02.535454] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:02.645664] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:02.645833] [INFO ] [CONFIGURE ] MTB: Baseline score (no features): 30.00%
[2025-10-18T00:03:02.645880] [INFO ] [CONFIGURE ] MTB: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:03:02.645913] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:03:02.765302] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:03:02.886213] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:03.007042] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:03.129504] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:03:03.256908] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:03.381125] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:03.502032] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:03.625467] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:03.749389] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:03.871318] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:03.871488] [INFO ] [CONFIGURE ] MTB: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T00:03:03.871533] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7975 tests
[2025-10-18T00:03:03.871570] [INFO ] [CONFIGURE ] MTB: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:03:03.871603] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:03:04.009973] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:03:04.150565] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:03:04.289458] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:04.434200] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:04.571423] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:04.708067] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:04.845855] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:04.984040] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:05.124966] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:05.269548] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:05.269743] [INFO ] [CONFIGURE ] MTB: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T00:03:05.269798] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7974 tests
[2025-10-18T00:03:05.269836] [INFO ] [CONFIGURE ] MTB: Testing feature 3/29: add_daily_returns
[2025-10-18T00:03:05.269869] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:03:05.393300] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:03:05.514697] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:05.639213] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:05.763409] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:03:05.888711] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:06.015502] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:06.142246] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:06.273862] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:06.401556] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:06.531043] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:06.531208] [INFO ] [CONFIGURE ] MTB: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T00:03:06.531252] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7973 tests
[2025-10-18T00:03:06.531308] [INFO ] [CONFIGURE ] MTB: Testing feature 4/29: add_ema
[2025-10-18T00:03:06.531342] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:03:06.668946] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:03:06.807631] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:06.944885] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:07.086252] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:07.225923] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:07.368884] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:03:07.509055] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:07.651629] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:07.794965] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:07.937617] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:07.937806] [INFO ] [CONFIGURE ] MTB: DISCARDED add_ema (score: 40.00%)
[2025-10-18T00:03:07.937892] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7972 tests
[2025-10-18T00:03:07.937945] [INFO ] [CONFIGURE ] MTB: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:03:07.937980] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:03:08.087224] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:03:08.237173] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:08.386831] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:08.536882] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:08.688531] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:08.840993] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:08.994095] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:09.145852] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:09.303825] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:09.459352] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:09.459531] [INFO ] [CONFIGURE ] MTB: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:03:09.459578] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7971 tests
[2025-10-18T00:03:09.459615] [INFO ] [CONFIGURE ] MTB: Testing feature 6/29: add_failed_moves
[2025-10-18T00:03:09.459727] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T00:03:09.594048] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:03:09.727324] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:09.857254] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:09.987553] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:03:10.120217] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:10.258843] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:10.390269] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:10.522964] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:10.656079] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:10.793215] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:10.793370] [INFO ] [CONFIGURE ] MTB: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T00:03:10.793416] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7970 tests
[2025-10-18T00:03:10.793453] [INFO ] [CONFIGURE ] MTB: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:03:10.793523] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T00:03:10.917108] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:03:11.043250] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:11.169260] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:11.295553] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:11.427109] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:11.562496] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:11.691840] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:11.819044] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:11.946718] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:12.074824] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:12.075009] [INFO ] [CONFIGURE ] MTB: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T00:03:12.075057] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7969 tests
[2025-10-18T00:03:12.075093] [INFO ] [CONFIGURE ] MTB: Testing feature 8/29: add_macd
[2025-10-18T00:03:12.075130] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T00:03:12.239756] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:03:12.405523] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:12.568613] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:12.736417] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:03:12.905188] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:13.072171] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:13.241846] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:13.406500] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:13.572722] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:13.747351] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:13.747665] [INFO ] [CONFIGURE ] MTB: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:03:13.747741] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7968 tests
[2025-10-18T00:03:13.747787] [INFO ] [CONFIGURE ] MTB: Testing feature 9/29: add_mfi
[2025-10-18T00:03:13.747821] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T00:03:13.891387] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:03:14.026578] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:14.160857] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:14.297172] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:03:14.436995] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:14.575262] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:14.715058] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:14.856463] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:14.996372] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:15.141113] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:15.141301] [INFO ] [CONFIGURE ] MTB: KEPT add_mfi (score: 60.00%)
[2025-10-18T00:03:15.141347] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7967 tests
[2025-10-18T00:03:15.141381] [INFO ] [CONFIGURE ] MTB: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:03:15.141413] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:03:15.308937] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:03:15.476460] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:15.653415] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:15.831393] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:03:16.009961] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:16.197140] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:16.376113] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:03:16.553201] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:16.733860] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:16.914826] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:16.915008] [INFO ] [CONFIGURE ] MTB: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:03:16.915138] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7966 tests
[2025-10-18T00:03:16.915181] [INFO ] [CONFIGURE ] MTB: Testing feature 11/29: add_obv_daily
[2025-10-18T00:03:16.915214] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily']
[2025-10-18T00:03:17.065737] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:03:17.218526] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:17.372214] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:17.525497] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:17.682080] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:17.837212] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:17.995497] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:18.152740] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:18.305790] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:18.457614] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:18.457854] [INFO ] [CONFIGURE ] MTB: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:03:18.457925] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7965 tests
[2025-10-18T00:03:18.457963] [INFO ] [CONFIGURE ] MTB: Testing feature 12/29: add_obv_interval
[2025-10-18T00:03:18.457996] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval']
[2025-10-18T00:03:18.603688] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:03:18.775505] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:18.916061] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:19.063317] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:19.230402] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:19.382213] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:19.527745] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:19.674019] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:19.824207] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:19.968501] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:19.968722] [INFO ] [CONFIGURE ] MTB: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T00:03:19.968812] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7964 tests
[2025-10-18T00:03:19.968851] [INFO ] [CONFIGURE ] MTB: Testing feature 13/29: add_opening_strength
[2025-10-18T00:03:19.968883] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:03:20.120996] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:03:20.272421] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:20.427318] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:20.581174] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:20.734557] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:20.890376] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:21.045613] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:21.199733] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:21.354478] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:21.513890] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:21.514053] [INFO ] [CONFIGURE ] MTB: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T00:03:21.514095] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7963 tests
[2025-10-18T00:03:21.514130] [INFO ] [CONFIGURE ] MTB: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:03:21.514160] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T00:03:21.665968] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:03:21.818457] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:21.975377] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:22.129467] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:22.283844] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:22.440453] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:22.597635] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:22.759905] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:22.922348] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:23.094310] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:23.094518] [INFO ] [CONFIGURE ] MTB: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:03:23.094568] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7962 tests
[2025-10-18T00:03:23.094607] [INFO ] [CONFIGURE ] MTB: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:03:23.094662] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T00:03:23.256022] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:03:23.412821] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:23.576109] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:23.736917] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:03:23.898928] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:24.068285] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:03:24.230214] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:03:24.393123] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:24.561359] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:24.721365] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:24.721546] [INFO ] [CONFIGURE ] MTB: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-18T00:03:24.721594] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7961 tests
[2025-10-18T00:03:24.721632] [INFO ] [CONFIGURE ] MTB: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:03:24.721731] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T00:03:24.887930] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:03:25.062487] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:25.230243] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:25.401125] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:25.576026] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:25.746999] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:25.904830] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:26.063236] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:26.221103] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:26.376109] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:26.376297] [INFO ] [CONFIGURE ] MTB: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T00:03:26.376412] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7960 tests
[2025-10-18T00:03:26.376468] [INFO ] [CONFIGURE ] MTB: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:03:26.376504] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_return_2d']
[2025-10-18T00:03:26.530069] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:03:26.700009] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:26.857044] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:27.011347] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:27.168265] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:03:27.320220] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:27.475577] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:03:27.654972] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:27.886389] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:28.085403] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:28.085677] [INFO ] [CONFIGURE ] MTB: DISCARDED add_pbf_return_2d (score: 20.00%)
[2025-10-18T00:03:28.085747] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7959 tests
[2025-10-18T00:03:28.085793] [INFO ] [CONFIGURE ] MTB: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:03:28.085832] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T00:03:28.287635] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:03:28.481040] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:28.682967] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:28.842069] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:28.997377] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:29.150414] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:29.304528] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:29.465452] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:29.626176] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:29.786488] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:29.786698] [INFO ] [CONFIGURE ] MTB: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:03:29.786760] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7958 tests
[2025-10-18T00:03:29.786800] [INFO ] [CONFIGURE ] MTB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:03:29.786834] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T00:03:29.941318] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:03:30.093986] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:30.242519] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:30.386795] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:30.530758] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:30.667674] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:30.813304] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:30.951768] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:31.092745] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:31.231514] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:31.231707] [INFO ] [CONFIGURE ] MTB: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T00:03:31.231765] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7957 tests
[2025-10-18T00:03:31.231801] [INFO ] [CONFIGURE ] MTB: Testing feature 20/29: add_price_rejection
[2025-10-18T00:03:31.231832] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_price_rejection']
[2025-10-18T00:03:31.373517] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:03:31.520826] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:31.663902] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:31.805693] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:31.953869] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:32.104297] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:03:32.263093] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:32.419068] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:32.587473] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:32.751789] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:32.751965] [INFO ] [CONFIGURE ] MTB: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-18T00:03:32.752010] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7956 tests
[2025-10-18T00:03:32.752045] [INFO ] [CONFIGURE ] MTB: Testing feature 21/29: add_range_position
[2025-10-18T00:03:32.752078] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_range_position']
[2025-10-18T00:03:32.920866] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:03:33.083113] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:33.238145] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:33.391000] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:33.545402] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:03:33.699603] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:33.860425] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:34.014996] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:34.170869] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:34.327207] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:34.327393] [INFO ] [CONFIGURE ] MTB: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T00:03:34.327440] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7955 tests
[2025-10-18T00:03:34.327476] [INFO ] [CONFIGURE ] MTB: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:03:34.327508] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility']
[2025-10-18T00:03:34.492661] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:03:34.659187] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:34.826634] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:34.998012] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:35.168799] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:35.342734] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:35.524019] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:35.703623] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:35.882415] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:36.058951] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:36.059114] [INFO ] [CONFIGURE ] MTB: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T00:03:36.059165] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7954 tests
[2025-10-18T00:03:36.059207] [INFO ] [CONFIGURE ] MTB: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:03:36.059245] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_recent_range_context']
[2025-10-18T00:03:36.218352] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:03:36.374574] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:36.535514] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:36.693224] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:03:36.836785] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:36.978773] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:37.127398] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:37.276625] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:37.426832] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:37.579001] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:37.579167] [INFO ] [CONFIGURE ] MTB: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T00:03:37.579210] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7953 tests
[2025-10-18T00:03:37.579245] [INFO ] [CONFIGURE ] MTB: Testing feature 24/29: add_rsi
[2025-10-18T00:03:37.579278] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_ema', 'add_rsi']
[2025-10-18T00:03:37.746869] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:03:37.915958] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:38.082219] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:38.250470] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:03:38.417568] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:38.587131] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:38.756906] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:38.922432] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:39.086747] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:39.256788] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:39.256988] [INFO ] [CONFIGURE ] MTB: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:03:39.257046] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7952 tests
[2025-10-18T00:03:39.257093] [INFO ] [CONFIGURE ] MTB: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:03:39.257135] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution']
[2025-10-18T00:03:39.404954] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:03:39.559610] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:39.715284] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:39.865232] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:03:40.022948] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:40.177926] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:40.329115] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:40.477482] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:40.624138] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:40.771238] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:40.771428] [INFO ] [CONFIGURE ] MTB: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:03:40.771472] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7951 tests
[2025-10-18T00:03:40.771506] [INFO ] [CONFIGURE ] MTB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:03:40.771537] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T00:03:40.914558] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:03:41.060191] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:41.206632] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:41.353115] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:41.503667] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:41.659449] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:41.811083] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:41.959704] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:42.110062] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:42.261444] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:42.261607] [INFO ] [CONFIGURE ] MTB: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T00:03:42.261677] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7950 tests
[2025-10-18T00:03:42.261732] [INFO ] [CONFIGURE ] MTB: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:03:42.261765] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_price_divergence']
[2025-10-18T00:03:42.418016] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:03:42.577882] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:03:42.733234] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:42.890566] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:43.049113] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:03:43.205843] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:43.365882] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:43.524026] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:43.682488] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:43.842260] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:43.842423] [INFO ] [CONFIGURE ] MTB: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-18T00:03:43.842466] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7949 tests
[2025-10-18T00:03:43.842501] [INFO ] [CONFIGURE ] MTB: Testing feature 28/29: add_volume_profile
[2025-10-18T00:03:43.842531] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_profile']
[2025-10-18T00:03:43.988441] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:03:44.135356] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:44.283204] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:44.433109] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:44.585084] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:03:44.734448] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:44.884573] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:45.035018] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:45.186082] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:45.338471] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:45.338630] [INFO ] [CONFIGURE ] MTB: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:03:45.338708] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7948 tests
[2025-10-18T00:03:45.338753] [INFO ] [CONFIGURE ] MTB: Testing feature 29/29: add_vwap
[2025-10-18T00:03:45.338787] [INFO ] [CONFIGURE ] MTB: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_vwap']
[2025-10-18T00:03:45.493803] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:03:45.648605] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:45.799052] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:03:45.950319] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:46.103235] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:03:46.256558] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:03:46.411565] [DEBUG] [FORECASTER] MTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:46.572090] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:03:46.728529] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:03:46.883783] [DEBUG] [FORECASTER] MTB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:46.883945] [INFO ] [CONFIGURE ] MTB: DISCARDED add_vwap (score: 30.00%)
[2025-10-18T00:03:46.883989] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7947 tests
[2025-10-18T00:03:46.884023] [INFO ] [CONFIGURE ] MTB: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:03:46.884109] [INFO ] [CONFIGURE ] MTB: Best accuracy: 60.00%
[2025-10-18T00:03:46.884150] [INFO ] [CONFIGURE ] MTB: Best feature set (2 features): ['add_bollinger_bands', 'add_mfi']
[2025-10-18T00:03:46.884180] [INFO ] [CONFIGURE ] MTB: Improvement over baseline: 30.00%
[2025-10-18T00:03:46.884208] [INFO ] [CONFIGURE ] MTB: Total time: 44.2 seconds
[2025-10-18T00:03:46.884235] [INFO ] [CONFIGURE ] MTB: Average time per feature: 1.5 seconds
[2025-10-18T00:03:46.884263] [INFO ] [CONFIGURE ] MTB: Average speed: 0.66 features/sec
[2025-10-18T00:03:46.884703] [INFO ] [LOCAL     ] Saved configuration for MTB: 2 features, 60.00% accuracy -> ./output/feature-sets/MTB.json
[2025-10-18T00:03:46.884761] [INFO ] [CONFIGURE ] MTB: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-18T00:03:46.884825] [INFO ] [sig       ] [107/380] Successfully configured MTB | 0.02 sym/s | Total: 1.3h | ETA: 3.3h
[2025-10-18T00:03:46.884893] [INFO ] [sig       ] [108/380] Configuring MTDR...
[2025-10-18T00:03:46.884959] [INFO ] [CONFIGURE ] MTDR: Configurate test run.
[2025-10-18T00:03:46.885014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTDR' from 'https://tdm.silogroup.org/data/derivative_storage/MTDR.csv'.
[2025-10-18T00:03:46.897974] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTDR'.
[2025-10-18T00:03:46.898356] [INFO ] [CONFIGURE ] MTDR: Testing with 29 available features
[2025-10-18T00:03:46.898414] [INFO ] [CONFIGURE ] MTDR: Establishing baseline with no features...
[2025-10-18T00:03:47.001830] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:03:47.103160] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:47.204293] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:03:47.313034] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:47.423268] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:03:47.534991] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:03:47.647397] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:03:47.763249] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:03:47.875540] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:03:47.987743] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:47.987917] [INFO ] [CONFIGURE ] MTDR: Baseline score (no features): 20.00%
[2025-10-18T00:03:47.987973] [INFO ] [CONFIGURE ] MTDR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:03:47.988008] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:03:48.108634] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:03:48.228693] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:48.351474] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:03:48.480242] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:48.612175] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:03:48.744714] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:03:48.888315] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:03:49.043374] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:03:49.168866] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:03:49.296632] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:49.296875] [INFO ] [CONFIGURE ] MTDR: KEPT add_bollinger_bands (score: 30.00%)
[2025-10-18T00:03:49.296927] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7946 tests
[2025-10-18T00:03:49.296964] [INFO ] [CONFIGURE ] MTDR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:03:49.296996] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:03:49.468053] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:03:49.627577] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:49.768736] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:03:49.910052] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:50.051275] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:03:50.191867] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:03:50.333027] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:03:50.476344] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:03:50.618967] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:03:50.762198] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:50.762342] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T00:03:50.762384] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7945 tests
[2025-10-18T00:03:50.762419] [INFO ] [CONFIGURE ] MTDR: Testing feature 3/29: add_daily_returns
[2025-10-18T00:03:50.762449] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:03:50.885471] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:03:51.003497] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:51.121836] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:03:51.240309] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:51.364093] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:03:51.490405] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:03:51.610815] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:03:51.732525] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:03:51.857256] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:03:51.979432] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:51.979612] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T00:03:51.979683] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7944 tests
[2025-10-18T00:03:51.979736] [INFO ] [CONFIGURE ] MTDR: Testing feature 4/29: add_ema
[2025-10-18T00:03:51.979853] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:03:52.113196] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:03:52.247281] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:03:52.381963] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:03:52.524405] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:52.658385] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:03:52.791511] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:03:52.926070] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:03:53.060661] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:03:53.199253] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:03:53.343799] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:53.343987] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_ema (score: 20.00%)
[2025-10-18T00:03:53.344033] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7943 tests
[2025-10-18T00:03:53.344072] [INFO ] [CONFIGURE ] MTDR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:03:53.344105] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:03:53.493208] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:03:53.635444] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:53.778718] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:03:53.920750] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:54.067114] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:03:54.212369] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:03:54.362991] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:54.507967] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:03:54.652701] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:03:54.799710] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:54.799874] [INFO ] [CONFIGURE ] MTDR: KEPT add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:03:54.799921] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7942 tests
[2025-10-18T00:03:54.799958] [INFO ] [CONFIGURE ] MTDR: Testing feature 6/29: add_failed_moves
[2025-10-18T00:03:54.799991] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T00:03:54.948753] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:03:55.132434] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:03:55.283268] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:03:55.431907] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:55.581182] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:03:55.732560] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:03:55.883155] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:03:56.036380] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:03:56.187785] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:03:56.340587] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:56.340768] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T00:03:56.340840] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7941 tests
[2025-10-18T00:03:56.340898] [INFO ] [CONFIGURE ] MTDR: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:03:56.340934] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T00:03:56.480624] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:03:56.629984] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:03:56.777824] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:03:56.925956] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:57.073771] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:03:57.241303] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:03:57.420376] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:03:57.573454] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:03:57.724273] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:03:57.877366] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:57.877534] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_lag_shelf (score: 20.00%)
[2025-10-18T00:03:57.877580] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7940 tests
[2025-10-18T00:03:57.877616] [INFO ] [CONFIGURE ] MTDR: Testing feature 8/29: add_macd
[2025-10-18T00:03:57.877678] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T00:03:58.050113] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:03:58.244173] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:03:58.414907] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:03:58.592995] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:03:58.764698] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:03:58.938114] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:03:59.110537] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:03:59.285427] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:03:59.458453] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:03:59.629706] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:03:59.629887] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_macd (score: 30.00%)
[2025-10-18T00:03:59.629932] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7939 tests
[2025-10-18T00:03:59.629967] [INFO ] [CONFIGURE ] MTDR: Testing feature 9/29: add_mfi
[2025-10-18T00:03:59.629998] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T00:03:59.787119] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:03:59.941559] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:00.098239] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:04:00.255528] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:00.412816] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:00.572389] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:00.738554] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:00.899438] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:04:01.060478] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:01.245176] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:01.245348] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T00:04:01.245399] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7938 tests
[2025-10-18T00:04:01.245436] [INFO ] [CONFIGURE ] MTDR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:04:01.245469] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:04:01.442845] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:01.638139] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:01.820539] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:04:02.008039] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:02.189896] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:02.372892] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:02.554952] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:04:02.738745] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:04:02.922397] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:03.107381] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:03.107545] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:04:03.107590] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7937 tests
[2025-10-18T00:04:03.107625] [INFO ] [CONFIGURE ] MTDR: Testing feature 11/29: add_obv_daily
[2025-10-18T00:04:03.107694] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T00:04:03.264561] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:03.424219] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:04:03.582862] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:04:03.742422] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:03.902806] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:04.058694] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:04.214629] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:04.371051] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:04:04.545598] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:04.719432] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:04.719604] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:04:04.719682] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7936 tests
[2025-10-18T00:04:04.719738] [INFO ] [CONFIGURE ] MTDR: Testing feature 12/29: add_obv_interval
[2025-10-18T00:04:04.719774] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T00:04:04.875200] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:05.030488] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:05.187970] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:04:05.344203] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:05.502758] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:05.660169] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:05.818445] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:05.977545] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:04:06.136592] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:06.298871] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:06.299044] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T00:04:06.299086] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7935 tests
[2025-10-18T00:04:06.299120] [INFO ] [CONFIGURE ] MTDR: Testing feature 13/29: add_opening_strength
[2025-10-18T00:04:06.299151] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:04:06.461607] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:06.630203] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:06.796783] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:04:06.965275] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:07.150269] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:07.324849] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:07.531323] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:04:07.712137] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:04:07.880785] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:08.048792] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:08.048971] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T00:04:08.049014] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7934 tests
[2025-10-18T00:04:08.049049] [INFO ] [CONFIGURE ] MTDR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:04:08.049081] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T00:04:08.218694] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:08.388117] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:08.583361] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:04:08.776604] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:08.971812] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:09.169958] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:09.376983] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:09.552787] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:04:09.749570] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:09.934180] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:09.934353] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T00:04:09.934396] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7933 tests
[2025-10-18T00:04:09.934431] [INFO ] [CONFIGURE ] MTDR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:04:09.934462] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T00:04:10.094225] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:10.271272] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:10.440369] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:04:10.613745] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:10.782335] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:10.934569] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:11.093545] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:04:11.245753] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:04:11.399205] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:11.556631] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:11.556792] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_pbf_morning_momentum (score: 20.00%)
[2025-10-18T00:04:11.556840] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7932 tests
[2025-10-18T00:04:11.556877] [INFO ] [CONFIGURE ] MTDR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:04:11.556909] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T00:04:11.707502] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:11.874991] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:12.038283] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:04:12.199264] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:12.362206] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:12.526568] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:12.693802] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:12.858891] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:04:13.028537] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:13.198268] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:13.198464] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T00:04:13.198525] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7931 tests
[2025-10-18T00:04:13.198563] [INFO ] [CONFIGURE ] MTDR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:04:13.198595] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T00:04:13.367711] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:13.561084] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:04:13.730097] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:04:13.896769] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:14.073045] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:14.252187] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:14.428114] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:14.604370] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:04:14.775508] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:14.945504] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:14.945695] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-18T00:04:14.945754] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7930 tests
[2025-10-18T00:04:14.945791] [INFO ] [CONFIGURE ] MTDR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:04:14.945824] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T00:04:15.099914] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:15.255736] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:15.408017] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:04:15.566330] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:15.727226] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:15.886118] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:16.042903] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:16.198202] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:04:16.351733] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:16.508874] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:16.509046] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-18T00:04:16.509093] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7929 tests
[2025-10-18T00:04:16.509127] [INFO ] [CONFIGURE ] MTDR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:04:16.509161] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T00:04:16.664829] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:16.812308] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:16.973727] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:04:17.127377] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:17.286232] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:17.444732] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:17.609099] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:17.768318] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:04:17.925387] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:18.084283] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:18.084460] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-10-18T00:04:18.084504] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7928 tests
[2025-10-18T00:04:18.084541] [INFO ] [CONFIGURE ] MTDR: Testing feature 20/29: add_price_rejection
[2025-10-18T00:04:18.084574] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T00:04:18.250869] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:18.418849] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:18.580922] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:04:18.746257] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:18.916075] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:19.085078] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:19.256698] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:19.429349] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:04:19.625620] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:19.792422] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:19.792608] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T00:04:19.792685] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7927 tests
[2025-10-18T00:04:19.792739] [INFO ] [CONFIGURE ] MTDR: Testing feature 21/29: add_range_position
[2025-10-18T00:04:19.792775] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T00:04:19.958021] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:20.151108] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:20.340537] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:04:20.567424] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:20.812284] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:21.064902] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:21.338518] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:21.531353] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:04:21.711109] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:21.901906] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:21.902093] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T00:04:21.902140] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7926 tests
[2025-10-18T00:04:21.902176] [INFO ] [CONFIGURE ] MTDR: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:04:21.902210] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T00:04:22.093707] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:22.284018] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:04:22.470192] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:04:22.687212] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:22.877137] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:23.073726] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:23.270098] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:23.470287] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:04:23.669605] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:23.872020] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:23.872251] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T00:04:23.872303] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7925 tests
[2025-10-18T00:04:23.872340] [INFO ] [CONFIGURE ] MTDR: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:04:23.872374] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T00:04:24.038007] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:24.195607] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:24.363521] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:04:24.526557] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:24.688941] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:24.857533] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:25.024251] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:25.192480] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:04:25.371782] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:25.536545] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:25.536752] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T00:04:25.536808] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7924 tests
[2025-10-18T00:04:25.536847] [INFO ] [CONFIGURE ] MTDR: Testing feature 24/29: add_rsi
[2025-10-18T00:04:25.536880] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-18T00:04:25.720966] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:25.895404] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:04:26.072435] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:04:26.248292] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:26.426289] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:26.604082] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:26.787590] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:04:26.965485] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:04:27.146861] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:27.327542] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:27.327750] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_rsi (score: 10.00%)
[2025-10-18T00:04:27.327804] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7923 tests
[2025-10-18T00:04:27.327984] [INFO ] [CONFIGURE ] MTDR: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:04:27.328060] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T00:04:27.483621] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:27.638856] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:04:27.794120] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:04:27.949753] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:28.112805] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:28.268923] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:28.426007] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:28.587575] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:04:28.747634] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:28.911523] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:28.911727] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_tick_distribution (score: 30.00%)
[2025-10-18T00:04:28.911787] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7922 tests
[2025-10-18T00:04:28.911825] [INFO ] [CONFIGURE ] MTDR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:04:28.911858] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T00:04:29.075381] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:29.241172] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:29.402059] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:04:29.568563] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:29.736362] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:29.902461] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:04:30.063992] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:30.221081] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:04:30.382131] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:30.542153] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:30.542333] [INFO ] [CONFIGURE ] MTDR: KEPT add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T00:04:30.542378] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7921 tests
[2025-10-18T00:04:30.542416] [INFO ] [CONFIGURE ] MTDR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:04:30.542448] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-10-18T00:04:30.716623] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:30.887443] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:31.061749] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:04:31.237404] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:31.412098] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:31.594853] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:04:31.774162] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:04:31.955284] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:04:32.135267] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:32.316089] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:32.316249] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-18T00:04:32.316291] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7920 tests
[2025-10-18T00:04:32.316325] [INFO ] [CONFIGURE ] MTDR: Testing feature 28/29: add_volume_profile
[2025-10-18T00:04:32.316356] [INFO ] [CONFIGURE ] MTDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-10-18T00:04:32.486106] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:04:32.672741] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:32.847551] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:04:33.022316] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:33.195457] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:33.369410] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:04:33.539211] [DEBUG] [FORECASTER] MTDR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:33.709112] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:04:33.879525] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:04:34.048541] [DEBUG] [FORECASTER] MTDR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:04:34.048723] [INFO ] [CONFIGURE ] MTDR: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-18T00:04:34.048778] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7919 tests
[2025-10-18T00:04:34.048815] [INFO ] [CONFIGURE ] MTDR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:04:34.048845] [INFO ] [CONFIGURE ] MTDR: Best accuracy: 50.00%
[2025-10-18T00:04:34.048875] [INFO ] [CONFIGURE ] MTDR: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T00:04:34.049056] [INFO ] [CONFIGURE ] MTDR: Improvement over baseline: 30.00%
[2025-10-18T00:04:34.049104] [INFO ] [CONFIGURE ] MTDR: Total time: 46.1 seconds
[2025-10-18T00:04:34.049135] [INFO ] [CONFIGURE ] MTDR: Average time per feature: 1.6 seconds
[2025-10-18T00:04:34.049162] [INFO ] [CONFIGURE ] MTDR: Average speed: 0.63 features/sec
[2025-10-18T00:04:34.050008] [INFO ] [LOCAL     ] Saved configuration for MTDR: 4 features, 50.00% accuracy -> ./output/feature-sets/MTDR.json
[2025-10-18T00:04:34.050063] [INFO ] [CONFIGURE ] MTDR: Configuration saved successfully: 4 features, 50.00% accuracy.
[2025-10-18T00:04:34.050101] [INFO ] [sig       ] [108/380] Successfully configured MTDR | 0.02 sym/s | Total: 1.3h | ETA: 3.2h
[2025-10-18T00:04:34.050132] [INFO ] [sig       ] [109/380] Configuring MTG...
[2025-10-18T00:04:34.050160] [INFO ] [CONFIGURE ] MTG: Configurate test run.
[2025-10-18T00:04:34.050188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-10-18T00:04:34.062010] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTG'.
[2025-10-18T00:04:34.062362] [INFO ] [CONFIGURE ] MTG: Testing with 29 available features
[2025-10-18T00:04:34.062419] [INFO ] [CONFIGURE ] MTG: Establishing baseline with no features...
[2025-10-18T00:04:34.167618] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:04:34.272230] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:34.378908] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:04:34.485746] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:34.591441] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:04:34.700830] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:04:34.810370] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:34.919009] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:04:35.029942] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:04:35.140009] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:04:35.140190] [INFO ] [CONFIGURE ] MTG: Baseline score (no features): 70.00%
[2025-10-18T00:04:35.140252] [INFO ] [CONFIGURE ] MTG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:04:35.140287] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:04:35.258239] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:04:35.376672] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:35.496918] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:04:35.618186] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:35.737714] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:04:35.857350] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:04:35.977588] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:04:36.101630] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:04:36.223275] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:04:36.345172] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:04:36.345333] [INFO ] [CONFIGURE ] MTG: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T00:04:36.345399] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7918 tests
[2025-10-18T00:04:36.345435] [INFO ] [CONFIGURE ] MTG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:04:36.345466] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:04:36.470152] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:04:36.594098] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:36.720956] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:04:36.846861] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:36.977977] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:37.117198] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:04:37.248399] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:04:37.379459] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:04:37.505950] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:04:37.634357] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:04:37.634513] [INFO ] [CONFIGURE ] MTG: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T00:04:37.634555] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7917 tests
[2025-10-18T00:04:37.634590] [INFO ] [CONFIGURE ] MTG: Testing feature 3/29: add_daily_returns
[2025-10-18T00:04:37.634620] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns']
[2025-10-18T00:04:37.770406] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:04:37.881013] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:37.991321] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:04:38.100987] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:04:38.212178] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:04:38.324809] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:04:38.434873] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:04:38.544049] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:04:38.657998] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:04:38.776638] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:04:38.776827] [INFO ] [CONFIGURE ] MTG: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T00:04:38.776888] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7916 tests
[2025-10-18T00:04:38.776925] [INFO ] [CONFIGURE ] MTG: Testing feature 4/29: add_ema
[2025-10-18T00:04:38.776956] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_ema']
[2025-10-18T00:04:38.900875] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:04:39.025828] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:39.149354] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:04:39.271435] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:04:39.397040] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:04:39.523497] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:04:39.650074] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:04:39.778309] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:04:39.906944] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:04:40.041914] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:04:40.042119] [INFO ] [CONFIGURE ] MTG: DISCARDED add_ema (score: 60.00%)
[2025-10-18T00:04:40.042192] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7915 tests
[2025-10-18T00:04:40.042236] [INFO ] [CONFIGURE ] MTG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:04:40.042288] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:04:40.175864] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:04:40.307935] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:40.440261] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:04:40.572752] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:40.706325] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:04:40.841851] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:04:40.987140] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:04:41.128827] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:04:41.271176] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:04:41.413380] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:04:41.413555] [INFO ] [CONFIGURE ] MTG: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:04:41.413599] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7914 tests
[2025-10-18T00:04:41.413633] [INFO ] [CONFIGURE ] MTG: Testing feature 6/29: add_failed_moves
[2025-10-18T00:04:41.413709] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_failed_moves']
[2025-10-18T00:04:41.533294] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:04:41.645632] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:41.761529] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:04:41.876929] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:41.993547] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:04:42.111910] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:04:42.235156] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:42.353464] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:04:42.473113] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:04:42.594932] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:04:42.595081] [INFO ] [CONFIGURE ] MTG: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:04:42.595126] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7913 tests
[2025-10-18T00:04:42.595160] [INFO ] [CONFIGURE ] MTG: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:04:42.595190] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_lag_shelf']
[2025-10-18T00:04:42.701937] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:04:42.817054] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:42.926071] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:04:43.032167] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:43.136117] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:04:43.242473] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:04:43.350954] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:43.463107] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:04:43.571436] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:04:43.679904] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:04:43.680039] [INFO ] [CONFIGURE ] MTG: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T00:04:43.680082] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7912 tests
[2025-10-18T00:04:43.680117] [INFO ] [CONFIGURE ] MTG: Testing feature 8/29: add_macd
[2025-10-18T00:04:43.680148] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:04:43.852308] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:04:44.000038] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:44.148327] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:04:44.294730] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:44.440918] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:44.585021] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:04:44.730718] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:44.877575] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:04:45.024317] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:04:45.170502] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:04:45.170694] [INFO ] [CONFIGURE ] MTG: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:04:45.170769] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7911 tests
[2025-10-18T00:04:45.170816] [INFO ] [CONFIGURE ] MTG: Testing feature 9/29: add_mfi
[2025-10-18T00:04:45.170854] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_mfi']
[2025-10-18T00:04:45.291500] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:04:45.411417] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:45.529976] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:04:45.649114] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:45.769192] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:04:45.891558] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:04:46.014995] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:46.134377] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:04:46.255194] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:04:46.374586] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:04:46.374788] [INFO ] [CONFIGURE ] MTG: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T00:04:46.374859] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7910 tests
[2025-10-18T00:04:46.374895] [INFO ] [CONFIGURE ] MTG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:04:46.374927] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:04:46.505809] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:04:46.638066] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:46.770903] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:04:46.906047] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:47.063412] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:47.211605] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:04:47.350285] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:04:47.491258] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:04:47.637365] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:04:47.786199] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:04:47.786355] [INFO ] [CONFIGURE ] MTG: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:04:47.786399] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7909 tests
[2025-10-18T00:04:47.786434] [INFO ] [CONFIGURE ] MTG: Testing feature 11/29: add_obv_daily
[2025-10-18T00:04:47.786466] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_obv_daily']
[2025-10-18T00:04:47.903819] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:04:48.026313] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:04:48.153882] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:04:48.276365] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:04:48.400573] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:04:48.525594] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:04:48.649779] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:48.774238] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:04:48.894555] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:04:49.014998] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:04:49.015189] [INFO ] [CONFIGURE ] MTG: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:04:49.015236] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7908 tests
[2025-10-18T00:04:49.015272] [INFO ] [CONFIGURE ] MTG: Testing feature 12/29: add_obv_interval
[2025-10-18T00:04:49.015304] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_obv_interval']
[2025-10-18T00:04:49.132305] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:04:49.248395] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:49.368582] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:04:49.487874] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:04:49.607062] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:04:49.727081] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:04:49.845090] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:49.964007] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:04:50.082783] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:04:50.203482] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:04:50.203632] [INFO ] [CONFIGURE ] MTG: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T00:04:50.203711] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7907 tests
[2025-10-18T00:04:50.203755] [INFO ] [CONFIGURE ] MTG: Testing feature 13/29: add_opening_strength
[2025-10-18T00:04:50.203785] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:04:50.327523] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:04:50.452317] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:50.577381] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:04:50.703162] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:04:50.828480] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:04:50.953535] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:04:51.081399] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:51.209853] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:04:51.338460] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:04:51.462205] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:04:51.462330] [INFO ] [CONFIGURE ] MTG: KEPT add_opening_strength (score: 80.00%)
[2025-10-18T00:04:51.462373] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7906 tests
[2025-10-18T00:04:51.462406] [INFO ] [CONFIGURE ] MTG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:04:51.462436] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T00:04:51.607475] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:04:51.768941] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:51.919351] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:04:52.067525] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:04:52.214925] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:04:52.362448] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:04:52.507458] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:04:52.652676] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:04:52.799509] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:04:52.964506] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:04:52.964705] [INFO ] [CONFIGURE ] MTG: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:04:52.964764] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7905 tests
[2025-10-18T00:04:52.964800] [INFO ] [CONFIGURE ] MTG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:04:52.964831] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-18T00:04:53.091821] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:04:53.219621] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:53.349220] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:04:53.479458] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:04:53.609125] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:04:53.738863] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:04:53.870883] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:54.009333] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:04:54.140614] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:04:54.272525] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:04:54.272710] [INFO ] [CONFIGURE ] MTG: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:04:54.272767] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7904 tests
[2025-10-18T00:04:54.272803] [INFO ] [CONFIGURE ] MTG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:04:54.272834] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T00:04:54.408260] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:04:54.542896] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:04:54.680312] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:04:54.818070] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:04:54.955039] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:04:55.093275] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:04:55.235400] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:55.374614] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:04:55.515515] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:04:55.655129] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:04:55.655306] [INFO ] [CONFIGURE ] MTG: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:04:55.655351] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7903 tests
[2025-10-18T00:04:55.655386] [INFO ] [CONFIGURE ] MTG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:04:55.655473] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-18T00:04:55.794564] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:04:55.977559] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:56.117198] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:04:56.255084] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:04:56.393944] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:04:56.532974] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:04:56.671594] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:56.812170] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:04:56.953664] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:04:57.099578] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:04:57.099760] [INFO ] [CONFIGURE ] MTG: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T00:04:57.099812] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7902 tests
[2025-10-18T00:04:57.099847] [INFO ] [CONFIGURE ] MTG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:04:57.099878] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-18T00:04:57.227520] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:04:57.355405] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:57.484363] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:04:57.613556] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:04:57.742715] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:04:57.875129] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:04:58.006945] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:58.141410] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:04:58.275929] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:04:58.409674] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:04:58.409839] [INFO ] [CONFIGURE ] MTG: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T00:04:58.409882] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7901 tests
[2025-10-18T00:04:58.409917] [INFO ] [CONFIGURE ] MTG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:04:58.409947] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-18T00:04:58.537306] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:04:58.665746] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:04:58.795346] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:04:58.921423] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:04:59.046851] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:04:59.170154] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:04:59.296144] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:04:59.423561] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:04:59.550532] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:04:59.677951] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:04:59.678108] [INFO ] [CONFIGURE ] MTG: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:04:59.678152] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7900 tests
[2025-10-18T00:04:59.678186] [INFO ] [CONFIGURE ] MTG: Testing feature 20/29: add_price_rejection
[2025-10-18T00:04:59.678217] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-18T00:04:59.811924] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:04:59.949082] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:00.097437] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:05:00.239396] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:00.379279] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:00.517484] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:05:00.657067] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:00.796455] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:00.936828] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:01.085465] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:01.085702] [INFO ] [CONFIGURE ] MTG: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T00:05:01.085763] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7899 tests
[2025-10-18T00:05:01.085800] [INFO ] [CONFIGURE ] MTG: Testing feature 21/29: add_range_position
[2025-10-18T00:05:01.085831] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-18T00:05:01.236567] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:01.410189] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:01.581838] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:05:01.749188] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:01.910661] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:02.088561] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:05:02.251902] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:02.419920] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:02.587169] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:02.748433] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:02.748697] [INFO ] [CONFIGURE ] MTG: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T00:05:02.748760] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7898 tests
[2025-10-18T00:05:02.748800] [INFO ] [CONFIGURE ] MTG: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:05:02.748833] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-18T00:05:02.909271] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:03.067075] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:03.229778] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:05:03.416931] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:03.583155] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:03.747821] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:05:03.914032] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:04.080618] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:04.248866] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:04.416991] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:04.417166] [INFO ] [CONFIGURE ] MTG: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T00:05:04.417210] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7897 tests
[2025-10-18T00:05:04.417245] [INFO ] [CONFIGURE ] MTG: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:05:04.417275] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-18T00:05:04.548627] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:04.677988] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:04.809062] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:05:04.946512] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:05.113371] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:05.247800] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:05:05.381501] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:05.516994] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:05.652034] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:05.798484] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:05.798631] [INFO ] [CONFIGURE ] MTG: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T00:05:05.798709] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7896 tests
[2025-10-18T00:05:05.798753] [INFO ] [CONFIGURE ] MTG: Testing feature 24/29: add_rsi
[2025-10-18T00:05:05.798784] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-18T00:05:05.953388] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:06.113293] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:06.282820] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:05:06.442321] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:06.606241] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:06.768143] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:05:06.935892] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:05:07.100020] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:07.259953] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:07.423256] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:07.423467] [INFO ] [CONFIGURE ] MTG: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:05:07.423514] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7895 tests
[2025-10-18T00:05:07.423549] [INFO ] [CONFIGURE ] MTG: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:05:07.423583] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-18T00:05:07.562792] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:07.703418] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:07.846194] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:07.988058] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:08.153585] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:08.287441] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:05:08.425988] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:08.565068] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:08.706043] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:08.854483] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:08.854687] [INFO ] [CONFIGURE ] MTG: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T00:05:08.854748] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7894 tests
[2025-10-18T00:05:08.854787] [INFO ] [CONFIGURE ] MTG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:05:08.854820] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-18T00:05:08.997343] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:09.137714] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:05:09.277382] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:05:09.414389] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:09.551071] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:09.687822] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:05:09.827423] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:09.966316] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:10.106529] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:10.247430] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:10.247611] [INFO ] [CONFIGURE ] MTG: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:05:10.247682] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7893 tests
[2025-10-18T00:05:10.247735] [INFO ] [CONFIGURE ] MTG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:05:10.247770] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-18T00:05:10.395057] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:10.548956] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:05:10.716269] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:05:10.862591] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:11.007355] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:11.191802] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:05:11.361120] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:11.518337] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:11.669904] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:11.832859] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:11.833049] [INFO ] [CONFIGURE ] MTG: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T00:05:11.833117] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7892 tests
[2025-10-18T00:05:11.833155] [INFO ] [CONFIGURE ] MTG: Testing feature 28/29: add_volume_profile
[2025-10-18T00:05:11.833189] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-18T00:05:11.975929] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:12.115062] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:12.254847] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:05:12.392312] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:12.531527] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:12.670100] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:05:12.817421] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:05:12.966334] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:05:13.119799] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:13.288555] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:13.288813] [INFO ] [CONFIGURE ] MTG: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:05:13.288879] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7891 tests
[2025-10-18T00:05:13.288928] [INFO ] [CONFIGURE ] MTG: Testing feature 29/29: add_vwap
[2025-10-18T00:05:13.288972] [INFO ] [CONFIGURE ] MTG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-18T00:05:13.486386] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:13.702997] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:13.899401] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:05:14.050325] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:14.243805] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:14.391145] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:05:14.537675] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:14.692331] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:05:14.837671] [DEBUG] [FORECASTER] MTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:14.983583] [DEBUG] [FORECASTER] MTG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:14.983772] [INFO ] [CONFIGURE ] MTG: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T00:05:14.983825] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7890 tests
[2025-10-18T00:05:14.983882] [INFO ] [CONFIGURE ] MTG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:05:14.983937] [INFO ] [CONFIGURE ] MTG: Best accuracy: 80.00%
[2025-10-18T00:05:14.983972] [INFO ] [CONFIGURE ] MTG: Best feature set (2 features): ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:05:14.984002] [INFO ] [CONFIGURE ] MTG: Improvement over baseline: 10.00%
[2025-10-18T00:05:14.984030] [INFO ] [CONFIGURE ] MTG: Total time: 39.8 seconds
[2025-10-18T00:05:14.984058] [INFO ] [CONFIGURE ] MTG: Average time per feature: 1.4 seconds
[2025-10-18T00:05:14.984087] [INFO ] [CONFIGURE ] MTG: Average speed: 0.73 features/sec
[2025-10-18T00:05:14.984496] [INFO ] [LOCAL     ] Saved configuration for MTG: 2 features, 80.00% accuracy -> ./output/feature-sets/MTG.json
[2025-10-18T00:05:14.984574] [INFO ] [CONFIGURE ] MTG: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T00:05:14.984681] [INFO ] [sig       ] [109/380] Successfully configured MTG | 0.02 sym/s | Total: 1.3h | ETA: 3.2h
[2025-10-18T00:05:14.984760] [INFO ] [sig       ] [110/380] Configuring MTH...
[2025-10-18T00:05:14.984827] [INFO ] [CONFIGURE ] MTH: Configurate test run.
[2025-10-18T00:05:14.984882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-10-18T00:05:14.998322] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTH'.
[2025-10-18T00:05:14.998695] [INFO ] [CONFIGURE ] MTH: Testing with 29 available features
[2025-10-18T00:05:14.998760] [INFO ] [CONFIGURE ] MTH: Establishing baseline with no features...
[2025-10-18T00:05:15.106208] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:15.213161] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:15.320530] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:15.427700] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:15.531160] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:15.634040] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:15.744560] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:15.855618] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:15.966798] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:16.078157] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:05:16.078309] [INFO ] [CONFIGURE ] MTH: Baseline score (no features): 60.00%
[2025-10-18T00:05:16.078354] [INFO ] [CONFIGURE ] MTH: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:05:16.078388] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:05:16.199414] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:16.320243] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:16.441991] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:16.562772] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:05:16.684537] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:16.811111] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:05:16.937194] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:17.064429] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:17.188720] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:05:17.310965] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:05:17.311138] [INFO ] [CONFIGURE ] MTH: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T00:05:17.311182] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7889 tests
[2025-10-18T00:05:17.311218] [INFO ] [CONFIGURE ] MTH: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:05:17.311249] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:05:17.438545] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:05:17.566039] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:17.703844] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:17.836119] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:05:17.967143] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:18.096835] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:05:18.231428] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:18.363731] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:18.495837] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:18.631337] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:05:18.631533] [INFO ] [CONFIGURE ] MTH: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T00:05:18.631585] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7888 tests
[2025-10-18T00:05:18.631622] [INFO ] [CONFIGURE ] MTH: Testing feature 3/29: add_daily_returns
[2025-10-18T00:05:18.631688] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_daily_returns']
[2025-10-18T00:05:18.744194] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:18.858007] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:18.971687] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:19.083314] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:05:19.197032] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:19.309625] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:05:19.424557] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:19.540494] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:19.657131] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:19.775538] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:05:19.775722] [INFO ] [CONFIGURE ] MTH: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T00:05:19.775779] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7887 tests
[2025-10-18T00:05:19.775815] [INFO ] [CONFIGURE ] MTH: Testing feature 4/29: add_ema
[2025-10-18T00:05:19.775847] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema']
[2025-10-18T00:05:19.903449] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:20.034328] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:20.164104] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:20.298357] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:20.430182] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:20.562077] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:20.692394] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:20.825514] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:20.956044] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:21.087636] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:21.087878] [INFO ] [CONFIGURE ] MTH: KEPT add_ema (score: 70.00%)
[2025-10-18T00:05:21.087967] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7886 tests
[2025-10-18T00:05:21.088009] [INFO ] [CONFIGURE ] MTH: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:05:21.088042] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:05:21.249288] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:05:21.404873] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:21.561631] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:21.721941] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:05:21.882412] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:22.034405] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:22.188057] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:22.338827] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:22.491391] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:22.643063] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:22.643196] [INFO ] [CONFIGURE ] MTH: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:05:22.643239] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7885 tests
[2025-10-18T00:05:22.643273] [INFO ] [CONFIGURE ] MTH: Testing feature 6/29: add_failed_moves
[2025-10-18T00:05:22.643303] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-18T00:05:22.770581] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:22.898254] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:23.026861] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:23.156384] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:23.312347] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:23.443763] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:23.571565] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:23.709187] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:23.845098] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:23.980764] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:23.980910] [INFO ] [CONFIGURE ] MTH: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:05:23.980953] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7884 tests
[2025-10-18T00:05:23.980987] [INFO ] [CONFIGURE ] MTH: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:05:23.981017] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-18T00:05:24.100047] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:24.225459] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:24.353968] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:24.482449] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:24.605585] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:24.728584] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:24.853665] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:24.977243] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:25.103742] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:25.229437] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:25.229605] [INFO ] [CONFIGURE ] MTH: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T00:05:25.229673] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7883 tests
[2025-10-18T00:05:25.229729] [INFO ] [CONFIGURE ] MTH: Testing feature 8/29: add_macd
[2025-10-18T00:05:25.229765] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-18T00:05:25.385224] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:05:25.541259] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:05:25.698458] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:25.860896] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:05:26.021149] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:26.183357] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:05:26.376925] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:26.541847] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:26.704460] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:26.888211] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:26.888416] [INFO ] [CONFIGURE ] MTH: DISCARDED add_macd (score: 30.00%)
[2025-10-18T00:05:26.888475] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7882 tests
[2025-10-18T00:05:26.888513] [INFO ] [CONFIGURE ] MTH: Testing feature 9/29: add_mfi
[2025-10-18T00:05:26.888547] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_mfi']
[2025-10-18T00:05:27.046674] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:27.232549] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:27.391603] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:27.539932] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:27.688784] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:27.854026] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:05:28.016385] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:28.160922] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:28.308339] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:28.451889] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:28.452018] [INFO ] [CONFIGURE ] MTH: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:05:28.452064] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7881 tests
[2025-10-18T00:05:28.452099] [INFO ] [CONFIGURE ] MTH: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:05:28.452130] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:05:28.603114] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:28.757573] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:28.913387] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:29.070407] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:29.227426] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:29.412759] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:29.567447] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:29.727083] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:29.886084] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:30.044012] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:30.044124] [INFO ] [CONFIGURE ] MTH: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T00:05:30.044165] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7880 tests
[2025-10-18T00:05:30.044199] [INFO ] [CONFIGURE ] MTH: Testing feature 11/29: add_obv_daily
[2025-10-18T00:05:30.044229] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-18T00:05:30.176496] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:30.314059] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:05:30.448701] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:30.584598] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:05:30.722110] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:30.858101] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:30.995343] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:31.134938] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:31.275373] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:31.417673] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:05:31.417870] [INFO ] [CONFIGURE ] MTH: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:05:31.417931] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7879 tests
[2025-10-18T00:05:31.417969] [INFO ] [CONFIGURE ] MTH: Testing feature 12/29: add_obv_interval
[2025-10-18T00:05:31.418000] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-18T00:05:31.549409] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:31.682043] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:31.815475] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:31.949613] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:32.087427] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:32.221508] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:32.356839] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:32.519446] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:32.682918] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:32.834529] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:32.834770] [INFO ] [CONFIGURE ] MTH: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T00:05:32.834828] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7878 tests
[2025-10-18T00:05:32.834866] [INFO ] [CONFIGURE ] MTH: Testing feature 13/29: add_opening_strength
[2025-10-18T00:05:32.834899] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:05:32.979773] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:33.128058] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:33.274919] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:33.422893] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:05:33.566531] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:33.729222] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:05:33.889509] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:34.045832] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:34.188551] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:34.355123] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:05:34.355332] [INFO ] [CONFIGURE ] MTH: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T00:05:34.355379] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7877 tests
[2025-10-18T00:05:34.355416] [INFO ] [CONFIGURE ] MTH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:05:34.355449] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-18T00:05:34.503786] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:34.653423] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:05:34.804168] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:34.952271] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:35.097044] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:35.246706] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:05:35.399062] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:35.584906] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:35.733094] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:35.880894] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:35.881068] [INFO ] [CONFIGURE ] MTH: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:05:35.881111] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7876 tests
[2025-10-18T00:05:35.881145] [INFO ] [CONFIGURE ] MTH: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:05:35.881176] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-18T00:05:36.006613] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:05:36.141876] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:36.275020] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:36.408269] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:36.537088] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:36.666139] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:05:36.799289] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:36.929391] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:37.060135] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:37.189888] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:37.190048] [INFO ] [CONFIGURE ] MTH: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:05:37.190091] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7875 tests
[2025-10-18T00:05:37.190149] [INFO ] [CONFIGURE ] MTH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:05:37.190205] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-18T00:05:37.322089] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:37.463780] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:37.606718] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:37.756546] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:37.897222] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:38.036228] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:38.173692] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:38.325082] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:38.457197] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:38.624780] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:05:38.624985] [INFO ] [CONFIGURE ] MTH: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:05:38.625034] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7874 tests
[2025-10-18T00:05:38.625069] [INFO ] [CONFIGURE ] MTH: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:05:38.625101] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-18T00:05:38.763354] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:38.905575] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:39.050034] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:39.193963] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:05:39.339386] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:39.491081] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:39.636624] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:05:39.785403] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:39.930012] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:40.075781] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:05:40.075965] [INFO ] [CONFIGURE ] MTH: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T00:05:40.076009] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7873 tests
[2025-10-18T00:05:40.076063] [INFO ] [CONFIGURE ] MTH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:05:40.076097] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-18T00:05:40.205064] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:40.334833] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:40.464885] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:40.595697] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:40.722370] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:40.848638] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:40.975595] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:41.102108] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:41.229951] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:41.357250] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:41.357409] [INFO ] [CONFIGURE ] MTH: KEPT add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T00:05:41.357453] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7872 tests
[2025-10-18T00:05:41.357488] [INFO ] [CONFIGURE ] MTH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:05:41.357519] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-18T00:05:41.485271] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:41.640134] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:41.768938] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:41.896799] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:42.029017] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:42.164490] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:42.295959] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:42.425787] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:42.556929] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:42.688299] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:42.688461] [INFO ] [CONFIGURE ] MTH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:05:42.688506] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7871 tests
[2025-10-18T00:05:42.688541] [INFO ] [CONFIGURE ] MTH: Testing feature 20/29: add_price_rejection
[2025-10-18T00:05:42.688572] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-18T00:05:42.824553] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:42.962619] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:43.101313] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:43.243097] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:43.381743] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:43.520555] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:05:43.660018] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:43.801921] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:43.942507] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:44.083820] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:44.083983] [INFO ] [CONFIGURE ] MTH: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:05:44.084027] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7870 tests
[2025-10-18T00:05:44.084061] [INFO ] [CONFIGURE ] MTH: Testing feature 21/29: add_range_position
[2025-10-18T00:05:44.084093] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-18T00:05:44.233323] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:44.378485] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:44.526734] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:44.706699] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:44.866871] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:45.017286] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:05:45.164156] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:45.310941] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:45.461587] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:05:45.619023] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:45.619200] [INFO ] [CONFIGURE ] MTH: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T00:05:45.619299] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7869 tests
[2025-10-18T00:05:45.619360] [INFO ] [CONFIGURE ] MTH: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:05:45.619397] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-18T00:05:45.790595] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:05:45.952563] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:46.112038] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:46.273107] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:46.435034] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:46.595455] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:46.764952] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:46.941773] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:47.133374] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:47.307959] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:47.308139] [INFO ] [CONFIGURE ] MTH: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T00:05:47.308186] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7868 tests
[2025-10-18T00:05:47.308225] [INFO ] [CONFIGURE ] MTH: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:05:47.308259] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-18T00:05:47.447168] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:47.585307] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:47.731367] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:47.870903] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:48.013406] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:48.154659] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:48.294520] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:48.435378] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:48.574483] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:48.717906] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:48.718068] [INFO ] [CONFIGURE ] MTH: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T00:05:48.718114] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7867 tests
[2025-10-18T00:05:48.718151] [INFO ] [CONFIGURE ] MTH: Testing feature 24/29: add_rsi
[2025-10-18T00:05:48.718185] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_pbf_volatility_5d', 'add_rsi']
[2025-10-18T00:05:48.856237] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:05:49.007100] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:49.150609] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:49.292000] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:49.431009] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:49.569863] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:49.710412] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:49.851413] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:49.992123] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:50.133668] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:50.133845] [INFO ] [CONFIGURE ] MTH: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T00:05:50.133890] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7866 tests
[2025-10-18T00:05:50.133926] [INFO ] [CONFIGURE ] MTH: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:05:50.134034] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-18T00:05:50.265994] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:50.398873] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:50.534611] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:50.668956] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:50.804073] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:50.948155] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:51.090573] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:51.233783] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:51.376272] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:51.519964] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:51.520169] [INFO ] [CONFIGURE ] MTH: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T00:05:51.520249] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7865 tests
[2025-10-18T00:05:51.520302] [INFO ] [CONFIGURE ] MTH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:05:51.520337] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-18T00:05:51.662437] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:51.799067] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:51.942547] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:52.088421] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:52.232401] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:52.377113] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:52.520719] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:52.668434] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:52.811424] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:52.955229] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:52.955416] [INFO ] [CONFIGURE ] MTH: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T00:05:52.955460] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7864 tests
[2025-10-18T00:05:52.955494] [INFO ] [CONFIGURE ] MTH: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:05:52.955525] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-18T00:05:53.098823] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:53.247564] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:53.394940] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:53.540587] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:53.693547] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:53.842773] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:05:54.000500] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:54.160581] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:54.333514] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:54.495578] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:54.495786] [INFO ] [CONFIGURE ] MTH: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:05:54.495850] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7863 tests
[2025-10-18T00:05:54.495890] [INFO ] [CONFIGURE ] MTH: Testing feature 28/29: add_volume_profile
[2025-10-18T00:05:54.495924] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-18T00:05:54.642317] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:54.791097] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:54.954784] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:55.098142] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:55.243013] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:05:55.387985] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:55.539367] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:55.678407] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:55.821582] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:55.965717] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:55.965883] [INFO ] [CONFIGURE ] MTH: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:05:55.965931] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7862 tests
[2025-10-18T00:05:55.965968] [INFO ] [CONFIGURE ] MTH: Testing feature 29/29: add_vwap
[2025-10-18T00:05:55.966003] [INFO ] [CONFIGURE ] MTH: Testing with features: ['add_ema', 'add_pbf_volatility_5d', 'add_vwap']
[2025-10-18T00:05:56.106610] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:05:56.249180] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:56.393745] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:05:56.536719] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:05:56.680266] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:56.821509] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:05:56.964854] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:57.114864] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:05:57.257468] [DEBUG] [FORECASTER] MTH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:57.399594] [DEBUG] [FORECASTER] MTH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:57.399818] [INFO ] [CONFIGURE ] MTH: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T00:05:57.399868] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7861 tests
[2025-10-18T00:05:57.399907] [INFO ] [CONFIGURE ] MTH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:05:57.399939] [INFO ] [CONFIGURE ] MTH: Best accuracy: 80.00%
[2025-10-18T00:05:57.399972] [INFO ] [CONFIGURE ] MTH: Best feature set (2 features): ['add_ema', 'add_pbf_volatility_5d']
[2025-10-18T00:05:57.400002] [INFO ] [CONFIGURE ] MTH: Improvement over baseline: 20.00%
[2025-10-18T00:05:57.400031] [INFO ] [CONFIGURE ] MTH: Total time: 41.3 seconds
[2025-10-18T00:05:57.400060] [INFO ] [CONFIGURE ] MTH: Average time per feature: 1.4 seconds
[2025-10-18T00:05:57.400090] [INFO ] [CONFIGURE ] MTH: Average speed: 0.70 features/sec
[2025-10-18T00:05:57.400428] [INFO ] [LOCAL     ] Saved configuration for MTH: 2 features, 80.00% accuracy -> ./output/feature-sets/MTH.json
[2025-10-18T00:05:57.400486] [INFO ] [CONFIGURE ] MTH: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T00:05:57.400528] [INFO ] [sig       ] [110/380] Successfully configured MTH | 0.02 sym/s | Total: 1.3h | ETA: 3.2h
[2025-10-18T00:05:57.400564] [INFO ] [sig       ] [111/380] Configuring MTN...
[2025-10-18T00:05:57.400596] [INFO ] [CONFIGURE ] MTN: Configurate test run.
[2025-10-18T00:05:57.400630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-10-18T00:05:57.411465] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTN'.
[2025-10-18T00:05:57.411860] [INFO ] [CONFIGURE ] MTN: Testing with 29 available features
[2025-10-18T00:05:57.411917] [INFO ] [CONFIGURE ] MTN: Establishing baseline with no features...
[2025-10-18T00:05:57.513894] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:05:57.615446] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:05:57.717373] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:05:57.819887] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:05:57.923273] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:58.026754] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:05:58.138358] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:05:58.253906] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:05:58.363219] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:05:58.475062] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:58.475233] [INFO ] [CONFIGURE ] MTN: Baseline score (no features): 70.00%
[2025-10-18T00:05:58.475277] [INFO ] [CONFIGURE ] MTN: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:05:58.475310] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:05:58.591006] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:05:58.709833] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:05:58.825137] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:05:58.943177] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:05:59.059362] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:05:59.177256] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:05:59.294138] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:05:59.414559] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:05:59.532794] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:05:59.649924] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:05:59.650060] [INFO ] [CONFIGURE ] MTN: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T00:05:59.650103] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7860 tests
[2025-10-18T00:05:59.650138] [INFO ] [CONFIGURE ] MTN: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:05:59.650168] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:05:59.801874] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:05:59.920915] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:00.040855] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:00.168279] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:00.294471] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:00.421926] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:00.548802] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:00.678295] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:06:00.808379] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:06:00.938811] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:00.938957] [INFO ] [CONFIGURE ] MTN: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T00:06:00.939000] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7859 tests
[2025-10-18T00:06:00.939034] [INFO ] [CONFIGURE ] MTN: Testing feature 3/29: add_daily_returns
[2025-10-18T00:06:00.939064] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_daily_returns']
[2025-10-18T00:06:01.049244] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:01.175956] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:06:01.305609] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:06:01.420403] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:01.539383] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:01.657636] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:06:01.806600] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:06:01.930596] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:06:02.050941] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:02.176272] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:02.176452] [INFO ] [CONFIGURE ] MTN: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T00:06:02.176553] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7858 tests
[2025-10-18T00:06:02.176599] [INFO ] [CONFIGURE ] MTN: Testing feature 4/29: add_ema
[2025-10-18T00:06:02.176633] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_ema']
[2025-10-18T00:06:02.312550] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:02.447163] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:02.576552] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:06:02.706084] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:02.867459] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:02.999271] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:03.132127] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:06:03.261120] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:06:03.393530] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:03.528244] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:03.528429] [INFO ] [CONFIGURE ] MTN: DISCARDED add_ema (score: 50.00%)
[2025-10-18T00:06:03.528475] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7857 tests
[2025-10-18T00:06:03.528511] [INFO ] [CONFIGURE ] MTN: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:06:03.528543] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:06:03.671581] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:03.803753] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:03.938186] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:06:04.071795] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:04.207556] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:04.342636] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:04.480098] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:06:04.617820] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:06:04.753325] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:04.893328] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:04.893519] [INFO ] [CONFIGURE ] MTN: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:06:04.893564] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7856 tests
[2025-10-18T00:06:04.893600] [INFO ] [CONFIGURE ] MTN: Testing feature 6/29: add_failed_moves
[2025-10-18T00:06:04.893632] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_failed_moves']
[2025-10-18T00:06:05.013357] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:05.129254] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:05.246138] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:05.362725] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:05.480341] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:05.598082] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:06:05.716453] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:05.866915] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:06:05.989227] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:06.111413] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:06.111570] [INFO ] [CONFIGURE ] MTN: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:06:06.111614] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7855 tests
[2025-10-18T00:06:06.111677] [INFO ] [CONFIGURE ] MTN: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:06:06.111731] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_lag_shelf']
[2025-10-18T00:06:06.223857] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:06.334092] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:06.445608] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:06.556210] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:06.667221] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:06.778777] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:06:06.892803] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:07.028400] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:06:07.166186] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:07.289875] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:07.290035] [INFO ] [CONFIGURE ] MTN: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T00:06:07.290079] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7854 tests
[2025-10-18T00:06:07.290113] [INFO ] [CONFIGURE ] MTN: Testing feature 8/29: add_macd
[2025-10-18T00:06:07.290166] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:06:07.436088] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:07.579880] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:07.727380] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:06:07.873222] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:08.019731] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:08.170128] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:06:08.317282] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:06:08.467910] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:06:08.617604] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:08.767998] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:08.768225] [INFO ] [CONFIGURE ] MTN: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:06:08.768279] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7853 tests
[2025-10-18T00:06:08.768317] [INFO ] [CONFIGURE ] MTN: Testing feature 9/29: add_mfi
[2025-10-18T00:06:08.768350] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_mfi']
[2025-10-18T00:06:08.926639] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:09.048903] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:09.175507] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:09.305356] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:09.432854] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:09.557578] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:06:09.681505] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:06:09.806053] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:06:09.930932] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:10.057464] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:10.057640] [INFO ] [CONFIGURE ] MTN: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:06:10.057723] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7852 tests
[2025-10-18T00:06:10.057763] [INFO ] [CONFIGURE ] MTN: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:06:10.057796] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:06:10.195889] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:10.334000] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:10.471626] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:06:10.619733] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:10.762461] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:10.901083] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:06:11.040985] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:06:11.183430] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:06:11.322480] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:11.468819] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:11.469003] [INFO ] [CONFIGURE ] MTN: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:06:11.469050] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7851 tests
[2025-10-18T00:06:11.469085] [INFO ] [CONFIGURE ] MTN: Testing feature 11/29: add_obv_daily
[2025-10-18T00:06:11.469117] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily']
[2025-10-18T00:06:11.584298] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:11.699723] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:11.817272] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:11.966081] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:12.082308] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:12.203072] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:12.320366] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:12.437430] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:06:12.555194] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:12.670380] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:12.670525] [INFO ] [CONFIGURE ] MTN: KEPT add_obv_daily (score: 100.00%)
[2025-10-18T00:06:12.670568] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7850 tests
[2025-10-18T00:06:12.670603] [INFO ] [CONFIGURE ] MTN: Testing feature 12/29: add_obv_interval
[2025-10-18T00:06:12.670633] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_obv_interval']
[2025-10-18T00:06:12.786558] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:12.903139] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:13.020108] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:13.137359] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:13.264178] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:13.384373] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:13.505016] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:13.624282] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:06:13.743786] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:13.864392] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:13.864588] [INFO ] [CONFIGURE ] MTN: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T00:06:13.864666] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7849 tests
[2025-10-18T00:06:13.864726] [INFO ] [CONFIGURE ] MTN: Testing feature 13/29: add_opening_strength
[2025-10-18T00:06:13.864761] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:06:13.993773] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:14.119809] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:14.246201] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:14.373549] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:14.501871] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:14.633791] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:14.762706] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:14.892729] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:06:15.024774] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:15.156942] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:15.157101] [INFO ] [CONFIGURE ] MTN: DISCARDED add_opening_strength (score: 90.00%)
[2025-10-18T00:06:15.157162] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7848 tests
[2025-10-18T00:06:15.157209] [INFO ] [CONFIGURE ] MTN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:06:15.157264] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T00:06:15.291015] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:15.420464] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:15.550317] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:15.680368] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:15.811398] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:15.944082] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:16.075480] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:16.207750] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:06:16.340882] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:16.479459] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:06:16.479670] [INFO ] [CONFIGURE ] MTN: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T00:06:16.479732] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7847 tests
[2025-10-18T00:06:16.479770] [INFO ] [CONFIGURE ] MTN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:06:16.479800] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T00:06:16.593574] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:16.707239] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:16.821592] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:16.937618] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:17.055697] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:17.173600] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:17.292006] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:17.408985] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:06:17.534710] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:17.658752] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:17.658921] [INFO ] [CONFIGURE ] MTN: DISCARDED add_pbf_morning_momentum (score: 100.00%)
[2025-10-18T00:06:17.658996] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7846 tests
[2025-10-18T00:06:17.659033] [INFO ] [CONFIGURE ] MTN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:06:17.659065] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T00:06:17.782021] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:17.907931] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:18.035385] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:06:18.164107] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:18.291387] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:18.419585] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:18.549283] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:18.676131] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:06:18.810841] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:06:18.938177] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:18.938332] [INFO ] [CONFIGURE ] MTN: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T00:06:18.938375] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7845 tests
[2025-10-18T00:06:18.938408] [INFO ] [CONFIGURE ] MTN: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:06:18.938439] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T00:06:19.066279] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:19.192476] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:19.321310] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:19.449478] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:19.577552] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:19.705784] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:19.834099] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:06:19.969349] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:06:20.100715] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:20.232672] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:20.232853] [INFO ] [CONFIGURE ] MTN: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T00:06:20.232899] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7844 tests
[2025-10-18T00:06:20.232933] [INFO ] [CONFIGURE ] MTN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:06:20.232964] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T00:06:20.349338] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:20.464912] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:20.581484] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:06:20.698311] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:20.816700] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:20.935186] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:21.057094] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:06:21.180964] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:06:21.300275] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:21.419740] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:21.419897] [INFO ] [CONFIGURE ] MTN: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:06:21.419939] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7843 tests
[2025-10-18T00:06:21.419973] [INFO ] [CONFIGURE ] MTN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:06:21.420004] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-18T00:06:21.539600] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:21.657663] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:21.780614] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:21.930045] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:22.087043] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:22.267252] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:22.413572] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:22.565483] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:06:22.713181] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:22.862329] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:22.862507] [INFO ] [CONFIGURE ] MTN: DISCARDED add_pbf_vs_sma_5 (score: 100.00%)
[2025-10-18T00:06:22.862570] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7842 tests
[2025-10-18T00:06:22.862608] [INFO ] [CONFIGURE ] MTN: Testing feature 20/29: add_price_rejection
[2025-10-18T00:06:22.862664] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_price_rejection']
[2025-10-18T00:06:22.993402] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:23.119460] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:23.249606] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:23.382410] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:23.516538] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:23.658167] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:23.790587] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:06:23.938505] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:06:24.098450] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:24.244206] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:24.244484] [INFO ] [CONFIGURE ] MTN: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:06:24.244547] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7841 tests
[2025-10-18T00:06:24.244585] [INFO ] [CONFIGURE ] MTN: Testing feature 21/29: add_range_position
[2025-10-18T00:06:24.244616] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_range_position']
[2025-10-18T00:06:24.398278] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:24.548762] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:06:24.699887] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:24.857228] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:06:25.007259] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:25.147313] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:25.283727] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:06:25.422892] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:06:25.575855] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:06:25.728873] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:25.729024] [INFO ] [CONFIGURE ] MTN: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T00:06:25.729078] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7840 tests
[2025-10-18T00:06:25.729120] [INFO ] [CONFIGURE ] MTN: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:06:25.729159] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_realized_volatility']
[2025-10-18T00:06:25.896456] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:26.053272] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:26.209060] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:26.367346] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:06:26.523155] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:26.681384] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:26.842359] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:27.004740] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:06:27.170104] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:06:27.333915] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:27.334083] [INFO ] [CONFIGURE ] MTN: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:06:27.334127] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7839 tests
[2025-10-18T00:06:27.334167] [INFO ] [CONFIGURE ] MTN: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:06:27.334199] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_recent_range_context']
[2025-10-18T00:06:27.469935] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:27.602789] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:27.730000] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:27.855578] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:27.979262] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:28.110721] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:28.246865] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:28.379307] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:06:28.512997] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:28.647519] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:28.647694] [INFO ] [CONFIGURE ] MTN: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T00:06:28.647753] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7838 tests
[2025-10-18T00:06:28.647790] [INFO ] [CONFIGURE ] MTN: Testing feature 24/29: add_rsi
[2025-10-18T00:06:28.647822] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-18T00:06:28.796195] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:28.948256] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:29.099449] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:06:29.249473] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:29.405759] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:29.558850] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:29.710749] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:29.863187] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:06:30.020553] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:30.179869] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:30.180059] [INFO ] [CONFIGURE ] MTN: DISCARDED add_rsi (score: 90.00%)
[2025-10-18T00:06:30.180103] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7837 tests
[2025-10-18T00:06:30.180138] [INFO ] [CONFIGURE ] MTN: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:06:30.180169] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_tick_distribution']
[2025-10-18T00:06:30.307454] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:30.433860] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:30.567870] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:30.700280] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:30.829958] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:30.957474] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:31.080875] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:31.206007] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:06:31.329972] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:31.455564] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:31.455773] [INFO ] [CONFIGURE ] MTN: DISCARDED add_tick_distribution (score: 100.00%)
[2025-10-18T00:06:31.455827] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7836 tests
[2025-10-18T00:06:31.455862] [INFO ] [CONFIGURE ] MTN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:06:31.455894] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-18T00:06:31.591190] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:31.718183] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:31.844476] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:06:31.969928] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:32.093525] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:32.221714] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:32.346492] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:06:32.490003] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:06:32.622714] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:32.748358] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:32.748501] [INFO ] [CONFIGURE ] MTN: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T00:06:32.748553] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7835 tests
[2025-10-18T00:06:32.748596] [INFO ] [CONFIGURE ] MTN: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:06:32.748637] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_volume_price_divergence']
[2025-10-18T00:06:32.882794] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:33.016387] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:33.158478] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:33.302427] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:33.437785] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:33.574320] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:33.712158] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:06:33.852076] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:06:33.996423] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:34.134609] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:34.134793] [INFO ] [CONFIGURE ] MTN: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T00:06:34.134863] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7834 tests
[2025-10-18T00:06:34.134922] [INFO ] [CONFIGURE ] MTN: Testing feature 28/29: add_volume_profile
[2025-10-18T00:06:34.134966] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_volume_profile']
[2025-10-18T00:06:34.264503] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:34.390864] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:34.514121] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:34.637920] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:34.762630] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:34.887229] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:35.027932] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:35.171356] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:06:35.316534] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:06:35.456882] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:35.457067] [INFO ] [CONFIGURE ] MTN: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:06:35.457144] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7833 tests
[2025-10-18T00:06:35.457182] [INFO ] [CONFIGURE ] MTN: Testing feature 29/29: add_vwap
[2025-10-18T00:06:35.457214] [INFO ] [CONFIGURE ] MTN: Testing with features: ['add_obv_daily', 'add_vwap']
[2025-10-18T00:06:35.599455] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:35.746324] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:35.885272] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:36.010126] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:36.138379] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:36.266226] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:36.410028] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:06:36.540561] [DEBUG] [FORECASTER] MTN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:06:36.671366] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:06:36.803417] [DEBUG] [FORECASTER] MTN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:06:36.803577] [INFO ] [CONFIGURE ] MTN: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T00:06:36.803622] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7832 tests
[2025-10-18T00:06:36.803711] [INFO ] [CONFIGURE ] MTN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:06:36.803768] [INFO ] [CONFIGURE ] MTN: Best accuracy: 100.00%
[2025-10-18T00:06:36.803802] [INFO ] [CONFIGURE ] MTN: Best feature set (1 features): ['add_obv_daily']
[2025-10-18T00:06:36.803832] [INFO ] [CONFIGURE ] MTN: Improvement over baseline: 30.00%
[2025-10-18T00:06:36.803859] [INFO ] [CONFIGURE ] MTN: Total time: 38.3 seconds
[2025-10-18T00:06:36.803886] [INFO ] [CONFIGURE ] MTN: Average time per feature: 1.3 seconds
[2025-10-18T00:06:36.803913] [INFO ] [CONFIGURE ] MTN: Average speed: 0.76 features/sec
[2025-10-18T00:06:36.804519] [INFO ] [LOCAL     ] Saved configuration for MTN: 1 features, 100.00% accuracy -> ./output/feature-sets/MTN.json
[2025-10-18T00:06:36.804585] [INFO ] [CONFIGURE ] MTN: Configuration saved successfully: 1 features, 100.00% accuracy.
[2025-10-18T00:06:36.804681] [INFO ] [sig       ] [111/380] Successfully configured MTN | 0.02 sym/s | Total: 1.3h | ETA: 3.2h
[2025-10-18T00:06:36.804750] [INFO ] [sig       ] [112/380] Configuring MTRN...
[2025-10-18T00:06:36.804815] [INFO ] [CONFIGURE ] MTRN: Configurate test run.
[2025-10-18T00:06:36.804870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-10-18T00:06:36.818521] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTRN'.
[2025-10-18T00:06:36.818920] [INFO ] [CONFIGURE ] MTRN: Testing with 29 available features
[2025-10-18T00:06:36.818978] [INFO ] [CONFIGURE ] MTRN: Establishing baseline with no features...
[2025-10-18T00:06:36.922703] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:37.027021] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:06:37.131823] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:37.235144] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:37.339308] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:37.442822] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:37.547083] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:37.663034] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:06:37.769378] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:06:37.875694] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:06:37.875837] [INFO ] [CONFIGURE ] MTRN: Baseline score (no features): 60.00%
[2025-10-18T00:06:37.875880] [INFO ] [CONFIGURE ] MTRN: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:06:37.875912] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:06:37.991854] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:38.115315] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:06:38.246508] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:38.377042] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:06:38.509732] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:38.641634] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:38.772820] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:38.908782] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:06:39.043430] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:06:39.177154] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:06:39.177316] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T00:06:39.177367] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7831 tests
[2025-10-18T00:06:39.177411] [INFO ] [CONFIGURE ] MTRN: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:06:39.177453] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:06:39.310735] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:39.450041] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:06:39.585833] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:39.720107] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:06:39.869450] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:40.016187] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:40.156837] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:40.297387] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:06:40.435315] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:06:40.576781] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:06:40.576979] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T00:06:40.577042] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7830 tests
[2025-10-18T00:06:40.577081] [INFO ] [CONFIGURE ] MTRN: Testing feature 3/29: add_daily_returns
[2025-10-18T00:06:40.577114] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_daily_returns']
[2025-10-18T00:06:40.697398] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:40.818085] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:40.938305] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:41.060103] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:06:41.179174] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:41.302933] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:41.430772] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:41.553798] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:06:41.681355] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:06:41.807616] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:06:41.807810] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T00:06:41.807890] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7829 tests
[2025-10-18T00:06:41.807943] [INFO ] [CONFIGURE ] MTRN: Testing feature 4/29: add_ema
[2025-10-18T00:06:41.807977] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_ema']
[2025-10-18T00:06:41.941348] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:42.072362] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:06:42.200346] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:06:42.328374] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:42.464525] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:42.600390] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:42.732566] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:42.865969] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:06:42.999114] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:06:43.127601] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:06:43.127795] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_ema (score: 40.00%)
[2025-10-18T00:06:43.127877] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7828 tests
[2025-10-18T00:06:43.127936] [INFO ] [CONFIGURE ] MTRN: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:06:43.127972] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:06:43.259254] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:43.389190] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:43.522508] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:06:43.652673] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:43.800768] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:43.946872] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:44.078588] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:44.209611] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:06:44.342193] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:06:44.482530] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:06:44.482702] [INFO ] [CONFIGURE ] MTRN: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-18T00:06:44.482760] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7827 tests
[2025-10-18T00:06:44.482818] [INFO ] [CONFIGURE ] MTRN: Testing feature 6/29: add_failed_moves
[2025-10-18T00:06:44.482850] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T00:06:44.622413] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:44.761868] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:44.903171] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:06:45.048972] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:45.187311] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:45.323708] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:45.494278] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:45.633677] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:06:45.787479] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:06:45.942834] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:06:45.942983] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:06:45.943027] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7826 tests
[2025-10-18T00:06:45.943063] [INFO ] [CONFIGURE ] MTRN: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:06:45.943095] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T00:06:46.082102] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:46.223109] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:06:46.367272] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:06:46.513595] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:06:46.659385] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:46.804200] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:46.955869] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:47.103731] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:06:47.250946] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:06:47.410265] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:06:47.410442] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T00:06:47.410487] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7825 tests
[2025-10-18T00:06:47.410522] [INFO ] [CONFIGURE ] MTRN: Testing feature 8/29: add_macd
[2025-10-18T00:06:47.410555] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T00:06:47.576825] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:47.742626] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:06:47.904616] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:48.066734] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:06:48.229702] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:48.393045] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:48.553302] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:06:48.716362] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:06:48.879717] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:06:49.043298] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:06:49.043461] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:06:49.043507] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7824 tests
[2025-10-18T00:06:49.043541] [INFO ] [CONFIGURE ] MTRN: Testing feature 9/29: add_mfi
[2025-10-18T00:06:49.043573] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T00:06:49.190734] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:49.340858] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:49.489622] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:06:49.638449] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:49.788427] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:49.939327] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:50.088543] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:50.238332] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:06:50.388960] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:06:50.547900] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:06:50.548091] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T00:06:50.548136] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7823 tests
[2025-10-18T00:06:50.548172] [INFO ] [CONFIGURE ] MTRN: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:06:50.548204] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:06:50.714603] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:50.876788] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:51.034865] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:51.198327] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:06:51.391790] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:51.587132] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:51.771695] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:06:51.947659] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:06:52.120809] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:06:52.296316] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:06:52.296471] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:06:52.296516] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7822 tests
[2025-10-18T00:06:52.296552] [INFO ] [CONFIGURE ] MTRN: Testing feature 11/29: add_obv_daily
[2025-10-18T00:06:52.296584] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T00:06:52.456099] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:52.600380] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:52.751094] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:52.899205] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:06:53.046536] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:53.192127] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:53.343025] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:53.493341] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:06:53.648064] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:06:53.801471] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:06:53.801698] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:06:53.801760] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7821 tests
[2025-10-18T00:06:53.801800] [INFO ] [CONFIGURE ] MTRN: Testing feature 12/29: add_obv_interval
[2025-10-18T00:06:53.801891] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T00:06:53.945364] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:54.094525] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:06:54.239796] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:06:54.388295] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:06:54.543273] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:54.687960] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:06:54.840374] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:54.987199] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:06:55.137363] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:06:55.293701] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:06:55.293942] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T00:06:55.294024] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7820 tests
[2025-10-18T00:06:55.294100] [INFO ] [CONFIGURE ] MTRN: Testing feature 13/29: add_opening_strength
[2025-10-18T00:06:55.294171] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:06:55.454002] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:06:55.612237] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:55.773201] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:06:55.930857] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:06:56.088729] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:56.248751] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:56.410542] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:06:56.572001] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:06:56.736899] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:06:56.906530] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:06:56.906728] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T00:06:56.906785] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7819 tests
[2025-10-18T00:06:56.906822] [INFO ] [CONFIGURE ] MTRN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:06:56.906855] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T00:06:57.068660] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:57.229671] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:57.393107] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:06:57.561937] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:06:57.728753] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:06:57.895834] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:58.062851] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:58.231927] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:06:58.400058] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:06:58.572850] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:06:58.573044] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:06:58.573091] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7818 tests
[2025-10-18T00:06:58.573129] [INFO ] [CONFIGURE ] MTRN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:06:58.573162] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T00:06:58.719187] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:06:58.863773] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:06:59.009498] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:06:59.152912] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:06:59.297248] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:06:59.446025] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:06:59.591376] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:06:59.734006] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:06:59.870987] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:00.011764] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:07:00.011951] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T00:07:00.012000] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7817 tests
[2025-10-18T00:07:00.012037] [INFO ] [CONFIGURE ] MTRN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:07:00.012070] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T00:07:00.157011] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:07:00.301952] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:07:00.448907] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:00.593001] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:07:00.740590] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:07:00.887267] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:07:01.044208] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:07:01.193912] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:01.356128] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:01.501630] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:07:01.501819] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T00:07:01.501866] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7816 tests
[2025-10-18T00:07:01.501900] [INFO ] [CONFIGURE ] MTRN: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:07:01.501931] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T00:07:01.645582] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:01.788435] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:01.952291] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:07:02.106588] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:07:02.280351] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:07:02.454445] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:07:02.624575] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:02.782075] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:02.929412] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:03.077068] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:07:03.077245] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:07:03.077290] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7815 tests
[2025-10-18T00:07:03.077324] [INFO ] [CONFIGURE ] MTRN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:07:03.077354] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T00:07:03.206982] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:03.341142] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:03.472399] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:07:03.604836] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:07:03.738264] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:07:03.873516] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:07:04.008253] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:07:04.142865] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:04.277203] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:04.417388] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:07:04.417584] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:07:04.417669] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7814 tests
[2025-10-18T00:07:04.417737] [INFO ] [CONFIGURE ] MTRN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:07:04.417795] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T00:07:04.549397] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:04.683912] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:04.817106] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:04.949411] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:07:05.084091] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:07:05.220541] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:07:05.356630] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:05.494401] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:05.630735] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:05.771406] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:07:05.771559] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:07:05.771603] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7813 tests
[2025-10-18T00:07:05.771638] [INFO ] [CONFIGURE ] MTRN: Testing feature 20/29: add_price_rejection
[2025-10-18T00:07:05.771715] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T00:07:05.914898] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:06.057015] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:07:06.200944] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:07:06.342732] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:07:06.489882] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:07:06.638622] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:07:06.782069] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:06.926309] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:07.069817] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:07.214344] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:07:07.214531] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T00:07:07.214575] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7812 tests
[2025-10-18T00:07:07.214608] [INFO ] [CONFIGURE ] MTRN: Testing feature 21/29: add_range_position
[2025-10-18T00:07:07.214639] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T00:07:07.364762] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:07.514635] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:07:07.669343] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:07:07.821234] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:07:07.973442] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:08.132628] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:07:08.288218] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:08.444931] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:07:08.602955] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:08.760925] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:07:08.761094] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:07:08.761140] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7811 tests
[2025-10-18T00:07:08.761177] [INFO ] [CONFIGURE ] MTRN: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:07:08.761209] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T00:07:08.930148] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:09.106512] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:09.286189] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:09.464447] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:07:09.755789] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:07:09.930330] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:07:10.106005] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:10.286014] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:10.467980] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:10.652069] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:07:10.652256] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T00:07:10.652302] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7810 tests
[2025-10-18T00:07:10.652338] [INFO ] [CONFIGURE ] MTRN: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:07:10.652369] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T00:07:10.801074] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:10.956035] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:11.099983] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:11.243309] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:07:11.397992] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:07:11.547827] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:07:11.712497] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:11.882914] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:12.034263] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:12.187777] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:07:12.188020] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T00:07:12.188075] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7809 tests
[2025-10-18T00:07:12.188111] [INFO ] [CONFIGURE ] MTRN: Testing feature 24/29: add_rsi
[2025-10-18T00:07:12.188142] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-18T00:07:12.357114] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:12.525229] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:07:12.695786] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:07:12.865999] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:07:13.030281] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:07:13.206330] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:07:13.378300] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:13.549550] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:13.716282] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:13.883400] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:07:13.883581] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:07:13.883626] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7808 tests
[2025-10-18T00:07:13.883697] [INFO ] [CONFIGURE ] MTRN: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:07:13.883741] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T00:07:14.023238] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:14.169925] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:14.314820] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:14.464535] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:07:14.617199] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:07:14.798759] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:07:15.001092] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:15.216519] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:15.384618] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:15.547592] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:07:15.547932] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:07:15.547996] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7807 tests
[2025-10-18T00:07:15.548036] [INFO ] [CONFIGURE ] MTRN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:07:15.548069] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T00:07:15.698546] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:15.842484] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:15.984336] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:16.126705] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:07:16.267270] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:07:16.407801] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:07:16.551024] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:07:16.703226] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:16.848124] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:16.996111] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:07:16.996307] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T00:07:16.996353] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7806 tests
[2025-10-18T00:07:16.996389] [INFO ] [CONFIGURE ] MTRN: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:07:16.996420] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T00:07:17.144277] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:17.290735] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:07:17.438107] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:07:17.598112] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:07:17.763078] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:07:17.927337] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:07:18.102261] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:18.272941] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:18.433014] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:18.590463] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:07:18.590617] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:07:18.590692] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7805 tests
[2025-10-18T00:07:18.590740] [INFO ] [CONFIGURE ] MTRN: Testing feature 28/29: add_volume_profile
[2025-10-18T00:07:18.590775] [INFO ] [CONFIGURE ] MTRN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-18T00:07:18.733130] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:18.877713] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:07:19.028387] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:19.179482] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:07:19.324305] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:07:19.470811] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:07:19.625040] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:19.775989] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:19.925444] [DEBUG] [FORECASTER] MTRN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:20.075209] [DEBUG] [FORECASTER] MTRN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:07:20.075333] [INFO ] [CONFIGURE ] MTRN: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:07:20.075398] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 1.5s/test | Remaining: 7804 tests
[2025-10-18T00:07:20.075456] [INFO ] [CONFIGURE ] MTRN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:07:20.075511] [INFO ] [CONFIGURE ] MTRN: Best accuracy: 70.00%
[2025-10-18T00:07:20.075544] [INFO ] [CONFIGURE ] MTRN: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:07:20.075573] [INFO ] [CONFIGURE ] MTRN: Improvement over baseline: 10.00%
[2025-10-18T00:07:20.075599] [INFO ] [CONFIGURE ] MTRN: Total time: 42.2 seconds
[2025-10-18T00:07:20.075625] [INFO ] [CONFIGURE ] MTRN: Average time per feature: 1.5 seconds
[2025-10-18T00:07:20.075683] [INFO ] [CONFIGURE ] MTRN: Average speed: 0.69 features/sec
[2025-10-18T00:07:20.076076] [INFO ] [LOCAL     ] Saved configuration for MTRN: 2 features, 70.00% accuracy -> ./output/feature-sets/MTRN.json
[2025-10-18T00:07:20.076144] [INFO ] [CONFIGURE ] MTRN: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T00:07:20.076230] [INFO ] [sig       ] [112/380] Successfully configured MTRN | 0.02 sym/s | Total: 1.3h | ETA: 3.2h
[2025-10-18T00:07:20.076296] [INFO ] [sig       ] [113/380] Configuring MTW...
[2025-10-18T00:07:20.076362] [INFO ] [CONFIGURE ] MTW: Configurate test run.
[2025-10-18T00:07:20.076416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTW' from 'https://tdm.silogroup.org/data/derivative_storage/MTW.csv'.
[2025-10-18T00:07:20.096252] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTW'.
[2025-10-18T00:07:20.097015] [INFO ] [CONFIGURE ] MTW: Testing with 29 available features
[2025-10-18T00:07:20.097077] [INFO ] [CONFIGURE ] MTW: Establishing baseline with no features...
[2025-10-18T00:07:20.228103] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:07:20.343026] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:07:20.453259] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:20.567400] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:20.682063] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:20.798556] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:07:20.917081] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:21.045110] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:21.173115] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:21.297068] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:21.297298] [INFO ] [CONFIGURE ] MTW: Baseline score (no features): 70.00%
[2025-10-18T00:07:21.297347] [INFO ] [CONFIGURE ] MTW: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:07:21.297381] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:07:21.432546] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:07:21.563807] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:21.703064] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:21.868481] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:22.002534] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:22.140752] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:07:22.273047] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:22.405168] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:22.545935] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:22.675269] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:07:22.675444] [INFO ] [CONFIGURE ] MTW: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T00:07:22.675488] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7803 tests
[2025-10-18T00:07:22.675522] [INFO ] [CONFIGURE ] MTW: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:07:22.675552] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:07:22.797368] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:07:22.919146] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:07:23.042190] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:23.181755] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:23.307555] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:23.434001] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:07:23.561944] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:23.684042] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:23.804865] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:23.935442] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:23.935665] [INFO ] [CONFIGURE ] MTW: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T00:07:23.935741] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7802 tests
[2025-10-18T00:07:23.935800] [INFO ] [CONFIGURE ] MTW: Testing feature 3/29: add_daily_returns
[2025-10-18T00:07:23.935835] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns']
[2025-10-18T00:07:24.057995] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:24.167289] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:07:24.275462] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:24.392620] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:24.501007] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:24.610944] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:07:24.719178] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:24.827818] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:24.936317] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:25.044046] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:25.044156] [INFO ] [CONFIGURE ] MTW: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T00:07:25.044198] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7801 tests
[2025-10-18T00:07:25.044232] [INFO ] [CONFIGURE ] MTW: Testing feature 4/29: add_ema
[2025-10-18T00:07:25.044261] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_ema']
[2025-10-18T00:07:25.163561] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:25.283187] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:07:25.402427] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:25.520143] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:25.640141] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:07:25.763016] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:07:25.883462] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:26.004356] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:26.126850] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:26.277891] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:26.278077] [INFO ] [CONFIGURE ] MTW: DISCARDED add_ema (score: 60.00%)
[2025-10-18T00:07:26.278125] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7800 tests
[2025-10-18T00:07:26.278161] [INFO ] [CONFIGURE ] MTW: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:07:26.278193] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:07:26.434606] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:07:26.582955] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:07:26.724567] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:26.861719] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:27.001477] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:27.143368] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:07:27.283820] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:27.426145] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:27.569681] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:27.717028] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:27.717218] [INFO ] [CONFIGURE ] MTW: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:07:27.717277] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7799 tests
[2025-10-18T00:07:27.717313] [INFO ] [CONFIGURE ] MTW: Testing feature 6/29: add_failed_moves
[2025-10-18T00:07:27.717344] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_failed_moves']
[2025-10-18T00:07:27.836115] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:07:27.960280] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:07:28.079957] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:28.199520] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:28.319454] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:28.440250] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:07:28.560468] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:28.680773] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:28.802596] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:28.926969] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:28.927133] [INFO ] [CONFIGURE ] MTW: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:07:28.927178] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7798 tests
[2025-10-18T00:07:28.927262] [INFO ] [CONFIGURE ] MTW: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:07:28.927315] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_lag_shelf']
[2025-10-18T00:07:29.036319] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:07:29.146214] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:07:29.258202] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:29.373361] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:29.486282] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:29.599912] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:07:29.713007] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:29.826114] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:29.941261] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:30.056040] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:30.056216] [INFO ] [CONFIGURE ] MTW: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T00:07:30.056280] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7797 tests
[2025-10-18T00:07:30.056320] [INFO ] [CONFIGURE ] MTW: Testing feature 8/29: add_macd
[2025-10-18T00:07:30.056355] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:07:30.205238] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:07:30.350929] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:30.497354] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:30.648868] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:30.801269] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:30.988532] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:07:31.141016] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:31.294553] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:31.448856] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:31.604483] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:07:31.604702] [INFO ] [CONFIGURE ] MTW: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:07:31.604769] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7796 tests
[2025-10-18T00:07:31.604809] [INFO ] [CONFIGURE ] MTW: Testing feature 9/29: add_mfi
[2025-10-18T00:07:31.604843] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_mfi']
[2025-10-18T00:07:31.731011] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:07:31.858918] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:31.991764] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:32.117313] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:32.244296] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:32.372452] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:07:32.500868] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:32.628053] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:32.754882] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:32.885795] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:07:32.885982] [INFO ] [CONFIGURE ] MTW: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T00:07:32.886028] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7795 tests
[2025-10-18T00:07:32.886064] [INFO ] [CONFIGURE ] MTW: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:07:32.886097] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:07:33.025187] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:07:33.163053] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:33.296309] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:33.432161] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:33.567082] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:33.702069] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:07:33.837962] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:34.002093] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:34.137714] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:34.276767] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:34.276948] [INFO ] [CONFIGURE ] MTW: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:07:34.276994] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7794 tests
[2025-10-18T00:07:34.277029] [INFO ] [CONFIGURE ] MTW: Testing feature 11/29: add_obv_daily
[2025-10-18T00:07:34.277061] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_obv_daily']
[2025-10-18T00:07:34.385959] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:07:34.495506] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:34.607343] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:34.722372] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:34.834841] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:34.946967] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:07:35.058582] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:35.170631] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:35.283587] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:07:35.400356] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:35.400505] [INFO ] [CONFIGURE ] MTW: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:07:35.400548] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7793 tests
[2025-10-18T00:07:35.400588] [INFO ] [CONFIGURE ] MTW: Testing feature 12/29: add_obv_interval
[2025-10-18T00:07:35.400619] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_obv_interval']
[2025-10-18T00:07:35.509603] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:07:35.620636] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:35.735574] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:35.856247] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:35.980941] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:07:36.107677] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:07:36.230061] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:36.353836] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:36.476572] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:36.598565] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:36.598774] [INFO ] [CONFIGURE ] MTW: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T00:07:36.598837] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7792 tests
[2025-10-18T00:07:36.598874] [INFO ] [CONFIGURE ] MTW: Testing feature 13/29: add_opening_strength
[2025-10-18T00:07:36.598906] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:07:36.727324] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:36.844368] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:36.963266] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:37.083878] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:37.204985] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:37.326871] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:07:37.451868] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:37.574709] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:37.702068] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:37.833271] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:37.833428] [INFO ] [CONFIGURE ] MTW: KEPT add_opening_strength (score: 80.00%)
[2025-10-18T00:07:37.833474] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7791 tests
[2025-10-18T00:07:37.833508] [INFO ] [CONFIGURE ] MTW: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:07:37.833539] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T00:07:37.970482] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:38.109930] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:38.249214] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:38.392006] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:38.533359] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:38.677985] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:07:38.826196] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:38.968035] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:39.113405] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:39.255133] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:39.255340] [INFO ] [CONFIGURE ] MTW: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T00:07:39.255398] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7790 tests
[2025-10-18T00:07:39.255435] [INFO ] [CONFIGURE ] MTW: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:07:39.255467] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-18T00:07:39.379154] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:07:39.502037] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:39.630441] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:39.753529] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:39.881164] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:40.028045] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:07:40.154375] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:40.277487] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:40.401045] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:40.524770] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:40.524913] [INFO ] [CONFIGURE ] MTW: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:07:40.524956] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7789 tests
[2025-10-18T00:07:40.525081] [INFO ] [CONFIGURE ] MTW: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:07:40.525122] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T00:07:40.652197] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:40.783457] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:40.919125] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:41.055176] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:41.193261] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:41.326048] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:07:41.463221] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:41.596843] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:41.729923] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:41.865712] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:41.865870] [INFO ] [CONFIGURE ] MTW: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T00:07:41.865914] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7788 tests
[2025-10-18T00:07:41.865949] [INFO ] [CONFIGURE ] MTW: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:07:41.865979] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-18T00:07:41.997937] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:42.129438] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:42.261211] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:42.393949] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:42.527570] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:42.664764] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:07:42.806452] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:42.946151] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:43.116568] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:43.259028] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:43.259253] [INFO ] [CONFIGURE ] MTW: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:07:43.259317] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7787 tests
[2025-10-18T00:07:43.259367] [INFO ] [CONFIGURE ] MTW: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:07:43.259425] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-18T00:07:43.394398] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:43.528134] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:43.660515] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:43.790871] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:43.921098] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:44.053877] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:07:44.193767] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:44.326555] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:44.458076] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:44.591801] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:44.591977] [INFO ] [CONFIGURE ] MTW: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T00:07:44.592022] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7786 tests
[2025-10-18T00:07:44.592058] [INFO ] [CONFIGURE ] MTW: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:07:44.592090] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-18T00:07:44.721566] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:44.855245] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:44.982892] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:45.113201] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:45.241580] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:45.373531] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:07:45.511781] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:45.653789] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:45.786384] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:45.919430] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:45.919617] [INFO ] [CONFIGURE ] MTW: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:07:45.919694] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7785 tests
[2025-10-18T00:07:45.919768] [INFO ] [CONFIGURE ] MTW: Testing feature 20/29: add_price_rejection
[2025-10-18T00:07:45.919803] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-18T00:07:46.061129] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:46.198093] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:46.336864] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:46.474764] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:46.616513] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:46.764956] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:07:46.908451] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:47.063054] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:47.204411] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:47.348715] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:47.348894] [INFO ] [CONFIGURE ] MTW: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:07:47.348938] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7784 tests
[2025-10-18T00:07:47.348973] [INFO ] [CONFIGURE ] MTW: Testing feature 21/29: add_range_position
[2025-10-18T00:07:47.349003] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-18T00:07:47.499346] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:07:47.655038] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:47.806109] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:47.953828] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:48.102793] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:48.258954] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:07:48.411281] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:48.560413] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:48.716953] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:48.868925] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:48.869088] [INFO ] [CONFIGURE ] MTW: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:07:48.869131] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7783 tests
[2025-10-18T00:07:48.869166] [INFO ] [CONFIGURE ] MTW: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:07:48.869197] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-18T00:07:49.029933] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:49.194074] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:49.354042] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:49.523746] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:49.691596] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:49.861116] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:07:50.025422] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:50.193269] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:50.356958] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:50.525084] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:07:50.525277] [INFO ] [CONFIGURE ] MTW: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T00:07:50.525322] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7782 tests
[2025-10-18T00:07:50.525357] [INFO ] [CONFIGURE ] MTW: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:07:50.525390] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-18T00:07:50.663043] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:50.805185] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:50.948368] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:51.088795] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:51.231334] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:51.375176] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:07:51.518001] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:51.658693] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:51.810800] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:51.951599] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:51.951779] [INFO ] [CONFIGURE ] MTW: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T00:07:51.951828] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7781 tests
[2025-10-18T00:07:51.951864] [INFO ] [CONFIGURE ] MTW: Testing feature 24/29: add_rsi
[2025-10-18T00:07:51.951896] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-18T00:07:52.106218] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:52.266150] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:52.421973] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:52.578100] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:52.736390] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:52.897069] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:07:53.063960] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:53.231963] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:53.391221] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:53.550552] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:53.550752] [INFO ] [CONFIGURE ] MTW: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T00:07:53.550805] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7780 tests
[2025-10-18T00:07:53.550845] [INFO ] [CONFIGURE ] MTW: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:07:53.550876] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-18T00:07:53.687621] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:53.827089] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:53.973887] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:54.108583] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:54.242007] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:54.376958] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:07:54.513614] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:54.650309] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:54.787550] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:54.936012] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:54.936251] [INFO ] [CONFIGURE ] MTW: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T00:07:54.936327] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7779 tests
[2025-10-18T00:07:54.936381] [INFO ] [CONFIGURE ] MTW: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:07:54.936417] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-18T00:07:55.085245] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:07:55.247051] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:55.385936] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:55.521771] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:55.660683] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:55.803108] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:07:55.943405] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:56.082106] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:56.222148] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:56.365789] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:56.366019] [INFO ] [CONFIGURE ] MTW: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:07:56.366078] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7778 tests
[2025-10-18T00:07:56.366115] [INFO ] [CONFIGURE ] MTW: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:07:56.366146] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-18T00:07:56.510290] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:07:56.653660] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:56.799016] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:56.943743] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:57.090573] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:57.239900] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:07:57.388808] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:57.537071] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:57.693824] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:57.842859] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:57.843013] [INFO ] [CONFIGURE ] MTW: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T00:07:57.843058] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7777 tests
[2025-10-18T00:07:57.843092] [INFO ] [CONFIGURE ] MTW: Testing feature 28/29: add_volume_profile
[2025-10-18T00:07:57.843122] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-18T00:07:57.983188] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:07:58.117052] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:58.287803] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:58.423877] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:58.562792] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:07:58.700398] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:07:58.843922] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:07:58.983393] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:07:59.127727] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:07:59.269085] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:07:59.269259] [INFO ] [CONFIGURE ] MTW: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:07:59.269302] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7776 tests
[2025-10-18T00:07:59.269337] [INFO ] [CONFIGURE ] MTW: Testing feature 29/29: add_vwap
[2025-10-18T00:07:59.269367] [INFO ] [CONFIGURE ] MTW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-18T00:07:59.408618] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:07:59.554121] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:07:59.701194] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:07:59.845473] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:07:59.984036] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:00.123976] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:08:00.264559] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:08:00.409532] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:08:00.556418] [DEBUG] [FORECASTER] MTW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:00.698378] [DEBUG] [FORECASTER] MTW: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:08:00.698553] [INFO ] [CONFIGURE ] MTW: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T00:08:00.698599] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7775 tests
[2025-10-18T00:08:00.698674] [INFO ] [CONFIGURE ] MTW: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:08:00.698732] [INFO ] [CONFIGURE ] MTW: Best accuracy: 80.00%
[2025-10-18T00:08:00.698767] [INFO ] [CONFIGURE ] MTW: Best feature set (2 features): ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:08:00.698797] [INFO ] [CONFIGURE ] MTW: Improvement over baseline: 10.00%
[2025-10-18T00:08:00.698865] [INFO ] [CONFIGURE ] MTW: Total time: 39.4 seconds
[2025-10-18T00:08:00.698914] [INFO ] [CONFIGURE ] MTW: Average time per feature: 1.4 seconds
[2025-10-18T00:08:00.699020] [INFO ] [CONFIGURE ] MTW: Average speed: 0.74 features/sec
[2025-10-18T00:08:00.699826] [INFO ] [LOCAL     ] Saved configuration for MTW: 2 features, 80.00% accuracy -> ./output/feature-sets/MTW.json
[2025-10-18T00:08:00.699895] [INFO ] [CONFIGURE ] MTW: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T00:08:00.699995] [INFO ] [sig       ] [113/380] Successfully configured MTW | 0.02 sym/s | Total: 1.3h | ETA: 3.2h
[2025-10-18T00:08:00.700074] [INFO ] [sig       ] [114/380] Configuring MTX...
[2025-10-18T00:08:00.700140] [INFO ] [CONFIGURE ] MTX: Configurate test run.
[2025-10-18T00:08:00.700195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-10-18T00:08:00.714999] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTX'.
[2025-10-18T00:08:00.715477] [INFO ] [CONFIGURE ] MTX: Testing with 29 available features
[2025-10-18T00:08:00.715534] [INFO ] [CONFIGURE ] MTX: Establishing baseline with no features...
[2025-10-18T00:08:00.822901] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:00.928859] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:01.035920] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:01.147966] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:01.308681] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:01.437591] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:08:01.549962] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:01.664500] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:01.777675] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:01.889491] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:01.889723] [INFO ] [CONFIGURE ] MTX: Baseline score (no features): 70.00%
[2025-10-18T00:08:01.889789] [INFO ] [CONFIGURE ] MTX: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:08:01.889826] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:08:02.007005] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:02.125485] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:02.256220] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:02.379407] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:02.506573] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:02.626102] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:08:02.746403] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:02.866147] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:02.991160] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:03.112244] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:08:03.112415] [INFO ] [CONFIGURE ] MTX: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T00:08:03.112458] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7774 tests
[2025-10-18T00:08:03.112512] [INFO ] [CONFIGURE ] MTX: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:08:03.112545] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:08:03.237844] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:03.371141] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:03.503411] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:03.636828] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:03.770026] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:03.899946] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:08:04.030720] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:04.169525] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:04.325618] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:04.466051] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:04.466226] [INFO ] [CONFIGURE ] MTX: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T00:08:04.466293] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7773 tests
[2025-10-18T00:08:04.466351] [INFO ] [CONFIGURE ] MTX: Testing feature 3/29: add_daily_returns
[2025-10-18T00:08:04.466384] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_daily_returns']
[2025-10-18T00:08:04.576151] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:04.686214] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:04.796488] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:04.907913] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:05.022141] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:05.133343] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:08:05.246285] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:08:05.360029] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:05.472239] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:05.586606] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:05.586794] [INFO ] [CONFIGURE ] MTX: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T00:08:05.586843] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7772 tests
[2025-10-18T00:08:05.586878] [INFO ] [CONFIGURE ] MTX: Testing feature 4/29: add_ema
[2025-10-18T00:08:05.586913] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_ema']
[2025-10-18T00:08:05.709412] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:05.834955] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:05.960986] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:06.088591] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:06.215426] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:06.344812] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:08:06.477145] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:06.602630] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:06.728347] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:06.859131] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:08:06.859297] [INFO ] [CONFIGURE ] MTX: DISCARDED add_ema (score: 60.00%)
[2025-10-18T00:08:06.859343] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7771 tests
[2025-10-18T00:08:06.859378] [INFO ] [CONFIGURE ] MTX: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:08:06.859410] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:08:06.995722] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:08:07.133625] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:07.276844] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:07.451183] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:07.595606] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:07.786040] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:08:07.977797] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:08.150723] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:08.316733] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:08.468412] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:08.468666] [INFO ] [CONFIGURE ] MTX: KEPT add_exhaustion_signals (score: 80.00%)
[2025-10-18T00:08:08.468733] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7770 tests
[2025-10-18T00:08:08.468772] [INFO ] [CONFIGURE ] MTX: Testing feature 6/29: add_failed_moves
[2025-10-18T00:08:08.468804] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T00:08:08.619611] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:08:08.781241] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:08.933856] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:09.091851] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:09.246920] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:09.391338] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:08:09.531774] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:09.674861] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:09.836809] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:09.977261] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:09.977417] [INFO ] [CONFIGURE ] MTX: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T00:08:09.977460] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7769 tests
[2025-10-18T00:08:09.977495] [INFO ] [CONFIGURE ] MTX: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:08:09.977526] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T00:08:10.107140] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:08:10.237183] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:10.370730] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:10.502594] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:10.634515] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:10.765923] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:08:10.907898] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:11.058492] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:11.207617] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:11.357608] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:11.357797] [INFO ] [CONFIGURE ] MTX: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T00:08:11.357880] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7768 tests
[2025-10-18T00:08:11.357938] [INFO ] [CONFIGURE ] MTX: Testing feature 8/29: add_macd
[2025-10-18T00:08:11.357973] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T00:08:11.516669] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:11.674847] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:11.832498] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:11.991192] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:12.152354] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:12.309739] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:08:12.475548] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:12.638682] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:12.801359] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:12.962084] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:12.962336] [INFO ] [CONFIGURE ] MTX: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:08:12.962400] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7767 tests
[2025-10-18T00:08:12.962441] [INFO ] [CONFIGURE ] MTX: Testing feature 9/29: add_mfi
[2025-10-18T00:08:12.962474] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T00:08:13.109147] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:13.296994] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:13.446879] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:13.595881] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:13.744178] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:13.906719] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:08:14.076809] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:14.229883] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:14.380945] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:14.532148] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:14.532310] [INFO ] [CONFIGURE ] MTX: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:08:14.532375] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7766 tests
[2025-10-18T00:08:14.532412] [INFO ] [CONFIGURE ] MTX: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:08:14.532444] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:08:14.695051] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:14.861724] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:15.027003] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:15.190963] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:15.356911] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:15.523015] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:08:15.691405] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:15.860195] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:16.033805] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:16.208865] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:16.209027] [INFO ] [CONFIGURE ] MTX: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:08:16.209071] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7765 tests
[2025-10-18T00:08:16.209107] [INFO ] [CONFIGURE ] MTX: Testing feature 11/29: add_obv_daily
[2025-10-18T00:08:16.209140] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T00:08:16.355948] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:16.534505] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:16.679674] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:16.824195] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:16.969804] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:17.116354] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:08:17.257537] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:17.398021] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:17.542362] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:17.683815] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:17.683997] [INFO ] [CONFIGURE ] MTX: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T00:08:17.684041] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7764 tests
[2025-10-18T00:08:17.684077] [INFO ] [CONFIGURE ] MTX: Testing feature 12/29: add_obv_interval
[2025-10-18T00:08:17.684109] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T00:08:17.832603] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:17.977313] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:18.121978] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:18.269995] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:18.415810] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:18.561840] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:08:18.707575] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:18.853316] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:19.006507] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:19.155079] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:19.155240] [INFO ] [CONFIGURE ] MTX: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:08:19.155283] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7763 tests
[2025-10-18T00:08:19.155318] [INFO ] [CONFIGURE ] MTX: Testing feature 13/29: add_opening_strength
[2025-10-18T00:08:19.155348] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:08:19.312538] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:19.465602] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:19.621980] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:19.787820] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:19.939242] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:20.095839] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:08:20.253474] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:08:20.411190] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:20.565259] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:20.721493] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:20.721706] [INFO ] [CONFIGURE ] MTX: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T00:08:20.721766] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7762 tests
[2025-10-18T00:08:20.721805] [INFO ] [CONFIGURE ] MTX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:08:20.721935] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T00:08:20.888337] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:08:21.049854] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:21.211246] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:21.372882] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:21.539957] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:21.709814] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:08:21.881770] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:22.053075] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:22.254796] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:22.419691] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:22.419859] [INFO ] [CONFIGURE ] MTX: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:08:22.419903] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7761 tests
[2025-10-18T00:08:22.419992] [INFO ] [CONFIGURE ] MTX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:08:22.420045] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T00:08:22.567101] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:22.708845] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:22.851489] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:22.993934] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:23.131268] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:23.270816] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:08:23.412205] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:23.552238] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:23.693923] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:23.836073] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:23.836236] [INFO ] [CONFIGURE ] MTX: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:08:23.836280] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7760 tests
[2025-10-18T00:08:23.836316] [INFO ] [CONFIGURE ] MTX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:08:23.836348] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T00:08:23.981302] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:24.126430] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:24.275843] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:24.428313] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:24.576120] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:24.722458] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:08:24.869541] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:25.017495] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:25.164947] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:25.319060] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:25.319262] [INFO ] [CONFIGURE ] MTX: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:08:25.319326] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7759 tests
[2025-10-18T00:08:25.319373] [INFO ] [CONFIGURE ] MTX: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:08:25.319430] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T00:08:25.466238] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:25.641559] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:25.790156] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:25.940088] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:26.089403] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:26.246494] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:08:26.400391] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:26.546280] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:26.692959] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:26.852308] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:26.852485] [INFO ] [CONFIGURE ] MTX: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T00:08:26.852533] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7758 tests
[2025-10-18T00:08:26.852569] [INFO ] [CONFIGURE ] MTX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:08:26.852603] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T00:08:26.985148] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:27.124580] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:27.257616] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:27.390687] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:27.530569] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:27.669152] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:08:27.803905] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:27.951872] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:28.101922] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:28.266442] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:08:28.266720] [INFO ] [CONFIGURE ] MTX: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:08:28.266801] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7757 tests
[2025-10-18T00:08:28.266875] [INFO ] [CONFIGURE ] MTX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:08:28.266926] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T00:08:28.415495] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:08:28.566177] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:28.714083] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:28.864404] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:29.018692] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:29.166206] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:08:29.304138] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:29.442215] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:29.583612] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:29.725639] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:29.725839] [INFO ] [CONFIGURE ] MTX: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:08:29.725886] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7756 tests
[2025-10-18T00:08:29.725924] [INFO ] [CONFIGURE ] MTX: Testing feature 20/29: add_price_rejection
[2025-10-18T00:08:29.725957] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T00:08:29.883667] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:30.033494] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:30.174834] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:30.312824] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:30.452810] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:30.594461] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:08:30.734947] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:30.875924] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:31.017435] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:31.159788] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:31.159934] [INFO ] [CONFIGURE ] MTX: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T00:08:31.159980] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7755 tests
[2025-10-18T00:08:31.160014] [INFO ] [CONFIGURE ] MTX: Testing feature 21/29: add_range_position
[2025-10-18T00:08:31.160044] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T00:08:31.308100] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:08:31.461146] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:31.611381] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:31.762321] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:31.920945] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:32.077525] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:08:32.228837] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:32.379557] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:32.537830] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:32.695148] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:32.695330] [INFO ] [CONFIGURE ] MTX: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:08:32.695375] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7754 tests
[2025-10-18T00:08:32.695411] [INFO ] [CONFIGURE ] MTX: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:08:32.695443] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T00:08:32.864721] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:08:33.035661] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:33.203941] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:33.375236] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:33.566659] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:33.762447] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:08:33.956132] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:34.153211] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:34.346384] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:34.537612] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:34.537871] [INFO ] [CONFIGURE ] MTX: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T00:08:34.537955] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7753 tests
[2025-10-18T00:08:34.538027] [INFO ] [CONFIGURE ] MTX: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:08:34.538072] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T00:08:34.693193] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:34.844116] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:34.984499] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:35.127536] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:35.271548] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:35.416400] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:08:35.563790] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:35.716030] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:35.862363] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:36.008101] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:36.008267] [INFO ] [CONFIGURE ] MTX: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T00:08:36.008311] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7752 tests
[2025-10-18T00:08:36.008344] [INFO ] [CONFIGURE ] MTX: Testing feature 24/29: add_rsi
[2025-10-18T00:08:36.008376] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-18T00:08:36.169377] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:08:36.352910] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:36.530138] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:36.704948] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:36.873778] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:37.041129] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:08:37.206900] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:37.385366] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:37.547209] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:37.706809] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:37.706962] [INFO ] [CONFIGURE ] MTX: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T00:08:37.707005] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7751 tests
[2025-10-18T00:08:37.707039] [INFO ] [CONFIGURE ] MTX: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:08:37.707070] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T00:08:37.842516] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:37.978158] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:38.120024] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:38.258604] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:38.403487] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:38.542326] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:08:38.682994] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:38.821926] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:38.961767] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:39.102946] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:39.103097] [INFO ] [CONFIGURE ] MTX: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:08:39.103141] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7750 tests
[2025-10-18T00:08:39.103174] [INFO ] [CONFIGURE ] MTX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:08:39.103205] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T00:08:39.242087] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:08:39.383543] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:39.522528] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:39.661631] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:39.805989] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:39.945956] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:08:40.086854] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:40.226806] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:40.375253] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:40.524454] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:40.524605] [INFO ] [CONFIGURE ] MTX: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T00:08:40.524673] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7749 tests
[2025-10-18T00:08:40.524728] [INFO ] [CONFIGURE ] MTX: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:08:40.524762] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T00:08:40.675279] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:08:40.825479] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:40.975397] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:41.125187] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:41.275941] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:41.423159] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:08:41.570233] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:41.716845] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:41.864893] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:42.014608] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:42.014832] [INFO ] [CONFIGURE ] MTX: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T00:08:42.014883] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7748 tests
[2025-10-18T00:08:42.014918] [INFO ] [CONFIGURE ] MTX: Testing feature 28/29: add_volume_profile
[2025-10-18T00:08:42.014949] [INFO ] [CONFIGURE ] MTX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-18T00:08:42.152752] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:08:42.291919] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:42.430887] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:42.570923] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:42.715241] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:42.856871] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:08:42.997057] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:08:43.146258] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:08:43.289255] [DEBUG] [FORECASTER] MTX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:08:43.432570] [DEBUG] [FORECASTER] MTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:08:43.432914] [INFO ] [CONFIGURE ] MTX: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T00:08:43.432988] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7747 tests
[2025-10-18T00:08:43.433048] [INFO ] [CONFIGURE ] MTX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:08:43.433082] [INFO ] [CONFIGURE ] MTX: Best accuracy: 80.00%
[2025-10-18T00:08:43.433113] [INFO ] [CONFIGURE ] MTX: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:08:43.433140] [INFO ] [CONFIGURE ] MTX: Improvement over baseline: 10.00%
[2025-10-18T00:08:43.433166] [INFO ] [CONFIGURE ] MTX: Total time: 41.5 seconds
[2025-10-18T00:08:43.433192] [INFO ] [CONFIGURE ] MTX: Average time per feature: 1.5 seconds
[2025-10-18T00:08:43.433219] [INFO ] [CONFIGURE ] MTX: Average speed: 0.70 features/sec
[2025-10-18T00:08:43.433873] [INFO ] [LOCAL     ] Saved configuration for MTX: 2 features, 80.00% accuracy -> ./output/feature-sets/MTX.json
[2025-10-18T00:08:43.433949] [INFO ] [CONFIGURE ] MTX: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T00:08:43.434026] [INFO ] [sig       ] [114/380] Successfully configured MTX | 0.02 sym/s | Total: 1.4h | ETA: 3.2h
[2025-10-18T00:08:43.434093] [INFO ] [sig       ] [115/380] Configuring MTZ...
[2025-10-18T00:08:43.434158] [INFO ] [CONFIGURE ] MTZ: Configurate test run.
[2025-10-18T00:08:43.434214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-10-18T00:08:43.448026] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MTZ'.
[2025-10-18T00:08:43.448413] [INFO ] [CONFIGURE ] MTZ: Testing with 29 available features
[2025-10-18T00:08:43.448471] [INFO ] [CONFIGURE ] MTZ: Establishing baseline with no features...
[2025-10-18T00:08:43.549454] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:08:43.650622] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:43.751570] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:08:43.853221] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:43.955713] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:44.062389] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:08:44.176152] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:08:44.281728] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:08:44.389238] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:08:44.496843] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:08:44.497016] [INFO ] [CONFIGURE ] MTZ: Baseline score (no features): 60.00%
[2025-10-18T00:08:44.497062] [INFO ] [CONFIGURE ] MTZ: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:08:44.497096] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:08:44.612348] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:08:44.730734] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:44.853759] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:44.977175] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:45.102148] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:08:45.225376] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:08:45.346531] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:08:45.471128] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:08:45.593242] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:08:45.715940] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:08:45.716131] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T00:08:45.716176] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7746 tests
[2025-10-18T00:08:45.716210] [INFO ] [CONFIGURE ] MTZ: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:08:45.716240] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:08:45.839108] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:08:45.959731] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:46.080933] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:08:46.202048] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:46.326275] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:08:46.452160] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:08:46.576411] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:08:46.701376] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:08:46.861704] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:08:46.986992] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:08:46.987143] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:08:46.987188] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7745 tests
[2025-10-18T00:08:46.987224] [INFO ] [CONFIGURE ] MTZ: Testing feature 3/29: add_daily_returns
[2025-10-18T00:08:46.987257] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_daily_returns']
[2025-10-18T00:08:47.095559] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:08:47.202778] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:08:47.310976] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:08:47.418749] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:47.527226] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:08:47.636187] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:08:47.746359] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:08:47.856145] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:08:47.980892] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:08:48.097164] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:08:48.097361] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T00:08:48.097407] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7744 tests
[2025-10-18T00:08:48.097443] [INFO ] [CONFIGURE ] MTZ: Testing feature 4/29: add_ema
[2025-10-18T00:08:48.097474] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_ema']
[2025-10-18T00:08:48.227359] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:08:48.349075] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:48.471445] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:08:48.593174] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:48.718036] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:48.843264] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:08:48.969797] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:08:49.098255] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:08:49.229721] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:08:49.357376] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:08:49.357580] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_ema (score: 60.00%)
[2025-10-18T00:08:49.357670] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7743 tests
[2025-10-18T00:08:49.357731] [INFO ] [CONFIGURE ] MTZ: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:08:49.357768] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:08:49.493710] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:08:49.627418] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:49.754659] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:08:49.909924] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:50.046607] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:08:50.183386] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:08:50.322197] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:08:50.460732] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:08:50.599687] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:08:50.741350] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:08:50.741544] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:08:50.741590] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7742 tests
[2025-10-18T00:08:50.741625] [INFO ] [CONFIGURE ] MTZ: Testing feature 6/29: add_failed_moves
[2025-10-18T00:08:50.741691] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_failed_moves']
[2025-10-18T00:08:50.856270] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:08:50.971519] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:51.086946] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:08:51.203736] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:51.322369] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:51.440160] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:08:51.558358] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:08:51.676784] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:08:51.795762] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:08:51.915534] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:08:51.915721] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:08:51.915778] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7741 tests
[2025-10-18T00:08:51.915815] [INFO ] [CONFIGURE ] MTZ: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:08:51.915848] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_lag_shelf']
[2025-10-18T00:08:52.024013] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:08:52.131751] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:52.239351] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:08:52.342968] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:52.446678] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:52.550367] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:08:52.659974] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:08:52.768509] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:08:52.917016] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:08:53.023092] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:08:53.023261] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:08:53.023303] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7740 tests
[2025-10-18T00:08:53.023338] [INFO ] [CONFIGURE ] MTZ: Testing feature 8/29: add_macd
[2025-10-18T00:08:53.023369] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:08:53.165895] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:08:53.308074] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:53.452585] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:08:53.602288] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:08:53.751129] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:08:53.901142] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:08:54.050795] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:08:54.198523] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:08:54.347082] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:08:54.491558] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:08:54.491769] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:08:54.491823] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7739 tests
[2025-10-18T00:08:54.491860] [INFO ] [CONFIGURE ] MTZ: Testing feature 9/29: add_mfi
[2025-10-18T00:08:54.491891] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_mfi']
[2025-10-18T00:08:54.610101] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:08:54.727509] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:54.844917] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:08:54.964678] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:55.084141] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:55.203340] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:08:55.324940] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:08:55.444898] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:08:55.565895] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:08:55.687418] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:08:55.687612] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:08:55.687691] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7738 tests
[2025-10-18T00:08:55.687741] [INFO ] [CONFIGURE ] MTZ: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:08:55.687775] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:08:55.819289] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:08:55.980372] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:56.114998] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:08:56.249849] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:56.387199] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:08:56.522518] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:08:56.659293] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:08:56.795861] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:08:56.934209] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:08:57.075346] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:08:57.075540] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T00:08:57.075607] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7737 tests
[2025-10-18T00:08:57.075692] [INFO ] [CONFIGURE ] MTZ: Testing feature 11/29: add_obv_daily
[2025-10-18T00:08:57.075777] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_obv_daily']
[2025-10-18T00:08:57.188198] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:08:57.301773] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:57.412045] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:08:57.521830] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:57.632458] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:08:57.744297] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:08:57.856303] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:08:57.971824] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:08:58.088144] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:08:58.202053] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:08:58.202210] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:08:58.202254] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7736 tests
[2025-10-18T00:08:58.202287] [INFO ] [CONFIGURE ] MTZ: Testing feature 12/29: add_obv_interval
[2025-10-18T00:08:58.202317] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_obv_interval']
[2025-10-18T00:08:58.313206] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:08:58.422727] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:58.532770] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:08:58.644821] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:08:58.756450] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:08:58.868040] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:08:59.002366] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:08:59.117293] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:08:59.231143] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:08:59.345504] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:08:59.345680] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T00:08:59.345742] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7735 tests
[2025-10-18T00:08:59.345783] [INFO ] [CONFIGURE ] MTZ: Testing feature 13/29: add_opening_strength
[2025-10-18T00:08:59.345815] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:08:59.464638] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:08:59.586861] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:08:59.715169] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:08:59.843550] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:08:59.973745] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:00.107369] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:09:00.272286] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:00.429335] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:09:00.599705] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:09:00.743327] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:00.743504] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T00:09:00.743548] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7734 tests
[2025-10-18T00:09:00.743585] [INFO ] [CONFIGURE ] MTZ: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:09:00.743617] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T00:09:00.896926] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:09:01.047545] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:01.201935] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:01.355983] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:01.494087] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:01.625017] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:01.761957] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:01.908213] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:09:02.039202] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:09:02.167127] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:02.167306] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:09:02.167352] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7733 tests
[2025-10-18T00:09:02.167389] [INFO ] [CONFIGURE ] MTZ: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:09:02.167421] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T00:09:02.273070] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:09:02.375815] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:02.480817] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:02.597253] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:02.712053] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:02.825472] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:02.941368] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:03.060417] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:09:03.166061] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:09:03.280779] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:03.280968] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:09:03.281015] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7732 tests
[2025-10-18T00:09:03.281051] [INFO ] [CONFIGURE ] MTZ: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:09:03.281085] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T00:09:03.410335] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:09:03.542422] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:03.656826] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:03.780635] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:09:03.908970] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:04.039171] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:09:04.164577] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:04.295943] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:09:04.426790] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:09:04.555019] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:04.555177] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-18T00:09:04.555219] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7731 tests
[2025-10-18T00:09:04.555253] [INFO ] [CONFIGURE ] MTZ: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:09:04.555284] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_pbf_return_2d']
[2025-10-18T00:09:04.680194] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:09:04.807862] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:04.938182] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:09:05.061415] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:05.182546] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:09:05.307572] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:05.428128] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:09:05.548260] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:09:05.669071] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:09:05.790908] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:05.791100] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T00:09:05.791147] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7730 tests
[2025-10-18T00:09:05.791181] [INFO ] [CONFIGURE ] MTZ: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:09:05.791212] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T00:09:05.902664] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:09:06.006015] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:06.110590] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:06.218839] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:06.329600] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:06.446365] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:09:06.562592] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:06.680207] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:09:06.793549] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:09:06.909196] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:06.909358] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T00:09:06.909402] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7729 tests
[2025-10-18T00:09:06.909435] [INFO ] [CONFIGURE ] MTZ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:09:06.909489] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T00:09:07.018364] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:09:07.122334] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:07.235076] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:07.348425] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:07.464466] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:09:07.583574] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:07.704922] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:07.821464] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:09:07.933009] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:09:08.082282] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:08.082430] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T00:09:08.082473] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7728 tests
[2025-10-18T00:09:08.082506] [INFO ] [CONFIGURE ] MTZ: Testing feature 20/29: add_price_rejection
[2025-10-18T00:09:08.082538] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_price_rejection']
[2025-10-18T00:09:08.223627] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:09:08.348410] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:08.474956] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:08.601560] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:08.729868] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:08.855462] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:08.982026] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:09.108573] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:09:09.230910] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:09:09.352715] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:09.352825] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:09:09.352868] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7727 tests
[2025-10-18T00:09:09.352901] [INFO ] [CONFIGURE ] MTZ: Testing feature 21/29: add_range_position
[2025-10-18T00:09:09.352930] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_range_position']
[2025-10-18T00:09:09.479618] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:09:09.605415] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:09.739602] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:09.867589] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:09:09.996187] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:10.124561] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:09:10.253948] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:10.385783] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:09:10.511777] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:09:10.641133] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:10.641276] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T00:09:10.641338] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7726 tests
[2025-10-18T00:09:10.641375] [INFO ] [CONFIGURE ] MTZ: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:09:10.641406] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_realized_volatility']
[2025-10-18T00:09:10.782401] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:09:10.925436] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:11.075635] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:09:11.218463] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:11.364309] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:11.501797] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:09:11.644455] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:11.784315] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:09:11.927699] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:09:12.072042] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:12.072156] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T00:09:12.072198] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7725 tests
[2025-10-18T00:09:12.072232] [INFO ] [CONFIGURE ] MTZ: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:09:12.072261] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_recent_range_context']
[2025-10-18T00:09:12.181583] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:09:12.296620] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:12.407344] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:12.516905] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:12.628262] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:09:12.740795] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:12.854544] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:12.973265] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:09:13.087538] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:09:13.208190] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:13.208321] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T00:09:13.208363] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7724 tests
[2025-10-18T00:09:13.208396] [INFO ] [CONFIGURE ] MTZ: Testing feature 24/29: add_rsi
[2025-10-18T00:09:13.208426] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T00:09:13.339498] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:09:13.469867] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:13.604957] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:13.732132] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:09:13.862419] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:09:13.990787] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:14.150450] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:14.296369] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:09:14.447172] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:09:14.593831] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:14.594014] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T00:09:14.594059] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7723 tests
[2025-10-18T00:09:14.594095] [INFO ] [CONFIGURE ] MTZ: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:09:14.594127] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_tick_distribution']
[2025-10-18T00:09:14.702719] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:09:14.815519] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:14.937877] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:15.058237] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:15.177566] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:15.298451] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:15.420230] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:15.545084] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:09:15.666482] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:09:15.789174] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:15.789336] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:09:15.789379] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7722 tests
[2025-10-18T00:09:15.789413] [INFO ] [CONFIGURE ] MTZ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:09:15.789445] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T00:09:15.907265] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:09:16.025115] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:16.142910] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:16.266825] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:16.385847] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:16.504985] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:16.625119] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:16.747953] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:09:16.877178] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:09:17.003528] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:17.003718] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T00:09:17.003861] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7721 tests
[2025-10-18T00:09:17.003918] [INFO ] [CONFIGURE ] MTZ: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:09:17.003952] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_volume_price_divergence']
[2025-10-18T00:09:17.133716] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:09:17.269145] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:17.406157] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:17.544211] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:17.667154] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:17.790986] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:09:17.920729] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:18.051022] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:09:18.194171] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:09:18.333393] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:18.333563] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:09:18.333607] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7720 tests
[2025-10-18T00:09:18.333759] [INFO ] [CONFIGURE ] MTZ: Testing feature 28/29: add_volume_profile
[2025-10-18T00:09:18.333799] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_volume_profile']
[2025-10-18T00:09:18.454440] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:09:18.574563] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:18.698495] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:09:18.824319] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:18.946636] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:19.069596] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:19.193597] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:19.317623] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:09:19.445257] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:09:19.569731] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:19.569891] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:09:19.569935] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7719 tests
[2025-10-18T00:09:19.569970] [INFO ] [CONFIGURE ] MTZ: Testing feature 29/29: add_vwap
[2025-10-18T00:09:19.570001] [INFO ] [CONFIGURE ] MTZ: Testing with features: ['add_vwap']
[2025-10-18T00:09:19.694185] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:09:19.825177] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:19.955575] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:20.086279] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:20.253911] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:20.384113] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:20.514426] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:20.641824] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:09:20.779525] [DEBUG] [FORECASTER] MTZ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:09:20.905250] [DEBUG] [FORECASTER] MTZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:20.905423] [INFO ] [CONFIGURE ] MTZ: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T00:09:20.905469] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7718 tests
[2025-10-18T00:09:20.905507] [INFO ] [CONFIGURE ] MTZ: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:09:20.905539] [INFO ] [CONFIGURE ] MTZ: Best accuracy: 60.00%
[2025-10-18T00:09:20.905571] [INFO ] [CONFIGURE ] MTZ: Best feature set (0 features): []
[2025-10-18T00:09:20.905604] [INFO ] [CONFIGURE ] MTZ: Improvement over baseline: 0.00%
[2025-10-18T00:09:20.905633] [INFO ] [CONFIGURE ] MTZ: Total time: 36.4 seconds
[2025-10-18T00:09:20.905705] [INFO ] [CONFIGURE ] MTZ: Average time per feature: 1.3 seconds
[2025-10-18T00:09:20.905746] [INFO ] [CONFIGURE ] MTZ: Average speed: 0.80 features/sec
[2025-10-18T00:09:20.906435] [INFO ] [LOCAL     ] Saved configuration for MTZ: 0 features, 60.00% accuracy -> ./output/feature-sets/MTZ.json
[2025-10-18T00:09:20.906503] [INFO ] [CONFIGURE ] MTZ: Configuration saved successfully: 0 features, 60.00% accuracy.
[2025-10-18T00:09:20.906597] [INFO ] [sig       ] [115/380] Successfully configured MTZ | 0.02 sym/s | Total: 1.4h | ETA: 3.1h
[2025-10-18T00:09:20.906697] [INFO ] [sig       ] [116/380] Configuring MUC...
[2025-10-18T00:09:20.906764] [INFO ] [CONFIGURE ] MUC: Configurate test run.
[2025-10-18T00:09:20.906826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-10-18T00:09:20.921474] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUC'.
[2025-10-18T00:09:20.922090] [INFO ] [CONFIGURE ] MUC: Testing with 29 available features
[2025-10-18T00:09:20.922148] [INFO ] [CONFIGURE ] MUC: Establishing baseline with no features...
[2025-10-18T00:09:21.028861] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:09:21.133661] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:21.241150] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:21.355394] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:09:21.465514] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:09:21.575277] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:21.688183] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:21.795734] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:09:21.903748] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:22.020028] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:22.020220] [INFO ] [CONFIGURE ] MUC: Baseline score (no features): 50.00%
[2025-10-18T00:09:22.020281] [INFO ] [CONFIGURE ] MUC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:09:22.020316] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:09:22.139578] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:22.258012] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:22.379074] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:22.498022] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:09:22.621383] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:22.738384] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:22.855952] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:22.973434] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:23.089263] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:23.209811] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:23.209977] [INFO ] [CONFIGURE ] MUC: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-18T00:09:23.210046] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7717 tests
[2025-10-18T00:09:23.210105] [INFO ] [CONFIGURE ] MUC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:09:23.210191] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:09:23.345557] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:23.486607] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:23.626191] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:23.762159] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:09:23.897562] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:24.034506] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:24.168361] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:24.315208] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:24.475894] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:24.610690] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:24.610849] [INFO ] [CONFIGURE ] MUC: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T00:09:24.610892] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7716 tests
[2025-10-18T00:09:24.610926] [INFO ] [CONFIGURE ] MUC: Testing feature 3/29: add_daily_returns
[2025-10-18T00:09:24.610957] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:09:24.726717] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:24.843159] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:24.962273] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:25.080310] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:09:25.200063] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:25.329917] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:25.462976] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:25.595626] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:25.732036] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:25.860212] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:25.860382] [INFO ] [CONFIGURE ] MUC: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T00:09:25.860426] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7715 tests
[2025-10-18T00:09:25.860506] [INFO ] [CONFIGURE ] MUC: Testing feature 4/29: add_ema
[2025-10-18T00:09:25.860558] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:09:26.000137] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:26.139042] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:26.307386] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:26.449666] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:26.591889] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:26.737534] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:26.884844] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:27.029423] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:27.170330] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:27.312527] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:27.312777] [INFO ] [CONFIGURE ] MUC: KEPT add_ema (score: 80.00%)
[2025-10-18T00:09:27.312830] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7714 tests
[2025-10-18T00:09:27.312866] [INFO ] [CONFIGURE ] MUC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:09:27.312897] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:09:27.490617] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:27.659873] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:27.833083] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:28.000945] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:28.166544] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:28.333475] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:28.506366] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:09:28.680193] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:28.852669] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:29.029768] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:29.029969] [INFO ] [CONFIGURE ] MUC: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:09:29.030032] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7713 tests
[2025-10-18T00:09:29.030070] [INFO ] [CONFIGURE ] MUC: Testing feature 6/29: add_failed_moves
[2025-10-18T00:09:29.030101] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-18T00:09:29.175590] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:29.353613] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:29.499467] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:29.645279] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:29.792810] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:29.940825] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:30.091391] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:30.241107] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:30.393637] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:30.543677] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:30.543856] [INFO ] [CONFIGURE ] MUC: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T00:09:30.543953] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7712 tests
[2025-10-18T00:09:30.543996] [INFO ] [CONFIGURE ] MUC: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:09:30.544028] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-18T00:09:30.680574] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:30.818567] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:30.955924] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:31.092682] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:31.231674] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:31.370073] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:31.509691] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:09:31.651892] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:31.788361] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:31.926693] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:31.926851] [INFO ] [CONFIGURE ] MUC: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T00:09:31.926894] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7711 tests
[2025-10-18T00:09:31.926928] [INFO ] [CONFIGURE ] MUC: Testing feature 8/29: add_macd
[2025-10-18T00:09:31.926960] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-18T00:09:32.098847] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:09:32.271595] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:32.451301] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:32.635380] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:32.819119] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:09:33.006408] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:33.181313] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:09:33.356764] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:33.548805] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:33.743920] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:33.744118] [INFO ] [CONFIGURE ] MUC: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:09:33.744165] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7710 tests
[2025-10-18T00:09:33.744202] [INFO ] [CONFIGURE ] MUC: Testing feature 9/29: add_mfi
[2025-10-18T00:09:33.744235] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-18T00:09:33.925321] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:34.084589] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:34.248340] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:34.411742] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:34.572568] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:34.736602] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:34.902399] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:35.070296] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:35.232389] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:35.441494] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:35.441871] [INFO ] [CONFIGURE ] MUC: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T00:09:35.441930] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7709 tests
[2025-10-18T00:09:35.441966] [INFO ] [CONFIGURE ] MUC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:09:35.441998] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:09:35.613916] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:09:35.784261] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:35.956376] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:36.128410] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:36.298731] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:36.470729] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:36.645119] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:36.824727] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:36.998553] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:37.171229] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:37.171382] [INFO ] [CONFIGURE ] MUC: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:09:37.171447] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7708 tests
[2025-10-18T00:09:37.171506] [INFO ] [CONFIGURE ] MUC: Testing feature 11/29: add_obv_daily
[2025-10-18T00:09:37.171541] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily']
[2025-10-18T00:09:37.322119] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:37.470537] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:37.619117] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:37.766462] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:37.914593] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:38.066985] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:38.216964] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:09:38.368369] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:38.518430] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:38.677467] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:38.677660] [INFO ] [CONFIGURE ] MUC: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:09:38.677724] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7707 tests
[2025-10-18T00:09:38.677762] [INFO ] [CONFIGURE ] MUC: Testing feature 12/29: add_obv_interval
[2025-10-18T00:09:38.677794] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval']
[2025-10-18T00:09:38.828009] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:38.986003] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:09:39.136091] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:39.290832] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:09:39.441728] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:39.591195] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:39.743929] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:39.894252] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:40.044857] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:40.198136] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:40.198339] [INFO ] [CONFIGURE ] MUC: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:09:40.198386] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7706 tests
[2025-10-18T00:09:40.198420] [INFO ] [CONFIGURE ] MUC: Testing feature 13/29: add_opening_strength
[2025-10-18T00:09:40.198453] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:09:40.355415] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:40.517295] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:40.678960] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:40.836914] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:40.997006] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:41.156673] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:41.318929] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:09:41.502341] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:41.657408] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:41.817004] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:41.817180] [INFO ] [CONFIGURE ] MUC: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T00:09:41.817241] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7705 tests
[2025-10-18T00:09:41.817279] [INFO ] [CONFIGURE ] MUC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:09:41.817310] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance']
[2025-10-18T00:09:41.972578] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:09:42.126885] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:42.282949] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:42.439316] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:09:42.600437] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:09:42.759406] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:42.917469] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:09:43.081203] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:43.251575] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:43.413456] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:43.413624] [INFO ] [CONFIGURE ] MUC: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:09:43.413706] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7704 tests
[2025-10-18T00:09:43.413757] [INFO ] [CONFIGURE ] MUC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:09:43.413792] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-18T00:09:43.555130] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:43.696792] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:43.833625] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:43.971569] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:44.109822] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:09:44.249093] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:44.394393] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:09:44.534771] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:44.675230] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:44.822001] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:44.822185] [INFO ] [CONFIGURE ] MUC: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T00:09:44.822231] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7703 tests
[2025-10-18T00:09:44.822267] [INFO ] [CONFIGURE ] MUC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:09:44.822300] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-18T00:09:44.980280] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:45.145018] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:45.297297] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:45.456274] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:45.603607] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:45.750797] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:45.892101] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:46.033758] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:46.183486] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:46.334670] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:46.334831] [INFO ] [CONFIGURE ] MUC: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T00:09:46.334898] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7702 tests
[2025-10-18T00:09:46.334933] [INFO ] [CONFIGURE ] MUC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:09:46.334963] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d']
[2025-10-18T00:09:46.486821] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:46.645427] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:46.803515] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:46.961008] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:47.109738] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:09:47.258833] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:47.410135] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:47.562719] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:47.721595] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:47.894361] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:47.894561] [INFO ] [CONFIGURE ] MUC: KEPT add_pbf_return_2d (score: 90.00%)
[2025-10-18T00:09:47.894607] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7701 tests
[2025-10-18T00:09:47.894663] [INFO ] [CONFIGURE ] MUC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:09:47.894722] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-18T00:09:48.060867] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:48.257905] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:48.423004] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:48.591289] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:48.755888] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:09:48.918844] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:49.088164] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:09:49.273885] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:49.441003] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:49.610504] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:49.610745] [INFO ] [CONFIGURE ] MUC: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T00:09:49.610804] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7700 tests
[2025-10-18T00:09:49.610843] [INFO ] [CONFIGURE ] MUC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:09:49.610877] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-10-18T00:09:49.766946] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:49.924163] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:50.095890] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:50.267604] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:50.435528] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:09:50.605070] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:50.774312] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:09:50.936135] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:51.094206] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:51.255246] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:51.255410] [INFO ] [CONFIGURE ] MUC: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T00:09:51.255453] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7699 tests
[2025-10-18T00:09:51.255487] [INFO ] [CONFIGURE ] MUC: Testing feature 20/29: add_price_rejection
[2025-10-18T00:09:51.255518] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_price_rejection']
[2025-10-18T00:09:51.424798] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:51.593344] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:51.768861] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:51.944434] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:52.120238] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:09:52.294883] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:52.468986] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:09:52.644778] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:52.818338] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:52.993474] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:52.993639] [INFO ] [CONFIGURE ] MUC: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T00:09:52.993722] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7698 tests
[2025-10-18T00:09:52.993760] [INFO ] [CONFIGURE ] MUC: Testing feature 21/29: add_range_position
[2025-10-18T00:09:52.993793] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_range_position']
[2025-10-18T00:09:53.168396] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:53.345624] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:53.520268] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:53.700200] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:09:53.874795] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:09:54.043525] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:54.213966] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:09:54.392729] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:54.569132] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:54.759554] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:54.759955] [INFO ] [CONFIGURE ] MUC: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:09:54.760038] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7697 tests
[2025-10-18T00:09:54.760115] [INFO ] [CONFIGURE ] MUC: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:09:54.760235] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-10-18T00:09:54.965820] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:55.153037] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:55.340075] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:55.530514] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:55.725458] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:09:55.918166] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:56.106929] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:09:56.295066] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:56.486204] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:56.676846] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:09:56.677011] [INFO ] [CONFIGURE ] MUC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:09:56.677054] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7696 tests
[2025-10-18T00:09:56.677089] [INFO ] [CONFIGURE ] MUC: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:09:56.677121] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-10-18T00:09:56.838387] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:57.003103] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:57.169597] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:57.330996] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:09:57.492834] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:09:57.654719] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:57.818029] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:09:57.981475] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:58.151593] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:09:58.323933] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:09:58.324096] [INFO ] [CONFIGURE ] MUC: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T00:09:58.324141] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7695 tests
[2025-10-18T00:09:58.324175] [INFO ] [CONFIGURE ] MUC: Testing feature 24/29: add_rsi
[2025-10-18T00:09:58.324207] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_rsi']
[2025-10-18T00:09:58.495092] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:09:58.656711] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:09:58.821168] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:09:58.993807] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:09:59.166721] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:09:59.338311] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:09:59.515213] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:09:59.707046] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:09:59.898880] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:10:00.080634] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:00.080847] [INFO ] [CONFIGURE ] MUC: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T00:10:00.080921] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7694 tests
[2025-10-18T00:10:00.080981] [INFO ] [CONFIGURE ] MUC: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:10:00.081017] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-10-18T00:10:00.240732] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:10:00.400114] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:10:00.557307] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:10:00.715458] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:00.876490] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:10:01.040788] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:01.236062] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:10:01.405961] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:10:01.578246] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:10:01.746200] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:01.746386] [INFO ] [CONFIGURE ] MUC: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T00:10:01.746433] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7693 tests
[2025-10-18T00:10:01.746467] [INFO ] [CONFIGURE ] MUC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:10:01.746499] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-10-18T00:10:01.912183] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:10:02.085607] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:10:02.258666] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:10:02.433086] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:02.599724] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:02.770659] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:02.940416] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:10:03.109879] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:03.278187] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:10:03.446207] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:03.446374] [INFO ] [CONFIGURE ] MUC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:10:03.446418] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7692 tests
[2025-10-18T00:10:03.446453] [INFO ] [CONFIGURE ] MUC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:10:03.446485] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-18T00:10:03.623486] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:03.799273] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:03.975791] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:10:04.152741] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:04.328585] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:10:04.502155] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:04.672828] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:04.853091] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:05.034197] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:10:05.212577] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:05.212770] [INFO ] [CONFIGURE ] MUC: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:10:05.212840] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7691 tests
[2025-10-18T00:10:05.212899] [INFO ] [CONFIGURE ] MUC: Testing feature 28/29: add_volume_profile
[2025-10-18T00:10:05.212934] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_volume_profile']
[2025-10-18T00:10:05.385009] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:10:05.546146] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:10:05.748443] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:10:05.910029] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:06.071264] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:10:06.236352] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:06.401701] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:06.560153] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:10:06.718331] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:10:06.877165] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:06.877309] [INFO ] [CONFIGURE ] MUC: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T00:10:06.877352] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7690 tests
[2025-10-18T00:10:06.877386] [INFO ] [CONFIGURE ] MUC: Testing feature 29/29: add_vwap
[2025-10-18T00:10:06.877417] [INFO ] [CONFIGURE ] MUC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_vwap']
[2025-10-18T00:10:07.034496] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:10:07.193108] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:10:07.355129] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:10:07.514452] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:07.674152] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:10:07.834774] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:07.995949] [DEBUG] [FORECASTER] MUC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:08.157167] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:10:08.321022] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:10:08.487240] [DEBUG] [FORECASTER] MUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:08.487392] [INFO ] [CONFIGURE ] MUC: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T00:10:08.487435] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7689 tests
[2025-10-18T00:10:08.487471] [INFO ] [CONFIGURE ] MUC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:10:08.487501] [INFO ] [CONFIGURE ] MUC: Best accuracy: 90.00%
[2025-10-18T00:10:08.487531] [INFO ] [CONFIGURE ] MUC: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d']
[2025-10-18T00:10:08.487773] [INFO ] [CONFIGURE ] MUC: Improvement over baseline: 40.00%
[2025-10-18T00:10:08.487822] [INFO ] [CONFIGURE ] MUC: Total time: 46.5 seconds
[2025-10-18T00:10:08.487879] [INFO ] [CONFIGURE ] MUC: Average time per feature: 1.6 seconds
[2025-10-18T00:10:08.487931] [INFO ] [CONFIGURE ] MUC: Average speed: 0.62 features/sec
[2025-10-18T00:10:08.488561] [INFO ] [LOCAL     ] Saved configuration for MUC: 3 features, 90.00% accuracy -> ./output/feature-sets/MUC.json
[2025-10-18T00:10:08.488833] [INFO ] [CONFIGURE ] MUC: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-18T00:10:08.488965] [INFO ] [sig       ] [116/380] Successfully configured MUC | 0.02 sym/s | Total: 1.4h | ETA: 3.1h
[2025-10-18T00:10:08.489041] [INFO ] [sig       ] [117/380] Configuring MUFG...
[2025-10-18T00:10:08.489107] [INFO ] [CONFIGURE ] MUFG: Configurate test run.
[2025-10-18T00:10:08.489162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-10-18T00:10:08.502559] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUFG'.
[2025-10-18T00:10:08.502977] [INFO ] [CONFIGURE ] MUFG: Testing with 29 available features
[2025-10-18T00:10:08.503035] [INFO ] [CONFIGURE ] MUFG: Establishing baseline with no features...
[2025-10-18T00:10:08.607421] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:08.738472] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:08.844150] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:08.949295] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:09.053858] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:09.157822] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:09.263933] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:09.370206] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:09.476587] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:09.582759] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:09.582879] [INFO ] [CONFIGURE ] MUFG: Baseline score (no features): 30.00%
[2025-10-18T00:10:09.582921] [INFO ] [CONFIGURE ] MUFG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:10:09.582953] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:10:09.700144] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:09.847423] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:09.973252] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:10.109180] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:10.242404] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:10.403547] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:10.570185] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:10.744888] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:10.899295] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:10:11.032245] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:11.032418] [INFO ] [CONFIGURE ] MUFG: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-18T00:10:11.032461] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7688 tests
[2025-10-18T00:10:11.032495] [INFO ] [CONFIGURE ] MUFG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:10:11.032526] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:10:11.184185] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:11.328727] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:11.466480] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:11.607785] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:11.750851] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:11.894753] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:12.035761] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:12.172917] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:12.311002] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:12.451546] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:12.451796] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T00:10:12.451847] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7687 tests
[2025-10-18T00:10:12.451882] [INFO ] [CONFIGURE ] MUFG: Testing feature 3/29: add_daily_returns
[2025-10-18T00:10:12.451912] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:10:12.573566] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:12.695974] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:12.818662] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:12.942558] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:13.064526] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:10:13.186499] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:13.310080] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:13.434068] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:13.561238] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:13.687908] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:13.688064] [INFO ] [CONFIGURE ] MUFG: KEPT add_daily_returns (score: 50.00%)
[2025-10-18T00:10:13.688107] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7686 tests
[2025-10-18T00:10:13.688186] [INFO ] [CONFIGURE ] MUFG: Testing feature 4/29: add_ema
[2025-10-18T00:10:13.688238] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T00:10:13.826232] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:13.974611] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:14.125071] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:14.275520] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:14.421678] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:10:14.569164] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:14.719443] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:14.867078] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:15.015850] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:10:15.163793] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:15.163979] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_ema (score: 50.00%)
[2025-10-18T00:10:15.164076] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7685 tests
[2025-10-18T00:10:15.164120] [INFO ] [CONFIGURE ] MUFG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:10:15.164152] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:10:15.310953] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:15.457993] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:15.613375] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:15.767175] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:15.925584] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:10:16.079299] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:16.229999] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:16.395873] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:16.549946] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:16.700950] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:16.701124] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:10:16.701168] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7684 tests
[2025-10-18T00:10:16.701204] [INFO ] [CONFIGURE ] MUFG: Testing feature 6/29: add_failed_moves
[2025-10-18T00:10:16.701235] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T00:10:16.832045] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:16.966348] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:17.097842] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:17.231557] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:17.369345] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:10:17.508478] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:17.640294] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:17.769445] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:17.903596] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:18.034432] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:18.034577] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T00:10:18.034620] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7683 tests
[2025-10-18T00:10:18.034685] [INFO ] [CONFIGURE ] MUFG: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:10:18.034734] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T00:10:18.156122] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:18.278028] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:18.408367] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:18.541459] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:18.675175] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:18.813546] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:18.947063] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:19.085141] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:19.213720] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:19.342051] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:19.342222] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T00:10:19.342265] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7682 tests
[2025-10-18T00:10:19.342299] [INFO ] [CONFIGURE ] MUFG: Testing feature 8/29: add_macd
[2025-10-18T00:10:19.342330] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T00:10:19.502273] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:19.662990] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:19.826241] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:19.988925] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:20.148293] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:20.313695] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:20.475854] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:20.643102] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:20.812488] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:10:20.975690] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:20.975909] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_macd (score: 40.00%)
[2025-10-18T00:10:20.975956] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7681 tests
[2025-10-18T00:10:20.975993] [INFO ] [CONFIGURE ] MUFG: Testing feature 9/29: add_mfi
[2025-10-18T00:10:20.976025] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-18T00:10:21.118028] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:21.254482] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:21.396458] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:21.534185] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:21.672108] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:10:21.810272] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:21.956811] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:22.096490] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:22.247931] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:22.395128] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:22.395317] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T00:10:22.395364] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7680 tests
[2025-10-18T00:10:22.395400] [INFO ] [CONFIGURE ] MUFG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:10:22.395433] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:10:22.550786] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:22.700914] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:22.853853] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:23.015882] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:23.179009] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:23.342229] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:10:23.503995] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:23.662466] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:23.840081] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:24.013270] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:24.013445] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-10-18T00:10:24.013491] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7679 tests
[2025-10-18T00:10:24.013528] [INFO ] [CONFIGURE ] MUFG: Testing feature 11/29: add_obv_daily
[2025-10-18T00:10:24.013562] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T00:10:24.154125] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:24.292311] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:24.429109] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:24.564744] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:24.701179] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:24.833407] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:10:24.965946] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:25.099639] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:25.235224] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:25.371958] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:25.372114] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_obv_daily (score: 20.00%)
[2025-10-18T00:10:25.372157] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7678 tests
[2025-10-18T00:10:25.372190] [INFO ] [CONFIGURE ] MUFG: Testing feature 12/29: add_obv_interval
[2025-10-18T00:10:25.372221] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T00:10:25.499570] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:25.627795] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:25.757837] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:25.888304] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:26.019284] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:26.150054] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:26.278899] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:26.412575] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:26.545442] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:26.686012] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:26.686185] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T00:10:26.686231] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7677 tests
[2025-10-18T00:10:26.686267] [INFO ] [CONFIGURE ] MUFG: Testing feature 13/29: add_opening_strength
[2025-10-18T00:10:26.686299] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:10:26.822375] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:26.957440] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:27.093507] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:27.228152] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:27.369050] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:27.511062] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:27.649981] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:27.788633] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:27.930610] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:28.077153] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:28.077308] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T00:10:28.077352] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7676 tests
[2025-10-18T00:10:28.077387] [INFO ] [CONFIGURE ] MUFG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:10:28.077418] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T00:10:28.217601] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:28.358543] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:28.499222] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:28.641578] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:28.783998] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:28.932321] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:10:29.085970] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:29.245154] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:29.400673] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:29.555717] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:29.555882] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-18T00:10:29.555926] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7675 tests
[2025-10-18T00:10:29.555960] [INFO ] [CONFIGURE ] MUFG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:10:29.555991] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T00:10:29.685489] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:29.820764] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:29.985529] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:30.116059] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:30.248060] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:10:30.383824] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:30.522091] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:30.661026] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:30.800496] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:10:30.937324] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:30.937495] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:10:30.937540] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7674 tests
[2025-10-18T00:10:30.937578] [INFO ] [CONFIGURE ] MUFG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:10:30.937611] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T00:10:31.084785] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:31.229370] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:31.380637] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:31.531511] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:31.677869] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:31.826193] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:31.973581] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:32.117088] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:32.264078] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:32.412615] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:32.412858] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T00:10:32.412938] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7673 tests
[2025-10-18T00:10:32.412984] [INFO ] [CONFIGURE ] MUFG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:10:32.413024] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T00:10:32.567517] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:32.720404] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:32.878138] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:33.043494] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:33.193813] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:10:33.341484] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:33.493828] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:33.641477] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:33.792001] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:33.943100] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:33.943234] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T00:10:33.943278] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7672 tests
[2025-10-18T00:10:33.943313] [INFO ] [CONFIGURE ] MUFG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:10:33.943346] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T00:10:34.084734] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:34.216898] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:34.352665] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:34.478752] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:34.611576] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:10:34.744589] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:34.881459] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:35.015249] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:35.153287] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:35.296242] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:35.296411] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:10:35.296456] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7671 tests
[2025-10-18T00:10:35.296491] [INFO ] [CONFIGURE ] MUFG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:10:35.296523] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T00:10:35.426343] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:35.558985] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:35.690609] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:35.823062] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:35.956390] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:10:36.090805] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:36.225927] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:36.360986] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:36.496605] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:36.635400] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:36.635560] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T00:10:36.635602] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7670 tests
[2025-10-18T00:10:36.635636] [INFO ] [CONFIGURE ] MUFG: Testing feature 20/29: add_price_rejection
[2025-10-18T00:10:36.635710] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-18T00:10:36.775317] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:36.918232] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:37.061069] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:37.208021] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:37.353897] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:10:37.499452] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:37.645506] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:37.791712] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:37.940086] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:38.086981] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:38.087144] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T00:10:38.087188] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7669 tests
[2025-10-18T00:10:38.087221] [INFO ] [CONFIGURE ] MUFG: Testing feature 21/29: add_range_position
[2025-10-18T00:10:38.087252] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-10-18T00:10:38.238249] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:38.390264] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:38.545144] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:38.701426] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:38.856475] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:39.021594] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:39.201195] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:39.369596] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:39.529485] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:39.690796] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:39.690997] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T00:10:39.691045] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7668 tests
[2025-10-18T00:10:39.691081] [INFO ] [CONFIGURE ] MUFG: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:10:39.691113] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-10-18T00:10:39.864465] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:40.036065] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:40.209706] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:40.389146] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:40.558276] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:10:40.727234] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:40.897185] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:41.067307] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:41.238459] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:41.409375] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:41.409554] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T00:10:41.409598] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7667 tests
[2025-10-18T00:10:41.409633] [INFO ] [CONFIGURE ] MUFG: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:10:41.409706] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-10-18T00:10:41.548755] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:41.700881] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:41.858769] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:42.008527] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:42.152726] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:42.302509] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:42.449781] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:42.606952] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:42.754123] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:42.968818] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:42.969005] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T00:10:42.969054] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7666 tests
[2025-10-18T00:10:42.969089] [INFO ] [CONFIGURE ] MUFG: Testing feature 24/29: add_rsi
[2025-10-18T00:10:42.969126] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T00:10:43.130685] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:43.287305] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:43.448134] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:43.608549] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:43.769424] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:43.930493] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:44.097662] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:44.267086] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:44.432275] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:44.597220] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:44.597401] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T00:10:44.597446] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7665 tests
[2025-10-18T00:10:44.597481] [INFO ] [CONFIGURE ] MUFG: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:10:44.597512] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-10-18T00:10:44.735718] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:44.871763] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:45.010413] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:45.163075] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:45.302989] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:45.441034] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:45.577136] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:45.718626] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:45.863983] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:46.010432] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:46.010608] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T00:10:46.010679] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7664 tests
[2025-10-18T00:10:46.010734] [INFO ] [CONFIGURE ] MUFG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:10:46.010768] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T00:10:46.152002] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:46.295200] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:46.438052] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:46.579618] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:46.725985] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:46.869691] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:47.015795] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:47.160265] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:47.304523] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:47.448903] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:47.449068] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T00:10:47.449111] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7663 tests
[2025-10-18T00:10:47.449144] [INFO ] [CONFIGURE ] MUFG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:10:47.449174] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-18T00:10:47.598539] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:47.753727] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:47.915458] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:48.074824] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:48.233165] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:10:48.387359] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:48.543475] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:48.698447] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:48.853015] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:49.007219] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:49.007404] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:10:49.007450] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7662 tests
[2025-10-18T00:10:49.007485] [INFO ] [CONFIGURE ] MUFG: Testing feature 28/29: add_volume_profile
[2025-10-18T00:10:49.007516] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-10-18T00:10:49.148570] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:49.294320] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:49.435212] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:49.589799] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:49.728193] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:10:49.871759] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:50.022343] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:50.178159] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:50.330485] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:50.479882] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:50.480055] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-18T00:10:50.480099] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7661 tests
[2025-10-18T00:10:50.480133] [INFO ] [CONFIGURE ] MUFG: Testing feature 29/29: add_vwap
[2025-10-18T00:10:50.480164] [INFO ] [CONFIGURE ] MUFG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap']
[2025-10-18T00:10:50.632876] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:50.799867] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:10:50.949365] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:51.103808] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:51.258496] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:10:51.404937] [DEBUG] [FORECASTER] MUFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:10:51.553924] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:10:51.701698] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:10:51.856406] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:10:52.003445] [DEBUG] [FORECASTER] MUFG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:52.003587] [INFO ] [CONFIGURE ] MUFG: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T00:10:52.003629] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7660 tests
[2025-10-18T00:10:52.003701] [INFO ] [CONFIGURE ] MUFG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:10:52.003743] [INFO ] [CONFIGURE ] MUFG: Best accuracy: 50.00%
[2025-10-18T00:10:52.003774] [INFO ] [CONFIGURE ] MUFG: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:10:52.003802] [INFO ] [CONFIGURE ] MUFG: Improvement over baseline: 20.00%
[2025-10-18T00:10:52.003828] [INFO ] [CONFIGURE ] MUFG: Total time: 42.4 seconds
[2025-10-18T00:10:52.003855] [INFO ] [CONFIGURE ] MUFG: Average time per feature: 1.5 seconds
[2025-10-18T00:10:52.003881] [INFO ] [CONFIGURE ] MUFG: Average speed: 0.68 features/sec
[2025-10-18T00:10:52.004373] [INFO ] [LOCAL     ] Saved configuration for MUFG: 2 features, 50.00% accuracy -> ./output/feature-sets/MUFG.json
[2025-10-18T00:10:52.004431] [INFO ] [CONFIGURE ] MUFG: Configuration saved successfully: 2 features, 50.00% accuracy.
[2025-10-18T00:10:52.004469] [INFO ] [sig       ] [117/380] Successfully configured MUFG | 0.02 sym/s | Total: 1.4h | ETA: 3.1h
[2025-10-18T00:10:52.004512] [INFO ] [sig       ] [118/380] Configuring MUJ...
[2025-10-18T00:10:52.004567] [INFO ] [CONFIGURE ] MUJ: Configurate test run.
[2025-10-18T00:10:52.004599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-10-18T00:10:52.016177] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUJ'.
[2025-10-18T00:10:52.016513] [INFO ] [CONFIGURE ] MUJ: Testing with 29 available features
[2025-10-18T00:10:52.016579] [INFO ] [CONFIGURE ] MUJ: Establishing baseline with no features...
[2025-10-18T00:10:52.123034] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:52.228879] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:10:52.335495] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:52.443014] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:52.550771] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:10:52.657790] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:10:52.766283] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:10:52.873308] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:10:52.981571] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:10:53.090791] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:53.090889] [INFO ] [CONFIGURE ] MUJ: Baseline score (no features): 50.00%
[2025-10-18T00:10:53.090930] [INFO ] [CONFIGURE ] MUJ: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:10:53.090961] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:10:53.209840] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:53.328313] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:10:53.447818] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:10:53.569826] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:53.691765] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:10:53.814120] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:10:53.937710] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:10:54.063776] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:10:54.218081] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:10:54.347532] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:54.347693] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T00:10:54.347754] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7659 tests
[2025-10-18T00:10:54.347790] [INFO ] [CONFIGURE ] MUJ: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:10:54.347820] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:10:54.473036] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:54.598440] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:10:54.724139] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:10:54.851431] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:54.979580] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:10:55.108531] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:10:55.237086] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:10:55.366434] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:10:55.495436] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:10:55.625007] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:55.625137] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T00:10:55.625181] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7658 tests
[2025-10-18T00:10:55.625213] [INFO ] [CONFIGURE ] MUJ: Testing feature 3/29: add_daily_returns
[2025-10-18T00:10:55.625243] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_daily_returns']
[2025-10-18T00:10:55.735615] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:55.844882] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:10:55.957210] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:10:56.068904] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:56.180833] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:10:56.293084] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:10:56.407292] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:10:56.523396] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:10:56.637483] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:10:56.750954] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:56.751104] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T00:10:56.751148] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7657 tests
[2025-10-18T00:10:56.751181] [INFO ] [CONFIGURE ] MUJ: Testing feature 4/29: add_ema
[2025-10-18T00:10:56.751211] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_ema']
[2025-10-18T00:10:56.878622] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:57.004506] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:10:57.129971] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:10:57.277080] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:57.402792] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:10:57.528721] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:10:57.656575] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:10:57.786130] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:10:57.914832] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:10:58.045059] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:10:58.045217] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_ema (score: 30.00%)
[2025-10-18T00:10:58.045262] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7656 tests
[2025-10-18T00:10:58.045296] [INFO ] [CONFIGURE ] MUJ: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:10:58.045326] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:10:58.178329] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:58.311605] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:10:58.444270] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:10:58.577291] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:58.714023] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:10:58.851896] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:10:58.989607] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:10:59.142815] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:10:59.281280] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:10:59.423514] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:10:59.423710] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:10:59.423767] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7655 tests
[2025-10-18T00:10:59.423804] [INFO ] [CONFIGURE ] MUJ: Testing feature 6/29: add_failed_moves
[2025-10-18T00:10:59.423835] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_failed_moves']
[2025-10-18T00:10:59.534235] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:10:59.645472] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:10:59.758917] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:10:59.873369] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:10:59.987133] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:00.101384] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:00.217317] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:00.333758] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:00.453152] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:00.569593] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:00.569742] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T00:11:00.569796] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7654 tests
[2025-10-18T00:11:00.569831] [INFO ] [CONFIGURE ] MUJ: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:11:00.569861] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_lag_shelf']
[2025-10-18T00:11:00.671461] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:00.775976] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:00.879679] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:00.984317] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:01.088531] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:01.193930] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:01.310302] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:01.422758] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:01.531282] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:01.638561] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:01.638733] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T00:11:01.638786] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7653 tests
[2025-10-18T00:11:01.638820] [INFO ] [CONFIGURE ] MUJ: Testing feature 8/29: add_macd
[2025-10-18T00:11:01.638850] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:11:01.783109] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:01.945537] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:02.105258] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:11:02.264996] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:02.438534] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:02.622710] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:02.829385] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:03.051099] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:03.266330] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:03.453913] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:03.454141] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_macd (score: 30.00%)
[2025-10-18T00:11:03.454191] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7652 tests
[2025-10-18T00:11:03.454228] [INFO ] [CONFIGURE ] MUJ: Testing feature 9/29: add_mfi
[2025-10-18T00:11:03.454282] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_mfi']
[2025-10-18T00:11:03.576099] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:03.700103] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:03.829361] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:11:03.958927] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:04.075524] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:04.191715] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:04.311821] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:04.438418] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:04.567375] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:04.698252] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:04.698447] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T00:11:04.698498] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7651 tests
[2025-10-18T00:11:04.698533] [INFO ] [CONFIGURE ] MUJ: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:11:04.698565] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:11:04.830910] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:04.962249] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:05.096575] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:11:05.233027] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:05.365513] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:05.497521] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:05.632806] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:05.768061] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:05.907021] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:06.049766] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:06.049952] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T00:11:06.050014] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7650 tests
[2025-10-18T00:11:06.050051] [INFO ] [CONFIGURE ] MUJ: Testing feature 11/29: add_obv_daily
[2025-10-18T00:11:06.050084] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_obv_daily']
[2025-10-18T00:11:06.165039] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:06.275784] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:06.391098] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:11:06.506223] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:06.623964] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:06.736453] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:06.854615] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:06.975310] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:07.091390] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:07.211523] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:07.211733] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:11:07.211792] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7649 tests
[2025-10-18T00:11:07.211830] [INFO ] [CONFIGURE ] MUJ: Testing feature 12/29: add_obv_interval
[2025-10-18T00:11:07.211864] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_obv_interval']
[2025-10-18T00:11:07.326002] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:07.436059] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:11:07.560414] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:11:07.671501] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:07.779824] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:07.893724] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:08.003673] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:08.113707] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:08.223782] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:08.335799] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:08.335984] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T00:11:08.336054] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7648 tests
[2025-10-18T00:11:08.336112] [INFO ] [CONFIGURE ] MUJ: Testing feature 13/29: add_opening_strength
[2025-10-18T00:11:08.336146] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:11:08.451006] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:08.565800] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:08.681988] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:11:08.798232] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:08.914634] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:09.033568] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:09.156569] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:09.280467] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:09.400736] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:09.521034] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:09.521190] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-18T00:11:09.521234] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7647 tests
[2025-10-18T00:11:09.521267] [INFO ] [CONFIGURE ] MUJ: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:11:09.521298] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T00:11:09.644222] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:09.765585] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:09.886308] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:11:10.006316] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:10.127684] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:10.248098] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:10.369430] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:10.492570] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:10.614937] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:10.738556] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:10.738714] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:11:10.738783] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7646 tests
[2025-10-18T00:11:10.738826] [INFO ] [CONFIGURE ] MUJ: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:11:10.738863] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T00:11:10.842235] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:10.944834] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:11.047175] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:11.149280] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:11.252445] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:11.356469] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:11.461183] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:11.566050] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:11.671865] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:11.778455] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:11.778582] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T00:11:11.778625] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7645 tests
[2025-10-18T00:11:11.778692] [INFO ] [CONFIGURE ] MUJ: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:11:11.778736] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T00:11:11.891391] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:12.001005] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:12.110665] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:11:12.221802] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:12.332368] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:12.443532] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:12.555312] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:12.667595] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:12.780524] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:12.894171] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:12.894342] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T00:11:12.894429] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7644 tests
[2025-10-18T00:11:12.894483] [INFO ] [CONFIGURE ] MUJ: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:11:12.894516] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_pbf_return_2d']
[2025-10-18T00:11:13.009002] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:13.123218] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:13.238553] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:11:13.353532] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:13.468393] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:13.583737] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:13.701914] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:13.818725] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:13.937289] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:14.055747] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:14.055885] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T00:11:14.055927] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7643 tests
[2025-10-18T00:11:14.055960] [INFO ] [CONFIGURE ] MUJ: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:11:14.055991] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T00:11:14.157844] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:11:14.259730] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:14.362599] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:14.465496] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:14.573951] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:14.680439] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:14.791202] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:14.898185] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:15.004360] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:15.111617] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:15.111793] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:11:15.111842] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7642 tests
[2025-10-18T00:11:15.111878] [INFO ] [CONFIGURE ] MUJ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:11:15.111913] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T00:11:15.212940] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:15.315463] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:15.419095] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:15.523700] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:15.668876] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:15.776288] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:15.887538] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:15.999084] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:16.111226] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:16.223493] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:16.223682] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T00:11:16.223743] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7641 tests
[2025-10-18T00:11:16.223781] [INFO ] [CONFIGURE ] MUJ: Testing feature 20/29: add_price_rejection
[2025-10-18T00:11:16.223811] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_price_rejection']
[2025-10-18T00:11:16.340881] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:16.456390] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:16.570015] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:16.689092] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:16.806942] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:16.927149] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:17.047894] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:17.168143] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:17.289396] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:11:17.410511] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:17.410680] [INFO ] [CONFIGURE ] MUJ: KEPT add_price_rejection (score: 60.00%)
[2025-10-18T00:11:17.410742] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7640 tests
[2025-10-18T00:11:17.410779] [INFO ] [CONFIGURE ] MUJ: Testing feature 21/29: add_range_position
[2025-10-18T00:11:17.410810] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_price_rejection', 'add_range_position']
[2025-10-18T00:11:17.550170] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:17.691561] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:17.830968] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:17.971490] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:18.113849] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:18.255914] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:18.392896] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:18.530629] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:18.668842] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:18.807076] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:18.807239] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:11:18.807284] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7639 tests
[2025-10-18T00:11:18.807317] [INFO ] [CONFIGURE ] MUJ: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:11:18.807347] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_price_rejection', 'add_realized_volatility']
[2025-10-18T00:11:18.957412] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:19.106132] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:19.253912] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:11:19.404999] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:19.555604] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:19.707707] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:19.889552] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:20.050916] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:20.208090] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:20.364269] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:20.364446] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T00:11:20.364490] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7638 tests
[2025-10-18T00:11:20.364525] [INFO ] [CONFIGURE ] MUJ: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:11:20.364556] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_price_rejection', 'add_recent_range_context']
[2025-10-18T00:11:20.489480] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:20.614392] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:20.738546] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:11:20.863952] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:20.989524] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:21.117535] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:21.248114] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:21.381511] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:21.510048] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:21.640815] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:21.640999] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T00:11:21.641045] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7637 tests
[2025-10-18T00:11:21.641080] [INFO ] [CONFIGURE ] MUJ: Testing feature 24/29: add_rsi
[2025-10-18T00:11:21.641112] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_price_rejection', 'add_ema', 'add_rsi']
[2025-10-18T00:11:21.786305] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:21.931771] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:22.079170] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:11:22.230502] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:22.383122] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:22.527355] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:22.671974] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:22.816220] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:22.959883] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:23.105905] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:23.106080] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T00:11:23.106142] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7636 tests
[2025-10-18T00:11:23.106179] [INFO ] [CONFIGURE ] MUJ: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:11:23.106210] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_price_rejection', 'add_tick_distribution']
[2025-10-18T00:11:23.224871] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:23.343180] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:11:23.461775] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:11:23.586606] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:23.709002] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:23.831845] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:23.960954] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:24.087779] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:24.213715] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:24.340829] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:24.341006] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:11:24.341050] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7635 tests
[2025-10-18T00:11:24.341086] [INFO ] [CONFIGURE ] MUJ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:11:24.341117] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_price_rejection', 'add_volume_momentum_confirmation']
[2025-10-18T00:11:24.462447] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:24.593168] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:24.725329] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:11:24.854507] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:24.983930] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:25.113885] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:25.243050] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:25.370917] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:25.499343] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:25.625439] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:25.625598] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T00:11:25.625711] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7634 tests
[2025-10-18T00:11:25.625754] [INFO ] [CONFIGURE ] MUJ: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:11:25.625786] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_price_rejection', 'add_volume_price_divergence']
[2025-10-18T00:11:25.758541] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:25.892444] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:26.027792] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:11:26.162532] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:26.296084] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:26.431597] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:26.573090] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:26.719179] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:26.871129] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:27.010389] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:27.010589] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T00:11:27.010635] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7633 tests
[2025-10-18T00:11:27.010711] [INFO ] [CONFIGURE ] MUJ: Testing feature 28/29: add_volume_profile
[2025-10-18T00:11:27.010752] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_price_rejection', 'add_volume_profile']
[2025-10-18T00:11:27.139457] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:27.268628] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:27.395273] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:27.524326] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:27.650160] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:27.805205] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:27.933041] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:28.062473] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:28.191638] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:28.321490] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:28.321671] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T00:11:28.321733] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7632 tests
[2025-10-18T00:11:28.321770] [INFO ] [CONFIGURE ] MUJ: Testing feature 29/29: add_vwap
[2025-10-18T00:11:28.321801] [INFO ] [CONFIGURE ] MUJ: Testing with features: ['add_price_rejection', 'add_vwap']
[2025-10-18T00:11:28.455932] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:11:28.585281] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:11:28.714920] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:11:28.845786] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:28.982010] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:11:29.113999] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:29.246498] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:29.379102] [DEBUG] [FORECASTER] MUJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:11:29.512852] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:29.647059] [DEBUG] [FORECASTER] MUJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:29.647219] [INFO ] [CONFIGURE ] MUJ: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T00:11:29.647318] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7631 tests
[2025-10-18T00:11:29.647374] [INFO ] [CONFIGURE ] MUJ: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:11:29.647406] [INFO ] [CONFIGURE ] MUJ: Best accuracy: 60.00%
[2025-10-18T00:11:29.647437] [INFO ] [CONFIGURE ] MUJ: Best feature set (1 features): ['add_price_rejection']
[2025-10-18T00:11:29.647465] [INFO ] [CONFIGURE ] MUJ: Improvement over baseline: 10.00%
[2025-10-18T00:11:29.647492] [INFO ] [CONFIGURE ] MUJ: Total time: 36.6 seconds
[2025-10-18T00:11:29.647519] [INFO ] [CONFIGURE ] MUJ: Average time per feature: 1.3 seconds
[2025-10-18T00:11:29.647546] [INFO ] [CONFIGURE ] MUJ: Average speed: 0.79 features/sec
[2025-10-18T00:11:29.648079] [INFO ] [LOCAL     ] Saved configuration for MUJ: 1 features, 60.00% accuracy -> ./output/feature-sets/MUJ.json
[2025-10-18T00:11:29.648134] [INFO ] [CONFIGURE ] MUJ: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-18T00:11:29.648190] [INFO ] [sig       ] [118/380] Successfully configured MUJ | 0.02 sym/s | Total: 1.4h | ETA: 3.1h
[2025-10-18T00:11:29.648258] [INFO ] [sig       ] [119/380] Configuring MUR...
[2025-10-18T00:11:29.648325] [INFO ] [CONFIGURE ] MUR: Configurate test run.
[2025-10-18T00:11:29.648380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUR' from 'https://tdm.silogroup.org/data/derivative_storage/MUR.csv'.
[2025-10-18T00:11:29.662189] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUR'.
[2025-10-18T00:11:29.662718] [INFO ] [CONFIGURE ] MUR: Testing with 29 available features
[2025-10-18T00:11:29.662780] [INFO ] [CONFIGURE ] MUR: Establishing baseline with no features...
[2025-10-18T00:11:29.779451] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:11:29.887165] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:29.995529] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:30.101125] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:30.208218] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:11:30.319193] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:30.426889] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:30.537481] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:11:30.646623] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:11:30.760037] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:30.760258] [INFO ] [CONFIGURE ] MUR: Baseline score (no features): 60.00%
[2025-10-18T00:11:30.760328] [INFO ] [CONFIGURE ] MUR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:11:30.760371] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:11:30.878153] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:11:30.997457] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:31.117197] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:31.239233] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:31.368254] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:11:31.495153] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:31.621184] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:31.743037] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:11:31.866542] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:31.989561] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:31.989741] [INFO ] [CONFIGURE ] MUR: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T00:11:31.989795] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7630 tests
[2025-10-18T00:11:31.989831] [INFO ] [CONFIGURE ] MUR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:11:31.989862] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:11:32.112794] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:11:32.249958] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:32.375364] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:32.502807] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:32.626834] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:11:32.751068] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:32.876388] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:11:33.004542] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:11:33.129234] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:11:33.259878] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:33.260075] [INFO ] [CONFIGURE ] MUR: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:11:33.260140] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7629 tests
[2025-10-18T00:11:33.260178] [INFO ] [CONFIGURE ] MUR: Testing feature 3/29: add_daily_returns
[2025-10-18T00:11:33.260210] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns']
[2025-10-18T00:11:33.367730] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:11:33.476711] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:33.588323] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:33.703092] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:33.851125] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:11:33.969191] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:34.083518] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:11:34.204723] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:11:34.320052] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:34.434812] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:34.434980] [INFO ] [CONFIGURE ] MUR: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T00:11:34.435023] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7628 tests
[2025-10-18T00:11:34.435057] [INFO ] [CONFIGURE ] MUR: Testing feature 4/29: add_ema
[2025-10-18T00:11:34.435087] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_ema']
[2025-10-18T00:11:34.559471] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:11:34.686712] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:34.814235] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:34.941276] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:35.066313] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:11:35.196073] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:35.321492] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:11:35.455540] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:11:35.586350] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:35.722789] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:35.722985] [INFO ] [CONFIGURE ] MUR: DISCARDED add_ema (score: 40.00%)
[2025-10-18T00:11:35.723035] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7627 tests
[2025-10-18T00:11:35.723072] [INFO ] [CONFIGURE ] MUR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:11:35.723106] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:11:35.867069] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:11:36.008298] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:36.143105] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:36.287102] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:36.426668] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:11:36.565813] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:36.701431] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:11:36.842307] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:11:36.988166] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:37.138091] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:37.138339] [INFO ] [CONFIGURE ] MUR: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-10-18T00:11:37.138391] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7626 tests
[2025-10-18T00:11:37.138427] [INFO ] [CONFIGURE ] MUR: Testing feature 6/29: add_failed_moves
[2025-10-18T00:11:37.138460] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_failed_moves']
[2025-10-18T00:11:37.251608] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:11:37.364971] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:37.484889] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:37.602061] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:37.718118] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:11:37.832721] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:37.955131] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:38.075222] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:11:38.196420] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:11:38.314144] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:38.314294] [INFO ] [CONFIGURE ] MUR: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:11:38.314339] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7625 tests
[2025-10-18T00:11:38.314419] [INFO ] [CONFIGURE ] MUR: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:11:38.314472] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_lag_shelf']
[2025-10-18T00:11:38.418937] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:11:38.524234] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:38.628732] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:38.734207] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:38.846980] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:11:38.956259] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:39.063432] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:39.172962] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:11:39.284535] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:11:39.398870] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:39.399032] [INFO ] [CONFIGURE ] MUR: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:11:39.399076] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7624 tests
[2025-10-18T00:11:39.399111] [INFO ] [CONFIGURE ] MUR: Testing feature 8/29: add_macd
[2025-10-18T00:11:39.399143] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:11:39.546317] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:11:39.696923] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:11:39.846537] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:39.997037] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:40.145667] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:11:40.294751] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:40.443568] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:40.597182] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:11:40.756859] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:40.919513] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:40.919733] [INFO ] [CONFIGURE ] MUR: DISCARDED add_macd (score: 30.00%)
[2025-10-18T00:11:40.919794] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7623 tests
[2025-10-18T00:11:40.919832] [INFO ] [CONFIGURE ] MUR: Testing feature 9/29: add_mfi
[2025-10-18T00:11:40.919864] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_mfi']
[2025-10-18T00:11:41.048162] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:11:41.170599] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:41.296024] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:41.427584] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:41.559547] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:11:41.692213] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:41.822458] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:41.955134] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:11:42.087519] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:11:42.222491] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:42.222683] [INFO ] [CONFIGURE ] MUR: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T00:11:42.222745] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7622 tests
[2025-10-18T00:11:42.222782] [INFO ] [CONFIGURE ] MUR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:11:42.222812] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:11:42.363466] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:11:42.508841] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:11:42.652412] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:42.802553] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:42.974872] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:11:43.112809] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:43.250553] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:43.388856] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:11:43.530019] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:43.674746] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:43.674963] [INFO ] [CONFIGURE ] MUR: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-18T00:11:43.675018] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7621 tests
[2025-10-18T00:11:43.675053] [INFO ] [CONFIGURE ] MUR: Testing feature 11/29: add_obv_daily
[2025-10-18T00:11:43.675085] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_obv_daily']
[2025-10-18T00:11:43.789304] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:11:43.902243] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:44.017076] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:11:44.131871] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:44.248557] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:11:44.371593] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:44.490222] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:44.608013] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:11:44.725523] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:44.847487] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:44.847629] [INFO ] [CONFIGURE ] MUR: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:11:44.847713] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7620 tests
[2025-10-18T00:11:44.847757] [INFO ] [CONFIGURE ] MUR: Testing feature 12/29: add_obv_interval
[2025-10-18T00:11:44.847787] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_obv_interval']
[2025-10-18T00:11:44.968762] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:11:45.082736] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:45.199377] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:45.314924] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:45.431475] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:11:45.552930] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:45.673195] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:45.792109] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:11:45.913796] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:11:46.039470] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:11:46.039679] [INFO ] [CONFIGURE ] MUR: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:11:46.039742] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7619 tests
[2025-10-18T00:11:46.039778] [INFO ] [CONFIGURE ] MUR: Testing feature 13/29: add_opening_strength
[2025-10-18T00:11:46.039810] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:11:46.167033] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:11:46.291010] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:46.413458] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:46.539996] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:46.666638] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:11:46.795433] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:46.921745] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:47.049330] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:11:47.177760] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:47.306402] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:47.306550] [INFO ] [CONFIGURE ] MUR: KEPT add_opening_strength (score: 70.00%)
[2025-10-18T00:11:47.306595] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7618 tests
[2025-10-18T00:11:47.306629] [INFO ] [CONFIGURE ] MUR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:11:47.306700] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T00:11:47.459898] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:11:47.600777] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:47.744570] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:47.884951] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:48.032328] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:11:48.180359] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:48.325385] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:11:48.477273] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:11:48.626863] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:48.778618] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:48.778911] [INFO ] [CONFIGURE ] MUR: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:11:48.778982] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7617 tests
[2025-10-18T00:11:48.779040] [INFO ] [CONFIGURE ] MUR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:11:48.779076] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-18T00:11:48.906332] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:11:49.037817] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:11:49.159790] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:49.281936] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:49.403102] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:11:49.528670] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:49.660152] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:49.786065] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:11:49.921249] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:50.048864] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:50.049028] [INFO ] [CONFIGURE ] MUR: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:11:50.049072] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7616 tests
[2025-10-18T00:11:50.049106] [INFO ] [CONFIGURE ] MUR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:11:50.049136] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T00:11:50.179585] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:11:50.318105] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:50.458474] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:50.597210] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:50.739764] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:11:50.885085] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:51.034870] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:51.175375] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:11:51.315721] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:11:51.453447] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:51.453703] [INFO ] [CONFIGURE ] MUR: KEPT add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T00:11:51.453764] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7615 tests
[2025-10-18T00:11:51.453801] [INFO ] [CONFIGURE ] MUR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:11:51.453833] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-18T00:11:51.600237] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:11:51.745736] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:51.893780] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:52.073282] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:52.222029] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:11:52.370265] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:11:52.519867] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:52.669209] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:11:52.817805] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:11:52.973484] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:52.973679] [INFO ] [CONFIGURE ] MUR: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T00:11:52.973741] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7614 tests
[2025-10-18T00:11:52.973778] [INFO ] [CONFIGURE ] MUR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:11:52.973810] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-18T00:11:53.112310] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:11:53.249266] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:53.387928] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:53.528237] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:53.669283] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:11:53.813729] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:53.960579] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:11:54.111520] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:11:54.267268] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:11:54.428232] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:54.428402] [INFO ] [CONFIGURE ] MUR: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T00:11:54.428447] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7613 tests
[2025-10-18T00:11:54.428480] [INFO ] [CONFIGURE ] MUR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:11:54.428512] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-18T00:11:54.574102] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:11:54.725421] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:54.870676] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:55.026984] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:55.212201] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:11:55.409337] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:55.604785] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:55.785348] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:11:55.956487] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:11:56.125910] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:56.126120] [INFO ] [CONFIGURE ] MUR: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:11:56.126210] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7612 tests
[2025-10-18T00:11:56.126273] [INFO ] [CONFIGURE ] MUR: Testing feature 20/29: add_price_rejection
[2025-10-18T00:11:56.126313] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-18T00:11:56.286385] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:11:56.430214] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:56.574243] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:56.723140] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:11:56.876422] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:11:57.029477] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:57.177078] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:57.324159] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:11:57.471588] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:11:57.629819] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:57.629995] [INFO ] [CONFIGURE ] MUR: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:11:57.630040] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7611 tests
[2025-10-18T00:11:57.630075] [INFO ] [CONFIGURE ] MUR: Testing feature 21/29: add_range_position
[2025-10-18T00:11:57.630107] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-18T00:11:57.790529] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:11:57.949427] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:11:58.135170] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:58.296195] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:11:58.459955] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:11:58.622878] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:11:58.785794] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:11:58.951227] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:11:59.116192] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:11:59.290832] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:11:59.291019] [INFO ] [CONFIGURE ] MUR: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:11:59.291063] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7610 tests
[2025-10-18T00:11:59.291098] [INFO ] [CONFIGURE ] MUR: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:11:59.291130] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-18T00:11:59.470381] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:11:59.647325] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:11:59.821440] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:11:59.999068] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:12:00.178302] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:00.362852] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:00.549916] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:00.738364] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:12:00.910941] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:12:01.089112] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:12:01.089306] [INFO ] [CONFIGURE ] MUR: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:12:01.089352] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7609 tests
[2025-10-18T00:12:01.089388] [INFO ] [CONFIGURE ] MUR: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:12:01.089420] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-18T00:12:01.255614] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:12:01.409774] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:01.574173] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:01.745571] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:12:01.908431] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:12:02.074236] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:02.232401] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:02.389061] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:12:02.556062] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:12:02.720357] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:12:02.720519] [INFO ] [CONFIGURE ] MUR: KEPT add_recent_range_context (score: 90.00%)
[2025-10-18T00:12:02.720566] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7608 tests
[2025-10-18T00:12:02.720601] [INFO ] [CONFIGURE ] MUR: Testing feature 24/29: add_rsi
[2025-10-18T00:12:02.720634] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_recent_range_context', 'add_ema', 'add_rsi']
[2025-10-18T00:12:02.908598] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:12:03.091260] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:03.273672] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:03.456203] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:03.639736] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:03.825950] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:04.005066] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:04.248280] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:12:04.447934] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:12:04.629900] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:12:04.630080] [INFO ] [CONFIGURE ] MUR: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T00:12:04.630125] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7607 tests
[2025-10-18T00:12:04.630182] [INFO ] [CONFIGURE ] MUR: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:12:04.630304] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_recent_range_context', 'add_tick_distribution']
[2025-10-18T00:12:04.794000] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:12:04.962062] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:05.129018] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:05.295880] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:12:05.457249] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:12:05.641326] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:05.816342] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:12:05.985354] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:12:06.148193] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:12:06.316289] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:12:06.316489] [INFO ] [CONFIGURE ] MUR: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T00:12:06.316552] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7606 tests
[2025-10-18T00:12:06.316592] [INFO ] [CONFIGURE ] MUR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:12:06.316625] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-10-18T00:12:06.479271] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:12:06.639754] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:06.803582] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:06.964376] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:12:07.126770] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:12:07.297212] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:07.464174] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:12:07.632123] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:12:07.800476] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:12:07.968533] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:12:07.968871] [INFO ] [CONFIGURE ] MUR: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T00:12:07.968932] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7605 tests
[2025-10-18T00:12:07.968975] [INFO ] [CONFIGURE ] MUR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:12:07.969011] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-10-18T00:12:08.148451] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:12:08.316920] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:08.483865] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:08.660203] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:12:08.841565] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:09.009622] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:09.178136] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:09.353969] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:12:09.525505] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:12:09.700224] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:12:09.700429] [INFO ] [CONFIGURE ] MUR: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T00:12:09.700475] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7604 tests
[2025-10-18T00:12:09.700512] [INFO ] [CONFIGURE ] MUR: Testing feature 28/29: add_volume_profile
[2025-10-18T00:12:09.700547] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_recent_range_context', 'add_volume_profile']
[2025-10-18T00:12:09.879812] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:12:10.042800] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:12:10.209481] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:10.409567] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:12:10.574159] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:10.734720] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:10.897343] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:12:11.060408] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:12:11.224472] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:11.385559] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:12:11.385748] [INFO ] [CONFIGURE ] MUR: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:12:11.385803] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7603 tests
[2025-10-18T00:12:11.385859] [INFO ] [CONFIGURE ] MUR: Testing feature 29/29: add_vwap
[2025-10-18T00:12:11.385915] [INFO ] [CONFIGURE ] MUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_recent_range_context', 'add_vwap']
[2025-10-18T00:12:11.547391] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:12:11.712558] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:11.877356] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:12.041065] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:12:12.203910] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:12.376810] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:12:12.545271] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:12:12.709153] [DEBUG] [FORECASTER] MUR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:12:12.875565] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:12:13.051518] [DEBUG] [FORECASTER] MUR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:12:13.051781] [INFO ] [CONFIGURE ] MUR: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T00:12:13.051894] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7602 tests
[2025-10-18T00:12:13.051952] [INFO ] [CONFIGURE ] MUR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:12:13.051986] [INFO ] [CONFIGURE ] MUR: Best accuracy: 90.00%
[2025-10-18T00:12:13.052021] [INFO ] [CONFIGURE ] MUR: Best feature set (4 features): ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-18T00:12:13.052052] [INFO ] [CONFIGURE ] MUR: Improvement over baseline: 30.00%
[2025-10-18T00:12:13.052079] [INFO ] [CONFIGURE ] MUR: Total time: 42.3 seconds
[2025-10-18T00:12:13.052107] [INFO ] [CONFIGURE ] MUR: Average time per feature: 1.5 seconds
[2025-10-18T00:12:13.052137] [INFO ] [CONFIGURE ] MUR: Average speed: 0.69 features/sec
[2025-10-18T00:12:13.052892] [INFO ] [LOCAL     ] Saved configuration for MUR: 4 features, 90.00% accuracy -> ./output/feature-sets/MUR.json
[2025-10-18T00:12:13.052963] [INFO ] [CONFIGURE ] MUR: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-18T00:12:13.053048] [INFO ] [sig       ] [119/380] Successfully configured MUR | 0.02 sym/s | Total: 1.4h | ETA: 3.1h
[2025-10-18T00:12:13.053116] [INFO ] [sig       ] [120/380] Configuring MUSA...
[2025-10-18T00:12:13.053181] [INFO ] [CONFIGURE ] MUSA: Configurate test run.
[2025-10-18T00:12:13.053237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-10-18T00:12:13.069730] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUSA'.
[2025-10-18T00:12:13.070285] [INFO ] [CONFIGURE ] MUSA: Testing with 29 available features
[2025-10-18T00:12:13.070344] [INFO ] [CONFIGURE ] MUSA: Establishing baseline with no features...
[2025-10-18T00:12:13.187814] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:12:13.289466] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:13.422012] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:13.522775] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:13.622013] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:13.725548] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:13.826423] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:13.927060] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:14.027749] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:14.129245] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:14.129416] [INFO ] [CONFIGURE ] MUSA: Baseline score (no features): 70.00%
[2025-10-18T00:12:14.129463] [INFO ] [CONFIGURE ] MUSA: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:12:14.129496] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:12:14.240011] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:12:14.358505] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:14.490298] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:14.607498] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:14.721170] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:14.836658] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:14.957239] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:15.085015] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:12:15.208324] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:15.333259] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:15.333420] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T00:12:15.333463] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7601 tests
[2025-10-18T00:12:15.333499] [INFO ] [CONFIGURE ] MUSA: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:12:15.333529] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:12:15.452920] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:12:15.576771] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:15.708574] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:15.837483] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:12:15.961367] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:16.091360] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:16.225375] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:16.349096] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:12:16.490321] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:16.613809] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:16.613977] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T00:12:16.614020] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7600 tests
[2025-10-18T00:12:16.614054] [INFO ] [CONFIGURE ] MUSA: Testing feature 3/29: add_daily_returns
[2025-10-18T00:12:16.614084] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_daily_returns']
[2025-10-18T00:12:16.722028] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:12:16.836032] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:16.947130] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:17.061817] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:17.172583] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:17.283338] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:17.418979] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:17.549725] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:12:17.666192] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:17.789897] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:17.790082] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T00:12:17.790129] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7599 tests
[2025-10-18T00:12:17.790164] [INFO ] [CONFIGURE ] MUSA: Testing feature 4/29: add_ema
[2025-10-18T00:12:17.790196] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_ema']
[2025-10-18T00:12:17.919417] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:12:18.053926] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:18.181847] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:18.309365] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:18.439423] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:18.568663] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:18.702711] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:18.841554] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:18.975253] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:19.112358] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:19.112563] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_ema (score: 70.00%)
[2025-10-18T00:12:19.112631] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7598 tests
[2025-10-18T00:12:19.112720] [INFO ] [CONFIGURE ] MUSA: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:12:19.112772] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:12:19.252903] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:12:19.396320] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:19.543858] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:19.686137] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:19.825560] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:19.963919] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:20.101126] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:20.239238] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:20.381799] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:20.520843] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:20.521017] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:12:20.521062] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7597 tests
[2025-10-18T00:12:20.521096] [INFO ] [CONFIGURE ] MUSA: Testing feature 6/29: add_failed_moves
[2025-10-18T00:12:20.521126] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_failed_moves']
[2025-10-18T00:12:20.636722] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:12:20.751978] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:20.876617] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:20.995140] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:21.115894] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:21.235749] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:21.356205] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:21.476187] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:21.597820] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:21.717191] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:21.717373] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:12:21.717483] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7596 tests
[2025-10-18T00:12:21.717537] [INFO ] [CONFIGURE ] MUSA: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:12:21.717570] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_lag_shelf']
[2025-10-18T00:12:21.827849] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:12:21.935592] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:22.040184] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:22.142740] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:22.249312] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:22.352121] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:22.458433] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:22.565622] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:22.673783] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:22.783251] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:22.783472] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T00:12:22.783565] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7595 tests
[2025-10-18T00:12:22.783621] [INFO ] [CONFIGURE ] MUSA: Testing feature 8/29: add_macd
[2025-10-18T00:12:22.783686] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:12:22.932191] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:12:23.077128] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:23.222203] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:23.366891] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:23.516332] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:23.663439] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:23.812048] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:12:23.965290] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:24.113525] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:24.263255] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:24.263435] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:12:24.263482] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7594 tests
[2025-10-18T00:12:24.263518] [INFO ] [CONFIGURE ] MUSA: Testing feature 9/29: add_mfi
[2025-10-18T00:12:24.263550] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_mfi']
[2025-10-18T00:12:24.383106] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:12:24.503664] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:24.627761] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:24.747632] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:24.872963] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:24.993908] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:25.115903] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:25.246261] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:25.375429] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:25.498531] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:25.498750] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:12:25.498818] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7593 tests
[2025-10-18T00:12:25.498889] [INFO ] [CONFIGURE ] MUSA: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:12:25.498935] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:12:25.636425] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:12:25.773457] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:25.915432] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:26.054382] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:12:26.196744] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:26.335077] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:26.474829] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:26.615915] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:26.770381] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:26.924692] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:26.924936] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T00:12:26.925001] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7592 tests
[2025-10-18T00:12:26.925040] [INFO ] [CONFIGURE ] MUSA: Testing feature 11/29: add_obv_daily
[2025-10-18T00:12:26.925075] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_obv_daily']
[2025-10-18T00:12:27.046619] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:12:27.159814] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:27.268734] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:27.379957] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:27.489011] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:27.598943] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:27.711208] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:27.821058] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:27.932353] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:28.044076] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:28.044218] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:12:28.044263] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.5s/test | Remaining: 7591 tests
[2025-10-18T00:12:28.044296] [INFO ] [CONFIGURE ] MUSA: Testing feature 12/29: add_obv_interval
[2025-10-18T00:12:28.044327] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_obv_interval']
[2025-10-18T00:12:28.151407] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:12:28.262189] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:28.371570] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:28.484562] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:28.595195] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:28.706301] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:28.817327] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:28.929621] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:12:29.041635] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:29.154327] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:29.154478] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:12:29.154521] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7590 tests
[2025-10-18T00:12:29.154556] [INFO ] [CONFIGURE ] MUSA: Testing feature 13/29: add_opening_strength
[2025-10-18T00:12:29.154587] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:12:29.271123] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:12:29.387188] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:29.508572] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:29.632784] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:29.749391] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:29.865974] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:29.983061] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:30.101798] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:30.220467] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:30.339441] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:30.339587] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:12:30.339630] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7589 tests
[2025-10-18T00:12:30.339705] [INFO ] [CONFIGURE ] MUSA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:12:30.339752] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T00:12:30.459867] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:12:30.580927] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:30.713147] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:30.835320] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:12:30.959587] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:31.087293] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:31.213783] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:12:31.342253] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:12:31.469889] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:31.627616] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:31.627797] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:12:31.627846] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7588 tests
[2025-10-18T00:12:31.627914] [INFO ] [CONFIGURE ] MUSA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:12:31.627954] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T00:12:31.731610] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:12:31.839519] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:31.950486] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:32.055102] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:32.159267] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:32.264470] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:32.369975] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:32.477706] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:12:32.585295] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:32.692300] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:32.692456] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:12:32.692498] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7587 tests
[2025-10-18T00:12:32.692531] [INFO ] [CONFIGURE ] MUSA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:12:32.692561] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T00:12:32.804790] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:12:32.916894] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:33.029255] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:33.142587] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:33.256380] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:33.370959] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:33.486735] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:33.602079] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:12:33.717386] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:33.833208] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:33.833374] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:12:33.833420] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7586 tests
[2025-10-18T00:12:33.833453] [INFO ] [CONFIGURE ] MUSA: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:12:33.833484] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_pbf_return_2d']
[2025-10-18T00:12:33.950318] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:12:34.065637] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:34.183269] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:34.302800] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:34.420840] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:34.539233] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:34.665042] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:34.786157] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:12:34.906973] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:35.026454] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:35.026610] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T00:12:35.026681] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7585 tests
[2025-10-18T00:12:35.026734] [INFO ] [CONFIGURE ] MUSA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:12:35.026768] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T00:12:35.129279] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:12:35.238914] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:35.344978] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:35.450220] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:35.559550] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:35.667340] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:35.776033] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:35.882132] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:12:35.988609] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:36.095368] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:36.095530] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:12:36.095573] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7584 tests
[2025-10-18T00:12:36.095608] [INFO ] [CONFIGURE ] MUSA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:12:36.095638] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T00:12:36.199665] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:12:36.302721] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:36.407079] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:36.512427] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:36.617396] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:36.727638] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:36.836431] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:36.943053] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:12:37.049392] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:37.157035] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:37.157171] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T00:12:37.157214] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7583 tests
[2025-10-18T00:12:37.157417] [INFO ] [CONFIGURE ] MUSA: Testing feature 20/29: add_price_rejection
[2025-10-18T00:12:37.157469] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_price_rejection']
[2025-10-18T00:12:37.276574] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:12:37.388159] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:37.499438] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:37.611148] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:37.723195] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:37.835481] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:37.953979] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:38.084505] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:12:38.199134] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:38.313413] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:38.313577] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:12:38.313660] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7582 tests
[2025-10-18T00:12:38.313720] [INFO ] [CONFIGURE ] MUSA: Testing feature 21/29: add_range_position
[2025-10-18T00:12:38.313757] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_range_position']
[2025-10-18T00:12:38.433790] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:12:38.554969] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:38.686778] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:38.814226] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:12:38.944581] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:39.070828] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:39.200896] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:39.326813] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:12:39.454135] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:39.582271] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:39.582435] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T00:12:39.582478] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7581 tests
[2025-10-18T00:12:39.582512] [INFO ] [CONFIGURE ] MUSA: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:12:39.582542] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_realized_volatility']
[2025-10-18T00:12:39.720118] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:12:39.860073] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:40.002447] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:40.153426] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:40.302931] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:40.457366] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:40.597102] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:40.738492] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:12:40.877742] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:41.017517] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:41.017706] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T00:12:41.017765] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7580 tests
[2025-10-18T00:12:41.017802] [INFO ] [CONFIGURE ] MUSA: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:12:41.017833] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_recent_range_context']
[2025-10-18T00:12:41.125535] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:12:41.234012] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:41.343222] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:41.455389] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:41.571971] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:41.684999] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:41.797419] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:41.911302] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:42.023773] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:42.140927] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:42.141107] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T00:12:42.141175] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7579 tests
[2025-10-18T00:12:42.141225] [INFO ] [CONFIGURE ] MUSA: Testing feature 24/29: add_rsi
[2025-10-18T00:12:42.141261] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T00:12:42.271085] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:12:42.401044] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:42.531135] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:42.661288] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:42.795947] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:42.924234] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:43.055453] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:43.186215] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:43.316776] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:43.449837] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:43.450000] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:12:43.450044] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 1.4s/test | Remaining: 7578 tests
[2025-10-18T00:12:43.450080] [INFO ] [CONFIGURE ] MUSA: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:12:43.450112] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_tick_distribution']
[2025-10-18T00:12:43.557371] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:12:43.664950] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:43.773254] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:43.881614] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:43.994928] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:44.102781] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:44.217301] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:44.340737] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:44.465851] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:44.587585] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:44.587763] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:12:44.587815] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7577 tests
[2025-10-18T00:12:44.587852] [INFO ] [CONFIGURE ] MUSA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:12:44.587931] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T00:12:44.702898] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:12:44.821548] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:44.932710] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:45.044825] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:45.165186] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:45.280619] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:45.398148] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:45.516420] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:45.634035] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:45.754072] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:45.754224] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:12:45.754266] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7576 tests
[2025-10-18T00:12:45.754301] [INFO ] [CONFIGURE ] MUSA: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:12:45.754332] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_volume_price_divergence']
[2025-10-18T00:12:45.881382] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:12:46.006619] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:46.131880] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:46.256827] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:46.388183] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:46.511318] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:46.636799] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:46.771109] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:12:46.898850] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:47.023601] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:47.023812] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:12:47.023863] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7575 tests
[2025-10-18T00:12:47.023988] [INFO ] [CONFIGURE ] MUSA: Testing feature 28/29: add_volume_profile
[2025-10-18T00:12:47.024029] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_volume_profile']
[2025-10-18T00:12:47.140964] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:12:47.255588] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:47.386393] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:47.511128] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:47.649345] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:47.786497] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:47.931524] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:48.102866] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:48.242930] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:48.377934] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:48.378168] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:12:48.378226] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7574 tests
[2025-10-18T00:12:48.378262] [INFO ] [CONFIGURE ] MUSA: Testing feature 29/29: add_vwap
[2025-10-18T00:12:48.378293] [INFO ] [CONFIGURE ] MUSA: Testing with features: ['add_vwap']
[2025-10-18T00:12:48.526829] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:12:48.669325] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:12:48.816264] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:48.946920] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:12:49.080011] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:12:49.215105] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:49.333513] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:12:49.450390] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:12:49.575636] [DEBUG] [FORECASTER] MUSA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:12:49.702458] [DEBUG] [FORECASTER] MUSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:12:49.702668] [INFO ] [CONFIGURE ] MUSA: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T00:12:49.702740] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7573 tests
[2025-10-18T00:12:49.702830] [INFO ] [CONFIGURE ] MUSA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:12:49.702885] [INFO ] [CONFIGURE ] MUSA: Best accuracy: 70.00%
[2025-10-18T00:12:49.702919] [INFO ] [CONFIGURE ] MUSA: Best feature set (0 features): []
[2025-10-18T00:12:49.702947] [INFO ] [CONFIGURE ] MUSA: Improvement over baseline: 0.00%
[2025-10-18T00:12:49.702973] [INFO ] [CONFIGURE ] MUSA: Total time: 35.6 seconds
[2025-10-18T00:12:49.702999] [INFO ] [CONFIGURE ] MUSA: Average time per feature: 1.2 seconds
[2025-10-18T00:12:49.703025] [INFO ] [CONFIGURE ] MUSA: Average speed: 0.82 features/sec
[2025-10-18T00:12:49.703717] [INFO ] [LOCAL     ] Saved configuration for MUSA: 0 features, 70.00% accuracy -> ./output/feature-sets/MUSA.json
[2025-10-18T00:12:49.703819] [INFO ] [CONFIGURE ] MUSA: Configuration saved successfully: 0 features, 70.00% accuracy.
[2025-10-18T00:12:49.703888] [INFO ] [sig       ] [120/380] Successfully configured MUSA | 0.02 sym/s | Total: 1.4h | ETA: 3.1h
[2025-10-18T00:12:49.703956] [INFO ] [sig       ] [121/380] Configuring MUX...
[2025-10-18T00:12:49.704021] [INFO ] [CONFIGURE ] MUX: Configurate test run.
[2025-10-18T00:12:49.704077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-10-18T00:12:49.718689] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MUX'.
[2025-10-18T00:12:49.719242] [INFO ] [CONFIGURE ] MUX: Testing with 29 available features
[2025-10-18T00:12:49.719300] [INFO ] [CONFIGURE ] MUX: Establishing baseline with no features...
[2025-10-18T00:12:49.822177] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:12:49.925472] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:12:50.027635] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:12:50.130036] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:12:50.234958] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:12:50.340704] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:12:50.445860] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:12:50.550629] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:12:50.661554] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:12:50.776064] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:12:50.776210] [INFO ] [CONFIGURE ] MUX: Baseline score (no features): 40.00%
[2025-10-18T00:12:50.776254] [INFO ] [CONFIGURE ] MUX: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:12:50.776288] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:12:50.890212] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:12:51.004045] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:12:51.118780] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:12:51.233206] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:12:51.351943] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:12:51.472448] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:12:51.594778] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:12:51.719378] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:51.846898] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:12:51.973171] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:12:51.973335] [INFO ] [CONFIGURE ] MUX: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T00:12:51.973379] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7572 tests
[2025-10-18T00:12:51.973412] [INFO ] [CONFIGURE ] MUX: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:12:51.973496] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:12:52.104402] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:12:52.236278] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:12:52.367836] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:12:52.499330] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:12:52.631909] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:12:52.799749] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:12:52.943122] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:12:53.086136] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:53.231800] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:12:53.375843] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:12:53.376015] [INFO ] [CONFIGURE ] MUX: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:12:53.376061] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7571 tests
[2025-10-18T00:12:53.376095] [INFO ] [CONFIGURE ] MUX: Testing feature 3/29: add_daily_returns
[2025-10-18T00:12:53.376132] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:12:53.504991] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:12:53.631667] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:12:53.760079] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:12:53.891914] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:12:54.023924] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:12:54.153715] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:54.283973] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:12:54.415334] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:12:54.550051] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:12:54.680317] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:12:54.680471] [INFO ] [CONFIGURE ] MUX: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T00:12:54.680514] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7570 tests
[2025-10-18T00:12:54.680548] [INFO ] [CONFIGURE ] MUX: Testing feature 4/29: add_ema
[2025-10-18T00:12:54.680579] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:12:54.816810] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:12:54.954534] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:12:55.093343] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:12:55.236366] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:12:55.383837] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:12:55.525669] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:12:55.665088] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:12:55.837388] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:55.981555] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:12:56.132326] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:12:56.132570] [INFO ] [CONFIGURE ] MUX: DISCARDED add_ema (score: 40.00%)
[2025-10-18T00:12:56.132628] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7569 tests
[2025-10-18T00:12:56.132703] [INFO ] [CONFIGURE ] MUX: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:12:56.132747] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:12:56.280608] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:12:56.426897] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:12:56.576826] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:12:56.722373] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:12:56.866858] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:12:57.015305] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:12:57.163633] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:12:57.315872] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:57.467306] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:12:57.615901] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:12:57.616054] [INFO ] [CONFIGURE ] MUX: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:12:57.616099] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7568 tests
[2025-10-18T00:12:57.616134] [INFO ] [CONFIGURE ] MUX: Testing feature 6/29: add_failed_moves
[2025-10-18T00:12:57.616166] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T00:12:57.736627] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:12:57.859284] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:12:57.987824] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:12:58.115262] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:12:58.244833] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:12:58.375422] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:12:58.509087] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:12:58.644609] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:12:58.778233] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:12:58.915215] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:12:58.915391] [INFO ] [CONFIGURE ] MUX: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T00:12:58.915502] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7567 tests
[2025-10-18T00:12:58.915544] [INFO ] [CONFIGURE ] MUX: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:12:58.915588] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T00:12:59.035226] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:12:59.156027] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:12:59.277457] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:12:59.402381] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:12:59.527101] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:12:59.651855] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:12:59.777140] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:12:59.903888] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:00.031351] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:00.164987] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:13:00.165164] [INFO ] [CONFIGURE ] MUX: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T00:13:00.165206] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7566 tests
[2025-10-18T00:13:00.165241] [INFO ] [CONFIGURE ] MUX: Testing feature 8/29: add_macd
[2025-10-18T00:13:00.165273] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T00:13:00.319169] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:13:00.470953] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:00.628979] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:00.787563] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:00.943686] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:01.107549] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:13:01.277530] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:01.438810] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:01.600130] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:01.775338] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:13:01.775554] [INFO ] [CONFIGURE ] MUX: KEPT add_macd (score: 60.00%)
[2025-10-18T00:13:01.775624] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7565 tests
[2025-10-18T00:13:01.775712] [INFO ] [CONFIGURE ] MUX: Testing feature 9/29: add_mfi
[2025-10-18T00:13:01.775758] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T00:13:01.959098] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:13:02.133272] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:02.306689] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:02.482316] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:02.655349] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:02.830672] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:13:03.006784] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:03.175784] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:03.346095] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:03.516522] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:13:03.516728] [INFO ] [CONFIGURE ] MUX: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:13:03.516784] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7564 tests
[2025-10-18T00:13:03.516822] [INFO ] [CONFIGURE ] MUX: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:13:03.516918] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:13:03.693275] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:13:03.871056] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:04.055583] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:04.236301] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:04.416147] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:04.602420] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:13:04.781630] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:04.985092] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:05.191096] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:05.399780] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:13:05.400031] [INFO ] [CONFIGURE ] MUX: KEPT add_momentum_acceleration (score: 70.00%)
[2025-10-18T00:13:05.400079] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7563 tests
[2025-10-18T00:13:05.400117] [INFO ] [CONFIGURE ] MUX: Testing feature 11/29: add_obv_daily
[2025-10-18T00:13:05.400153] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T00:13:05.617991] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:13:05.830239] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:06.031990] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:06.229887] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:06.436918] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:06.640079] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:13:06.850637] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:07.057734] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:07.257470] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:07.459506] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:13:07.459711] [INFO ] [CONFIGURE ] MUX: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:13:07.459772] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7562 tests
[2025-10-18T00:13:07.459812] [INFO ] [CONFIGURE ] MUX: Testing feature 12/29: add_obv_interval
[2025-10-18T00:13:07.459847] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-18T00:13:07.648298] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:13:07.840141] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:08.036977] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:08.232322] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:08.426923] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:08.619573] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:13:08.818006] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:09.017307] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:09.221891] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:09.417966] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:13:09.418140] [INFO ] [CONFIGURE ] MUX: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:13:09.418184] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7561 tests
[2025-10-18T00:13:09.418219] [INFO ] [CONFIGURE ] MUX: Testing feature 13/29: add_opening_strength
[2025-10-18T00:13:09.418250] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:13:09.636124] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:13:09.844956] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:10.049284] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:10.254317] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:10.463927] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:10.667817] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:13:10.874563] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:11.088726] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:11.302166] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:13:11.521214] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:13:11.521388] [INFO ] [CONFIGURE ] MUX: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T00:13:11.521437] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7560 tests
[2025-10-18T00:13:11.521475] [INFO ] [CONFIGURE ] MUX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:13:11.521507] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-18T00:13:11.726425] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:13:11.936150] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:12.144355] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:12.351107] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:12.556552] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:12.776418] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:13:12.993012] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:13.209887] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:13.428617] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:13.642867] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:13:13.643057] [INFO ] [CONFIGURE ] MUX: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:13:13.643102] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7559 tests
[2025-10-18T00:13:13.643196] [INFO ] [CONFIGURE ] MUX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:13:13.643251] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-18T00:13:13.832867] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:13:14.055306] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:14.266511] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:14.480242] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:14.681928] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:14.885323] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:13:15.090117] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:15.294861] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:15.496606] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:15.698113] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:13:15.698372] [INFO ] [CONFIGURE ] MUX: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T00:13:15.698437] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7558 tests
[2025-10-18T00:13:15.698477] [INFO ] [CONFIGURE ] MUX: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:13:15.698509] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-18T00:13:15.918894] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:13:16.120212] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:16.318584] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:16.530404] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:16.750326] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:16.964663] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:13:17.183207] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:17.402732] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:17.625536] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:17.850340] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:13:17.850528] [INFO ] [CONFIGURE ] MUX: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T00:13:17.850574] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.4s/test | Remaining: 7557 tests
[2025-10-18T00:13:17.850611] [INFO ] [CONFIGURE ] MUX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:13:17.850673] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-18T00:13:18.052990] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:13:18.244301] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:18.429362] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:18.616096] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:18.808446] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:19.008200] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:13:19.202085] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:19.396445] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:19.591796] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:19.791569] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:13:19.791798] [INFO ] [CONFIGURE ] MUX: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T00:13:19.791852] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7556 tests
[2025-10-18T00:13:19.791890] [INFO ] [CONFIGURE ] MUX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:13:19.791926] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-18T00:13:19.984336] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:13:20.179898] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:20.372006] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:20.577957] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:20.796510] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:21.011106] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:13:21.221329] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:21.432071] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:21.652359] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:21.872313] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:13:21.872521] [INFO ] [CONFIGURE ] MUX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:13:21.872568] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7555 tests
[2025-10-18T00:13:21.872605] [INFO ] [CONFIGURE ] MUX: Testing feature 20/29: add_price_rejection
[2025-10-18T00:13:21.872638] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-18T00:13:22.086710] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:13:22.291489] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:22.497783] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:22.704665] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:22.910895] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:23.146307] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:13:23.348808] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:23.548966] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:23.752324] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:23.954451] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:13:23.954661] [INFO ] [CONFIGURE ] MUX: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:13:23.954758] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7554 tests
[2025-10-18T00:13:23.954812] [INFO ] [CONFIGURE ] MUX: Testing feature 21/29: add_range_position
[2025-10-18T00:13:23.954847] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-18T00:13:24.160397] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:13:24.370753] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:24.587047] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:24.804091] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:25.020831] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:25.259354] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:13:25.485369] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:25.698201] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:25.911976] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:26.147963] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:13:26.148165] [INFO ] [CONFIGURE ] MUX: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:13:26.148316] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7553 tests
[2025-10-18T00:13:26.148361] [INFO ] [CONFIGURE ] MUX: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:13:26.148395] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-18T00:13:26.390105] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:13:26.637075] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:26.889907] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:27.123907] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:27.356512] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:27.591530] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:13:27.819850] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:28.050553] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:28.281212] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:28.519950] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:13:28.520143] [INFO ] [CONFIGURE ] MUX: KEPT add_realized_volatility (score: 80.00%)
[2025-10-18T00:13:28.520200] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7552 tests
[2025-10-18T00:13:28.520236] [INFO ] [CONFIGURE ] MUX: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:13:28.520267] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility', 'add_recent_range_context']
[2025-10-18T00:13:28.755205] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:13:28.991214] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:29.263806] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:29.502069] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:29.744801] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:29.995668] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:13:30.238851] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:30.495385] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:30.757073] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:31.011819] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:13:31.012048] [INFO ] [CONFIGURE ] MUX: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T00:13:31.012100] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7551 tests
[2025-10-18T00:13:31.012136] [INFO ] [CONFIGURE ] MUX: Testing feature 24/29: add_rsi
[2025-10-18T00:13:31.012171] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-18T00:13:31.278586] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:13:31.542768] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:31.798504] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:32.055021] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:32.327670] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:13:32.586107] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:13:32.838017] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:33.101011] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:33.360211] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:33.616398] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:13:33.616594] [INFO ] [CONFIGURE ] MUX: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T00:13:33.616637] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7550 tests
[2025-10-18T00:13:33.616717] [INFO ] [CONFIGURE ] MUX: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:13:33.616757] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility', 'add_tick_distribution']
[2025-10-18T00:13:33.851448] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:13:34.078079] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:34.318481] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:34.557380] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:34.795712] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:35.032429] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:13:35.284388] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:35.530048] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:35.766142] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:36.005421] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:13:36.005668] [INFO ] [CONFIGURE ] MUX: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T00:13:36.005731] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7549 tests
[2025-10-18T00:13:36.005769] [INFO ] [CONFIGURE ] MUX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:13:36.005801] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-18T00:13:36.247315] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:13:36.478683] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:36.718413] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:36.975224] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:37.219551] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:37.458413] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:13:37.704103] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:13:37.947301] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:38.193456] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:38.441824] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:13:38.441982] [INFO ] [CONFIGURE ] MUX: KEPT add_volume_momentum_confirmation (score: 90.00%)
[2025-10-18T00:13:38.442028] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7548 tests
[2025-10-18T00:13:38.442064] [INFO ] [CONFIGURE ] MUX: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:13:38.442098] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-10-18T00:13:38.693548] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:13:38.940840] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:39.191553] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:39.444163] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:39.693410] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:39.944907] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:13:40.195738] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:40.454129] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:40.720177] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:40.989711] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:13:40.989973] [INFO ] [CONFIGURE ] MUX: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T00:13:40.990039] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7547 tests
[2025-10-18T00:13:40.990098] [INFO ] [CONFIGURE ] MUX: Testing feature 28/29: add_volume_profile
[2025-10-18T00:13:40.990135] [INFO ] [CONFIGURE ] MUX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-10-18T00:13:41.231446] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:13:41.476368] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:13:41.725621] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:41.960988] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:13:42.201806] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:13:42.446182] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:13:42.692708] [DEBUG] [FORECASTER] MUX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:42.939316] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:13:43.189128] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:43.438988] [DEBUG] [FORECASTER] MUX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:13:43.439147] [INFO ] [CONFIGURE ] MUX: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:13:43.439189] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7546 tests
[2025-10-18T00:13:43.439225] [INFO ] [CONFIGURE ] MUX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:13:43.439255] [INFO ] [CONFIGURE ] MUX: Best accuracy: 90.00%
[2025-10-18T00:13:43.439287] [INFO ] [CONFIGURE ] MUX: Best feature set (7 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-18T00:13:43.439316] [INFO ] [CONFIGURE ] MUX: Improvement over baseline: 50.00%
[2025-10-18T00:13:43.439342] [INFO ] [CONFIGURE ] MUX: Total time: 52.7 seconds
[2025-10-18T00:13:43.439369] [INFO ] [CONFIGURE ] MUX: Average time per feature: 2.0 seconds
[2025-10-18T00:13:43.439396] [INFO ] [CONFIGURE ] MUX: Average speed: 0.55 features/sec
[2025-10-18T00:13:43.440028] [INFO ] [LOCAL     ] Saved configuration for MUX: 7 features, 90.00% accuracy -> ./output/feature-sets/MUX.json
[2025-10-18T00:13:43.440099] [INFO ] [CONFIGURE ] MUX: Configuration saved successfully: 7 features, 90.00% accuracy.
[2025-10-18T00:13:43.440176] [INFO ] [sig       ] [121/380] Successfully configured MUX | 0.02 sym/s | Total: 1.4h | ETA: 3.1h
[2025-10-18T00:13:43.440244] [INFO ] [sig       ] [122/380] Configuring MVO...
[2025-10-18T00:13:43.440309] [INFO ] [CONFIGURE ] MVO: Configurate test run.
[2025-10-18T00:13:43.440364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-10-18T00:13:43.453222] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MVO'.
[2025-10-18T00:13:43.453588] [INFO ] [CONFIGURE ] MVO: Testing with 29 available features
[2025-10-18T00:13:43.453668] [INFO ] [CONFIGURE ] MVO: Establishing baseline with no features...
[2025-10-18T00:13:43.559982] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:13:43.669135] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:13:43.776265] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:43.886468] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:13:43.994078] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:13:44.102053] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:13:44.210694] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:44.319879] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:13:44.429863] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:13:44.562168] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:13:44.562291] [INFO ] [CONFIGURE ] MVO: Baseline score (no features): 30.00%
[2025-10-18T00:13:44.562333] [INFO ] [CONFIGURE ] MVO: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:13:44.562366] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:13:44.681438] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:13:44.801812] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:13:44.920297] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:45.041017] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:13:45.160406] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:13:45.280109] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:13:45.400872] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:45.529389] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:13:45.655524] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:13:45.779590] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:13:45.779821] [INFO ] [CONFIGURE ] MVO: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-18T00:13:45.779883] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7545 tests
[2025-10-18T00:13:45.779922] [INFO ] [CONFIGURE ] MVO: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:13:45.779954] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:13:45.906912] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:13:46.034144] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:13:46.165535] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:46.295334] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:13:46.424930] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:13:46.555918] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:13:46.684761] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:46.814051] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:13:46.944815] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:13:47.087408] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:13:47.087605] [INFO ] [CONFIGURE ] MVO: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-18T00:13:47.087682] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7544 tests
[2025-10-18T00:13:47.087736] [INFO ] [CONFIGURE ] MVO: Testing feature 3/29: add_daily_returns
[2025-10-18T00:13:47.087769] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_daily_returns']
[2025-10-18T00:13:47.194473] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:13:47.299214] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:13:47.405865] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:47.514861] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:13:47.625305] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:13:47.737446] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:13:47.845961] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:47.959793] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:13:48.075955] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:13:48.187956] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:13:48.188109] [INFO ] [CONFIGURE ] MVO: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T00:13:48.188152] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7543 tests
[2025-10-18T00:13:48.188186] [INFO ] [CONFIGURE ] MVO: Testing feature 4/29: add_ema
[2025-10-18T00:13:48.188215] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema']
[2025-10-18T00:13:48.308237] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:13:48.428219] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:13:48.550811] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:13:48.673666] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:13:48.798595] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:13:48.919016] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:13:49.041966] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:13:49.166716] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:13:49.290058] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:49.417310] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:13:49.417474] [INFO ] [CONFIGURE ] MVO: KEPT add_ema (score: 40.00%)
[2025-10-18T00:13:49.417520] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7542 tests
[2025-10-18T00:13:49.417555] [INFO ] [CONFIGURE ] MVO: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:13:49.417587] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:13:49.565769] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:13:49.714043] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:13:49.860909] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:50.010002] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:13:50.162811] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:13:50.314761] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:13:50.465417] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:50.652188] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:13:50.811884] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:50.972487] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:13:50.972723] [INFO ] [CONFIGURE ] MVO: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:13:50.972783] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7541 tests
[2025-10-18T00:13:50.972822] [INFO ] [CONFIGURE ] MVO: Testing feature 6/29: add_failed_moves
[2025-10-18T00:13:50.972854] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-18T00:13:51.109100] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:13:51.245322] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:13:51.385007] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:13:51.521013] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:13:51.656164] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:13:51.788316] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:13:51.923117] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:13:52.056614] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:13:52.189910] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:52.325052] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:13:52.325214] [INFO ] [CONFIGURE ] MVO: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T00:13:52.325258] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7540 tests
[2025-10-18T00:13:52.325293] [INFO ] [CONFIGURE ] MVO: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:13:52.325325] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-18T00:13:52.445701] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:13:52.566314] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:13:52.687478] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:13:52.810566] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:13:52.939280] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:13:53.068059] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:13:53.200010] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:13:53.330078] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:13:53.460979] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:53.601381] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:13:53.601558] [INFO ] [CONFIGURE ] MVO: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T00:13:53.601602] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7539 tests
[2025-10-18T00:13:53.601637] [INFO ] [CONFIGURE ] MVO: Testing feature 8/29: add_macd
[2025-10-18T00:13:53.601715] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-18T00:13:53.773305] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:13:53.973266] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:13:54.147126] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:54.329454] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:13:54.506758] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:13:54.670755] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:13:54.840758] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:13:55.012550] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:13:55.179831] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:13:55.349928] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:13:55.350149] [INFO ] [CONFIGURE ] MVO: DISCARDED add_macd (score: 20.00%)
[2025-10-18T00:13:55.350200] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7538 tests
[2025-10-18T00:13:55.350239] [INFO ] [CONFIGURE ] MVO: Testing feature 9/29: add_mfi
[2025-10-18T00:13:55.350272] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_mfi']
[2025-10-18T00:13:55.497971] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:13:55.645935] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:13:55.789229] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:13:55.923034] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:13:56.077193] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:13:56.231484] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:13:56.389869] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:13:56.608293] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:13:56.806552] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:56.996256] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:13:56.996550] [INFO ] [CONFIGURE ] MVO: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T00:13:56.996633] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7537 tests
[2025-10-18T00:13:56.996745] [INFO ] [CONFIGURE ] MVO: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:13:56.996824] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:13:57.157019] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:13:57.311102] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:13:57.460925] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:57.625751] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:13:57.775276] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:13:57.925364] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:13:58.076468] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:58.229464] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:13:58.383421] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:13:58.539093] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:13:58.539258] [INFO ] [CONFIGURE ] MVO: KEPT add_momentum_acceleration (score: 50.00%)
[2025-10-18T00:13:58.539306] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7536 tests
[2025-10-18T00:13:58.539451] [INFO ] [CONFIGURE ] MVO: Testing feature 11/29: add_obv_daily
[2025-10-18T00:13:58.539517] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T00:13:58.704637] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:13:58.871154] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:13:59.027160] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:13:59.187082] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:13:59.344052] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:13:59.502470] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:13:59.661843] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:13:59.837405] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:00.000526] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:14:00.165732] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:00.165888] [INFO ] [CONFIGURE ] MVO: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:14:00.165932] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7535 tests
[2025-10-18T00:14:00.165966] [INFO ] [CONFIGURE ] MVO: Testing feature 12/29: add_obv_interval
[2025-10-18T00:14:00.165997] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-18T00:14:00.331337] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:14:00.486056] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:14:00.640688] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:00.790834] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:14:00.943869] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:14:01.099936] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:14:01.266861] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:14:01.426144] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:01.593436] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:14:01.753886] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:01.754051] [INFO ] [CONFIGURE ] MVO: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T00:14:01.754113] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7534 tests
[2025-10-18T00:14:01.754151] [INFO ] [CONFIGURE ] MVO: Testing feature 13/29: add_opening_strength
[2025-10-18T00:14:01.754183] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:14:01.921276] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:14:02.103569] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:14:02.290410] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:02.486989] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:02.660352] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:14:02.861426] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:14:03.034683] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:14:03.212728] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:03.395064] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:14:03.572240] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:03.572397] [INFO ] [CONFIGURE ] MVO: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T00:14:03.572441] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7533 tests
[2025-10-18T00:14:03.572475] [INFO ] [CONFIGURE ] MVO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:14:03.572505] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-18T00:14:03.742543] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:14:03.919417] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:14:04.096944] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:04.272393] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:04.459922] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:14:04.634984] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:14:04.813149] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:14:04.992763] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:05.169672] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:14:05.348783] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:05.348949] [INFO ] [CONFIGURE ] MVO: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T00:14:05.348994] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7532 tests
[2025-10-18T00:14:05.349028] [INFO ] [CONFIGURE ] MVO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:14:05.349060] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-18T00:14:05.516967] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:14:05.682890] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:14:05.868728] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:06.032866] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:14:06.198906] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:14:06.368385] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:14:06.536332] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:14:06.698115] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:06.867473] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:14:07.048770] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:07.048953] [INFO ] [CONFIGURE ] MVO: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:14:07.049006] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7531 tests
[2025-10-18T00:14:07.049048] [INFO ] [CONFIGURE ] MVO: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:14:07.049080] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-18T00:14:07.220283] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:14:07.384366] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:14:07.545965] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:07.709409] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:07.872636] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:14:08.041691] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:14:08.206064] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:14:08.370087] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:08.537936] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:14:08.702459] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:08.702601] [INFO ] [CONFIGURE ] MVO: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T00:14:08.702664] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7530 tests
[2025-10-18T00:14:08.702723] [INFO ] [CONFIGURE ] MVO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:14:08.702758] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-18T00:14:08.862344] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:14:09.015367] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:14:09.169031] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:09.320360] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:14:09.472927] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:14:09.632476] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:14:09.790187] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:14:09.946203] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:10.102245] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:14:10.258408] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:10.258549] [INFO ] [CONFIGURE ] MVO: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:14:10.258593] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7529 tests
[2025-10-18T00:14:10.258629] [INFO ] [CONFIGURE ] MVO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:14:10.258697] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-18T00:14:10.410897] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:14:10.565417] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:14:10.725295] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:10.877849] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:11.031724] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:14:11.193879] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:14:11.360046] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:14:11.522951] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:11.685987] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:14:11.854355] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:11.854562] [INFO ] [CONFIGURE ] MVO: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T00:14:11.854620] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7528 tests
[2025-10-18T00:14:11.854691] [INFO ] [CONFIGURE ] MVO: Testing feature 20/29: add_price_rejection
[2025-10-18T00:14:11.854738] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-18T00:14:12.023317] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:14:12.195106] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:14:12.363854] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:12.531684] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:14:12.702183] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:14:12.870747] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:14:13.046386] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:14:13.219376] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:13.392468] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:14:13.565791] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:13.565934] [INFO ] [CONFIGURE ] MVO: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:14:13.565977] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7527 tests
[2025-10-18T00:14:13.566010] [INFO ] [CONFIGURE ] MVO: Testing feature 21/29: add_range_position
[2025-10-18T00:14:13.566041] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-18T00:14:13.741832] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:14:13.925786] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:14:14.102224] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:14:14.279318] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:14.456820] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:14:14.638458] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:14:14.823984] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:14:15.008598] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:15.191046] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:14:15.374318] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:15.374490] [INFO ] [CONFIGURE ] MVO: DISCARDED add_range_position (score: 10.00%)
[2025-10-18T00:14:15.374537] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7526 tests
[2025-10-18T00:14:15.374574] [INFO ] [CONFIGURE ] MVO: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:14:15.374608] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-18T00:14:15.573427] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:14:15.773951] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:14:15.974033] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:16.171143] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:16.380871] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:14:16.582354] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:14:16.780423] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:14:16.977319] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:17.180912] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:14:17.384983] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:17.385189] [INFO ] [CONFIGURE ] MVO: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T00:14:17.385239] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7525 tests
[2025-10-18T00:14:17.385274] [INFO ] [CONFIGURE ] MVO: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:14:17.385308] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-18T00:14:17.553220] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:14:17.722462] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:14:17.888223] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:18.052460] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:18.213028] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:14:18.372582] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:14:18.534867] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:14:18.700577] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:18.886550] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:14:19.067751] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:19.067967] [INFO ] [CONFIGURE ] MVO: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T00:14:19.068021] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7524 tests
[2025-10-18T00:14:19.068057] [INFO ] [CONFIGURE ] MVO: Testing feature 24/29: add_rsi
[2025-10-18T00:14:19.068090] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_rsi']
[2025-10-18T00:14:19.228537] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:14:19.396885] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:14:19.568290] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:19.739999] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:19.907113] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:14:20.074372] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:14:20.251710] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:14:20.423434] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:20.593678] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:14:20.774883] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:20.775054] [INFO ] [CONFIGURE ] MVO: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T00:14:20.775181] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7523 tests
[2025-10-18T00:14:20.775246] [INFO ] [CONFIGURE ] MVO: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:14:20.775281] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-18T00:14:20.942485] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:14:21.113596] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:14:21.281508] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:21.447235] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:14:21.613580] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:14:21.774323] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:14:21.935048] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:14:22.098481] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:22.262879] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:14:22.428973] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:22.429148] [INFO ] [CONFIGURE ] MVO: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T00:14:22.429198] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7522 tests
[2025-10-18T00:14:22.429235] [INFO ] [CONFIGURE ] MVO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:14:22.429266] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-18T00:14:22.592066] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:14:22.754361] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:14:22.918991] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:23.085238] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:23.251528] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:14:23.416852] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:14:23.582995] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:14:23.752045] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:23.920440] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:14:24.093336] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:24.093520] [INFO ] [CONFIGURE ] MVO: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T00:14:24.093563] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7521 tests
[2025-10-18T00:14:24.093598] [INFO ] [CONFIGURE ] MVO: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:14:24.093630] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-18T00:14:24.269263] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:14:24.458206] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:14:24.630507] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:24.805583] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:14:24.986202] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:14:25.165265] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:14:25.339218] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:14:25.518615] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:25.705162] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:14:25.888007] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:25.888197] [INFO ] [CONFIGURE ] MVO: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T00:14:25.888241] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7520 tests
[2025-10-18T00:14:25.888280] [INFO ] [CONFIGURE ] MVO: Testing feature 28/29: add_volume_profile
[2025-10-18T00:14:25.888319] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-18T00:14:26.052670] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:14:26.216914] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:14:26.380930] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:14:26.546719] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:14:26.712489] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:14:26.880160] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:14:27.059109] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:14:27.233058] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:27.405299] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:14:27.581148] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:27.581315] [INFO ] [CONFIGURE ] MVO: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T00:14:27.581360] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7519 tests
[2025-10-18T00:14:27.581398] [INFO ] [CONFIGURE ] MVO: Testing feature 29/29: add_vwap
[2025-10-18T00:14:27.581431] [INFO ] [CONFIGURE ] MVO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-18T00:14:27.755987] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:14:27.928854] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:14:28.097362] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:28.262960] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:28.439358] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:14:28.628870] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:14:28.818049] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:14:29.007460] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:14:29.189433] [DEBUG] [FORECASTER] MVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:14:29.370409] [DEBUG] [FORECASTER] MVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:14:29.370587] [INFO ] [CONFIGURE ] MVO: DISCARDED add_vwap (score: 30.00%)
[2025-10-18T00:14:29.370687] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7518 tests
[2025-10-18T00:14:29.370745] [INFO ] [CONFIGURE ] MVO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:14:29.370780] [INFO ] [CONFIGURE ] MVO: Best accuracy: 50.00%
[2025-10-18T00:14:29.370813] [INFO ] [CONFIGURE ] MVO: Best feature set (3 features): ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:14:29.370842] [INFO ] [CONFIGURE ] MVO: Improvement over baseline: 20.00%
[2025-10-18T00:14:29.370870] [INFO ] [CONFIGURE ] MVO: Total time: 44.8 seconds
[2025-10-18T00:14:29.370897] [INFO ] [CONFIGURE ] MVO: Average time per feature: 1.6 seconds
[2025-10-18T00:14:29.370926] [INFO ] [CONFIGURE ] MVO: Average speed: 0.65 features/sec
[2025-10-18T00:14:29.371534] [INFO ] [LOCAL     ] Saved configuration for MVO: 3 features, 50.00% accuracy -> ./output/feature-sets/MVO.json
[2025-10-18T00:14:29.371606] [INFO ] [CONFIGURE ] MVO: Configuration saved successfully: 3 features, 50.00% accuracy.
[2025-10-18T00:14:29.371711] [INFO ] [sig       ] [122/380] Successfully configured MVO | 0.02 sym/s | Total: 1.5h | ETA: 3.1h
[2025-10-18T00:14:29.371792] [INFO ] [sig       ] [123/380] Configuring MWA...
[2025-10-18T00:14:29.371859] [INFO ] [CONFIGURE ] MWA: Configurate test run.
[2025-10-18T00:14:29.371916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-10-18T00:14:29.388014] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MWA'.
[2025-10-18T00:14:29.388724] [INFO ] [CONFIGURE ] MWA: Testing with 29 available features
[2025-10-18T00:14:29.388786] [INFO ] [CONFIGURE ] MWA: Establishing baseline with no features...
[2025-10-18T00:14:29.509042] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:29.631787] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:29.753282] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:14:29.889090] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:30.012158] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:30.133175] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:14:30.255620] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:14:30.385147] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:14:30.510151] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:14:30.641839] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:30.642056] [INFO ] [CONFIGURE ] MWA: Baseline score (no features): 50.00%
[2025-10-18T00:14:30.642103] [INFO ] [CONFIGURE ] MWA: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:14:30.642139] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:14:30.785430] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:30.920225] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:31.056436] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:31.193143] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:31.327743] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:14:31.466747] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:31.600080] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:14:31.720054] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:14:31.846052] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:31.993567] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:31.993828] [INFO ] [CONFIGURE ] MWA: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T00:14:31.993882] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7517 tests
[2025-10-18T00:14:31.993922] [INFO ] [CONFIGURE ] MWA: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:14:31.993956] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:14:32.149454] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:32.311719] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:32.468830] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:32.627885] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:32.784323] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:14:32.946453] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:33.145487] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:14:33.304884] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:14:33.457198] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:33.614222] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:33.614408] [INFO ] [CONFIGURE ] MWA: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:14:33.614452] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7516 tests
[2025-10-18T00:14:33.614488] [INFO ] [CONFIGURE ] MWA: Testing feature 3/29: add_daily_returns
[2025-10-18T00:14:33.614520] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:14:33.743551] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:33.877666] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:34.002598] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:34.128950] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:34.256988] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:34.388227] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:34.514192] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:14:34.644278] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:14:34.777696] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:34.911152] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:34.911330] [INFO ] [CONFIGURE ] MWA: KEPT add_daily_returns (score: 70.00%)
[2025-10-18T00:14:34.911374] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7515 tests
[2025-10-18T00:14:34.911410] [INFO ] [CONFIGURE ] MWA: Testing feature 4/29: add_ema
[2025-10-18T00:14:34.911441] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T00:14:35.056874] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:35.203804] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:35.360493] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:35.514191] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:35.670257] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:35.818804] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:35.966225] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:14:36.113108] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:14:36.259825] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:36.406736] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:36.406942] [INFO ] [CONFIGURE ] MWA: DISCARDED add_ema (score: 60.00%)
[2025-10-18T00:14:36.406993] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7514 tests
[2025-10-18T00:14:36.407028] [INFO ] [CONFIGURE ] MWA: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:14:36.407059] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:14:36.556247] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:36.701344] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:36.845482] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:36.991205] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:37.139373] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:37.286890] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:37.432940] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:14:37.580955] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:14:37.734725] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:37.885827] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:37.885973] [INFO ] [CONFIGURE ] MWA: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:14:37.886017] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7513 tests
[2025-10-18T00:14:37.886051] [INFO ] [CONFIGURE ] MWA: Testing feature 6/29: add_failed_moves
[2025-10-18T00:14:37.886082] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T00:14:38.015163] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:38.140753] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:38.271460] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:38.401215] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:38.530823] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:38.661146] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:38.791782] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:14:38.935412] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:14:39.074498] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:39.203241] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:39.203419] [INFO ] [CONFIGURE ] MWA: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:14:39.203482] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7512 tests
[2025-10-18T00:14:39.203520] [INFO ] [CONFIGURE ] MWA: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:14:39.203552] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T00:14:39.325944] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:39.442272] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:39.560063] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:39.677038] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:39.795190] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:39.918782] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:40.039156] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:14:40.159757] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:14:40.282837] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:40.405606] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:40.405768] [INFO ] [CONFIGURE ] MWA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T00:14:40.405819] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7511 tests
[2025-10-18T00:14:40.405855] [INFO ] [CONFIGURE ] MWA: Testing feature 8/29: add_macd
[2025-10-18T00:14:40.405888] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T00:14:40.561701] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:40.740203] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:14:40.904215] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:41.068803] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:41.228997] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:14:41.392380] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:41.554998] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:14:41.719616] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:14:41.885505] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:42.047621] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:42.047805] [INFO ] [CONFIGURE ] MWA: DISCARDED add_macd (score: 40.00%)
[2025-10-18T00:14:42.047856] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7510 tests
[2025-10-18T00:14:42.047926] [INFO ] [CONFIGURE ] MWA: Testing feature 9/29: add_mfi
[2025-10-18T00:14:42.047963] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-18T00:14:42.181253] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:42.313548] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:42.447412] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:42.586795] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:42.724610] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:42.864103] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:43.007109] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:14:43.148507] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:14:43.287910] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:43.429299] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:43.429472] [INFO ] [CONFIGURE ] MWA: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T00:14:43.429516] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7509 tests
[2025-10-18T00:14:43.429551] [INFO ] [CONFIGURE ] MWA: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:14:43.429584] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:14:43.582201] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:43.743782] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:14:43.903156] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:44.061162] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:44.214674] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:44.375536] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:44.532979] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:14:44.690437] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:14:44.850160] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:45.011273] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:45.011406] [INFO ] [CONFIGURE ] MWA: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:14:45.011448] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7508 tests
[2025-10-18T00:14:45.011482] [INFO ] [CONFIGURE ] MWA: Testing feature 11/29: add_obv_daily
[2025-10-18T00:14:45.011512] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T00:14:45.144808] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:45.279062] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:45.443538] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:45.578102] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:45.714871] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:45.852073] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:45.987833] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:14:46.124622] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:14:46.268578] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:46.412568] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:46.412776] [INFO ] [CONFIGURE ] MWA: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:14:46.412831] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7507 tests
[2025-10-18T00:14:46.412870] [INFO ] [CONFIGURE ] MWA: Testing feature 12/29: add_obv_interval
[2025-10-18T00:14:46.412923] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T00:14:46.548991] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:46.684493] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:46.820509] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:46.959016] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:47.105879] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:47.246962] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:47.382577] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:14:47.516618] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:14:47.656900] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:47.792143] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:47.792319] [INFO ] [CONFIGURE ] MWA: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T00:14:47.792362] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7506 tests
[2025-10-18T00:14:47.792397] [INFO ] [CONFIGURE ] MWA: Testing feature 13/29: add_opening_strength
[2025-10-18T00:14:47.792429] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:14:47.927767] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:48.063713] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:48.200938] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:48.350844] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:48.499402] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:48.638150] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:48.781636] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:14:48.929680] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:14:49.075825] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:49.220525] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:49.220737] [INFO ] [CONFIGURE ] MWA: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:14:49.220800] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7505 tests
[2025-10-18T00:14:49.220837] [INFO ] [CONFIGURE ] MWA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:14:49.220868] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T00:14:49.365146] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:49.507556] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:49.652200] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:49.799091] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:49.943819] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:50.090971] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:50.239539] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:14:50.389080] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:14:50.538482] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:50.696431] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:50.696613] [INFO ] [CONFIGURE ] MWA: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:14:50.696697] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7504 tests
[2025-10-18T00:14:50.696745] [INFO ] [CONFIGURE ] MWA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:14:50.696778] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T00:14:50.835324] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:50.975385] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:14:51.150136] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:51.340496] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:51.553137] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:51.699508] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:51.865565] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:14:52.001126] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:14:52.131942] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:52.262686] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:52.262833] [INFO ] [CONFIGURE ] MWA: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:14:52.262876] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7503 tests
[2025-10-18T00:14:52.262910] [INFO ] [CONFIGURE ] MWA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:14:52.262940] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T00:14:52.399518] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:52.535012] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:52.672370] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:52.807914] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:52.943959] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:53.087075] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:53.238858] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:14:53.394314] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:14:53.554794] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:53.711794] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:53.711971] [INFO ] [CONFIGURE ] MWA: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:14:53.712016] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7502 tests
[2025-10-18T00:14:53.712052] [INFO ] [CONFIGURE ] MWA: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:14:53.712085] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T00:14:53.857279] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:54.002613] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:54.145771] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:54.288048] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:54.433862] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:54.576636] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:54.720391] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:14:54.864202] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:14:55.008453] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:55.154700] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:55.154860] [INFO ] [CONFIGURE ] MWA: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:14:55.154903] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7501 tests
[2025-10-18T00:14:55.154937] [INFO ] [CONFIGURE ] MWA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:14:55.154967] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T00:14:55.288686] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:55.426308] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:55.555791] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:55.691820] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:55.821125] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:55.951636] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:56.090777] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:14:56.222032] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:14:56.355158] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:56.488315] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:56.488497] [INFO ] [CONFIGURE ] MWA: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T00:14:56.488541] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7500 tests
[2025-10-18T00:14:56.488575] [INFO ] [CONFIGURE ] MWA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:14:56.488607] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T00:14:56.617071] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:56.748109] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:56.885593] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:57.015134] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:57.146820] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:57.275576] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:57.411536] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:14:57.576396] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:14:57.711917] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:57.844624] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:57.844804] [INFO ] [CONFIGURE ] MWA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:14:57.844862] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7499 tests
[2025-10-18T00:14:57.844897] [INFO ] [CONFIGURE ] MWA: Testing feature 20/29: add_price_rejection
[2025-10-18T00:14:57.844929] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-18T00:14:57.985150] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:58.126133] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:58.267009] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:58.415686] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:14:58.557929] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:14:58.700145] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:14:58.844132] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:14:58.990984] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:14:59.135344] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:14:59.287210] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:14:59.287473] [INFO ] [CONFIGURE ] MWA: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:14:59.287534] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7498 tests
[2025-10-18T00:14:59.287572] [INFO ] [CONFIGURE ] MWA: Testing feature 21/29: add_range_position
[2025-10-18T00:14:59.287604] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-10-18T00:14:59.439244] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:14:59.582588] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:14:59.722438] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:14:59.862243] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:00.017048] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:15:00.166005] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:15:00.308862] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:00.453823] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:00.621947] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:00.772324] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:15:00.772574] [INFO ] [CONFIGURE ] MWA: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:15:00.772629] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7497 tests
[2025-10-18T00:15:00.772705] [INFO ] [CONFIGURE ] MWA: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:15:00.772748] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-10-18T00:15:00.931208] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:01.093111] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:15:01.279124] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:01.468399] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:01.666362] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:15:01.855758] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:15:02.052036] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:02.242154] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:02.430278] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:02.609219] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:15:02.609507] [INFO ] [CONFIGURE ] MWA: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:15:02.609557] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7496 tests
[2025-10-18T00:15:02.609596] [INFO ] [CONFIGURE ] MWA: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:15:02.609630] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-10-18T00:15:02.759146] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:02.915032] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:15:03.065190] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:03.219873] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:03.371262] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:15:03.531123] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:15:03.691724] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:03.851865] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:04.015527] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:04.168614] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:15:04.169043] [INFO ] [CONFIGURE ] MWA: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T00:15:04.169106] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7495 tests
[2025-10-18T00:15:04.169146] [INFO ] [CONFIGURE ] MWA: Testing feature 24/29: add_rsi
[2025-10-18T00:15:04.169251] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T00:15:04.342211] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:04.532921] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:15:04.711159] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:04.878783] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:05.052672] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:15:05.224312] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:15:05.394071] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:15:05.578033] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:15:05.758012] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:05.937631] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:15:05.937972] [INFO ] [CONFIGURE ] MWA: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T00:15:05.938033] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7494 tests
[2025-10-18T00:15:05.938075] [INFO ] [CONFIGURE ] MWA: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:15:05.938118] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-10-18T00:15:06.083225] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:06.238292] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:15:06.398483] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:06.557975] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:06.710306] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:15:06.867487] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:15:07.022085] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:07.177419] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:07.317007] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:07.459998] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:15:07.460175] [INFO ] [CONFIGURE ] MWA: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T00:15:07.460243] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7493 tests
[2025-10-18T00:15:07.460304] [INFO ] [CONFIGURE ] MWA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:15:07.460341] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T00:15:07.597083] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:07.737556] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:15:07.886014] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:08.041304] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:08.193078] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:15:08.341530] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:15:08.497553] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:08.658711] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:08.813752] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:08.977231] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:15:08.977585] [INFO ] [CONFIGURE ] MWA: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:15:08.977683] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7492 tests
[2025-10-18T00:15:08.977750] [INFO ] [CONFIGURE ] MWA: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:15:08.977796] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-18T00:15:09.135336] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:09.312029] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:15:09.472096] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:09.628781] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:09.800552] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:15:09.966513] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:15:10.134869] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:10.297145] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:10.460092] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:15:10.628510] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:15:10.628710] [INFO ] [CONFIGURE ] MWA: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T00:15:10.628777] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7491 tests
[2025-10-18T00:15:10.628818] [INFO ] [CONFIGURE ] MWA: Testing feature 28/29: add_volume_profile
[2025-10-18T00:15:10.628852] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-10-18T00:15:10.771067] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:10.906031] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:15:11.041045] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:11.176984] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:11.314538] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:15:11.456761] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:11.596251] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:11.736095] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:11.875438] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:12.015562] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:15:12.015761] [INFO ] [CONFIGURE ] MWA: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:15:12.015813] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7490 tests
[2025-10-18T00:15:12.015850] [INFO ] [CONFIGURE ] MWA: Testing feature 29/29: add_vwap
[2025-10-18T00:15:12.015883] [INFO ] [CONFIGURE ] MWA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap']
[2025-10-18T00:15:12.152839] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:12.292502] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:15:12.432340] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:12.573284] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:12.737003] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:15:12.878745] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:15:13.020083] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:13.158381] [DEBUG] [FORECASTER] MWA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:13.298309] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:13.439038] [DEBUG] [FORECASTER] MWA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:15:13.439197] [INFO ] [CONFIGURE ] MWA: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T00:15:13.439242] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7489 tests
[2025-10-18T00:15:13.439301] [INFO ] [CONFIGURE ] MWA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:15:13.439333] [INFO ] [CONFIGURE ] MWA: Best accuracy: 70.00%
[2025-10-18T00:15:13.439363] [INFO ] [CONFIGURE ] MWA: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:15:13.439392] [INFO ] [CONFIGURE ] MWA: Improvement over baseline: 20.00%
[2025-10-18T00:15:13.439419] [INFO ] [CONFIGURE ] MWA: Total time: 42.8 seconds
[2025-10-18T00:15:13.439445] [INFO ] [CONFIGURE ] MWA: Average time per feature: 1.5 seconds
[2025-10-18T00:15:13.439472] [INFO ] [CONFIGURE ] MWA: Average speed: 0.68 features/sec
[2025-10-18T00:15:13.440033] [INFO ] [LOCAL     ] Saved configuration for MWA: 2 features, 70.00% accuracy -> ./output/feature-sets/MWA.json
[2025-10-18T00:15:13.440104] [INFO ] [CONFIGURE ] MWA: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T00:15:13.440189] [INFO ] [sig       ] [123/380] Successfully configured MWA | 0.02 sym/s | Total: 1.5h | ETA: 3.1h
[2025-10-18T00:15:13.440256] [INFO ] [sig       ] [124/380] Configuring MYD...
[2025-10-18T00:15:13.440322] [INFO ] [CONFIGURE ] MYD: Configurate test run.
[2025-10-18T00:15:13.440377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYD' from 'https://tdm.silogroup.org/data/derivative_storage/MYD.csv'.
[2025-10-18T00:15:13.452779] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MYD'.
[2025-10-18T00:15:13.453175] [INFO ] [CONFIGURE ] MYD: Testing with 29 available features
[2025-10-18T00:15:13.453234] [INFO ] [CONFIGURE ] MYD: Establishing baseline with no features...
[2025-10-18T00:15:13.555816] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:13.658666] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:13.761542] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:13.865336] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:13.971441] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:14.074903] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:14.179310] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:15:14.285395] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:15:14.394669] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:14.501901] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:14.502062] [INFO ] [CONFIGURE ] MYD: Baseline score (no features): 30.00%
[2025-10-18T00:15:14.502106] [INFO ] [CONFIGURE ] MYD: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:15:14.502138] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:15:14.619028] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:14.734567] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:14.853737] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:14.971463] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:15.095064] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:15.218540] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:15.345337] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:15.472846] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:15.599796] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:15.747231] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:15.747391] [INFO ] [CONFIGURE ] MYD: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T00:15:15.747434] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7488 tests
[2025-10-18T00:15:15.747467] [INFO ] [CONFIGURE ] MYD: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:15:15.747498] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:15:15.881583] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:16.015806] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:16.150907] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:16.288423] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:16.427094] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:16.565789] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:16.705402] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:16.847089] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:15:16.989947] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:17.138563] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:17.138828] [INFO ] [CONFIGURE ] MYD: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T00:15:17.138894] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7487 tests
[2025-10-18T00:15:17.138949] [INFO ] [CONFIGURE ] MYD: Testing feature 3/29: add_daily_returns
[2025-10-18T00:15:17.138999] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:15:17.272194] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:17.401726] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:17.539144] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:17.666730] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:17.794747] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:17.920529] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:18.048939] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:18.174778] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:18.302094] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:18.429723] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:18.429871] [INFO ] [CONFIGURE ] MYD: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T00:15:18.429916] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7486 tests
[2025-10-18T00:15:18.429949] [INFO ] [CONFIGURE ] MYD: Testing feature 4/29: add_ema
[2025-10-18T00:15:18.429979] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:15:18.565802] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:18.702216] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:18.838198] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:18.975769] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:19.117325] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:19.267622] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:19.412924] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:19.557139] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:19.702487] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:19.844994] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:19.845168] [INFO ] [CONFIGURE ] MYD: DISCARDED add_ema (score: 40.00%)
[2025-10-18T00:15:19.845212] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7485 tests
[2025-10-18T00:15:19.845248] [INFO ] [CONFIGURE ] MYD: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:15:19.845280] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:15:19.989366] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:20.136604] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:20.289131] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:20.441129] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:20.591740] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:20.756152] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:20.912218] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:21.060591] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:21.210060] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:21.360061] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:21.360230] [INFO ] [CONFIGURE ] MYD: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:15:21.360273] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7484 tests
[2025-10-18T00:15:21.360308] [INFO ] [CONFIGURE ] MYD: Testing feature 6/29: add_failed_moves
[2025-10-18T00:15:21.360339] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T00:15:21.489405] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:21.619226] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:21.748785] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:21.876157] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:22.001180] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:22.131320] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:22.258446] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:22.387920] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:22.516509] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:22.645192] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:22.645329] [INFO ] [CONFIGURE ] MYD: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T00:15:22.645393] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7483 tests
[2025-10-18T00:15:22.645428] [INFO ] [CONFIGURE ] MYD: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:15:22.645458] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T00:15:22.762174] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:22.879484] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:22.997413] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:23.115612] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:23.234771] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:23.353633] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:23.472780] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:23.592835] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:23.715286] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:23.835709] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:23.835850] [INFO ] [CONFIGURE ] MYD: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T00:15:23.835893] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7482 tests
[2025-10-18T00:15:23.835926] [INFO ] [CONFIGURE ] MYD: Testing feature 8/29: add_macd
[2025-10-18T00:15:23.835956] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T00:15:23.987165] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:24.138073] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:24.291472] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:24.446524] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:24.601020] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:24.755468] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:24.910037] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:25.065400] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:25.221149] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:25.380707] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:25.380917] [INFO ] [CONFIGURE ] MYD: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:15:25.380980] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7481 tests
[2025-10-18T00:15:25.381017] [INFO ] [CONFIGURE ] MYD: Testing feature 9/29: add_mfi
[2025-10-18T00:15:25.381048] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T00:15:25.509018] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:25.639607] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:25.774352] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:25.908834] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:26.036270] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:26.171499] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:26.308533] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:26.447085] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:26.584536] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:26.724133] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:26.724302] [INFO ] [CONFIGURE ] MYD: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T00:15:26.724346] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7480 tests
[2025-10-18T00:15:26.724382] [INFO ] [CONFIGURE ] MYD: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:15:26.724413] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:15:26.876048] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:27.024461] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:27.181878] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:27.335326] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:27.509851] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:27.663288] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:27.822124] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:27.976356] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:28.128174] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:28.283407] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:28.283560] [INFO ] [CONFIGURE ] MYD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T00:15:28.283605] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7479 tests
[2025-10-18T00:15:28.283639] [INFO ] [CONFIGURE ] MYD: Testing feature 11/29: add_obv_daily
[2025-10-18T00:15:28.283719] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T00:15:28.406854] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:28.527559] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:28.655141] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:28.782937] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:28.910272] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:29.038178] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:29.169123] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:15:29.306829] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:29.438633] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:29.570601] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:29.570792] [INFO ] [CONFIGURE ] MYD: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:15:29.570847] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7478 tests
[2025-10-18T00:15:29.570883] [INFO ] [CONFIGURE ] MYD: Testing feature 12/29: add_obv_interval
[2025-10-18T00:15:29.570937] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T00:15:29.699171] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:29.824054] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:29.951723] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:30.078318] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:30.205438] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:30.331367] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:30.459190] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:15:30.592187] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:30.726436] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:30.894557] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:30.894739] [INFO ] [CONFIGURE ] MYD: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T00:15:30.894793] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7477 tests
[2025-10-18T00:15:30.894829] [INFO ] [CONFIGURE ] MYD: Testing feature 13/29: add_opening_strength
[2025-10-18T00:15:30.894860] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:15:31.031660] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:31.187575] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:31.323079] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:31.463977] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:31.610079] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:31.750695] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:32.030837] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:15:32.168495] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:32.312002] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:32.455812] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:32.455994] [INFO ] [CONFIGURE ] MYD: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-18T00:15:32.456038] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7476 tests
[2025-10-18T00:15:32.456073] [INFO ] [CONFIGURE ] MYD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:15:32.456104] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T00:15:32.608878] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:32.752168] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:32.902220] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:33.053579] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:33.202999] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:33.350496] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:33.586512] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:33.732137] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:15:33.876393] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:34.019476] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:34.019677] [INFO ] [CONFIGURE ] MYD: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T00:15:34.019739] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7475 tests
[2025-10-18T00:15:34.019776] [INFO ] [CONFIGURE ] MYD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:15:34.019806] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T00:15:34.140620] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:34.261823] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:34.383540] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:34.511759] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:34.636788] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:34.762526] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:34.888494] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:35.017775] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:35.155977] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:35.284624] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:35.284805] [INFO ] [CONFIGURE ] MYD: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:15:35.284852] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7474 tests
[2025-10-18T00:15:35.284887] [INFO ] [CONFIGURE ] MYD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:15:35.284917] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T00:15:35.425279] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:35.555047] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:35.689878] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:35.839480] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:35.985290] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:36.123020] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:36.250985] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:36.381401] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:36.513501] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:36.647924] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:36.648090] [INFO ] [CONFIGURE ] MYD: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:15:36.648134] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7473 tests
[2025-10-18T00:15:36.648168] [INFO ] [CONFIGURE ] MYD: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:15:36.648200] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T00:15:36.783341] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:36.922939] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:37.056958] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:37.200153] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:37.344398] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:37.488043] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:37.631434] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:37.769525] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:37.909958] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:38.053711] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:38.053892] [INFO ] [CONFIGURE ] MYD: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T00:15:38.053939] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7472 tests
[2025-10-18T00:15:38.053976] [INFO ] [CONFIGURE ] MYD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:15:38.054011] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T00:15:38.174302] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:38.289816] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:38.412748] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:38.528447] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:38.644824] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:38.761682] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:38.882786] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:39.004063] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:39.129812] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:39.257017] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:39.257899] [INFO ] [CONFIGURE ] MYD: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:15:39.257982] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7471 tests
[2025-10-18T00:15:39.258036] [INFO ] [CONFIGURE ] MYD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:15:39.258071] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T00:15:39.379312] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:39.500327] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:39.624806] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:39.746605] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:39.867176] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:40.022809] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:40.144895] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:40.272851] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:40.397726] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:40.526216] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:40.526398] [INFO ] [CONFIGURE ] MYD: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T00:15:40.526498] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7470 tests
[2025-10-18T00:15:40.526559] [INFO ] [CONFIGURE ] MYD: Testing feature 20/29: add_price_rejection
[2025-10-18T00:15:40.526598] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T00:15:40.657216] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:40.787797] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:40.920120] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:41.052667] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:41.182382] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:41.310496] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:41.438730] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:41.567706] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:41.700374] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:41.835852] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:41.836040] [INFO ] [CONFIGURE ] MYD: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:15:41.836086] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7469 tests
[2025-10-18T00:15:41.836123] [INFO ] [CONFIGURE ] MYD: Testing feature 21/29: add_range_position
[2025-10-18T00:15:41.836158] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T00:15:41.978458] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:42.115414] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:42.257499] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:42.395828] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:42.533248] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:42.670451] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:42.807134] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:15:42.952290] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:43.100629] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:43.254137] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:43.254501] [INFO ] [CONFIGURE ] MYD: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T00:15:43.254548] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7468 tests
[2025-10-18T00:15:43.254585] [INFO ] [CONFIGURE ] MYD: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:15:43.254617] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T00:15:43.440104] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:43.622138] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:43.843546] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:44.065757] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:44.274360] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:44.470268] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:44.654478] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:44.811470] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:44.981804] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:45.166820] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:45.166999] [INFO ] [CONFIGURE ] MYD: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T00:15:45.167045] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7467 tests
[2025-10-18T00:15:45.167081] [INFO ] [CONFIGURE ] MYD: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:15:45.167112] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T00:15:45.313815] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:45.462110] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:45.598551] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:45.725703] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:45.855933] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:45.984266] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:46.116354] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:46.249829] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:46.383514] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:46.516350] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:46.516478] [INFO ] [CONFIGURE ] MYD: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T00:15:46.516522] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7466 tests
[2025-10-18T00:15:46.516556] [INFO ] [CONFIGURE ] MYD: Testing feature 24/29: add_rsi
[2025-10-18T00:15:46.516587] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T00:15:46.674088] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:46.827780] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:46.982335] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:47.145314] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:47.299827] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:47.458918] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:47.617568] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:47.779602] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:47.941302] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:48.103573] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:48.103779] [INFO ] [CONFIGURE ] MYD: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T00:15:48.103832] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7465 tests
[2025-10-18T00:15:48.103867] [INFO ] [CONFIGURE ] MYD: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:15:48.103899] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T00:15:48.240000] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:15:48.368423] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:48.499413] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:48.635346] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:48.771073] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:48.906685] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:49.036474] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:49.167674] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:49.298312] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:49.429719] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:49.429891] [INFO ] [CONFIGURE ] MYD: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T00:15:49.429935] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7464 tests
[2025-10-18T00:15:49.429969] [INFO ] [CONFIGURE ] MYD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:15:49.430001] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T00:15:49.558720] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:49.684261] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:49.812671] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:49.932743] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:50.057666] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:50.183190] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:15:50.316989] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:50.445197] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:50.574492] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:50.710000] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:50.710163] [INFO ] [CONFIGURE ] MYD: KEPT add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:15:50.710286] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7463 tests
[2025-10-18T00:15:50.710330] [INFO ] [CONFIGURE ] MYD: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:15:50.710362] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-10-18T00:15:50.869151] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:51.018403] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:15:51.174094] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:15:51.330805] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:51.483028] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:51.639789] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:15:51.797492] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:15:51.958165] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:52.145352] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:52.302120] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:52.302304] [INFO ] [CONFIGURE ] MYD: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:15:52.302351] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7462 tests
[2025-10-18T00:15:52.302388] [INFO ] [CONFIGURE ] MYD: Testing feature 28/29: add_volume_profile
[2025-10-18T00:15:52.302423] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-10-18T00:15:52.449250] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:52.594494] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:52.739879] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:52.902199] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:53.063234] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:53.216356] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:53.362328] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:15:53.509782] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:53.673038] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:53.841230] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:53.841446] [INFO ] [CONFIGURE ] MYD: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:15:53.841521] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7461 tests
[2025-10-18T00:15:53.841594] [INFO ] [CONFIGURE ] MYD: Testing feature 29/29: add_vwap
[2025-10-18T00:15:53.841692] [INFO ] [CONFIGURE ] MYD: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_vwap']
[2025-10-18T00:15:54.002345] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:54.150914] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:15:54.305880] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:54.471978] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:54.627526] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:15:54.790481] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:15:54.957075] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:15:55.121885] [DEBUG] [FORECASTER] MYD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:55.289227] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:15:55.445399] [DEBUG] [FORECASTER] MYD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:55.445581] [INFO ] [CONFIGURE ] MYD: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T00:15:55.445626] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7460 tests
[2025-10-18T00:15:55.445699] [INFO ] [CONFIGURE ] MYD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:15:55.445743] [INFO ] [CONFIGURE ] MYD: Best accuracy: 70.00%
[2025-10-18T00:15:55.445776] [INFO ] [CONFIGURE ] MYD: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T00:15:55.445854] [INFO ] [CONFIGURE ] MYD: Improvement over baseline: 40.00%
[2025-10-18T00:15:55.445905] [INFO ] [CONFIGURE ] MYD: Total time: 40.9 seconds
[2025-10-18T00:15:55.445936] [INFO ] [CONFIGURE ] MYD: Average time per feature: 1.4 seconds
[2025-10-18T00:15:55.445965] [INFO ] [CONFIGURE ] MYD: Average speed: 0.71 features/sec
[2025-10-18T00:15:55.446531] [INFO ] [LOCAL     ] Saved configuration for MYD: 2 features, 70.00% accuracy -> ./output/feature-sets/MYD.json
[2025-10-18T00:15:55.446602] [INFO ] [CONFIGURE ] MYD: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T00:15:55.446703] [INFO ] [sig       ] [124/380] Successfully configured MYD | 0.02 sym/s | Total: 1.5h | ETA: 3.0h
[2025-10-18T00:15:55.446781] [INFO ] [sig       ] [125/380] Configuring MYE...
[2025-10-18T00:15:55.446837] [INFO ] [CONFIGURE ] MYE: Configurate test run.
[2025-10-18T00:15:55.446870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-10-18T00:15:55.460366] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MYE'.
[2025-10-18T00:15:55.460918] [INFO ] [CONFIGURE ] MYE: Testing with 29 available features
[2025-10-18T00:15:55.460978] [INFO ] [CONFIGURE ] MYE: Establishing baseline with no features...
[2025-10-18T00:15:55.568251] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:55.673863] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:15:55.779382] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:55.892770] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:56.002971] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:15:56.120560] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:15:56.231495] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:15:56.341418] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:15:56.451566] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:15:56.569150] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:56.569324] [INFO ] [CONFIGURE ] MYE: Baseline score (no features): 60.00%
[2025-10-18T00:15:56.569382] [INFO ] [CONFIGURE ] MYE: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:15:56.569416] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:15:56.701253] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:56.832771] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:15:56.964991] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:57.099922] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:57.250192] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:15:57.418782] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:15:57.557095] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:15:57.695194] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:15:57.834748] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:15:57.973736] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:57.973907] [INFO ] [CONFIGURE ] MYE: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T00:15:57.973951] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7459 tests
[2025-10-18T00:15:57.974005] [INFO ] [CONFIGURE ] MYE: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:15:57.974040] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:15:58.101635] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:58.227886] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:15:58.353856] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:58.481619] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:15:58.608992] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:15:58.739249] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:15:58.866440] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:15:59.000171] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:15:59.133760] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:15:59.275538] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:15:59.275740] [INFO ] [CONFIGURE ] MYE: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:15:59.275804] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7458 tests
[2025-10-18T00:15:59.275840] [INFO ] [CONFIGURE ] MYE: Testing feature 3/29: add_daily_returns
[2025-10-18T00:15:59.275871] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_daily_returns']
[2025-10-18T00:15:59.402477] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:15:59.522177] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:15:59.644232] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:15:59.781323] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:15:59.907180] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:16:00.027297] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:00.148152] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:00.270361] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:16:00.395702] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:00.538845] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:00.539098] [INFO ] [CONFIGURE ] MYE: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T00:16:00.539166] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7457 tests
[2025-10-18T00:16:00.539210] [INFO ] [CONFIGURE ] MYE: Testing feature 4/29: add_ema
[2025-10-18T00:16:00.539271] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_ema']
[2025-10-18T00:16:00.677511] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:00.817230] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:00.955994] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:01.102830] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:01.256494] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:16:01.398067] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:01.542473] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:01.685750] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:16:01.852468] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:02.014497] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:16:02.014735] [INFO ] [CONFIGURE ] MYE: DISCARDED add_ema (score: 50.00%)
[2025-10-18T00:16:02.014795] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7456 tests
[2025-10-18T00:16:02.014834] [INFO ] [CONFIGURE ] MYE: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:16:02.014868] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:16:02.158077] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:02.293621] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:02.425193] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:02.557676] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:02.695577] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:02.836830] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:02.973268] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:03.112786] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:03.246795] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:03.380970] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:03.381133] [INFO ] [CONFIGURE ] MYE: KEPT add_exhaustion_signals (score: 80.00%)
[2025-10-18T00:16:03.381178] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7455 tests
[2025-10-18T00:16:03.381212] [INFO ] [CONFIGURE ] MYE: Testing feature 6/29: add_failed_moves
[2025-10-18T00:16:03.381243] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T00:16:03.522268] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:03.665967] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:03.811292] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:03.990049] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:04.156090] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:04.329739] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:04.518343] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:04.701560] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:04.875862] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:05.046956] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:05.047197] [INFO ] [CONFIGURE ] MYE: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T00:16:05.047249] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7454 tests
[2025-10-18T00:16:05.047290] [INFO ] [CONFIGURE ] MYE: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:16:05.047330] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T00:16:05.196529] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:05.348993] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:05.496507] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:05.654217] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:05.804223] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:05.962879] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:06.123019] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:06.288423] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:16:06.443100] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:06.605372] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:06.605678] [INFO ] [CONFIGURE ] MYE: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T00:16:06.605785] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7453 tests
[2025-10-18T00:16:06.605849] [INFO ] [CONFIGURE ] MYE: Testing feature 8/29: add_macd
[2025-10-18T00:16:06.605890] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T00:16:06.785442] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:06.945804] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:07.115684] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:07.314130] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:16:07.479955] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:07.645492] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:07.814873] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:07.978970] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:16:08.142627] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:08.308021] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:08.308211] [INFO ] [CONFIGURE ] MYE: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:16:08.308258] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7452 tests
[2025-10-18T00:16:08.308294] [INFO ] [CONFIGURE ] MYE: Testing feature 9/29: add_mfi
[2025-10-18T00:16:08.308328] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T00:16:08.460938] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:08.611179] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:08.764901] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:08.916962] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:09.064631] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:09.214119] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:09.359897] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:09.505749] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:09.652826] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:09.813218] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:09.813548] [INFO ] [CONFIGURE ] MYE: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T00:16:09.813611] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7451 tests
[2025-10-18T00:16:09.813680] [INFO ] [CONFIGURE ] MYE: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:16:09.813735] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:16:09.984528] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:10.157565] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:10.341424] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:10.511903] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:16:10.681517] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:10.850756] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:11.015247] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:11.182786] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:11.346057] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:11.509819] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:11.509969] [INFO ] [CONFIGURE ] MYE: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T00:16:11.510031] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7450 tests
[2025-10-18T00:16:11.510069] [INFO ] [CONFIGURE ] MYE: Testing feature 11/29: add_obv_daily
[2025-10-18T00:16:11.510099] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T00:16:11.646237] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:11.783148] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:11.929787] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:12.071054] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:12.210397] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:16:12.351866] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:12.494147] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:12.644634] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:16:12.801056] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:12.950478] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:12.950669] [INFO ] [CONFIGURE ] MYE: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:16:12.950734] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7449 tests
[2025-10-18T00:16:12.950773] [INFO ] [CONFIGURE ] MYE: Testing feature 12/29: add_obv_interval
[2025-10-18T00:16:12.950806] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T00:16:13.093898] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:13.238669] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:13.379940] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:13.526428] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:13.669054] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:13.816146] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:13.962244] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:14.105569] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:14.249703] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:14.399897] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:14.400048] [INFO ] [CONFIGURE ] MYE: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T00:16:14.400093] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7448 tests
[2025-10-18T00:16:14.400128] [INFO ] [CONFIGURE ] MYE: Testing feature 13/29: add_opening_strength
[2025-10-18T00:16:14.400159] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:16:14.554419] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:14.707418] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:14.858173] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:15.009764] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:16:15.166958] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:15.325535] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:15.479928] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:15.638053] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:16:15.794410] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:15.951692] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:15.951863] [INFO ] [CONFIGURE ] MYE: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:16:15.951908] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7447 tests
[2025-10-18T00:16:15.951942] [INFO ] [CONFIGURE ] MYE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:16:15.951973] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T00:16:16.106604] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:16:16.261252] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:16:16.418153] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:16.577020] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:16.735725] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:16:16.892313] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:17.051817] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:17.213322] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:17.381188] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:17.545281] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:17.545445] [INFO ] [CONFIGURE ] MYE: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:16:17.545490] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7446 tests
[2025-10-18T00:16:17.545594] [INFO ] [CONFIGURE ] MYE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:16:17.545676] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T00:16:17.683727] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:17.823639] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:17.961738] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:18.105422] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:18.248675] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:18.392841] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:18.541371] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:18.690221] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:16:18.837502] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:18.983021] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:18.983197] [INFO ] [CONFIGURE ] MYE: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T00:16:18.983241] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7445 tests
[2025-10-18T00:16:18.983276] [INFO ] [CONFIGURE ] MYE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:16:18.983307] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T00:16:19.132837] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:19.281995] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:19.434906] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:19.585995] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:16:19.740329] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:19.893524] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:20.048549] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:20.199624] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:20.352006] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:16:20.505188] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:20.505395] [INFO ] [CONFIGURE ] MYE: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:16:20.505459] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7444 tests
[2025-10-18T00:16:20.505497] [INFO ] [CONFIGURE ] MYE: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:16:20.505528] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T00:16:20.658807] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:20.813863] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:20.964955] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:21.116759] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:21.269954] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:21.425816] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:21.580336] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:21.732961] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:16:21.885692] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:22.045835] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:22.045963] [INFO ] [CONFIGURE ] MYE: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:16:22.046006] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7443 tests
[2025-10-18T00:16:22.046040] [INFO ] [CONFIGURE ] MYE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:16:22.046070] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T00:16:22.189404] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:22.328024] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:22.464804] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:22.604433] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:22.742428] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:22.887528] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:23.025914] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:23.166180] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:16:23.305546] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:23.447629] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:23.447769] [INFO ] [CONFIGURE ] MYE: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T00:16:23.447816] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7442 tests
[2025-10-18T00:16:23.447849] [INFO ] [CONFIGURE ] MYE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:16:23.447915] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T00:16:23.591552] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:23.732997] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:23.872974] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:24.012610] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:24.153365] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:24.299014] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:24.441972] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:24.583100] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:24.724856] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:24.871263] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:24.871411] [INFO ] [CONFIGURE ] MYE: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:16:24.871461] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7441 tests
[2025-10-18T00:16:24.871497] [INFO ] [CONFIGURE ] MYE: Testing feature 20/29: add_price_rejection
[2025-10-18T00:16:24.871527] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T00:16:25.017522] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:16:25.164502] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:25.320559] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:25.472523] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:25.633792] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:25.787016] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:25.944324] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:26.102147] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:26.279729] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:26.436313] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:26.436539] [INFO ] [CONFIGURE ] MYE: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:16:26.436591] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7440 tests
[2025-10-18T00:16:26.436630] [INFO ] [CONFIGURE ] MYE: Testing feature 21/29: add_range_position
[2025-10-18T00:16:26.436703] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T00:16:26.596754] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:26.758075] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:26.941079] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:27.109793] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:16:27.273916] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:27.437844] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:27.607517] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:27.775297] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:27.940528] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:28.110743] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:28.110919] [INFO ] [CONFIGURE ] MYE: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:16:28.110963] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7439 tests
[2025-10-18T00:16:28.110997] [INFO ] [CONFIGURE ] MYE: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:16:28.111029] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T00:16:28.288923] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:28.463708] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:28.677581] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:28.851768] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:29.030141] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:16:29.220993] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:29.404566] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:29.592102] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:16:29.788408] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:29.973339] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:29.973562] [INFO ] [CONFIGURE ] MYE: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T00:16:29.973615] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7438 tests
[2025-10-18T00:16:29.973677] [INFO ] [CONFIGURE ] MYE: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:16:29.973729] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T00:16:30.120471] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:30.269794] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:30.421537] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:30.566990] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:30.719203] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:30.870838] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:31.024568] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:31.179243] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:31.334072] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:31.485672] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:31.485840] [INFO ] [CONFIGURE ] MYE: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T00:16:31.485882] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7437 tests
[2025-10-18T00:16:31.485917] [INFO ] [CONFIGURE ] MYE: Testing feature 24/29: add_rsi
[2025-10-18T00:16:31.485950] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-18T00:16:31.657678] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:31.825780] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:31.983339] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:32.139591] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:16:32.298170] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:32.463397] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:32.621903] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:32.783341] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:32.943525] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:33.106773] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:16:33.106983] [INFO ] [CONFIGURE ] MYE: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:16:33.107053] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7436 tests
[2025-10-18T00:16:33.107182] [INFO ] [CONFIGURE ] MYE: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:16:33.107224] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T00:16:33.241894] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:33.391512] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:33.546459] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:33.699929] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:33.840484] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:33.980145] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:34.121429] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:34.263711] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:34.405379] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:34.551168] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:34.551394] [INFO ] [CONFIGURE ] MYE: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T00:16:34.551444] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7435 tests
[2025-10-18T00:16:34.551479] [INFO ] [CONFIGURE ] MYE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:16:34.551510] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T00:16:34.699527] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:34.837530] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:34.977069] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:35.118917] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:35.260466] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:35.402292] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:35.543852] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:35.686899] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:16:35.842355] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:36.001218] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:36.001462] [INFO ] [CONFIGURE ] MYE: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:16:36.001729] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7434 tests
[2025-10-18T00:16:36.001789] [INFO ] [CONFIGURE ] MYE: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:16:36.001826] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T00:16:36.168752] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:36.362896] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:36.583776] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:36.806498] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:16:37.009350] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:37.180127] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:37.349873] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:37.516797] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:16:37.697027] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:37.874823] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:37.875064] [INFO ] [CONFIGURE ] MYE: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:16:37.875116] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7433 tests
[2025-10-18T00:16:37.875153] [INFO ] [CONFIGURE ] MYE: Testing feature 28/29: add_volume_profile
[2025-10-18T00:16:37.875185] [INFO ] [CONFIGURE ] MYE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-18T00:16:38.035616] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:16:38.194489] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:16:38.355479] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:38.523108] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:16:38.691899] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:16:38.868736] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:16:39.049900] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:16:39.212408] [DEBUG] [FORECASTER] MYE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:16:39.384152] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:16:39.549540] [DEBUG] [FORECASTER] MYE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:16:39.549747] [INFO ] [CONFIGURE ] MYE: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:16:39.549802] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7432 tests
[2025-10-18T00:16:39.549868] [INFO ] [CONFIGURE ] MYE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:16:39.549947] [INFO ] [CONFIGURE ] MYE: Best accuracy: 80.00%
[2025-10-18T00:16:39.550005] [INFO ] [CONFIGURE ] MYE: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:16:39.550039] [INFO ] [CONFIGURE ] MYE: Improvement over baseline: 20.00%
[2025-10-18T00:16:39.550098] [INFO ] [CONFIGURE ] MYE: Total time: 43.0 seconds
[2025-10-18T00:16:39.550174] [INFO ] [CONFIGURE ] MYE: Average time per feature: 1.5 seconds
[2025-10-18T00:16:39.550251] [INFO ] [CONFIGURE ] MYE: Average speed: 0.67 features/sec
[2025-10-18T00:16:39.550930] [INFO ] [LOCAL     ] Saved configuration for MYE: 2 features, 80.00% accuracy -> ./output/feature-sets/MYE.json
[2025-10-18T00:16:39.551002] [INFO ] [CONFIGURE ] MYE: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T00:16:39.551116] [INFO ] [sig       ] [125/380] Successfully configured MYE | 0.02 sym/s | Total: 1.5h | ETA: 3.0h
[2025-10-18T00:16:39.551213] [INFO ] [sig       ] [126/380] Configuring MYI...
[2025-10-18T00:16:39.551280] [INFO ] [CONFIGURE ] MYI: Configurate test run.
[2025-10-18T00:16:39.551368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-10-18T00:16:39.566567] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'MYI'.
[2025-10-18T00:16:39.567095] [INFO ] [CONFIGURE ] MYI: Testing with 29 available features
[2025-10-18T00:16:39.567162] [INFO ] [CONFIGURE ] MYI: Establishing baseline with no features...
[2025-10-18T00:16:39.685123] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:16:39.806112] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:16:39.932212] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:40.052452] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:16:40.168409] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:40.285752] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:16:40.405750] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:16:40.527974] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:40.640900] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:16:40.789911] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:16:40.790130] [INFO ] [CONFIGURE ] MYI: Baseline score (no features): 60.00%
[2025-10-18T00:16:40.790197] [INFO ] [CONFIGURE ] MYI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:16:40.790236] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:16:40.911130] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:16:41.033511] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:16:41.155700] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:41.274313] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:16:41.394955] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:41.514674] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:16:41.641614] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:16:41.760391] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:41.882414] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:16:42.006917] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:16:42.007074] [INFO ] [CONFIGURE ] MYI: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T00:16:42.007117] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7431 tests
[2025-10-18T00:16:42.007152] [INFO ] [CONFIGURE ] MYI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:16:42.007183] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:16:42.128771] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:16:42.257221] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:16:42.383274] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:42.510032] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:16:42.632865] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:42.757802] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:16:42.884231] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:16:43.006629] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:43.129817] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:16:43.254365] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:16:43.254546] [INFO ] [CONFIGURE ] MYI: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-18T00:16:43.254591] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7430 tests
[2025-10-18T00:16:43.254628] [INFO ] [CONFIGURE ] MYI: Testing feature 3/29: add_daily_returns
[2025-10-18T00:16:43.254699] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T00:16:43.379335] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:16:43.503971] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:16:43.632014] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:43.760032] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:16:43.888793] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:44.019249] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:16:44.149271] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:16:44.275411] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:44.404319] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:16:44.533259] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:16:44.533464] [INFO ] [CONFIGURE ] MYI: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T00:16:44.533510] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7429 tests
[2025-10-18T00:16:44.533548] [INFO ] [CONFIGURE ] MYI: Testing feature 4/29: add_ema
[2025-10-18T00:16:44.533582] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T00:16:44.678223] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:16:44.825173] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:16:44.988773] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:45.145552] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:16:45.328016] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:45.487021] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:16:45.632972] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:16:45.776508] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:45.940492] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:16:46.111584] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:16:46.111823] [INFO ] [CONFIGURE ] MYI: DISCARDED add_ema (score: 70.00%)
[2025-10-18T00:16:46.111874] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7428 tests
[2025-10-18T00:16:46.111912] [INFO ] [CONFIGURE ] MYI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:16:46.111957] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:16:46.269705] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:16:46.417993] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:16:46.570302] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:46.716290] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:16:46.885557] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:47.033255] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:16:47.180829] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:16:47.327778] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:47.474306] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:16:47.632028] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:16:47.632213] [INFO ] [CONFIGURE ] MYI: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:16:47.632258] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7427 tests
[2025-10-18T00:16:47.632294] [INFO ] [CONFIGURE ] MYI: Testing feature 6/29: add_failed_moves
[2025-10-18T00:16:47.632326] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T00:16:47.773075] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:16:47.921604] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:16:48.062890] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:48.223955] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:16:48.349485] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:48.475559] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:16:48.603780] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:16:48.731788] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:48.865893] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:16:49.000207] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:16:49.000385] [INFO ] [CONFIGURE ] MYI: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:16:49.000427] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7426 tests
[2025-10-18T00:16:49.000463] [INFO ] [CONFIGURE ] MYI: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:16:49.000495] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T00:16:49.120027] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:16:49.254086] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:16:49.375597] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:49.496349] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:16:49.617339] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:49.739042] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:16:49.888606] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:16:50.009968] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:50.142518] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:16:50.268821] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:16:50.269021] [INFO ] [CONFIGURE ] MYI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T00:16:50.269066] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7425 tests
[2025-10-18T00:16:50.269100] [INFO ] [CONFIGURE ] MYI: Testing feature 8/29: add_macd
[2025-10-18T00:16:50.269133] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T00:16:50.428934] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:16:50.594299] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:16:50.754364] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:50.914759] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:16:51.075706] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:51.237701] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:16:51.399826] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:16:51.561877] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:51.726215] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:16:51.898224] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:16:51.898464] [INFO ] [CONFIGURE ] MYI: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:16:51.898526] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7424 tests
[2025-10-18T00:16:51.898565] [INFO ] [CONFIGURE ] MYI: Testing feature 9/29: add_mfi
[2025-10-18T00:16:51.898597] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T00:16:52.038366] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:16:52.173350] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:16:52.309187] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:52.444931] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:16:52.582390] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:52.719428] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:16:52.857940] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:16:52.995487] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:53.137619] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:16:53.282848] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:16:53.283015] [INFO ] [CONFIGURE ] MYI: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T00:16:53.283059] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7423 tests
[2025-10-18T00:16:53.283095] [INFO ] [CONFIGURE ] MYI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:16:53.283127] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:16:53.437461] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:16:53.597381] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:16:53.753831] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:53.906640] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:16:54.059232] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:54.217090] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:16:54.368609] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:16:54.543847] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:54.729402] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:16:54.891243] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:16:54.891422] [INFO ] [CONFIGURE ] MYI: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T00:16:54.891467] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7422 tests
[2025-10-18T00:16:54.891527] [INFO ] [CONFIGURE ] MYI: Testing feature 11/29: add_obv_daily
[2025-10-18T00:16:54.891563] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T00:16:55.022468] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:16:55.166669] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:16:55.308084] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:55.444291] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:16:55.582841] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:55.722183] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:16:55.860178] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:16:56.000078] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:56.137533] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:16:56.272139] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:16:56.272313] [INFO ] [CONFIGURE ] MYI: KEPT add_obv_daily (score: 80.00%)
[2025-10-18T00:16:56.272357] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7421 tests
[2025-10-18T00:16:56.272391] [INFO ] [CONFIGURE ] MYI: Testing feature 12/29: add_obv_interval
[2025-10-18T00:16:56.272422] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_obv_interval']
[2025-10-18T00:16:56.416047] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:16:56.572827] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:16:56.724940] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:56.863049] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:16:56.999629] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:57.142469] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:16:57.295086] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:16:57.436498] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:57.591708] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:16:57.755813] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:16:57.756048] [INFO ] [CONFIGURE ] MYI: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T00:16:57.756115] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7420 tests
[2025-10-18T00:16:57.756154] [INFO ] [CONFIGURE ] MYI: Testing feature 13/29: add_opening_strength
[2025-10-18T00:16:57.756187] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:16:57.931511] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:16:58.106869] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:16:58.267108] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:58.414986] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:16:58.569938] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:16:58.730379] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:16:58.887793] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:16:59.035780] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:16:59.185108] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:16:59.336223] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:16:59.336380] [INFO ] [CONFIGURE ] MYI: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T00:16:59.336424] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7419 tests
[2025-10-18T00:16:59.336459] [INFO ] [CONFIGURE ] MYI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:16:59.336501] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T00:16:59.495774] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:16:59.658360] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:16:59.812832] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:16:59.963441] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:00.129239] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:17:00.296863] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:00.491318] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:00.653059] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:00.805390] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:17:00.955045] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:17:00.955186] [INFO ] [CONFIGURE ] MYI: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T00:17:00.955228] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7418 tests
[2025-10-18T00:17:00.955262] [INFO ] [CONFIGURE ] MYI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:17:00.955293] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T00:17:01.083283] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:17:01.214425] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:17:01.350672] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:17:01.480149] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:01.611470] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:17:01.742317] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:01.872903] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:02.021575] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:02.172565] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:17:02.316478] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:17:02.316692] [INFO ] [CONFIGURE ] MYI: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T00:17:02.316753] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7417 tests
[2025-10-18T00:17:02.316791] [INFO ] [CONFIGURE ] MYI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:17:02.316824] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T00:17:02.461376] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:17:02.612037] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:17:02.757236] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:17:02.901813] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:17:03.058926] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:17:03.204690] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:03.353516] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:03.502718] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:03.650672] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:17:03.795366] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:17:03.795538] [INFO ] [CONFIGURE ] MYI: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T00:17:03.795580] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7416 tests
[2025-10-18T00:17:03.795634] [INFO ] [CONFIGURE ] MYI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:17:03.795712] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T00:17:03.942013] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:17:04.099012] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:17:04.260525] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:17:04.416754] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:04.567571] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:17:04.719456] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:04.872215] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:05.058232] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:05.209958] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:17:05.362894] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:17:05.363085] [INFO ] [CONFIGURE ] MYI: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T00:17:05.363130] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7415 tests
[2025-10-18T00:17:05.363167] [INFO ] [CONFIGURE ] MYI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:17:05.363199] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T00:17:05.503850] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:17:05.640839] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:17:05.779387] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:17:05.917478] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:17:06.057473] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:17:06.204963] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:06.348095] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:06.490940] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:06.630799] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:17:06.777490] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:17:06.777710] [INFO ] [CONFIGURE ] MYI: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T00:17:06.777766] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7414 tests
[2025-10-18T00:17:06.777805] [INFO ] [CONFIGURE ] MYI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:17:06.777838] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-18T00:17:06.918407] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:17:07.060508] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:17:07.206237] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:17:07.346765] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:07.490025] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:17:07.635541] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:07.784632] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:07.924824] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:08.116493] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:17:08.263886] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:17:08.264057] [INFO ] [CONFIGURE ] MYI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:17:08.264101] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7413 tests
[2025-10-18T00:17:08.264136] [INFO ] [CONFIGURE ] MYI: Testing feature 20/29: add_price_rejection
[2025-10-18T00:17:08.264167] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_price_rejection']
[2025-10-18T00:17:08.413194] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:17:08.564445] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:17:08.723219] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:17:08.877894] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:09.031880] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:17:09.187025] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:09.342247] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:09.501336] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:09.653800] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:17:09.810588] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:17:09.810786] [INFO ] [CONFIGURE ] MYI: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T00:17:09.810836] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7412 tests
[2025-10-18T00:17:09.810871] [INFO ] [CONFIGURE ] MYI: Testing feature 21/29: add_range_position
[2025-10-18T00:17:09.810903] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_range_position']
[2025-10-18T00:17:09.974673] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:17:10.135590] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:17:10.298955] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:17:10.459732] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:17:10.634846] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:17:10.797154] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:10.962236] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:11.128867] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:11.315295] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:17:11.473408] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:17:11.473588] [INFO ] [CONFIGURE ] MYI: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:17:11.473634] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7411 tests
[2025-10-18T00:17:11.473707] [INFO ] [CONFIGURE ] MYI: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:17:11.473746] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility']
[2025-10-18T00:17:11.632020] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:17:11.790468] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:17:11.961345] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:17:12.133196] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:12.309898] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:17:12.483919] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:12.646591] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:12.810177] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:12.972510] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:17:13.137726] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:17:13.137898] [INFO ] [CONFIGURE ] MYI: KEPT add_realized_volatility (score: 90.00%)
[2025-10-18T00:17:13.137959] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7410 tests
[2025-10-18T00:17:13.138015] [INFO ] [CONFIGURE ] MYI: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:17:13.138072] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility', 'add_recent_range_context']
[2025-10-18T00:17:13.312456] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:17:13.484785] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:17:13.666286] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:17:13.843939] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:17:14.020593] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:17:14.199336] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:14.399902] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:14.582292] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:14.773035] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:17:14.962667] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:17:14.962857] [INFO ] [CONFIGURE ] MYI: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T00:17:14.962915] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7409 tests
[2025-10-18T00:17:14.963010] [INFO ] [CONFIGURE ] MYI: Testing feature 24/29: add_rsi
[2025-10-18T00:17:14.963051] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-18T00:17:15.165341] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:17:15.366007] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:17:15.569526] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:17:15.778013] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:15.987729] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:17:16.201040] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:16.414455] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:16.637538] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:16.875456] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:17:17.091791] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:17:17.091975] [INFO ] [CONFIGURE ] MYI: DISCARDED add_rsi (score: 90.00%)
[2025-10-18T00:17:17.092018] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7408 tests
[2025-10-18T00:17:17.092054] [INFO ] [CONFIGURE ] MYI: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:17:17.092086] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility', 'add_tick_distribution']
[2025-10-18T00:17:17.277674] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:17:17.462273] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:17:17.658731] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:17:17.857943] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:18.061169] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:17:18.270400] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:18.457080] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:18.645762] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:18.835508] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:17:19.023967] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:17:19.024179] [INFO ] [CONFIGURE ] MYI: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T00:17:19.024250] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7407 tests
[2025-10-18T00:17:19.024308] [INFO ] [CONFIGURE ] MYI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:17:19.024343] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-18T00:17:19.209181] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:17:19.393843] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:17:19.581509] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:17:19.770941] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:17:19.960895] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:17:20.150495] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:20.341790] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:20.530858] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:20.721476] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:17:20.907432] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:17:20.907593] [INFO ] [CONFIGURE ] MYI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:17:20.907637] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7406 tests
[2025-10-18T00:17:20.907715] [INFO ] [CONFIGURE ] MYI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:17:20.907753] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-10-18T00:17:21.098848] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:17:21.298284] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:17:21.493251] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:17:21.691888] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:17:21.892840] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:17:22.095989] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:22.306635] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:22.509865] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:22.711916] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:17:22.915805] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:17:22.916055] [INFO ] [CONFIGURE ] MYI: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T00:17:22.916106] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7405 tests
[2025-10-18T00:17:22.916143] [INFO ] [CONFIGURE ] MYI: Testing feature 28/29: add_volume_profile
[2025-10-18T00:17:22.916175] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility', 'add_volume_profile']
[2025-10-18T00:17:23.121686] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:17:23.333137] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:17:23.540047] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:17:23.747857] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:17:23.955245] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:17:24.156803] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:24.354707] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:24.558109] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:24.766758] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:17:24.986936] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:17:24.987173] [INFO ] [CONFIGURE ] MYI: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:17:24.987246] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7404 tests
[2025-10-18T00:17:24.987285] [INFO ] [CONFIGURE ] MYI: Testing feature 29/29: add_vwap
[2025-10-18T00:17:24.987318] [INFO ] [CONFIGURE ] MYI: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility', 'add_vwap']
[2025-10-18T00:17:25.193450] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:17:25.402583] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:17:25.614507] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:17:25.833780] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:17:26.048870] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:17:26.265439] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:26.500528] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:26.724701] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:26.947458] [DEBUG] [FORECASTER] MYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:17:27.174220] [DEBUG] [FORECASTER] MYI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:17:27.174421] [INFO ] [CONFIGURE ] MYI: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T00:17:27.174467] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7403 tests
[2025-10-18T00:17:27.174503] [INFO ] [CONFIGURE ] MYI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:17:27.174555] [INFO ] [CONFIGURE ] MYI: Best accuracy: 90.00%
[2025-10-18T00:17:27.174632] [INFO ] [CONFIGURE ] MYI: Best feature set (3 features): ['add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility']
[2025-10-18T00:17:27.174737] [INFO ] [CONFIGURE ] MYI: Improvement over baseline: 30.00%
[2025-10-18T00:17:27.174801] [INFO ] [CONFIGURE ] MYI: Total time: 46.4 seconds
[2025-10-18T00:17:27.174842] [INFO ] [CONFIGURE ] MYI: Average time per feature: 1.6 seconds
[2025-10-18T00:17:27.174873] [INFO ] [CONFIGURE ] MYI: Average speed: 0.63 features/sec
[2025-10-18T00:17:27.175550] [INFO ] [LOCAL     ] Saved configuration for MYI: 3 features, 90.00% accuracy -> ./output/feature-sets/MYI.json
[2025-10-18T00:17:27.175637] [INFO ] [CONFIGURE ] MYI: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-18T00:17:27.175754] [INFO ] [sig       ] [126/380] Successfully configured MYI | 0.02 sym/s | Total: 1.5h | ETA: 3.0h
[2025-10-18T00:17:27.175823] [INFO ] [sig       ] [127/380] Configuring NABL...
[2025-10-18T00:17:27.175890] [INFO ] [CONFIGURE ] NABL: Configurate test run.
[2025-10-18T00:17:27.175963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-10-18T00:17:27.191532] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NABL'.
[2025-10-18T00:17:27.192253] [INFO ] [CONFIGURE ] NABL: Testing with 29 available features
[2025-10-18T00:17:27.192328] [INFO ] [CONFIGURE ] NABL: Establishing baseline with no features...
[2025-10-18T00:17:27.315609] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:27.438175] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:17:27.561765] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:27.692579] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:17:27.826461] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:27.955385] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:28.093337] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:28.225240] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:28.361378] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:28.493351] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:28.493667] [INFO ] [CONFIGURE ] NABL: Baseline score (no features): 40.00%
[2025-10-18T00:17:28.493754] [INFO ] [CONFIGURE ] NABL: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:17:28.493816] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:17:28.643515] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:28.780996] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:17:28.926523] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:29.075490] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:29.206684] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:29.334246] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:29.488048] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:29.626223] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:29.758588] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:29.890055] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:29.890250] [INFO ] [CONFIGURE ] NABL: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T00:17:29.890297] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7402 tests
[2025-10-18T00:17:29.890334] [INFO ] [CONFIGURE ] NABL: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:17:29.890368] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:17:30.039786] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:30.194890] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:17:30.350838] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:30.491387] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:30.634092] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:30.781246] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:30.929409] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:31.086951] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:17:31.248468] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:31.405989] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:31.406182] [INFO ] [CONFIGURE ] NABL: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:17:31.406248] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7401 tests
[2025-10-18T00:17:31.406287] [INFO ] [CONFIGURE ] NABL: Testing feature 3/29: add_daily_returns
[2025-10-18T00:17:31.406319] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:17:31.535678] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:31.666124] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:17:31.799943] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:31.926774] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:17:32.055237] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:32.187034] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:32.325759] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:32.510179] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:32.644135] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:32.770612] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:32.770804] [INFO ] [CONFIGURE ] NABL: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T00:17:32.770855] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7400 tests
[2025-10-18T00:17:32.770889] [INFO ] [CONFIGURE ] NABL: Testing feature 4/29: add_ema
[2025-10-18T00:17:32.770919] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:17:32.910895] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:33.050323] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:17:33.196255] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:33.341866] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:33.490811] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:33.633481] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:33.776927] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:33.920861] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:34.069167] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:34.219248] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:34.219421] [INFO ] [CONFIGURE ] NABL: DISCARDED add_ema (score: 60.00%)
[2025-10-18T00:17:34.219466] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7399 tests
[2025-10-18T00:17:34.219502] [INFO ] [CONFIGURE ] NABL: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:17:34.219535] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:17:34.371411] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:34.522342] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:17:34.674904] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:34.828221] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:34.979424] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:35.134583] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:35.291480] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:35.443500] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:35.598525] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:35.753946] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:35.754104] [INFO ] [CONFIGURE ] NABL: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:17:35.754151] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7398 tests
[2025-10-18T00:17:35.754210] [INFO ] [CONFIGURE ] NABL: Testing feature 6/29: add_failed_moves
[2025-10-18T00:17:35.754267] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T00:17:35.883880] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:36.013332] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:17:36.145342] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:36.272425] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:36.401193] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:36.529088] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:36.668443] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:36.797439] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:36.927756] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:37.055954] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:37.056134] [INFO ] [CONFIGURE ] NABL: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:17:37.056187] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7397 tests
[2025-10-18T00:17:37.056224] [INFO ] [CONFIGURE ] NABL: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:17:37.056257] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T00:17:37.176818] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:37.293964] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:17:37.411872] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:37.528832] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:17:37.646597] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:37.767935] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:37.886302] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:38.010356] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:38.133937] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:38.263156] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:38.263346] [INFO ] [CONFIGURE ] NABL: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:17:38.263408] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7396 tests
[2025-10-18T00:17:38.263445] [INFO ] [CONFIGURE ] NABL: Testing feature 8/29: add_macd
[2025-10-18T00:17:38.263476] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T00:17:38.418375] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:38.608896] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:17:38.763273] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:38.937965] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:39.095956] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:39.252311] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:39.416158] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:39.576499] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:39.735421] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:39.904483] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:39.904794] [INFO ] [CONFIGURE ] NABL: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:17:39.904878] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7395 tests
[2025-10-18T00:17:39.904919] [INFO ] [CONFIGURE ] NABL: Testing feature 9/29: add_mfi
[2025-10-18T00:17:39.904962] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T00:17:40.042996] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:40.182299] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:17:40.317709] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:40.461717] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:40.604967] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:40.745278] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:40.897637] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:41.045438] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:41.200213] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:41.337200] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:41.337368] [INFO ] [CONFIGURE ] NABL: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:17:41.337413] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7394 tests
[2025-10-18T00:17:41.337450] [INFO ] [CONFIGURE ] NABL: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:17:41.337483] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:17:41.491091] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:41.670155] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:17:41.823756] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:41.975818] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:42.130372] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:42.289266] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:42.447143] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:42.606065] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:17:42.772022] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:42.936572] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:42.936760] [INFO ] [CONFIGURE ] NABL: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T00:17:42.936816] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7393 tests
[2025-10-18T00:17:42.936923] [INFO ] [CONFIGURE ] NABL: Testing feature 11/29: add_obv_daily
[2025-10-18T00:17:42.936976] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T00:17:43.068445] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:17:43.197837] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:17:43.363145] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:43.495619] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:43.629686] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:43.761363] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:43.902078] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:44.039379] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:44.175795] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:44.311828] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:44.311992] [INFO ] [CONFIGURE ] NABL: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T00:17:44.312042] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7392 tests
[2025-10-18T00:17:44.312082] [INFO ] [CONFIGURE ] NABL: Testing feature 12/29: add_obv_interval
[2025-10-18T00:17:44.312116] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T00:17:44.453787] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:44.586458] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:17:44.720631] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:44.857965] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:45.019832] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:45.168095] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:45.313503] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:45.494788] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:45.698008] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:45.884689] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:45.884928] [INFO ] [CONFIGURE ] NABL: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T00:17:45.885030] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7391 tests
[2025-10-18T00:17:45.885110] [INFO ] [CONFIGURE ] NABL: Testing feature 13/29: add_opening_strength
[2025-10-18T00:17:45.885160] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:17:46.045563] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:46.189525] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:17:46.327151] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:46.466786] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:46.605557] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:46.748786] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:46.894377] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:47.046537] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:47.202588] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:47.351726] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:47.351902] [INFO ] [CONFIGURE ] NABL: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:17:47.351945] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7390 tests
[2025-10-18T00:17:47.351979] [INFO ] [CONFIGURE ] NABL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:17:47.352009] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T00:17:47.490031] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:47.630351] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:17:47.769262] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:47.903513] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:48.039472] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:48.177566] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:48.323938] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:48.473140] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:17:48.622287] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:48.770826] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:48.771083] [INFO ] [CONFIGURE ] NABL: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:17:48.771154] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7389 tests
[2025-10-18T00:17:48.771213] [INFO ] [CONFIGURE ] NABL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:17:48.771250] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T00:17:48.897815] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:49.022706] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:17:49.142960] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:49.264887] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:49.388813] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:49.510547] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:49.634922] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:49.759953] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:17:49.883967] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:50.020128] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:50.020338] [INFO ] [CONFIGURE ] NABL: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:17:50.020401] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7388 tests
[2025-10-18T00:17:50.020467] [INFO ] [CONFIGURE ] NABL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:17:50.020536] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T00:17:50.189568] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:50.318230] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:17:50.450552] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:50.580338] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:17:50.745363] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:50.884632] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:51.015959] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:51.150475] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:51.291181] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:51.427199] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:51.427377] [INFO ] [CONFIGURE ] NABL: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:17:51.427423] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7387 tests
[2025-10-18T00:17:51.427461] [INFO ] [CONFIGURE ] NABL: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:17:51.427494] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T00:17:51.569909] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:51.716722] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:17:51.860713] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:51.996016] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:52.131969] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:52.268144] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:52.406555] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:52.545515] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:52.692938] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:52.845984] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:52.846167] [INFO ] [CONFIGURE ] NABL: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T00:17:52.846221] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7386 tests
[2025-10-18T00:17:52.846259] [INFO ] [CONFIGURE ] NABL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:17:52.846291] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T00:17:52.969461] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:17:53.097030] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:17:53.234108] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:53.371307] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:53.509415] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:53.652436] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:53.804861] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:53.941855] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:54.072848] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:54.206278] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:54.206459] [INFO ] [CONFIGURE ] NABL: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:17:54.206503] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7385 tests
[2025-10-18T00:17:54.206538] [INFO ] [CONFIGURE ] NABL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:17:54.206569] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T00:17:54.334741] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:54.460716] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:17:54.593021] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:54.715737] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:54.838599] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:54.960529] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:55.084053] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:55.206897] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:55.330202] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:55.453098] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:55.453212] [INFO ] [CONFIGURE ] NABL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T00:17:55.453255] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7384 tests
[2025-10-18T00:17:55.453289] [INFO ] [CONFIGURE ] NABL: Testing feature 20/29: add_price_rejection
[2025-10-18T00:17:55.453318] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T00:17:55.581401] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:55.709901] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:17:55.838793] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:55.968921] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:56.103900] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:56.235704] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:56.365608] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:56.497357] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:17:56.629902] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:56.769813] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:56.769955] [INFO ] [CONFIGURE ] NABL: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:17:56.770017] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7383 tests
[2025-10-18T00:17:56.770054] [INFO ] [CONFIGURE ] NABL: Testing feature 21/29: add_range_position
[2025-10-18T00:17:56.770085] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T00:17:56.908220] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:57.047361] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:17:57.187053] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:57.325530] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:17:57.467530] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:57.612072] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:57.757949] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:17:57.905602] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:17:58.051744] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:58.198509] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:58.198637] [INFO ] [CONFIGURE ] NABL: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T00:17:58.198721] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7382 tests
[2025-10-18T00:17:58.198810] [INFO ] [CONFIGURE ] NABL: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:17:58.198851] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T00:17:58.354698] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:17:58.507500] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:17:58.662152] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:17:58.816964] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:17:58.972769] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:17:59.129386] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:17:59.285814] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:17:59.443429] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:17:59.601911] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:17:59.765428] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:17:59.765551] [INFO ] [CONFIGURE ] NABL: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T00:17:59.765595] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7381 tests
[2025-10-18T00:17:59.765630] [INFO ] [CONFIGURE ] NABL: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:17:59.765700] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T00:17:59.893908] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:00.020986] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:18:00.148681] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:18:00.278411] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:18:00.408529] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:18:00.539190] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:00.671587] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:00.803264] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:18:00.935941] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:18:01.068387] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:18:01.068565] [INFO ] [CONFIGURE ] NABL: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-18T00:18:01.068624] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7380 tests
[2025-10-18T00:18:01.068694] [INFO ] [CONFIGURE ] NABL: Testing feature 24/29: add_rsi
[2025-10-18T00:18:01.068739] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T00:18:01.226772] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:18:01.376086] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:01.532207] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:18:01.681942] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:01.845539] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:18:01.991908] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:02.139674] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:02.284756] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:02.430375] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:18:02.588958] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:18:02.589166] [INFO ] [CONFIGURE ] NABL: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T00:18:02.589242] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7379 tests
[2025-10-18T00:18:02.589296] [INFO ] [CONFIGURE ] NABL: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:18:02.589344] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T00:18:02.713492] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:02.861163] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:02.986863] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:18:03.118833] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:18:03.254007] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:18:03.383630] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:03.512798] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:18:03.642788] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:03.774566] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:18:03.906578] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:18:03.906739] [INFO ] [CONFIGURE ] NABL: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:18:03.906792] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7378 tests
[2025-10-18T00:18:03.906828] [INFO ] [CONFIGURE ] NABL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:18:03.906859] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T00:18:04.040719] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:04.170565] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:18:04.300935] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:18:04.431866] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:18:04.563603] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:18:04.695371] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:04.828011] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:18:04.961568] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:05.095637] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:18:05.230031] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:18:05.230179] [INFO ] [CONFIGURE ] NABL: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T00:18:05.230222] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7377 tests
[2025-10-18T00:18:05.230256] [INFO ] [CONFIGURE ] NABL: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:18:05.230286] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T00:18:05.371585] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:05.511139] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:18:05.650267] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:18:05.789435] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:05.947801] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:18:06.092130] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:06.236139] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:06.379517] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:06.520502] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:18:06.658225] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:18:06.658391] [INFO ] [CONFIGURE ] NABL: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:18:06.658436] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7376 tests
[2025-10-18T00:18:06.658471] [INFO ] [CONFIGURE ] NABL: Testing feature 28/29: add_volume_profile
[2025-10-18T00:18:06.658501] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T00:18:06.783442] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:06.909868] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:07.034795] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:18:07.161371] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:07.286670] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:18:07.412831] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:07.543292] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:07.669201] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:07.795291] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:18:07.920587] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:18:07.920813] [INFO ] [CONFIGURE ] NABL: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:18:07.920900] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7375 tests
[2025-10-18T00:18:07.920941] [INFO ] [CONFIGURE ] NABL: Testing feature 29/29: add_vwap
[2025-10-18T00:18:07.920974] [INFO ] [CONFIGURE ] NABL: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T00:18:08.050102] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:08.183056] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:18:08.314794] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:18:08.446001] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:08.582056] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:18:08.712592] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:08.845521] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:08.980257] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:09.114196] [DEBUG] [FORECASTER] NABL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:18:09.246795] [DEBUG] [FORECASTER] NABL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:18:09.246955] [INFO ] [CONFIGURE ] NABL: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T00:18:09.247001] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7374 tests
[2025-10-18T00:18:09.247039] [INFO ] [CONFIGURE ] NABL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:18:09.247072] [INFO ] [CONFIGURE ] NABL: Best accuracy: 60.00%
[2025-10-18T00:18:09.247105] [INFO ] [CONFIGURE ] NABL: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T00:18:09.247136] [INFO ] [CONFIGURE ] NABL: Improvement over baseline: 20.00%
[2025-10-18T00:18:09.247165] [INFO ] [CONFIGURE ] NABL: Total time: 40.8 seconds
[2025-10-18T00:18:09.247195] [INFO ] [CONFIGURE ] NABL: Average time per feature: 1.4 seconds
[2025-10-18T00:18:09.247224] [INFO ] [CONFIGURE ] NABL: Average speed: 0.71 features/sec
[2025-10-18T00:18:09.248014] [INFO ] [LOCAL     ] Saved configuration for NABL: 1 features, 60.00% accuracy -> ./output/feature-sets/NABL.json
[2025-10-18T00:18:09.248087] [INFO ] [CONFIGURE ] NABL: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-18T00:18:09.248169] [INFO ] [sig       ] [127/380] Successfully configured NABL | 0.02 sym/s | Total: 1.5h | ETA: 3.0h
[2025-10-18T00:18:09.248246] [INFO ] [sig       ] [128/380] Configuring NAC...
[2025-10-18T00:18:09.248312] [INFO ] [CONFIGURE ] NAC: Configurate test run.
[2025-10-18T00:18:09.248368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-10-18T00:18:09.262319] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NAC'.
[2025-10-18T00:18:09.262779] [INFO ] [CONFIGURE ] NAC: Testing with 29 available features
[2025-10-18T00:18:09.262837] [INFO ] [CONFIGURE ] NAC: Establishing baseline with no features...
[2025-10-18T00:18:09.367074] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:18:09.472317] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:09.577399] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:09.686863] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:09.796206] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:09.904010] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:10.011511] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:10.135529] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:10.275772] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:10.392026] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:10.392201] [INFO ] [CONFIGURE ] NAC: Baseline score (no features): 80.00%
[2025-10-18T00:18:10.392247] [INFO ] [CONFIGURE ] NAC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:18:10.392283] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:18:10.516567] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:10.641379] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:10.768032] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:10.891619] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:11.014307] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:11.137313] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:18:11.261461] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:11.384039] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:11.519580] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:18:11.643977] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:11.644130] [INFO ] [CONFIGURE ] NAC: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-18T00:18:11.644175] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7373 tests
[2025-10-18T00:18:11.644207] [INFO ] [CONFIGURE ] NAC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:18:11.644237] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:18:11.777982] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:11.908878] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:12.036042] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:12.164806] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:12.293044] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:12.421002] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:12.553746] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:12.699182] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:12.847390] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:13.000815] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:13.001015] [INFO ] [CONFIGURE ] NAC: KEPT add_cumulative_delta (score: 90.00%)
[2025-10-18T00:18:13.001073] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7372 tests
[2025-10-18T00:18:13.001109] [INFO ] [CONFIGURE ] NAC: Testing feature 3/29: add_daily_returns
[2025-10-18T00:18:13.001142] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T00:18:13.141265] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:18:13.285099] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:13.430330] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:13.564232] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:18:13.696989] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:18:13.830695] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:13.970371] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:14.106162] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:14.242704] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:14.373148] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:14.373315] [INFO ] [CONFIGURE ] NAC: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T00:18:14.373359] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7371 tests
[2025-10-18T00:18:14.373393] [INFO ] [CONFIGURE ] NAC: Testing feature 4/29: add_ema
[2025-10-18T00:18:14.373426] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T00:18:14.518586] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:18:14.660775] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:14.803827] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:14.948505] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:18:15.098084] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:18:15.255894] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:15.414371] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:15.582117] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:15.747126] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:15.917816] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:15.918037] [INFO ] [CONFIGURE ] NAC: DISCARDED add_ema (score: 60.00%)
[2025-10-18T00:18:15.918092] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7370 tests
[2025-10-18T00:18:15.918143] [INFO ] [CONFIGURE ] NAC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:18:15.918215] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:18:16.087152] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:16.239255] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:16.383257] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:16.529563] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:16.682752] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:16.837430] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:16.996572] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:18:17.157157] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:17.322060] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:17.486022] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:17.486264] [INFO ] [CONFIGURE ] NAC: KEPT add_exhaustion_signals (score: 100.00%)
[2025-10-18T00:18:17.486331] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7369 tests
[2025-10-18T00:18:17.486445] [INFO ] [CONFIGURE ] NAC: Testing feature 6/29: add_failed_moves
[2025-10-18T00:18:17.486516] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T00:18:17.666538] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:17.839890] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:18.037216] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:18.203871] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:18.370418] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:18.537198] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:18.703505] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:18:18.874919] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:19.036760] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:19.197274] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:19.197438] [INFO ] [CONFIGURE ] NAC: DISCARDED add_failed_moves (score: 100.00%)
[2025-10-18T00:18:19.197483] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7368 tests
[2025-10-18T00:18:19.197520] [INFO ] [CONFIGURE ] NAC: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:18:19.197554] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T00:18:19.355099] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:19.508712] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:19.662946] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:19.818271] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:18:19.979274] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:20.139112] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:20.298312] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:18:20.458297] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:20.615087] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:20.771819] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:20.772061] [INFO ] [CONFIGURE ] NAC: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-18T00:18:20.772131] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7367 tests
[2025-10-18T00:18:20.772192] [INFO ] [CONFIGURE ] NAC: Testing feature 8/29: add_macd
[2025-10-18T00:18:20.772229] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T00:18:20.949948] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:18:21.128635] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:18:21.295453] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:21.462476] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:18:21.630597] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:21.800443] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:21.977761] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:22.148107] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:22.318992] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:22.490102] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:18:22.490285] [INFO ] [CONFIGURE ] NAC: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:18:22.490331] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7366 tests
[2025-10-18T00:18:22.490366] [INFO ] [CONFIGURE ] NAC: Testing feature 9/29: add_mfi
[2025-10-18T00:18:22.490398] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T00:18:22.656567] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:22.820460] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:22.984337] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:23.153386] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:23.324003] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:23.494748] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:23.668137] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:18:23.839991] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:24.012329] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:24.181588] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:24.181800] [INFO ] [CONFIGURE ] NAC: DISCARDED add_mfi (score: 100.00%)
[2025-10-18T00:18:24.181853] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7365 tests
[2025-10-18T00:18:24.181892] [INFO ] [CONFIGURE ] NAC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:18:24.181924] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:18:24.369434] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:24.553741] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:24.738308] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:24.924533] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:25.114148] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:25.320838] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:25.516224] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:25.713917] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:25.913114] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:26.108841] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:26.109020] [INFO ] [CONFIGURE ] NAC: DISCARDED add_momentum_acceleration (score: 90.00%)
[2025-10-18T00:18:26.109065] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7364 tests
[2025-10-18T00:18:26.109101] [INFO ] [CONFIGURE ] NAC: Testing feature 11/29: add_obv_daily
[2025-10-18T00:18:26.109133] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T00:18:26.276799] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:18:26.446703] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:26.628619] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:26.806809] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:18:26.978179] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:27.182666] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:27.353703] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:27.523627] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:27.693603] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:27.862380] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:27.862574] [INFO ] [CONFIGURE ] NAC: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:18:27.862638] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7363 tests
[2025-10-18T00:18:27.862721] [INFO ] [CONFIGURE ] NAC: Testing feature 12/29: add_obv_interval
[2025-10-18T00:18:27.862760] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T00:18:28.026173] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:28.187542] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:28.348847] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:28.510168] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:28.670735] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:28.830377] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:28.991386] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:18:29.151874] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:29.314723] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:29.479452] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:29.479666] [INFO ] [CONFIGURE ] NAC: DISCARDED add_obv_interval (score: 100.00%)
[2025-10-18T00:18:29.479729] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7362 tests
[2025-10-18T00:18:29.479767] [INFO ] [CONFIGURE ] NAC: Testing feature 13/29: add_opening_strength
[2025-10-18T00:18:29.479798] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:18:29.646126] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:29.815279] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:29.981375] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:30.174875] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:18:30.342554] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:30.514992] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:30.689670] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:30.857724] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:31.027986] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:31.202891] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:31.203064] [INFO ] [CONFIGURE ] NAC: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-18T00:18:31.203109] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7361 tests
[2025-10-18T00:18:31.203143] [INFO ] [CONFIGURE ] NAC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:18:31.203178] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T00:18:31.373272] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:31.539160] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:18:31.723754] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:31.919386] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:18:32.123259] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:32.314915] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:32.486545] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:18:32.668918] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:32.859470] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:33.041248] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:33.041453] [INFO ] [CONFIGURE ] NAC: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T00:18:33.041501] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7360 tests
[2025-10-18T00:18:33.041536] [INFO ] [CONFIGURE ] NAC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:18:33.041570] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T00:18:33.227037] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:33.392442] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:33.555972] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:33.720834] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:33.885390] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:34.050045] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:34.216398] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:18:34.392087] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:34.564503] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:34.727254] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:34.727427] [INFO ] [CONFIGURE ] NAC: DISCARDED add_pbf_morning_momentum (score: 100.00%)
[2025-10-18T00:18:34.727473] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7359 tests
[2025-10-18T00:18:34.727508] [INFO ] [CONFIGURE ] NAC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:18:34.727541] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T00:18:34.892409] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:35.067387] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:35.226416] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:35.384969] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:35.545538] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:35.710525] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:18:35.882763] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:18:36.044811] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:36.239778] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:36.404722] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:36.404913] [INFO ] [CONFIGURE ] NAC: DISCARDED add_pbf_overnight_gap (score: 90.00%)
[2025-10-18T00:18:36.404976] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7358 tests
[2025-10-18T00:18:36.405013] [INFO ] [CONFIGURE ] NAC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:18:36.405045] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T00:18:36.571471] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:36.734218] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:36.900985] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:37.065578] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:37.242398] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:37.426245] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:37.614561] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:37.848908] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:38.073260] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:38.326547] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:38.326790] [INFO ] [CONFIGURE ] NAC: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-18T00:18:38.326867] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7357 tests
[2025-10-18T00:18:38.326928] [INFO ] [CONFIGURE ] NAC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:18:38.326980] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T00:18:38.498591] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:38.658289] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:38.807410] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:38.962893] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:39.118166] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:39.304789] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:39.464155] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:18:39.621109] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:39.774582] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:39.927272] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:39.927408] [INFO ] [CONFIGURE ] NAC: DISCARDED add_pbf_volatility_5d (score: 100.00%)
[2025-10-18T00:18:39.927453] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7356 tests
[2025-10-18T00:18:39.927487] [INFO ] [CONFIGURE ] NAC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:18:39.927519] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T00:18:40.075588] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:40.224723] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:40.375086] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:40.525042] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:40.677330] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:40.830912] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:40.982175] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:18:41.135121] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:41.294234] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:41.448280] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:41.448426] [INFO ] [CONFIGURE ] NAC: DISCARDED add_pbf_vs_sma_5 (score: 100.00%)
[2025-10-18T00:18:41.448470] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7355 tests
[2025-10-18T00:18:41.448577] [INFO ] [CONFIGURE ] NAC: Testing feature 20/29: add_price_rejection
[2025-10-18T00:18:41.448618] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T00:18:41.606771] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:41.772080] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:41.940200] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:42.106044] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:42.270381] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:18:42.456795] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:42.625539] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:18:42.790282] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:42.958580] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:43.122493] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:43.122680] [INFO ] [CONFIGURE ] NAC: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-18T00:18:43.122741] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7354 tests
[2025-10-18T00:18:43.122778] [INFO ] [CONFIGURE ] NAC: Testing feature 21/29: add_range_position
[2025-10-18T00:18:43.122810] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T00:18:43.295998] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:43.466139] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:43.641967] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:43.831503] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:44.029697] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:44.217688] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:44.402468] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:44.593853] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:44.781011] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:44.959125] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:44.959306] [INFO ] [CONFIGURE ] NAC: DISCARDED add_range_position (score: 90.00%)
[2025-10-18T00:18:44.959351] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7353 tests
[2025-10-18T00:18:44.959388] [INFO ] [CONFIGURE ] NAC: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:18:44.959421] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T00:18:45.148106] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:45.339211] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:18:45.527163] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:45.720971] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:45.921665] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:46.113751] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:46.310454] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:18:46.511750] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:46.714070] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:46.920326] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:46.920522] [INFO ] [CONFIGURE ] NAC: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-18T00:18:46.920570] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7352 tests
[2025-10-18T00:18:46.920623] [INFO ] [CONFIGURE ] NAC: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:18:46.920710] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T00:18:47.092415] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:47.264108] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:47.424488] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:47.594080] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:47.764489] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:47.935073] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:48.100814] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:48.262519] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:48.425834] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:48.594589] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:48.594827] [INFO ] [CONFIGURE ] NAC: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T00:18:48.594886] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7351 tests
[2025-10-18T00:18:48.594925] [INFO ] [CONFIGURE ] NAC: Testing feature 24/29: add_rsi
[2025-10-18T00:18:48.594958] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-18T00:18:48.773028] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:18:48.956778] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:49.136408] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:49.319703] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:18:49.505728] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:49.703731] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:49.889261] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:18:50.071317] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:50.253145] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:50.436742] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:50.436906] [INFO ] [CONFIGURE ] NAC: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T00:18:50.436950] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7350 tests
[2025-10-18T00:18:50.436985] [INFO ] [CONFIGURE ] NAC: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:18:50.437017] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T00:18:50.603275] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:50.771473] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:50.935841] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:51.089948] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:51.261087] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:51.422708] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:51.594240] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:18:51.776299] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:51.971471] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:52.137792] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:52.138041] [INFO ] [CONFIGURE ] NAC: DISCARDED add_tick_distribution (score: 100.00%)
[2025-10-18T00:18:52.138105] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7349 tests
[2025-10-18T00:18:52.138165] [INFO ] [CONFIGURE ] NAC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:18:52.138199] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T00:18:52.296673] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:52.457507] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:52.620150] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:52.782548] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:52.946309] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:53.118816] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:53.286136] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:53.467787] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:53.647949] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:53.832729] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:53.832974] [INFO ] [CONFIGURE ] NAC: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-18T00:18:53.833026] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7348 tests
[2025-10-18T00:18:53.833063] [INFO ] [CONFIGURE ] NAC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:18:53.833095] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T00:18:54.019893] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:54.201281] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:54.375114] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:18:54.581178] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:18:54.756785] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:54.930278] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:55.103215] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:18:55.278255] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:55.455791] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:55.631490] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:55.631679] [INFO ] [CONFIGURE ] NAC: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T00:18:55.631741] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7347 tests
[2025-10-18T00:18:55.631779] [INFO ] [CONFIGURE ] NAC: Testing feature 28/29: add_volume_profile
[2025-10-18T00:18:55.631810] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-18T00:18:55.796591] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:55.965346] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:56.132397] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:18:56.299726] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:56.470406] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:18:56.638354] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:18:56.807212] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:18:56.975044] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:18:57.142472] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:18:57.311110] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:57.311351] [INFO ] [CONFIGURE ] NAC: DISCARDED add_volume_profile (score: 100.00%)
[2025-10-18T00:18:57.311412] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7346 tests
[2025-10-18T00:18:57.311451] [INFO ] [CONFIGURE ] NAC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:18:57.311483] [INFO ] [CONFIGURE ] NAC: Best accuracy: 100.00%
[2025-10-18T00:18:57.311515] [INFO ] [CONFIGURE ] NAC: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:18:57.311543] [INFO ] [CONFIGURE ] NAC: Improvement over baseline: 20.00%
[2025-10-18T00:18:57.311572] [INFO ] [CONFIGURE ] NAC: Total time: 46.9 seconds
[2025-10-18T00:18:57.311600] [INFO ] [CONFIGURE ] NAC: Average time per feature: 1.7 seconds
[2025-10-18T00:18:57.311629] [INFO ] [CONFIGURE ] NAC: Average speed: 0.62 features/sec
[2025-10-18T00:18:57.312432] [INFO ] [LOCAL     ] Saved configuration for NAC: 3 features, 100.00% accuracy -> ./output/feature-sets/NAC.json
[2025-10-18T00:18:57.312505] [INFO ] [CONFIGURE ] NAC: Configuration saved successfully: 3 features, 100.00% accuracy.
[2025-10-18T00:18:57.312584] [INFO ] [sig       ] [128/380] Successfully configured NAC | 0.02 sym/s | Total: 1.5h | ETA: 3.0h
[2025-10-18T00:18:57.312679] [INFO ] [sig       ] [129/380] Configuring NAD...
[2025-10-18T00:18:57.312752] [INFO ] [CONFIGURE ] NAD: Configurate test run.
[2025-10-18T00:18:57.312809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-10-18T00:18:57.326601] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NAD'.
[2025-10-18T00:18:57.327062] [INFO ] [CONFIGURE ] NAD: Testing with 29 available features
[2025-10-18T00:18:57.327123] [INFO ] [CONFIGURE ] NAD: Establishing baseline with no features...
[2025-10-18T00:18:57.433445] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:57.560811] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:57.669563] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:18:57.775197] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:57.880968] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:18:57.986800] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:18:58.092979] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:18:58.197761] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:18:58.302149] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:18:58.408789] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:58.408944] [INFO ] [CONFIGURE ] NAD: Baseline score (no features): 50.00%
[2025-10-18T00:18:58.408988] [INFO ] [CONFIGURE ] NAD: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:18:58.409021] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:18:58.526015] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:58.646871] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:58.766380] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:18:58.883809] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:18:59.008364] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:18:59.140172] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:18:59.258905] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:18:59.379491] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:18:59.499567] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:18:59.618837] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:18:59.619013] [INFO ] [CONFIGURE ] NAD: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T00:18:59.619075] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7345 tests
[2025-10-18T00:18:59.619115] [INFO ] [CONFIGURE ] NAD: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:18:59.619146] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:18:59.742057] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:18:59.868040] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:18:59.993523] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:19:00.119038] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:19:00.249051] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:00.372519] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:00.497229] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:00.642337] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:19:00.767017] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:00.889865] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:00.890028] [INFO ] [CONFIGURE ] NAD: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:19:00.890072] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7344 tests
[2025-10-18T00:19:00.890106] [INFO ] [CONFIGURE ] NAD: Testing feature 3/29: add_daily_returns
[2025-10-18T00:19:00.890136] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_daily_returns']
[2025-10-18T00:19:00.993465] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:01.097701] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:01.207504] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:19:01.322265] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:19:01.432221] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:01.541302] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:01.653885] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:01.772453] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:19:01.884382] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:01.998021] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:01.998203] [INFO ] [CONFIGURE ] NAD: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T00:19:01.998249] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7343 tests
[2025-10-18T00:19:01.998283] [INFO ] [CONFIGURE ] NAD: Testing feature 4/29: add_ema
[2025-10-18T00:19:01.998315] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_ema']
[2025-10-18T00:19:02.128403] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:19:02.267017] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:02.399149] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:19:02.532118] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:19:02.664617] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:02.799666] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:02.930600] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:03.063211] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:19:03.199608] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:03.334534] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:19:03.334718] [INFO ] [CONFIGURE ] NAD: DISCARDED add_ema (score: 30.00%)
[2025-10-18T00:19:03.334777] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7342 tests
[2025-10-18T00:19:03.334813] [INFO ] [CONFIGURE ] NAD: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:19:03.334844] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:19:03.475269] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:03.614132] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:03.750421] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:03.885465] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:19:04.020594] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:04.162071] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:04.302725] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:04.440219] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:19:04.576457] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:04.712632] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:04.712799] [INFO ] [CONFIGURE ] NAD: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:19:04.712846] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7341 tests
[2025-10-18T00:19:04.712880] [INFO ] [CONFIGURE ] NAD: Testing feature 6/29: add_failed_moves
[2025-10-18T00:19:04.712911] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T00:19:04.853711] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:04.993493] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:05.133449] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:05.277325] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:19:05.426255] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:05.572374] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:05.716441] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:05.866747] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:19:06.014989] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:06.165104] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:06.165316] [INFO ] [CONFIGURE ] NAD: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:19:06.165375] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7340 tests
[2025-10-18T00:19:06.165413] [INFO ] [CONFIGURE ] NAD: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:19:06.165445] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T00:19:06.303455] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:19:06.438024] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:06.568245] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:19:06.714258] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:19:06.848418] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:06.980097] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:07.114894] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:07.249827] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:19:07.392981] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:07.531789] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:07.531979] [INFO ] [CONFIGURE ] NAD: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T00:19:07.532025] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7339 tests
[2025-10-18T00:19:07.532059] [INFO ] [CONFIGURE ] NAD: Testing feature 8/29: add_macd
[2025-10-18T00:19:07.532091] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T00:19:07.691286] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:07.850755] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:08.006881] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:08.166949] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:19:08.339127] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:08.496668] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:19:08.662868] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:08.844523] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:09.021032] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:09.199101] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:09.199292] [INFO ] [CONFIGURE ] NAD: KEPT add_macd (score: 70.00%)
[2025-10-18T00:19:09.199340] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7338 tests
[2025-10-18T00:19:09.199376] [INFO ] [CONFIGURE ] NAD: Testing feature 9/29: add_mfi
[2025-10-18T00:19:09.199411] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi']
[2025-10-18T00:19:09.374458] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:09.543606] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:09.751273] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:09.923957] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:19:10.096063] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:10.275500] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:19:10.450536] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:10.629558] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:10.808818] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:10.980282] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:10.980484] [INFO ] [CONFIGURE ] NAD: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T00:19:10.980547] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7337 tests
[2025-10-18T00:19:10.980595] [INFO ] [CONFIGURE ] NAD: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:19:10.980676] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:19:11.169105] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:11.363943] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:11.561308] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:11.757960] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:19:11.954347] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:12.145413] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:12.337013] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:12.528910] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:19:12.742402] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:12.938412] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:12.938620] [INFO ] [CONFIGURE ] NAD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T00:19:12.938699] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7336 tests
[2025-10-18T00:19:12.938746] [INFO ] [CONFIGURE ] NAD: Testing feature 11/29: add_obv_daily
[2025-10-18T00:19:12.938780] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_daily']
[2025-10-18T00:19:13.103930] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:13.273369] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:13.441798] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:13.610158] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:19:13.779705] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:13.948738] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:14.122670] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:14.304741] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:19:14.482734] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:14.663166] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:14.663409] [INFO ] [CONFIGURE ] NAD: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:19:14.663484] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7335 tests
[2025-10-18T00:19:14.663548] [INFO ] [CONFIGURE ] NAD: Testing feature 12/29: add_obv_interval
[2025-10-18T00:19:14.663619] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_interval']
[2025-10-18T00:19:14.849985] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:19:15.033351] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:15.205413] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:15.372946] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:19:15.544501] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:19:15.715444] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:19:15.884836] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:16.049992] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:16.212112] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:16.379228] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:16.379400] [INFO ] [CONFIGURE ] NAD: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T00:19:16.379445] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7334 tests
[2025-10-18T00:19:16.379480] [INFO ] [CONFIGURE ] NAD: Testing feature 13/29: add_opening_strength
[2025-10-18T00:19:16.379513] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:19:16.551968] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:16.728470] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:16.904370] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:19:17.087277] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:19:17.255730] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:17.425028] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:17.599397] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:17.769739] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:19:17.944635] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:18.113831] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:18.113992] [INFO ] [CONFIGURE ] NAD: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T00:19:18.114039] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7333 tests
[2025-10-18T00:19:18.114074] [INFO ] [CONFIGURE ] NAD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:19:18.114105] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance']
[2025-10-18T00:19:18.289719] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:18.461914] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:18.634751] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:18.838917] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:19:19.016812] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:19.193094] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:19.375794] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:19.555125] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:19:19.738149] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:19.920701] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:19.920855] [INFO ] [CONFIGURE ] NAD: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:19:19.920898] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7332 tests
[2025-10-18T00:19:19.920933] [INFO ] [CONFIGURE ] NAD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:19:19.920965] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-18T00:19:20.077799] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:20.236020] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:20.395770] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:20.563938] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:19:20.727540] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:20.892313] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:21.057275] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:21.227267] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:21.393191] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:21.560097] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:21.560262] [INFO ] [CONFIGURE ] NAD: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T00:19:21.560307] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7331 tests
[2025-10-18T00:19:21.560341] [INFO ] [CONFIGURE ] NAD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:19:21.560372] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-18T00:19:21.728427] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:21.918251] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:22.098437] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:22.268989] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:19:22.440874] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:22.617716] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:22.793860] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:22.969738] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:23.147264] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:23.325436] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:23.325612] [INFO ] [CONFIGURE ] NAD: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:19:23.325688] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7330 tests
[2025-10-18T00:19:23.325741] [INFO ] [CONFIGURE ] NAD: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:19:23.325776] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_return_2d']
[2025-10-18T00:19:23.507855] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:23.680785] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:23.858031] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:24.047726] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:19:24.239920] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:24.419911] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:24.601373] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:24.783761] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:24.970884] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:25.154307] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:19:25.154471] [INFO ] [CONFIGURE ] NAD: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T00:19:25.154538] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7329 tests
[2025-10-18T00:19:25.154597] [INFO ] [CONFIGURE ] NAD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:19:25.154631] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-18T00:19:25.318865] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:25.484313] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:25.654249] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:25.823174] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:19:25.989677] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:26.157698] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:26.337846] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:26.512153] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:19:26.685362] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:26.851884] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:26.852047] [INFO ] [CONFIGURE ] NAD: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:19:26.852162] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7328 tests
[2025-10-18T00:19:26.852205] [INFO ] [CONFIGURE ] NAD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:19:26.852237] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-18T00:19:27.028003] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:27.195996] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:27.366846] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:27.536662] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:19:27.701520] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:27.859061] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:19:28.020729] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:28.197380] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:28.373843] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:28.532268] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:28.532434] [INFO ] [CONFIGURE ] NAD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:19:28.532499] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7327 tests
[2025-10-18T00:19:28.532558] [INFO ] [CONFIGURE ] NAD: Testing feature 20/29: add_price_rejection
[2025-10-18T00:19:28.532593] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_price_rejection']
[2025-10-18T00:19:28.695106] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:28.860716] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:29.022318] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:29.188466] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:19:29.352441] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:29.522415] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:29.686244] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:29.851745] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:19:30.025395] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:30.199161] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:30.199341] [INFO ] [CONFIGURE ] NAD: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:19:30.199386] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7326 tests
[2025-10-18T00:19:30.199421] [INFO ] [CONFIGURE ] NAD: Testing feature 21/29: add_range_position
[2025-10-18T00:19:30.199454] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_range_position']
[2025-10-18T00:19:30.402250] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:30.657112] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:30.939972] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:31.193679] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:19:31.413104] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:31.619366] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:31.803910] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:31.985339] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:19:32.161945] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:32.341821] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:32.341963] [INFO ] [CONFIGURE ] NAD: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:19:32.342008] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7325 tests
[2025-10-18T00:19:32.342042] [INFO ] [CONFIGURE ] NAD: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:19:32.342074] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_realized_volatility']
[2025-10-18T00:19:32.526827] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:32.715919] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:32.911222] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:33.108417] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:19:33.307361] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:33.505453] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:19:33.699476] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:33.890505] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:34.088486] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:34.286591] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:34.286772] [INFO ] [CONFIGURE ] NAD: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:19:34.286824] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7324 tests
[2025-10-18T00:19:34.286860] [INFO ] [CONFIGURE ] NAD: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:19:34.286891] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_recent_range_context']
[2025-10-18T00:19:34.453146] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:34.617802] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:34.783080] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:34.948598] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:19:35.119508] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:35.290407] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:35.458212] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:35.625940] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:35.793956] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:35.961524] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:35.961725] [INFO ] [CONFIGURE ] NAD: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T00:19:35.961787] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7323 tests
[2025-10-18T00:19:35.961825] [INFO ] [CONFIGURE ] NAD: Testing feature 24/29: add_rsi
[2025-10-18T00:19:35.961856] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-18T00:19:36.149721] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:19:36.340808] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:36.539155] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:19:36.738555] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:19:36.927343] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:37.123511] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:37.317071] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:37.509146] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:37.702787] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:37.900257] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:19:37.900451] [INFO ] [CONFIGURE ] NAD: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T00:19:37.900496] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7322 tests
[2025-10-18T00:19:37.900531] [INFO ] [CONFIGURE ] NAD: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:19:37.900562] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_tick_distribution']
[2025-10-18T00:19:38.064912] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:38.231676] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:38.398964] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:38.566180] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:19:38.735385] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:38.901840] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:39.069208] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:39.243629] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:39.414369] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:39.581941] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:39.582131] [INFO ] [CONFIGURE ] NAD: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T00:19:39.582177] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7321 tests
[2025-10-18T00:19:39.582212] [INFO ] [CONFIGURE ] NAD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:19:39.582245] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-18T00:19:39.747040] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:39.911737] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:40.081750] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:19:40.250745] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:19:40.422462] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:40.597298] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:19:40.779572] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:40.947502] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:19:41.119803] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:41.288453] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:19:41.289021] [INFO ] [CONFIGURE ] NAD: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T00:19:41.289439] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7320 tests
[2025-10-18T00:19:41.289497] [INFO ] [CONFIGURE ] NAD: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:19:41.289532] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_price_divergence']
[2025-10-18T00:19:41.466200] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:41.640005] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:41.808520] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:41.978625] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:19:42.164070] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:42.343122] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:42.523868] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:42.710165] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:19:42.889406] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:43.101017] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:43.101228] [INFO ] [CONFIGURE ] NAD: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:19:43.101277] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7319 tests
[2025-10-18T00:19:43.101314] [INFO ] [CONFIGURE ] NAD: Testing feature 28/29: add_volume_profile
[2025-10-18T00:19:43.101347] [INFO ] [CONFIGURE ] NAD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_profile']
[2025-10-18T00:19:43.274258] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:19:43.445829] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:19:43.617037] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:43.783874] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:19:43.957666] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:44.131450] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:44.305511] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:19:44.481384] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:44.654051] [DEBUG] [FORECASTER] NAD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:19:44.831811] [DEBUG] [FORECASTER] NAD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:44.832002] [INFO ] [CONFIGURE ] NAD: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:19:44.832050] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7318 tests
[2025-10-18T00:19:44.832089] [INFO ] [CONFIGURE ] NAD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:19:44.832121] [INFO ] [CONFIGURE ] NAD: Best accuracy: 70.00%
[2025-10-18T00:19:44.832155] [INFO ] [CONFIGURE ] NAD: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T00:19:44.832187] [INFO ] [CONFIGURE ] NAD: Improvement over baseline: 20.00%
[2025-10-18T00:19:44.832218] [INFO ] [CONFIGURE ] NAD: Total time: 46.4 seconds
[2025-10-18T00:19:44.832246] [INFO ] [CONFIGURE ] NAD: Average time per feature: 1.7 seconds
[2025-10-18T00:19:44.832275] [INFO ] [CONFIGURE ] NAD: Average speed: 0.62 features/sec
[2025-10-18T00:19:44.833001] [INFO ] [LOCAL     ] Saved configuration for NAD: 3 features, 70.00% accuracy -> ./output/feature-sets/NAD.json
[2025-10-18T00:19:44.833076] [INFO ] [CONFIGURE ] NAD: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-18T00:19:44.833156] [INFO ] [sig       ] [129/380] Successfully configured NAD | 0.02 sym/s | Total: 1.5h | ETA: 3.0h
[2025-10-18T00:19:44.833225] [INFO ] [sig       ] [130/380] Configuring NAN...
[2025-10-18T00:19:44.833292] [INFO ] [CONFIGURE ] NAN: Configurate test run.
[2025-10-18T00:19:44.833349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAN' from 'https://tdm.silogroup.org/data/derivative_storage/NAN.csv'.
[2025-10-18T00:19:44.848877] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NAN'.
[2025-10-18T00:19:44.849397] [INFO ] [CONFIGURE ] NAN: Testing with 29 available features
[2025-10-18T00:19:44.849456] [INFO ] [CONFIGURE ] NAN: Establishing baseline with no features...
[2025-10-18T00:19:44.956374] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:19:45.062435] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:19:45.171613] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:45.279388] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:19:45.388595] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:19:45.499616] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:45.610153] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:19:45.721280] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:45.832143] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:19:45.946202] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:19:45.946371] [INFO ] [CONFIGURE ] NAN: Baseline score (no features): 30.00%
[2025-10-18T00:19:45.946416] [INFO ] [CONFIGURE ] NAN: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:19:45.946450] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:19:46.102949] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:19:46.224788] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:19:46.346618] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:46.466077] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:19:46.586528] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:19:46.708191] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:46.831502] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:19:46.956173] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:47.086783] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:19:47.212272] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:19:47.212450] [INFO ] [CONFIGURE ] NAN: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-18T00:19:47.212495] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7317 tests
[2025-10-18T00:19:47.212529] [INFO ] [CONFIGURE ] NAN: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:19:47.212562] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:19:47.350683] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:19:47.488777] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:19:47.638913] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:47.780084] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:19:47.921199] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:19:48.063250] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:48.209818] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:19:48.353854] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:48.495976] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:19:48.640857] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:19:48.641016] [INFO ] [CONFIGURE ] NAN: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T00:19:48.641060] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7316 tests
[2025-10-18T00:19:48.641094] [INFO ] [CONFIGURE ] NAN: Testing feature 3/29: add_daily_returns
[2025-10-18T00:19:48.641227] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:19:48.766183] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:19:48.891826] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:19:49.019420] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:49.155265] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:19:49.287599] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:19:49.415751] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:49.544133] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:19:49.672113] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:49.802002] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:19:49.930325] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:49.930478] [INFO ] [CONFIGURE ] NAN: KEPT add_daily_returns (score: 50.00%)
[2025-10-18T00:19:49.930522] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7315 tests
[2025-10-18T00:19:49.930556] [INFO ] [CONFIGURE ] NAN: Testing feature 4/29: add_ema
[2025-10-18T00:19:49.930586] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T00:19:50.072181] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:19:50.214753] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:19:50.360320] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:50.508081] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:19:50.653418] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:50.803180] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:50.948536] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:19:51.093210] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:51.239611] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:19:51.386283] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:19:51.386454] [INFO ] [CONFIGURE ] NAN: DISCARDED add_ema (score: 30.00%)
[2025-10-18T00:19:51.386524] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7314 tests
[2025-10-18T00:19:51.386566] [INFO ] [CONFIGURE ] NAN: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:19:51.386597] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:19:51.539908] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:19:51.693755] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:19:51.846084] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:19:52.000403] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:19:52.180413] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:52.332848] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:52.487152] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:19:52.645766] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:52.802433] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:19:52.960672] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:19:52.960838] [INFO ] [CONFIGURE ] NAN: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-10-18T00:19:52.960883] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7313 tests
[2025-10-18T00:19:52.960918] [INFO ] [CONFIGURE ] NAN: Testing feature 6/29: add_failed_moves
[2025-10-18T00:19:52.960948] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T00:19:53.094273] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:19:53.226242] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:19:53.357639] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:53.490032] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:19:53.626257] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:19:53.762791] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:53.898246] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:19:54.034940] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:54.171781] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:19:54.312044] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:54.312199] [INFO ] [CONFIGURE ] NAN: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T00:19:54.312244] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7312 tests
[2025-10-18T00:19:54.312278] [INFO ] [CONFIGURE ] NAN: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:19:54.312310] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T00:19:54.436346] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:19:54.560820] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:19:54.687469] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:54.821014] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:19:54.948899] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:19:55.075824] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:55.218405] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:19:55.347596] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:55.480315] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:19:55.610669] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:55.610803] [INFO ] [CONFIGURE ] NAN: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T00:19:55.610847] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7311 tests
[2025-10-18T00:19:55.610881] [INFO ] [CONFIGURE ] NAN: Testing feature 8/29: add_macd
[2025-10-18T00:19:55.610911] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T00:19:55.771988] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:19:55.938473] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:19:56.105353] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:19:56.273617] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:19:56.448399] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:19:56.614286] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:56.778809] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:19:56.948418] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:57.131438] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:19:57.298163] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:19:57.298350] [INFO ] [CONFIGURE ] NAN: DISCARDED add_macd (score: 30.00%)
[2025-10-18T00:19:57.298397] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7310 tests
[2025-10-18T00:19:57.298431] [INFO ] [CONFIGURE ] NAN: Testing feature 9/29: add_mfi
[2025-10-18T00:19:57.298463] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-18T00:19:57.437669] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:19:57.574786] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:19:57.711150] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:57.851539] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:19:57.991167] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:19:58.130330] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:58.271447] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:19:58.414398] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:19:58.556081] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:19:58.702503] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:19:58.702709] [INFO ] [CONFIGURE ] NAN: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T00:19:58.702771] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7309 tests
[2025-10-18T00:19:58.702809] [INFO ] [CONFIGURE ] NAN: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:19:58.702842] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:19:58.855326] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:19:59.009529] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:19:59.163059] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:19:59.321479] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:19:59.479457] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:19:59.642617] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:19:59.798939] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:19:59.958817] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:00.119784] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:00.282300] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:00.282458] [INFO ] [CONFIGURE ] NAN: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:20:00.282504] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7308 tests
[2025-10-18T00:20:00.282539] [INFO ] [CONFIGURE ] NAN: Testing feature 11/29: add_obv_daily
[2025-10-18T00:20:00.282571] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T00:20:00.416077] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:20:00.561364] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:20:00.693572] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:20:00.831299] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:00.972469] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:20:01.109523] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:01.303267] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:01.487666] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:01.638372] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:01.794577] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:01.794785] [INFO ] [CONFIGURE ] NAN: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T00:20:01.794863] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7307 tests
[2025-10-18T00:20:01.794924] [INFO ] [CONFIGURE ] NAN: Testing feature 12/29: add_obv_interval
[2025-10-18T00:20:01.794961] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T00:20:01.933530] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:20:02.075518] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:20:02.222184] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:20:02.364278] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:02.507610] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:20:02.646261] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:02.783564] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:02.909797] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:03.037220] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:03.164733] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:03.164905] [INFO ] [CONFIGURE ] NAN: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T00:20:03.164998] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7306 tests
[2025-10-18T00:20:03.165111] [INFO ] [CONFIGURE ] NAN: Testing feature 13/29: add_opening_strength
[2025-10-18T00:20:03.165153] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:20:03.294767] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:20:03.433918] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:20:03.594669] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:20:03.729715] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:03.859209] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:20:03.989449] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:04.121362] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:04.255999] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:04.388401] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:04.531409] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:04.531581] [INFO ] [CONFIGURE ] NAN: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T00:20:04.531626] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7305 tests
[2025-10-18T00:20:04.531697] [INFO ] [CONFIGURE ] NAN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:20:04.531742] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T00:20:04.671425] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:20:04.812008] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:20:04.951126] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:05.098499] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:05.237077] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:20:05.378029] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:05.521350] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:05.670856] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:05.810499] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:05.950015] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:05.950147] [INFO ] [CONFIGURE ] NAN: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:20:05.950190] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7304 tests
[2025-10-18T00:20:05.950225] [INFO ] [CONFIGURE ] NAN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:20:05.950257] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T00:20:06.067726] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:20:06.186315] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:20:06.305975] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:20:06.428523] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:06.557188] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:20:06.680931] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:06.809055] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:06.941205] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:07.072345] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:07.199483] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:07.199606] [INFO ] [CONFIGURE ] NAN: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:20:07.199674] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7303 tests
[2025-10-18T00:20:07.199729] [INFO ] [CONFIGURE ] NAN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:20:07.199762] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T00:20:07.348193] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:20:07.475966] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:20:07.604384] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:20:07.734352] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:07.868795] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:20:08.012615] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:08.141751] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:08.271969] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:08.401068] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:08.540827] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:08.540956] [INFO ] [CONFIGURE ] NAN: KEPT add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:20:08.540999] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7302 tests
[2025-10-18T00:20:08.541033] [INFO ] [CONFIGURE ] NAN: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:20:08.541063] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-18T00:20:08.691417] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:20:08.839367] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:20:08.988582] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:09.138034] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:09.288201] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:20:09.442073] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:09.591079] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:09.742346] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:09.894350] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:10.046714] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:10.046834] [INFO ] [CONFIGURE ] NAN: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T00:20:10.046876] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7301 tests
[2025-10-18T00:20:10.046932] [INFO ] [CONFIGURE ] NAN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:20:10.046964] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-18T00:20:10.181447] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:20:10.319299] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:20:10.455623] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:20:10.593293] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:10.731456] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:20:10.880883] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:11.031588] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:11.192396] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:11.353020] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:11.513629] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:11.513829] [INFO ] [CONFIGURE ] NAN: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:20:11.513878] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7300 tests
[2025-10-18T00:20:11.513915] [INFO ] [CONFIGURE ] NAN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:20:11.513948] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-18T00:20:11.669329] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:20:11.810427] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:20:11.951226] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:12.094961] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:12.235880] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:20:12.377994] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:12.519242] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:12.661849] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:12.806226] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:12.950601] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:12.950834] [INFO ] [CONFIGURE ] NAN: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T00:20:12.950888] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7299 tests
[2025-10-18T00:20:12.950924] [INFO ] [CONFIGURE ] NAN: Testing feature 20/29: add_price_rejection
[2025-10-18T00:20:12.950956] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-18T00:20:13.097962] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:20:13.244566] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:20:13.431628] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:13.585251] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:13.737690] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:20:13.891253] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:14.044066] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:14.195949] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:14.348901] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:14.500159] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:14.500328] [INFO ] [CONFIGURE ] NAN: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-18T00:20:14.500373] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7298 tests
[2025-10-18T00:20:14.500408] [INFO ] [CONFIGURE ] NAN: Testing feature 21/29: add_range_position
[2025-10-18T00:20:14.500440] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-18T00:20:14.656116] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:20:14.813316] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:20:14.970861] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:15.129072] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:15.293488] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:20:15.452974] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:15.619456] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:15.782820] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:15.944177] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:16.106517] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:16.106750] [INFO ] [CONFIGURE ] NAN: DISCARDED add_range_position (score: 20.00%)
[2025-10-18T00:20:16.106813] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7297 tests
[2025-10-18T00:20:16.106853] [INFO ] [CONFIGURE ] NAN: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:20:16.106889] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-18T00:20:16.286821] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:20:16.497393] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:20:16.681092] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:16.867571] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:17.059001] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:20:17.243793] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:17.421122] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:17.602747] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:17.801238] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:18.010007] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:18.010208] [INFO ] [CONFIGURE ] NAN: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T00:20:18.010260] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7296 tests
[2025-10-18T00:20:18.010300] [INFO ] [CONFIGURE ] NAN: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:20:18.010359] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-18T00:20:18.165204] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:20:18.319303] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:20:18.473385] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:20:18.627402] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:18.791308] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:20:18.950536] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:19.103825] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:19.253608] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:19.395132] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:19.541392] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:19.541592] [INFO ] [CONFIGURE ] NAN: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T00:20:19.541685] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7295 tests
[2025-10-18T00:20:19.541746] [INFO ] [CONFIGURE ] NAN: Testing feature 24/29: add_rsi
[2025-10-18T00:20:19.541782] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-18T00:20:19.701741] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:20:19.862093] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:20:20.022080] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:20.182027] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:20.343071] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:20:20.506320] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:20.671984] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:20:20.838297] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:21.017505] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:21.181543] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:21.181774] [INFO ] [CONFIGURE ] NAN: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T00:20:21.181825] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7294 tests
[2025-10-18T00:20:21.181862] [INFO ] [CONFIGURE ] NAN: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:20:21.181893] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-18T00:20:21.326244] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:20:21.463508] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:20:21.600692] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:21.737727] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:21.876081] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:20:22.014894] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:22.159615] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:22.300585] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:22.447034] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:22.592103] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:22.592309] [INFO ] [CONFIGURE ] NAN: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T00:20:22.592361] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7293 tests
[2025-10-18T00:20:22.592395] [INFO ] [CONFIGURE ] NAN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:20:22.592427] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-18T00:20:22.737317] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:20:22.905172] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:20:23.097351] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:23.312856] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:23.517959] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:20:23.693872] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:23.867410] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:24.041775] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:24.205278] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:24.360757] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:24.360923] [INFO ] [CONFIGURE ] NAN: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T00:20:24.360995] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7292 tests
[2025-10-18T00:20:24.361041] [INFO ] [CONFIGURE ] NAN: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:20:24.361075] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-18T00:20:24.516734] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:20:24.672558] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:20:24.828042] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:20:24.979363] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:25.140595] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:20:25.293730] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:25.447430] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:20:25.601275] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:25.764583] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:25.921719] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:25.921901] [INFO ] [CONFIGURE ] NAN: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T00:20:25.921965] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7291 tests
[2025-10-18T00:20:25.922003] [INFO ] [CONFIGURE ] NAN: Testing feature 28/29: add_volume_profile
[2025-10-18T00:20:25.922076] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-18T00:20:26.061523] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:20:26.205983] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:20:26.352405] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:26.500353] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:26.651724] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:20:26.801160] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:26.962071] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:27.118854] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:27.270486] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:27.425900] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:27.426124] [INFO ] [CONFIGURE ] NAN: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T00:20:27.426177] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7290 tests
[2025-10-18T00:20:27.426213] [INFO ] [CONFIGURE ] NAN: Testing feature 29/29: add_vwap
[2025-10-18T00:20:27.426245] [INFO ] [CONFIGURE ] NAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_vwap']
[2025-10-18T00:20:27.579158] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:20:27.730684] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:20:27.885737] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:28.039999] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:28.190959] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:20:28.340509] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:20:28.493628] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:28.645634] [DEBUG] [FORECASTER] NAN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:28.802727] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:20:28.959356] [DEBUG] [FORECASTER] NAN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:28.959526] [INFO ] [CONFIGURE ] NAN: DISCARDED add_vwap (score: 30.00%)
[2025-10-18T00:20:28.959573] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7289 tests
[2025-10-18T00:20:28.959609] [INFO ] [CONFIGURE ] NAN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:20:28.959662] [INFO ] [CONFIGURE ] NAN: Best accuracy: 60.00%
[2025-10-18T00:20:28.959722] [INFO ] [CONFIGURE ] NAN: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T00:20:28.959755] [INFO ] [CONFIGURE ] NAN: Improvement over baseline: 30.00%
[2025-10-18T00:20:28.959783] [INFO ] [CONFIGURE ] NAN: Total time: 43.0 seconds
[2025-10-18T00:20:28.959809] [INFO ] [CONFIGURE ] NAN: Average time per feature: 1.5 seconds
[2025-10-18T00:20:28.959839] [INFO ] [CONFIGURE ] NAN: Average speed: 0.67 features/sec
[2025-10-18T00:20:28.960426] [INFO ] [LOCAL     ] Saved configuration for NAN: 3 features, 60.00% accuracy -> ./output/feature-sets/NAN.json
[2025-10-18T00:20:28.960499] [INFO ] [CONFIGURE ] NAN: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-10-18T00:20:28.960586] [INFO ] [sig       ] [130/380] Successfully configured NAN | 0.02 sym/s | Total: 1.6h | ETA: 3.0h
[2025-10-18T00:20:28.960697] [INFO ] [sig       ] [131/380] Configuring NATL...
[2025-10-18T00:20:28.960822] [INFO ] [CONFIGURE ] NATL: Configurate test run.
[2025-10-18T00:20:28.960880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-10-18T00:20:28.975205] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NATL'.
[2025-10-18T00:20:28.975691] [INFO ] [CONFIGURE ] NATL: Testing with 29 available features
[2025-10-18T00:20:28.975750] [INFO ] [CONFIGURE ] NATL: Establishing baseline with no features...
[2025-10-18T00:20:29.088498] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:29.199838] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:29.313142] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:29.424409] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:29.538240] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:29.653323] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:20:29.773596] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:29.888475] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:30.013226] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:30.139125] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:30.139282] [INFO ] [CONFIGURE ] NATL: Baseline score (no features): 50.00%
[2025-10-18T00:20:30.139329] [INFO ] [CONFIGURE ] NATL: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:20:30.139449] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:20:30.272171] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:30.405102] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:30.549703] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:30.677339] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:30.805966] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:30.930158] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:20:31.060040] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:20:31.206767] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:20:31.356214] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:31.506005] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:31.506190] [INFO ] [CONFIGURE ] NATL: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-18T00:20:31.506260] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7288 tests
[2025-10-18T00:20:31.506311] [INFO ] [CONFIGURE ] NATL: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:20:31.506345] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:20:31.653688] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:31.815393] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:31.951549] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:20:32.091342] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:20:32.230494] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:32.376105] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:20:32.523437] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:32.660509] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:20:32.797836] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:32.949830] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:32.950000] [INFO ] [CONFIGURE ] NATL: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T00:20:32.950044] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7287 tests
[2025-10-18T00:20:32.950079] [INFO ] [CONFIGURE ] NATL: Testing feature 3/29: add_daily_returns
[2025-10-18T00:20:32.950111] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_daily_returns']
[2025-10-18T00:20:33.077024] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:33.197771] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:33.314056] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:20:33.429915] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:33.546703] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:33.665356] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:20:33.785470] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:20:33.905110] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:20:34.030070] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:34.149959] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:34.150132] [INFO ] [CONFIGURE ] NATL: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T00:20:34.150177] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7286 tests
[2025-10-18T00:20:34.150212] [INFO ] [CONFIGURE ] NATL: Testing feature 4/29: add_ema
[2025-10-18T00:20:34.150243] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema']
[2025-10-18T00:20:34.279155] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:34.409170] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:34.544891] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:34.670345] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:20:34.794824] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:34.919446] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:20:35.046836] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:35.182477] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:35.313836] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:35.445966] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:35.446141] [INFO ] [CONFIGURE ] NATL: KEPT add_ema (score: 60.00%)
[2025-10-18T00:20:35.446188] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7285 tests
[2025-10-18T00:20:35.446243] [INFO ] [CONFIGURE ] NATL: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:20:35.446276] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:20:35.603279] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:20:35.758133] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:20:35.918068] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:36.072976] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:36.225339] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:20:36.381210] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:20:36.539741] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:20:36.702671] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:36.862271] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:37.017112] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:37.017320] [INFO ] [CONFIGURE ] NATL: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T00:20:37.017542] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7284 tests
[2025-10-18T00:20:37.017586] [INFO ] [CONFIGURE ] NATL: Testing feature 6/29: add_failed_moves
[2025-10-18T00:20:37.017618] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-18T00:20:37.161307] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:37.294520] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:37.424323] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:37.553455] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:20:37.684487] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:37.818944] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:20:37.952135] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:38.087589] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:38.219615] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:38.351490] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:38.351670] [INFO ] [CONFIGURE ] NATL: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:20:38.351733] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 1.5s/test | Remaining: 7283 tests
[2025-10-18T00:20:38.351770] [INFO ] [CONFIGURE ] NATL: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:20:38.351802] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-18T00:20:38.471097] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:38.596920] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:38.720585] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:38.837765] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:20:38.958113] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:39.076977] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:20:39.202220] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:39.321232] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:39.442475] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:39.562441] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:39.562588] [INFO ] [CONFIGURE ] NATL: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:20:39.562633] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7282 tests
[2025-10-18T00:20:39.562706] [INFO ] [CONFIGURE ] NATL: Testing feature 8/29: add_macd
[2025-10-18T00:20:39.562747] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-18T00:20:39.714869] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:20:39.882000] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:20:40.038959] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:20:40.195772] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:20:40.352600] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:20:40.513255] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:20:40.700671] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:20:40.860168] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:41.017791] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:41.177420] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:41.177609] [INFO ] [CONFIGURE ] NATL: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:20:41.177691] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7281 tests
[2025-10-18T00:20:41.177744] [INFO ] [CONFIGURE ] NATL: Testing feature 9/29: add_mfi
[2025-10-18T00:20:41.177779] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_mfi']
[2025-10-18T00:20:41.326913] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:41.465194] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:41.603920] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:41.756369] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:20:41.921876] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:42.058330] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:20:42.198757] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:42.337106] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:42.476974] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:42.621573] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:42.621805] [INFO ] [CONFIGURE ] NATL: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:20:42.621880] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7280 tests
[2025-10-18T00:20:42.621939] [INFO ] [CONFIGURE ] NATL: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:20:42.621974] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:20:42.768918] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:42.919619] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:43.068589] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:43.220504] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:20:43.370035] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:43.519288] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:20:43.669383] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:20:43.820447] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:43.977834] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:44.129805] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:44.129952] [INFO ] [CONFIGURE ] NATL: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:20:44.129996] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7279 tests
[2025-10-18T00:20:44.130030] [INFO ] [CONFIGURE ] NATL: Testing feature 11/29: add_obv_daily
[2025-10-18T00:20:44.130060] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-18T00:20:44.256622] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:44.384087] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:44.511989] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:44.646117] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:20:44.770124] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:20:44.895078] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:20:45.021437] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:20:45.149765] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:45.287711] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:45.421004] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:45.421141] [INFO ] [CONFIGURE ] NATL: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:20:45.421186] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7278 tests
[2025-10-18T00:20:45.421219] [INFO ] [CONFIGURE ] NATL: Testing feature 12/29: add_obv_interval
[2025-10-18T00:20:45.421249] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-18T00:20:45.547457] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:45.676536] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:45.808345] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:45.941316] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:20:46.069126] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:46.197750] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:20:46.327015] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:20:46.456428] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:20:46.586414] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:46.757862] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:46.758111] [INFO ] [CONFIGURE ] NATL: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T00:20:46.758185] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7277 tests
[2025-10-18T00:20:46.758243] [INFO ] [CONFIGURE ] NATL: Testing feature 13/29: add_opening_strength
[2025-10-18T00:20:46.758279] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:20:46.900380] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:47.047472] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:47.204752] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:47.349748] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:47.490166] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:47.629545] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:20:47.770496] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:20:47.913510] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:48.060391] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:48.201590] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:48.201792] [INFO ] [CONFIGURE ] NATL: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-18T00:20:48.201846] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7276 tests
[2025-10-18T00:20:48.201883] [INFO ] [CONFIGURE ] NATL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:20:48.201917] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-18T00:20:48.342409] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:48.480857] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:48.625863] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:48.768735] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:20:48.907456] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:49.047254] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:20:49.191378] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:20:49.338987] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:49.483222] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:49.635140] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:49.635314] [INFO ] [CONFIGURE ] NATL: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:20:49.635385] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7275 tests
[2025-10-18T00:20:49.635446] [INFO ] [CONFIGURE ] NATL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:20:49.635482] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-18T00:20:49.791759] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:49.917080] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:50.042665] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:50.167995] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:20:50.293705] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:50.420715] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:20:50.552349] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:20:50.683779] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:50.815893] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:50.950757] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:50.950909] [INFO ] [CONFIGURE ] NATL: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T00:20:50.950953] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7274 tests
[2025-10-18T00:20:50.950988] [INFO ] [CONFIGURE ] NATL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:20:50.951019] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-18T00:20:51.079087] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:51.206718] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:20:51.335430] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:51.466130] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:20:51.597744] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:51.734722] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:20:51.872230] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:20:52.013155] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:20:52.162632] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:52.305890] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:52.306060] [INFO ] [CONFIGURE ] NATL: DISCARDED add_pbf_overnight_gap (score: 10.00%)
[2025-10-18T00:20:52.306105] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7273 tests
[2025-10-18T00:20:52.306139] [INFO ] [CONFIGURE ] NATL: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:20:52.306168] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-18T00:20:52.448539] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:20:52.590321] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:52.733128] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:52.873382] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:20:53.015785] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:53.156814] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:20:53.299421] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:20:53.443587] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:53.590292] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:53.735251] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:53.735396] [INFO ] [CONFIGURE ] NATL: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T00:20:53.735462] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7272 tests
[2025-10-18T00:20:53.735497] [INFO ] [CONFIGURE ] NATL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:20:53.735528] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-18T00:20:53.862592] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:53.992730] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:54.121797] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:54.251293] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:20:54.384264] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:54.521407] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:20:54.655513] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:20:54.801554] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:20:54.936302] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:55.075041] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:55.075284] [INFO ] [CONFIGURE ] NATL: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T00:20:55.075351] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7271 tests
[2025-10-18T00:20:55.075389] [INFO ] [CONFIGURE ] NATL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:20:55.075421] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-18T00:20:55.210388] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:55.345149] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:55.478168] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:55.612406] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:20:55.743168] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:55.873414] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:20:56.007001] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:20:56.145942] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:20:56.278161] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:56.411450] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:20:56.411620] [INFO ] [CONFIGURE ] NATL: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T00:20:56.411701] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7270 tests
[2025-10-18T00:20:56.411750] [INFO ] [CONFIGURE ] NATL: Testing feature 20/29: add_price_rejection
[2025-10-18T00:20:56.411784] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-18T00:20:56.552605] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:56.693112] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:56.833629] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:56.974769] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:20:57.119075] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:57.258945] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:20:57.406146] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:20:57.552051] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:20:57.689266] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:57.827147] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:57.827318] [INFO ] [CONFIGURE ] NATL: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-18T00:20:57.827381] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7269 tests
[2025-10-18T00:20:57.827420] [INFO ] [CONFIGURE ] NATL: Testing feature 21/29: add_range_position
[2025-10-18T00:20:57.827452] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_range_position']
[2025-10-18T00:20:57.968219] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:58.105812] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:58.245048] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:58.381612] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:20:58.519540] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:20:58.657415] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:20:58.806046] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:20:58.954196] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:20:59.099311] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:20:59.246450] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:20:59.246619] [INFO ] [CONFIGURE ] NATL: DISCARDED add_range_position (score: 20.00%)
[2025-10-18T00:20:59.246695] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7268 tests
[2025-10-18T00:20:59.246743] [INFO ] [CONFIGURE ] NATL: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:20:59.246775] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-18T00:20:59.400891] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:20:59.556543] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:20:59.714839] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:20:59.871819] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:00.033200] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:00.194127] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:00.354136] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:21:00.514179] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:00.678082] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:00.839150] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:21:00.839295] [INFO ] [CONFIGURE ] NATL: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T00:21:00.839339] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7267 tests
[2025-10-18T00:21:00.839373] [INFO ] [CONFIGURE ] NATL: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:21:00.839485] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-18T00:21:00.970925] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:21:01.104019] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:21:01.242020] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:21:01.385536] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:01.528288] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:01.663594] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:01.829224] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:21:01.976291] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:02.118824] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:02.263086] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:21:02.263262] [INFO ] [CONFIGURE ] NATL: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T00:21:02.263308] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7266 tests
[2025-10-18T00:21:02.263346] [INFO ] [CONFIGURE ] NATL: Testing feature 24/29: add_rsi
[2025-10-18T00:21:02.263380] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T00:21:02.403248] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:21:02.538069] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:21:02.677690] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:21:02.817760] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:02.957083] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:03.098820] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:03.244387] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:21:03.389815] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:03.534978] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:03.697990] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:03.698199] [INFO ] [CONFIGURE ] NATL: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T00:21:03.698250] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7265 tests
[2025-10-18T00:21:03.698316] [INFO ] [CONFIGURE ] NATL: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:21:03.698364] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-10-18T00:21:03.847820] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:21:03.995534] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:21:04.145674] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:21:04.283099] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:04.419025] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:04.559705] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:04.698765] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:21:04.837377] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:04.980851] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:05.115389] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:21:05.115586] [INFO ] [CONFIGURE ] NATL: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T00:21:05.115631] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7264 tests
[2025-10-18T00:21:05.115707] [INFO ] [CONFIGURE ] NATL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:21:05.115751] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-10-18T00:21:05.251581] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:21:05.382421] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:21:05.512342] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:21:05.646113] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:05.781766] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:05.917502] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:06.054726] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:21:06.203920] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:06.347600] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:06.484343] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:21:06.484536] [INFO ] [CONFIGURE ] NATL: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T00:21:06.484595] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7263 tests
[2025-10-18T00:21:06.484632] [INFO ] [CONFIGURE ] NATL: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:21:06.484702] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-10-18T00:21:06.624170] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:21:06.763227] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:21:06.909360] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:21:07.056618] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:07.213765] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:07.367302] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:07.528302] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:21:07.700607] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:07.875343] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:08.052570] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:21:08.052787] [INFO ] [CONFIGURE ] NATL: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:21:08.052871] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7262 tests
[2025-10-18T00:21:08.052924] [INFO ] [CONFIGURE ] NATL: Testing feature 28/29: add_volume_profile
[2025-10-18T00:21:08.052966] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_volume_profile']
[2025-10-18T00:21:08.203617] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:21:08.343834] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:21:08.486999] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:21:08.638104] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:08.779311] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:08.924479] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:09.072325] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:21:09.221517] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:09.369103] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:09.514566] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:21:09.514761] [INFO ] [CONFIGURE ] NATL: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:21:09.514814] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7261 tests
[2025-10-18T00:21:09.514849] [INFO ] [CONFIGURE ] NATL: Testing feature 29/29: add_vwap
[2025-10-18T00:21:09.514881] [INFO ] [CONFIGURE ] NATL: Testing with features: ['add_ema', 'add_vwap']
[2025-10-18T00:21:09.658171] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:21:09.799700] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:21:09.945288] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:21:10.098889] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:10.248043] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:10.388446] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:10.530133] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:21:10.690357] [DEBUG] [FORECASTER] NATL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:10.839065] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:11.020527] [DEBUG] [FORECASTER] NATL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:21:11.020739] [INFO ] [CONFIGURE ] NATL: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T00:21:11.020804] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7260 tests
[2025-10-18T00:21:11.020858] [INFO ] [CONFIGURE ] NATL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:21:11.020913] [INFO ] [CONFIGURE ] NATL: Best accuracy: 60.00%
[2025-10-18T00:21:11.021023] [INFO ] [CONFIGURE ] NATL: Best feature set (1 features): ['add_ema']
[2025-10-18T00:21:11.021063] [INFO ] [CONFIGURE ] NATL: Improvement over baseline: 10.00%
[2025-10-18T00:21:11.021092] [INFO ] [CONFIGURE ] NATL: Total time: 40.9 seconds
[2025-10-18T00:21:11.021119] [INFO ] [CONFIGURE ] NATL: Average time per feature: 1.4 seconds
[2025-10-18T00:21:11.021147] [INFO ] [CONFIGURE ] NATL: Average speed: 0.71 features/sec
[2025-10-18T00:21:11.022006] [INFO ] [LOCAL     ] Saved configuration for NATL: 1 features, 60.00% accuracy -> ./output/feature-sets/NATL.json
[2025-10-18T00:21:11.022074] [INFO ] [CONFIGURE ] NATL: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-18T00:21:11.022160] [INFO ] [sig       ] [131/380] Successfully configured NATL | 0.02 sym/s | Total: 1.6h | ETA: 3.0h
[2025-10-18T00:21:11.022237] [INFO ] [sig       ] [132/380] Configuring NBHC...
[2025-10-18T00:21:11.022304] [INFO ] [CONFIGURE ] NBHC: Configurate test run.
[2025-10-18T00:21:11.022360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-10-18T00:21:11.035374] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NBHC'.
[2025-10-18T00:21:11.035772] [INFO ] [CONFIGURE ] NBHC: Testing with 29 available features
[2025-10-18T00:21:11.035831] [INFO ] [CONFIGURE ] NBHC: Establishing baseline with no features...
[2025-10-18T00:21:11.149669] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:11.270279] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:11.383442] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:11.497366] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:11.610305] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:11.731110] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:11.865934] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:11.987972] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:12.108899] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:12.231596] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:12.231776] [INFO ] [CONFIGURE ] NBHC: Baseline score (no features): 90.00%
[2025-10-18T00:21:12.231830] [INFO ] [CONFIGURE ] NBHC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:21:12.231870] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:21:12.360432] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:12.495223] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:12.619941] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:12.741177] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:12.861360] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:12.984043] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:13.102589] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:13.221117] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:13.345537] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:13.473160] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:13.473340] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_bollinger_bands (score: 80.00%)
[2025-10-18T00:21:13.473385] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7259 tests
[2025-10-18T00:21:13.473418] [INFO ] [CONFIGURE ] NBHC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:21:13.473449] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:21:13.595795] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:13.722076] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:13.849777] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:13.978889] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:14.131517] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:14.285910] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:14.428554] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:14.568109] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:14.708515] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:14.870412] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:14.870684] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_cumulative_delta (score: 80.00%)
[2025-10-18T00:21:14.870750] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7258 tests
[2025-10-18T00:21:14.870788] [INFO ] [CONFIGURE ] NBHC: Testing feature 3/29: add_daily_returns
[2025-10-18T00:21:14.870824] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_daily_returns']
[2025-10-18T00:21:14.993632] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:15.125945] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:15.250263] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:15.370181] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:15.499735] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:15.623267] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:15.750880] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:15.878307] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:16.013791] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:16.140139] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:16.140377] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-18T00:21:16.140465] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7257 tests
[2025-10-18T00:21:16.140517] [INFO ] [CONFIGURE ] NBHC: Testing feature 4/29: add_ema
[2025-10-18T00:21:16.140552] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_ema']
[2025-10-18T00:21:16.280306] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:16.425664] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:21:16.575259] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:16.720546] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:16.864619] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:17.014027] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:21:17.153489] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:21:17.298159] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:17.444415] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:17.592064] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:17.592335] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_ema (score: 40.00%)
[2025-10-18T00:21:17.592386] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7256 tests
[2025-10-18T00:21:17.592424] [INFO ] [CONFIGURE ] NBHC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:21:17.592458] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:21:17.747893] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:17.902635] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:18.044791] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:18.175793] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:18.307560] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:18.443481] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:18.579957] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:18.728576] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:18.863323] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:18.998072] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:18.998262] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T00:21:18.998307] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7255 tests
[2025-10-18T00:21:18.998341] [INFO ] [CONFIGURE ] NBHC: Testing feature 6/29: add_failed_moves
[2025-10-18T00:21:18.998372] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_failed_moves']
[2025-10-18T00:21:19.112329] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:19.225472] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:19.344835] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:19.479910] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:19.597545] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:19.711808] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:19.823708] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:19.936240] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:20.050896] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:20.171998] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:20.172211] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-18T00:21:20.172269] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7254 tests
[2025-10-18T00:21:20.172306] [INFO ] [CONFIGURE ] NBHC: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:21:20.172342] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_lag_shelf']
[2025-10-18T00:21:20.274354] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:20.375520] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:20.474767] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:20.575843] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:20.678317] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:20.779894] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:20.888219] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:20.990224] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:21.093358] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:21.195967] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:21.196119] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-18T00:21:21.196185] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7253 tests
[2025-10-18T00:21:21.196221] [INFO ] [CONFIGURE ] NBHC: Testing feature 8/29: add_macd
[2025-10-18T00:21:21.196252] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:21:21.337855] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:21.477080] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:21:21.623250] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:21.763286] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:21.908512] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:22.048491] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:22.196298] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:22.345742] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:22.496409] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:22.651712] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:22.651890] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:21:22.651937] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7252 tests
[2025-10-18T00:21:22.652037] [INFO ] [CONFIGURE ] NBHC: Testing feature 9/29: add_mfi
[2025-10-18T00:21:22.652078] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_mfi']
[2025-10-18T00:21:22.775389] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:22.899485] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:23.024436] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:23.156730] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:23.275919] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:23.395703] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:23.515949] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:23.635099] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:23.755893] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:23.883225] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:23.883426] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_mfi (score: 90.00%)
[2025-10-18T00:21:23.883493] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7251 tests
[2025-10-18T00:21:23.883550] [INFO ] [CONFIGURE ] NBHC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:21:23.883585] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:21:24.015629] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:24.147627] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:24.280071] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:21:24.413765] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:24.554833] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:24.690621] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:21:24.825823] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:24.964036] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:25.101166] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:25.243127] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:25.243340] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:21:25.243401] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7250 tests
[2025-10-18T00:21:25.243436] [INFO ] [CONFIGURE ] NBHC: Testing feature 11/29: add_obv_daily
[2025-10-18T00:21:25.243467] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_obv_daily']
[2025-10-18T00:21:25.355117] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:25.534102] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:21:25.646841] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:21:25.759091] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:25.870814] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:25.988408] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:21:26.102345] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:26.217214] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:26.331151] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:26.447327] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:26.447489] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:21:26.447559] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7249 tests
[2025-10-18T00:21:26.447619] [INFO ] [CONFIGURE ] NBHC: Testing feature 12/29: add_obv_interval
[2025-10-18T00:21:26.447686] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_obv_interval']
[2025-10-18T00:21:26.558886] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:21:26.671511] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:26.785169] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:21:26.900486] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:27.013769] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:27.126488] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:27.241275] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:27.356085] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:27.471345] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:27.586933] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:27.587106] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T00:21:27.587168] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7248 tests
[2025-10-18T00:21:27.587207] [INFO ] [CONFIGURE ] NBHC: Testing feature 13/29: add_opening_strength
[2025-10-18T00:21:27.587239] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:21:27.707176] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:27.833142] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:27.959517] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:28.086807] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:28.216027] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:28.344194] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:28.471782] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:28.593446] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:28.713865] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:28.836260] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:28.836463] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_opening_strength (score: 90.00%)
[2025-10-18T00:21:28.836516] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7247 tests
[2025-10-18T00:21:28.836555] [INFO ] [CONFIGURE ] NBHC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:21:28.836586] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T00:21:28.958347] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:29.080862] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:29.214617] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:29.339247] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:29.463311] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:29.589092] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:29.713565] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:29.844224] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:29.977681] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:30.107952] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:30.108109] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T00:21:30.108152] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7246 tests
[2025-10-18T00:21:30.108186] [INFO ] [CONFIGURE ] NBHC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:21:30.108217] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T00:21:30.212300] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:30.318574] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:30.427001] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:30.532342] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:30.637279] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:30.743107] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:21:30.849349] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:30.955249] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:31.062225] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:31.169675] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:31.169841] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T00:21:31.169886] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7245 tests
[2025-10-18T00:21:31.169919] [INFO ] [CONFIGURE ] NBHC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:21:31.169950] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T00:21:31.281989] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:31.395319] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:31.510794] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:31.628543] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:31.745521] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:31.861413] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:31.983994] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:32.135506] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:32.298333] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:32.481131] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:32.481374] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_pbf_overnight_gap (score: 90.00%)
[2025-10-18T00:21:32.481449] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7244 tests
[2025-10-18T00:21:32.481512] [INFO ] [CONFIGURE ] NBHC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:21:32.481568] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_pbf_return_2d']
[2025-10-18T00:21:32.639000] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:32.807271] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:32.972699] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:33.109862] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:33.245335] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:33.375748] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:33.494546] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:33.612568] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:33.735282] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:33.862552] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:33.862796] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:21:33.862851] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7243 tests
[2025-10-18T00:21:33.862888] [INFO ] [CONFIGURE ] NBHC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:21:33.862920] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T00:21:33.980054] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:34.097092] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:34.219953] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:34.351334] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:34.483298] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:34.603215] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:34.721851] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:34.842726] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:34.961543] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:35.081253] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:35.081430] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T00:21:35.081474] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7242 tests
[2025-10-18T00:21:35.081509] [INFO ] [CONFIGURE ] NBHC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:21:35.081541] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T00:21:35.194418] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:35.307968] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:35.421638] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:35.536397] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:35.654940] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:35.766261] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:35.881878] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:35.996219] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:36.103673] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:36.211426] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:36.211604] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T00:21:36.211672] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7241 tests
[2025-10-18T00:21:36.211729] [INFO ] [CONFIGURE ] NBHC: Testing feature 20/29: add_price_rejection
[2025-10-18T00:21:36.211762] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_price_rejection']
[2025-10-18T00:21:36.324697] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:36.437269] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:21:36.550807] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:36.665389] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:36.784891] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:36.902420] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:21:37.022459] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:37.140862] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:37.260411] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:37.379084] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:37.379273] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:21:37.379335] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7240 tests
[2025-10-18T00:21:37.379418] [INFO ] [CONFIGURE ] NBHC: Testing feature 21/29: add_range_position
[2025-10-18T00:21:37.379472] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_range_position']
[2025-10-18T00:21:37.507069] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:37.636523] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:21:37.764827] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:21:37.898550] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:38.027832] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:38.159566] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:21:38.298365] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:21:38.422363] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:38.550066] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:38.687455] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:38.687609] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:21:38.687680] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7239 tests
[2025-10-18T00:21:38.687734] [INFO ] [CONFIGURE ] NBHC: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:21:38.687766] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_realized_volatility']
[2025-10-18T00:21:38.837351] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:21:38.990910] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:21:39.147908] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:39.309270] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:39.460570] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:39.607945] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:39.764725] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:39.919923] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:40.067256] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:40.219291] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:40.219503] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T00:21:40.219550] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7238 tests
[2025-10-18T00:21:40.219585] [INFO ] [CONFIGURE ] NBHC: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:21:40.219617] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_recent_range_context']
[2025-10-18T00:21:40.335483] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:40.449434] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:40.563484] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:40.681396] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:40.800484] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:40.931508] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:41.065468] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:41.211141] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:41.340978] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:41.476732] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:41.476921] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T00:21:41.476980] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7237 tests
[2025-10-18T00:21:41.477055] [INFO ] [CONFIGURE ] NBHC: Testing feature 24/29: add_rsi
[2025-10-18T00:21:41.477103] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T00:21:41.618116] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:41.755027] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:21:41.893203] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:42.029707] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:42.184455] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:42.333596] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:42.503396] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:42.645339] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:21:42.780292] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:42.932205] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:42.932377] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T00:21:42.932423] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7236 tests
[2025-10-18T00:21:42.932459] [INFO ] [CONFIGURE ] NBHC: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:21:42.932491] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_tick_distribution']
[2025-10-18T00:21:43.049272] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:43.175428] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:43.295840] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:43.414627] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:43.533066] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:43.650399] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:43.763715] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:43.879380] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:43.996112] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:44.115762] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:44.115913] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T00:21:44.115957] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7235 tests
[2025-10-18T00:21:44.115990] [INFO ] [CONFIGURE ] NBHC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:21:44.116020] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T00:21:44.232209] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:44.362434] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:44.485357] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:44.608575] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:44.731564] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:44.856216] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:44.974468] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:45.099224] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:45.219367] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:45.349091] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:21:45.349253] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T00:21:45.349298] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7234 tests
[2025-10-18T00:21:45.349332] [INFO ] [CONFIGURE ] NBHC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:21:45.349364] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_volume_price_divergence']
[2025-10-18T00:21:45.483843] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:45.611610] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:21:45.740970] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:45.869084] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:45.993385] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:46.114867] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:46.237154] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:46.360532] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:46.483234] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:46.605929] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:46.606072] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T00:21:46.606116] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7233 tests
[2025-10-18T00:21:46.606150] [INFO ] [CONFIGURE ] NBHC: Testing feature 28/29: add_volume_profile
[2025-10-18T00:21:46.606181] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_volume_profile']
[2025-10-18T00:21:46.718517] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:46.829856] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:46.946305] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:47.060266] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:47.178604] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:47.292381] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:47.410407] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:47.529584] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:47.650465] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:47.771690] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:47.771826] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-18T00:21:47.772059] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7232 tests
[2025-10-18T00:21:47.772093] [INFO ] [CONFIGURE ] NBHC: Testing feature 29/29: add_vwap
[2025-10-18T00:21:47.772122] [INFO ] [CONFIGURE ] NBHC: Testing with features: ['add_vwap']
[2025-10-18T00:21:47.889137] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:48.007601] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:21:48.122983] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:48.238699] [DEBUG] [FORECASTER] NBHC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:48.355387] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:21:48.472348] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:48.593416] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:48.714353] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:48.835151] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:48.956076] [DEBUG] [FORECASTER] NBHC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:21:48.956234] [INFO ] [CONFIGURE ] NBHC: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T00:21:48.956278] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7231 tests
[2025-10-18T00:21:48.956312] [INFO ] [CONFIGURE ] NBHC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:21:48.956342] [INFO ] [CONFIGURE ] NBHC: Best accuracy: 90.00%
[2025-10-18T00:21:48.956370] [INFO ] [CONFIGURE ] NBHC: Best feature set (0 features): []
[2025-10-18T00:21:48.956397] [INFO ] [CONFIGURE ] NBHC: Improvement over baseline: 0.00%
[2025-10-18T00:21:48.956423] [INFO ] [CONFIGURE ] NBHC: Total time: 36.7 seconds
[2025-10-18T00:21:48.956449] [INFO ] [CONFIGURE ] NBHC: Average time per feature: 1.3 seconds
[2025-10-18T00:21:48.956477] [INFO ] [CONFIGURE ] NBHC: Average speed: 0.79 features/sec
[2025-10-18T00:21:48.956898] [INFO ] [LOCAL     ] Saved configuration for NBHC: 0 features, 90.00% accuracy -> ./output/feature-sets/NBHC.json
[2025-10-18T00:21:48.956955] [INFO ] [CONFIGURE ] NBHC: Configuration saved successfully: 0 features, 90.00% accuracy.
[2025-10-18T00:21:48.956994] [INFO ] [sig       ] [132/380] Successfully configured NBHC | 0.02 sym/s | Total: 1.6h | ETA: 3.0h
[2025-10-18T00:21:48.957028] [INFO ] [sig       ] [133/380] Configuring NBR...
[2025-10-18T00:21:48.957057] [INFO ] [CONFIGURE ] NBR: Configurate test run.
[2025-10-18T00:21:48.957086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBR' from 'https://tdm.silogroup.org/data/derivative_storage/NBR.csv'.
[2025-10-18T00:21:48.970051] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NBR'.
[2025-10-18T00:21:48.970406] [INFO ] [CONFIGURE ] NBR: Testing with 29 available features
[2025-10-18T00:21:48.970463] [INFO ] [CONFIGURE ] NBR: Establishing baseline with no features...
[2025-10-18T00:21:49.071217] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:21:49.172263] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:21:49.278007] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:49.380264] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:49.482289] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:49.585116] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:49.687327] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:21:49.796476] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:49.901245] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:50.006188] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:21:50.006334] [INFO ] [CONFIGURE ] NBR: Baseline score (no features): 60.00%
[2025-10-18T00:21:50.006379] [INFO ] [CONFIGURE ] NBR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:21:50.006413] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:21:50.121846] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:21:50.242585] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:21:50.364089] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:50.498094] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:50.628165] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:50.751515] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:50.876674] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:21:51.003149] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:21:51.121178] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:51.240597] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:21:51.240794] [INFO ] [CONFIGURE ] NBR: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T00:21:51.240846] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7230 tests
[2025-10-18T00:21:51.240881] [INFO ] [CONFIGURE ] NBR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:21:51.240914] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:21:51.361345] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:21:51.483295] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:21:51.604480] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:51.725945] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:51.852758] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:51.975508] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:52.099609] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:21:52.223064] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:21:52.350996] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:52.475423] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:21:52.475700] [INFO ] [CONFIGURE ] NBR: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:21:52.475761] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7229 tests
[2025-10-18T00:21:52.475804] [INFO ] [CONFIGURE ] NBR: Testing feature 3/29: add_daily_returns
[2025-10-18T00:21:52.475836] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_daily_returns']
[2025-10-18T00:21:52.581196] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:21:52.692963] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:21:52.799559] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:52.906889] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:21:53.017911] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:53.125749] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:53.235034] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:21:53.343126] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:53.453779] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:53.563553] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:21:53.563750] [INFO ] [CONFIGURE ] NBR: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T00:21:53.563813] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7228 tests
[2025-10-18T00:21:53.563855] [INFO ] [CONFIGURE ] NBR: Testing feature 4/29: add_ema
[2025-10-18T00:21:53.563888] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_ema']
[2025-10-18T00:21:53.683596] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:21:53.813000] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:21:53.933479] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:54.056602] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:54.177869] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:54.303540] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:54.434027] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:21:54.569823] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:21:54.697833] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:54.826169] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:21:54.826366] [INFO ] [CONFIGURE ] NBR: DISCARDED add_ema (score: 40.00%)
[2025-10-18T00:21:54.826412] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7227 tests
[2025-10-18T00:21:54.826450] [INFO ] [CONFIGURE ] NBR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:21:54.826482] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:21:54.960730] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:21:55.090131] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:21:55.221058] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:55.361783] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:55.498383] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:55.635214] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:55.772345] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:21:55.911063] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:56.050719] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:56.185807] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:21:56.185990] [INFO ] [CONFIGURE ] NBR: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:21:56.186078] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7226 tests
[2025-10-18T00:21:56.186133] [INFO ] [CONFIGURE ] NBR: Testing feature 6/29: add_failed_moves
[2025-10-18T00:21:56.186167] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_failed_moves']
[2025-10-18T00:21:56.303570] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:21:56.441149] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:21:56.556738] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:56.669019] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:56.788827] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:56.904070] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:57.021524] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:21:57.143772] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:57.260144] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:57.382310] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:21:57.382477] [INFO ] [CONFIGURE ] NBR: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:21:57.382520] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7225 tests
[2025-10-18T00:21:57.382554] [INFO ] [CONFIGURE ] NBR: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:21:57.382586] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_lag_shelf']
[2025-10-18T00:21:57.490957] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:21:57.609125] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:21:57.722121] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:57.827013] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:57.933986] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:58.046574] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:58.157161] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:21:58.267834] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:58.376878] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:21:58.485036] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:21:58.485179] [INFO ] [CONFIGURE ] NBR: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:21:58.485221] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7224 tests
[2025-10-18T00:21:58.485254] [INFO ] [CONFIGURE ] NBR: Testing feature 8/29: add_macd
[2025-10-18T00:21:58.485284] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:21:58.631620] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:21:58.776817] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:21:58.921943] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:21:59.073414] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:21:59.224670] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:21:59.376845] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:21:59.530800] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:21:59.687716] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:21:59.850468] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:21:59.996971] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:21:59.997178] [INFO ] [CONFIGURE ] NBR: KEPT add_macd (score: 70.00%)
[2025-10-18T00:21:59.997225] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7223 tests
[2025-10-18T00:21:59.997281] [INFO ] [CONFIGURE ] NBR: Testing feature 9/29: add_mfi
[2025-10-18T00:21:59.997338] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T00:22:00.178134] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:00.336623] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:22:00.490849] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:00.657438] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:00.822919] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:22:00.990581] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:01.161052] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:01.340282] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:01.506500] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:22:01.666254] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:22:01.666432] [INFO ] [CONFIGURE ] NBR: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T00:22:01.666478] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7222 tests
[2025-10-18T00:22:01.666513] [INFO ] [CONFIGURE ] NBR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:22:01.666545] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:22:01.842727] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:02.056090] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:02.239852] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:02.410086] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:02.584902] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:02.756347] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:02.927839] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:03.100148] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:03.301219] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:22:03.477426] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:22:03.477614] [INFO ] [CONFIGURE ] NBR: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:22:03.477686] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7221 tests
[2025-10-18T00:22:03.477738] [INFO ] [CONFIGURE ] NBR: Testing feature 11/29: add_obv_daily
[2025-10-18T00:22:03.477772] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-18T00:22:03.626747] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:03.781298] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:22:03.948842] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:04.116631] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:04.290262] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:04.461225] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:04.636430] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:04.792891] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:04.945374] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:05.098807] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:22:05.098970] [INFO ] [CONFIGURE ] NBR: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:22:05.099013] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7220 tests
[2025-10-18T00:22:05.099048] [INFO ] [CONFIGURE ] NBR: Testing feature 12/29: add_obv_interval
[2025-10-18T00:22:05.099079] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-18T00:22:05.243734] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:05.389740] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:22:05.570956] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:05.726483] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:05.881452] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:06.031556] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:06.185257] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:06.344055] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:06.501560] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:22:06.660743] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:22:06.660914] [INFO ] [CONFIGURE ] NBR: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T00:22:06.660982] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7219 tests
[2025-10-18T00:22:06.661040] [INFO ] [CONFIGURE ] NBR: Testing feature 13/29: add_opening_strength
[2025-10-18T00:22:06.661074] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:22:06.825332] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:06.990917] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:22:07.156483] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:07.325393] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:07.508662] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:22:07.688103] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:07.866551] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:08.049725] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:08.221054] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:08.399284] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:22:08.399487] [INFO ] [CONFIGURE ] NBR: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:22:08.399552] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7218 tests
[2025-10-18T00:22:08.399591] [INFO ] [CONFIGURE ] NBR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:22:08.399624] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-18T00:22:08.604444] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:08.777287] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:08.958809] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:09.135415] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:09.310929] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:22:09.484579] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:09.656953] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:09.833227] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:10.007747] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:22:10.181972] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:22:10.182155] [INFO ] [CONFIGURE ] NBR: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:22:10.182200] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7217 tests
[2025-10-18T00:22:10.182234] [INFO ] [CONFIGURE ] NBR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:22:10.182266] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-18T00:22:10.333134] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:10.489718] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:22:10.643014] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:10.798621] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:10.953608] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:11.115272] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:11.265106] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:11.416297] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:11.572078] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:22:11.726261] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:22:11.726437] [INFO ] [CONFIGURE ] NBR: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T00:22:11.726481] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7216 tests
[2025-10-18T00:22:11.726516] [INFO ] [CONFIGURE ] NBR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:22:11.726548] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-18T00:22:11.890448] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:12.050316] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:22:12.208725] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:12.368604] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:22:12.531522] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:12.690575] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:12.848586] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:13.012344] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:13.169040] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:13.328505] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:22:13.328730] [INFO ] [CONFIGURE ] NBR: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:22:13.328805] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7215 tests
[2025-10-18T00:22:13.328864] [INFO ] [CONFIGURE ] NBR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:22:13.328944] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-18T00:22:13.489273] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:13.653293] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:22:13.816523] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:13.976455] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:14.138718] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:14.297015] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:14.454676] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:14.619827] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:14.786298] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:14.955860] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:22:14.956142] [INFO ] [CONFIGURE ] NBR: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:22:14.956210] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7214 tests
[2025-10-18T00:22:14.956250] [INFO ] [CONFIGURE ] NBR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:22:14.956305] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-18T00:22:15.107506] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:15.261180] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:22:15.410942] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:15.561892] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:15.713803] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:22:15.865020] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:16.018998] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:16.173276] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:16.330293] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:22:16.488123] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:22:16.488299] [INFO ] [CONFIGURE ] NBR: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:22:16.488369] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7213 tests
[2025-10-18T00:22:16.488409] [INFO ] [CONFIGURE ] NBR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:22:16.488441] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-18T00:22:16.637208] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:16.786936] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:22:16.932598] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:17.104286] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:17.253613] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:22:17.401299] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:17.550542] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:17.728474] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:17.878567] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:22:18.040533] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:22:18.040748] [INFO ] [CONFIGURE ] NBR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:22:18.040805] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7212 tests
[2025-10-18T00:22:18.040842] [INFO ] [CONFIGURE ] NBR: Testing feature 20/29: add_price_rejection
[2025-10-18T00:22:18.040874] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-18T00:22:18.217398] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:18.383920] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:18.556944] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:18.722299] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:18.889452] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:19.055566] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:19.219389] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:19.386317] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:19.554933] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:19.726187] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:22:19.726407] [INFO ] [CONFIGURE ] NBR: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:22:19.726466] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7211 tests
[2025-10-18T00:22:19.726505] [INFO ] [CONFIGURE ] NBR: Testing feature 21/29: add_range_position
[2025-10-18T00:22:19.726538] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_range_position']
[2025-10-18T00:22:19.893164] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:20.060935] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:22:20.228055] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:20.398747] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:20.579320] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:20.770018] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:20.937281] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:21.106318] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:22:21.275203] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:21.445678] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:22:21.445848] [INFO ] [CONFIGURE ] NBR: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:22:21.445942] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7210 tests
[2025-10-18T00:22:21.445985] [INFO ] [CONFIGURE ] NBR: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:22:21.446017] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-18T00:22:21.632490] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:21.820762] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:22.006822] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:22.193127] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:22.380845] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:22:22.568257] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:22.762182] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:22.952099] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:23.146415] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:23.338626] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:22:23.338805] [INFO ] [CONFIGURE ] NBR: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T00:22:23.338853] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7209 tests
[2025-10-18T00:22:23.338889] [INFO ] [CONFIGURE ] NBR: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:22:23.338920] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-18T00:22:23.505903] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:23.663852] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:22:23.825555] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:23.986172] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:24.147269] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:24.310568] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:24.478796] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:24.645277] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:24.815576] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:22:24.992802] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:22:24.992991] [INFO ] [CONFIGURE ] NBR: KEPT add_recent_range_context (score: 80.00%)
[2025-10-18T00:22:24.993039] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7208 tests
[2025-10-18T00:22:24.993075] [INFO ] [CONFIGURE ] NBR: Testing feature 24/29: add_rsi
[2025-10-18T00:22:24.993109] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context', 'add_ema', 'add_rsi']
[2025-10-18T00:22:25.206825] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:25.458875] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:22:25.719855] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:25.989999] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:26.215898] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:22:26.436818] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:26.660559] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:26.869235] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:27.067120] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:27.264289] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:22:27.264454] [INFO ] [CONFIGURE ] NBR: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:22:27.264498] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7207 tests
[2025-10-18T00:22:27.264534] [INFO ] [CONFIGURE ] NBR: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:22:27.264566] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context', 'add_tick_distribution']
[2025-10-18T00:22:27.430892] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:27.600229] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:22:27.766909] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:27.935628] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:28.102504] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:28.270671] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:28.449736] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:28.632773] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:28.813894] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:22:28.985332] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:22:28.985508] [INFO ] [CONFIGURE ] NBR: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T00:22:28.985555] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7206 tests
[2025-10-18T00:22:28.985591] [INFO ] [CONFIGURE ] NBR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:22:28.985624] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-10-18T00:22:29.155460] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:29.328389] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:29.504024] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:29.680668] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:29.871335] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:22:30.048597] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:30.228219] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:30.403838] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:30.579134] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:30.755424] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:22:30.755674] [INFO ] [CONFIGURE ] NBR: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T00:22:30.755740] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7205 tests
[2025-10-18T00:22:30.755779] [INFO ] [CONFIGURE ] NBR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:22:30.755813] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-10-18T00:22:30.932458] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:31.111873] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:22:31.290298] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:31.473267] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:31.659468] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:31.840582] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:32.016800] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:32.196934] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:32.380066] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:32.561200] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:22:32.561374] [INFO ] [CONFIGURE ] NBR: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:22:32.561418] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7204 tests
[2025-10-18T00:22:32.561452] [INFO ] [CONFIGURE ] NBR: Testing feature 28/29: add_volume_profile
[2025-10-18T00:22:32.561483] [INFO ] [CONFIGURE ] NBR: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context', 'add_volume_profile']
[2025-10-18T00:22:32.743090] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:32.939632] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:22:33.130086] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:33.325692] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:33.517980] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:33.706187] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:33.879748] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:22:34.055143] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:34.229522] [DEBUG] [FORECASTER] NBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:22:34.407475] [DEBUG] [FORECASTER] NBR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:22:34.407638] [INFO ] [CONFIGURE ] NBR: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:22:34.407720] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7203 tests
[2025-10-18T00:22:34.407760] [INFO ] [CONFIGURE ] NBR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:22:34.407794] [INFO ] [CONFIGURE ] NBR: Best accuracy: 80.00%
[2025-10-18T00:22:34.407826] [INFO ] [CONFIGURE ] NBR: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-18T00:22:34.407921] [INFO ] [CONFIGURE ] NBR: Improvement over baseline: 20.00%
[2025-10-18T00:22:34.407971] [INFO ] [CONFIGURE ] NBR: Total time: 44.4 seconds
[2025-10-18T00:22:34.408001] [INFO ] [CONFIGURE ] NBR: Average time per feature: 1.6 seconds
[2025-10-18T00:22:34.408033] [INFO ] [CONFIGURE ] NBR: Average speed: 0.65 features/sec
[2025-10-18T00:22:34.408583] [INFO ] [LOCAL     ] Saved configuration for NBR: 3 features, 80.00% accuracy -> ./output/feature-sets/NBR.json
[2025-10-18T00:22:34.408668] [INFO ] [CONFIGURE ] NBR: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T00:22:34.408753] [INFO ] [sig       ] [133/380] Successfully configured NBR | 0.02 sym/s | Total: 1.6h | ETA: 2.9h
[2025-10-18T00:22:34.408821] [INFO ] [sig       ] [134/380] Configuring NBXG...
[2025-10-18T00:22:34.408887] [INFO ] [CONFIGURE ] NBXG: Configurate test run.
[2025-10-18T00:22:34.408944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-10-18T00:22:34.422264] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NBXG'.
[2025-10-18T00:22:34.422624] [INFO ] [CONFIGURE ] NBXG: Testing with 29 available features
[2025-10-18T00:22:34.422706] [INFO ] [CONFIGURE ] NBXG: Establishing baseline with no features...
[2025-10-18T00:22:34.527286] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:34.630987] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:34.735275] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:22:34.839541] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:22:34.947141] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:35.053242] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:22:35.159910] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:22:35.266553] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:35.373891] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:35.481693] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:22:35.481835] [INFO ] [CONFIGURE ] NBXG: Baseline score (no features): 30.00%
[2025-10-18T00:22:35.481881] [INFO ] [CONFIGURE ] NBXG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:22:35.481913] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:22:35.598042] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:35.714465] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:35.836678] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:35.956550] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:22:36.073948] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:36.193157] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:36.314198] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:22:36.434815] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:36.555172] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:36.675908] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:22:36.676097] [INFO ] [CONFIGURE ] NBXG: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T00:22:36.676162] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7202 tests
[2025-10-18T00:22:36.676198] [INFO ] [CONFIGURE ] NBXG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:22:36.676230] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:22:36.812437] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:36.952099] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:37.090843] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:37.230255] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:37.368189] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:22:37.508453] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:22:37.648571] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:22:37.790436] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:37.937415] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:38.081066] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:22:38.081199] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T00:22:38.081242] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7201 tests
[2025-10-18T00:22:38.081277] [INFO ] [CONFIGURE ] NBXG: Testing feature 3/29: add_daily_returns
[2025-10-18T00:22:38.081307] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:22:38.204273] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:38.324766] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:38.444513] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:22:38.563004] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:38.683176] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:38.805447] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:38.943799] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:22:39.065243] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:39.186827] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:39.309780] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:22:39.309959] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T00:22:39.310005] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7200 tests
[2025-10-18T00:22:39.310040] [INFO ] [CONFIGURE ] NBXG: Testing feature 4/29: add_ema
[2025-10-18T00:22:39.310072] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:22:39.442585] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:39.575947] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:39.713996] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:22:39.850993] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:39.987481] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:40.126423] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:40.270265] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:22:40.409927] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:40.547841] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:40.685103] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:22:40.685263] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_ema (score: 30.00%)
[2025-10-18T00:22:40.685307] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7199 tests
[2025-10-18T00:22:40.685342] [INFO ] [CONFIGURE ] NBXG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:22:40.685374] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:22:40.823579] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:40.962525] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:41.104414] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:41.247469] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:41.406276] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:41.560729] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:41.705028] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:22:41.849426] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:41.992320] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:42.136919] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:22:42.137096] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:22:42.137139] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7198 tests
[2025-10-18T00:22:42.137175] [INFO ] [CONFIGURE ] NBXG: Testing feature 6/29: add_failed_moves
[2025-10-18T00:22:42.137207] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T00:22:42.261311] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:42.389382] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:42.525484] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:42.652781] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:42.775032] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:42.896810] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:43.024496] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:22:43.147633] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:43.273790] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:43.397559] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:22:43.397753] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T00:22:43.397815] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7197 tests
[2025-10-18T00:22:43.397862] [INFO ] [CONFIGURE ] NBXG: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:22:43.397934] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T00:22:43.512525] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:43.626228] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:43.740462] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:43.859667] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:43.973139] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:44.087619] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:44.202871] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:22:44.323357] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:44.441093] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:44.561751] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:22:44.561923] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T00:22:44.561997] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7196 tests
[2025-10-18T00:22:44.562041] [INFO ] [CONFIGURE ] NBXG: Testing feature 8/29: add_macd
[2025-10-18T00:22:44.562074] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T00:22:44.713923] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:44.865967] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:45.027550] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:22:45.182812] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:22:45.334883] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:45.492210] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:45.652794] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:22:45.827750] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:45.990269] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:46.150426] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:22:46.150668] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_macd (score: 30.00%)
[2025-10-18T00:22:46.150734] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7195 tests
[2025-10-18T00:22:46.150773] [INFO ] [CONFIGURE ] NBXG: Testing feature 9/29: add_mfi
[2025-10-18T00:22:46.150806] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T00:22:46.281526] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:46.416310] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:46.547947] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:46.684126] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:22:46.822632] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:46.975131] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:47.116817] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:22:47.266293] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:47.400172] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:47.534341] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:22:47.534511] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T00:22:47.534557] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7194 tests
[2025-10-18T00:22:47.534592] [INFO ] [CONFIGURE ] NBXG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:22:47.534625] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:22:47.679504] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:47.824739] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:47.968554] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:22:48.118203] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:22:48.265422] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:48.411931] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:48.564624] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:22:48.712514] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:22:48.877142] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:49.035754] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:22:49.035909] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:22:49.035953] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7193 tests
[2025-10-18T00:22:49.035988] [INFO ] [CONFIGURE ] NBXG: Testing feature 11/29: add_obv_daily
[2025-10-18T00:22:49.036019] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T00:22:49.164047] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:49.295986] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:49.420301] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:49.544894] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:22:49.676577] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:49.809904] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:49.945121] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:22:50.080876] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:22:50.216556] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:22:50.358370] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:22:50.358543] [INFO ] [CONFIGURE ] NBXG: KEPT add_obv_daily (score: 70.00%)
[2025-10-18T00:22:50.358589] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7192 tests
[2025-10-18T00:22:50.358637] [INFO ] [CONFIGURE ] NBXG: Testing feature 12/29: add_obv_interval
[2025-10-18T00:22:50.358726] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval']
[2025-10-18T00:22:50.493264] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:50.623428] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:50.758330] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:50.888119] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:22:51.050346] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:51.183191] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:51.321114] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:22:51.464817] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:22:51.607950] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:51.746498] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:22:51.746673] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:22:51.746739] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7191 tests
[2025-10-18T00:22:51.746778] [INFO ] [CONFIGURE ] NBXG: Testing feature 13/29: add_opening_strength
[2025-10-18T00:22:51.746810] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:22:51.896793] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:52.040449] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:52.191044] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:52.346081] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:22:52.494237] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:52.651232] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:52.800256] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:22:52.950785] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:22:53.101881] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:22:53.257768] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:22:53.257963] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T00:22:53.258020] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7190 tests
[2025-10-18T00:22:53.258057] [INFO ] [CONFIGURE ] NBXG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:22:53.258089] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T00:22:53.405784] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:53.555866] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:53.702883] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:53.852524] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:22:54.001761] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:54.151299] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:54.301926] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:22:54.449521] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:22:54.591480] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:54.734729] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:22:54.734892] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T00:22:54.734935] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7189 tests
[2025-10-18T00:22:54.734969] [INFO ] [CONFIGURE ] NBXG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:22:54.735000] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T00:22:54.858114] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:54.986119] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:55.118265] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:55.251759] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:22:55.384858] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:55.519274] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:55.653886] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:22:55.788148] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:22:55.922981] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:56.065100] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:22:56.065286] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:22:56.065354] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7188 tests
[2025-10-18T00:22:56.065465] [INFO ] [CONFIGURE ] NBXG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:22:56.065526] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T00:22:56.225781] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:22:56.381596] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:56.539052] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:56.694616] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:22:56.839585] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:57.000093] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:57.143948] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:22:57.285587] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:22:57.427861] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:57.575258] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:22:57.575426] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:22:57.575470] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7187 tests
[2025-10-18T00:22:57.575504] [INFO ] [CONFIGURE ] NBXG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:22:57.575541] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T00:22:57.719670] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:57.863728] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:58.007260] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:58.151818] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:22:58.298221] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:58.450307] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:22:58.606136] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:22:58.764721] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:22:58.914009] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:22:59.069240] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:22:59.069421] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T00:22:59.069475] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7186 tests
[2025-10-18T00:22:59.069511] [INFO ] [CONFIGURE ] NBXG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:22:59.069543] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T00:22:59.211339] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:22:59.346242] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:22:59.479225] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:22:59.612085] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:22:59.749361] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:22:59.882613] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:23:00.015303] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:23:00.166850] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:00.320769] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:00.477962] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:23:00.478144] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:23:00.478189] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7185 tests
[2025-10-18T00:23:00.478225] [INFO ] [CONFIGURE ] NBXG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:23:00.478258] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-18T00:23:00.627830] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:23:00.772099] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:23:00.920005] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:23:01.069566] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:01.219102] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:01.357832] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:23:01.494817] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:23:01.628634] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:01.766895] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:01.910085] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:23:01.910302] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:23:01.910364] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7184 tests
[2025-10-18T00:23:01.910409] [INFO ] [CONFIGURE ] NBXG: Testing feature 20/29: add_price_rejection
[2025-10-18T00:23:01.910446] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_price_rejection']
[2025-10-18T00:23:02.050926] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:23:02.192264] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:23:02.334606] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:23:02.481071] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:02.627838] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:02.775795] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:23:02.936188] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:23:03.095888] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:03.248730] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:03.399217] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:23:03.399377] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T00:23:03.399421] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7183 tests
[2025-10-18T00:23:03.399455] [INFO ] [CONFIGURE ] NBXG: Testing feature 21/29: add_range_position
[2025-10-18T00:23:03.399486] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_range_position']
[2025-10-18T00:23:03.554372] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:23:03.713858] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:23:03.872919] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:23:04.028580] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:04.181286] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:04.336186] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:23:04.492363] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:23:04.645713] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:04.803045] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:04.960747] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:23:04.960934] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:23:04.960981] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7182 tests
[2025-10-18T00:23:04.961017] [INFO ] [CONFIGURE ] NBXG: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:23:04.961050] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_realized_volatility']
[2025-10-18T00:23:05.141166] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:23:05.307903] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:23:05.473844] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:23:05.644809] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:05.821871] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:05.989952] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:23:06.202000] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:23:06.373577] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:06.544891] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:23:06.716358] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:23:06.716519] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T00:23:06.716563] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7181 tests
[2025-10-18T00:23:06.716598] [INFO ] [CONFIGURE ] NBXG: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:23:06.716628] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_recent_range_context']
[2025-10-18T00:23:06.858422] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:23:07.000522] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:23:07.142801] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:23:07.284433] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:07.426097] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:07.575968] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:23:07.729482] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:23:07.872592] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:08.017489] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:08.163827] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:23:08.164007] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T00:23:08.164058] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7180 tests
[2025-10-18T00:23:08.164094] [INFO ] [CONFIGURE ] NBXG: Testing feature 24/29: add_rsi
[2025-10-18T00:23:08.164128] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-18T00:23:08.323742] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:23:08.483356] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:23:08.645681] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:23:08.806543] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:08.977073] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:09.145541] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:23:09.339600] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:23:09.508595] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:09.680135] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:23:09.853810] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:23:09.854008] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:23:09.854053] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7179 tests
[2025-10-18T00:23:09.854138] [INFO ] [CONFIGURE ] NBXG: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:23:09.854194] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_tick_distribution']
[2025-10-18T00:23:09.990669] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:23:10.124535] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:23:10.259324] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:23:10.395009] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:10.535825] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:10.673312] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:23:10.813104] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:23:10.953963] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:11.094937] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:23:11.234813] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:23:11.234928] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T00:23:11.234984] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7178 tests
[2025-10-18T00:23:11.235043] [INFO ] [CONFIGURE ] NBXG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:23:11.235077] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-18T00:23:11.371110] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:23:11.505140] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:23:11.636304] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:23:11.771429] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:11.906865] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:12.038447] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:23:12.170139] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:23:12.303502] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:12.436145] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:23:12.570638] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:23:12.570821] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T00:23:12.570871] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7177 tests
[2025-10-18T00:23:12.570907] [INFO ] [CONFIGURE ] NBXG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:23:12.570937] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_volume_price_divergence']
[2025-10-18T00:23:12.710784] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:23:12.851055] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:23:12.991934] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:23:13.132899] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:23:13.274377] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:13.418199] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:23:13.560192] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:23:13.704045] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:13.849134] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:23:13.997485] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:23:13.997660] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:23:13.997722] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7176 tests
[2025-10-18T00:23:13.997760] [INFO ] [CONFIGURE ] NBXG: Testing feature 28/29: add_volume_profile
[2025-10-18T00:23:13.997792] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_volume_profile']
[2025-10-18T00:23:14.129494] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:23:14.259868] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:23:14.391281] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:23:14.523410] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:14.656270] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:14.789833] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:23:14.923292] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:23:15.057269] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:15.191538] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:15.330905] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:23:15.331019] [INFO ] [CONFIGURE ] NBXG: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:23:15.331061] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7175 tests
[2025-10-18T00:23:15.331095] [INFO ] [CONFIGURE ] NBXG: Testing feature 29/29: add_vwap
[2025-10-18T00:23:15.331125] [INFO ] [CONFIGURE ] NBXG: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_vwap']
[2025-10-18T00:23:15.466155] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:23:15.601035] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:23:15.736266] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:23:15.872235] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:16.007194] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:16.143213] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:23:16.279628] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:23:16.420720] [DEBUG] [FORECASTER] NBXG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:16.563974] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:16.707153] [DEBUG] [FORECASTER] NBXG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:16.707336] [INFO ] [CONFIGURE ] NBXG: KEPT add_vwap (score: 80.00%)
[2025-10-18T00:23:16.707381] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7174 tests
[2025-10-18T00:23:16.707417] [INFO ] [CONFIGURE ] NBXG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:23:16.707496] [INFO ] [CONFIGURE ] NBXG: Best accuracy: 80.00%
[2025-10-18T00:23:16.707552] [INFO ] [CONFIGURE ] NBXG: Best feature set (3 features): ['add_bollinger_bands', 'add_obv_daily', 'add_vwap']
[2025-10-18T00:23:16.707584] [INFO ] [CONFIGURE ] NBXG: Improvement over baseline: 50.00%
[2025-10-18T00:23:16.707611] [INFO ] [CONFIGURE ] NBXG: Total time: 41.2 seconds
[2025-10-18T00:23:16.707714] [INFO ] [CONFIGURE ] NBXG: Average time per feature: 1.4 seconds
[2025-10-18T00:23:16.707753] [INFO ] [CONFIGURE ] NBXG: Average speed: 0.70 features/sec
[2025-10-18T00:23:16.708402] [INFO ] [LOCAL     ] Saved configuration for NBXG: 3 features, 80.00% accuracy -> ./output/feature-sets/NBXG.json
[2025-10-18T00:23:16.708475] [INFO ] [CONFIGURE ] NBXG: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T00:23:16.708555] [INFO ] [sig       ] [134/380] Successfully configured NBXG | 0.02 sym/s | Total: 1.6h | ETA: 2.9h
[2025-10-18T00:23:16.708633] [INFO ] [sig       ] [135/380] Configuring NCDL...
[2025-10-18T00:23:16.708723] [INFO ] [CONFIGURE ] NCDL: Configurate test run.
[2025-10-18T00:23:16.708781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCDL' from 'https://tdm.silogroup.org/data/derivative_storage/NCDL.csv'.
[2025-10-18T00:23:16.722566] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NCDL'.
[2025-10-18T00:23:16.723070] [INFO ] [CONFIGURE ] NCDL: Testing with 29 available features
[2025-10-18T00:23:16.723136] [INFO ] [CONFIGURE ] NCDL: Establishing baseline with no features...
[2025-10-18T00:23:16.827398] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:16.930224] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:23:17.035315] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:17.141767] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:17.252022] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:23:17.364994] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:17.485834] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:17.630590] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:17.778317] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:17.905326] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:17.905504] [INFO ] [CONFIGURE ] NCDL: Baseline score (no features): 50.00%
[2025-10-18T00:23:17.905550] [INFO ] [CONFIGURE ] NCDL: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:23:17.905585] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:23:18.070802] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:23:18.228318] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:23:18.370482] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:18.508434] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:18.649554] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:23:18.785517] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:23:18.921834] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:19.058474] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:19.192991] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:19.326286] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:19.326459] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T00:23:19.326504] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7173 tests
[2025-10-18T00:23:19.326538] [INFO ] [CONFIGURE ] NCDL: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:23:19.326569] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:23:19.446684] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:19.564542] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:19.683388] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:19.806010] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:23:19.933603] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:20.054275] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:20.181204] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:20.313983] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:20.448334] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:20.579763] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:20.579937] [INFO ] [CONFIGURE ] NCDL: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T00:23:20.579982] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7172 tests
[2025-10-18T00:23:20.580016] [INFO ] [CONFIGURE ] NCDL: Testing feature 3/29: add_daily_returns
[2025-10-18T00:23:20.580047] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T00:23:20.710610] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:23:20.840528] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:20.969155] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:21.099594] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:23:21.231128] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:21.365310] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:21.497583] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:21.631606] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:21.769087] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:21.926256] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:21.926466] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T00:23:21.926530] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7171 tests
[2025-10-18T00:23:21.926570] [INFO ] [CONFIGURE ] NCDL: Testing feature 4/29: add_ema
[2025-10-18T00:23:21.926603] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T00:23:22.068852] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:23:22.212015] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:22.357012] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:22.500332] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:23:22.644115] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:23:22.785474] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:22.928358] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:23.070542] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:23.216597] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:23.362449] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:23.362589] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_ema (score: 40.00%)
[2025-10-18T00:23:23.362634] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7170 tests
[2025-10-18T00:23:23.362708] [INFO ] [CONFIGURE ] NCDL: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:23:23.362747] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:23:23.513508] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:23.664969] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:23.820136] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:23.974872] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:24.127779] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:24.282087] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:24.449737] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:24.605691] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:24.767823] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:24.925138] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:24.925305] [INFO ] [CONFIGURE ] NCDL: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-18T00:23:24.925351] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7169 tests
[2025-10-18T00:23:24.925385] [INFO ] [CONFIGURE ] NCDL: Testing feature 6/29: add_failed_moves
[2025-10-18T00:23:24.925418] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T00:23:25.086276] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:25.247326] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:25.406291] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:25.570500] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:25.734912] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:25.899201] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:26.059576] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:26.223627] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:26.386674] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:26.558795] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:26.558982] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:23:26.559030] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7168 tests
[2025-10-18T00:23:26.559091] [INFO ] [CONFIGURE ] NCDL: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:23:26.559129] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T00:23:26.720852] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:26.879612] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:27.036364] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:27.186891] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:27.338537] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:27.519881] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:27.675107] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:27.832319] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:27.990282] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:28.157159] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:23:28.157385] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:23:28.157445] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7167 tests
[2025-10-18T00:23:28.157487] [INFO ] [CONFIGURE ] NCDL: Testing feature 8/29: add_macd
[2025-10-18T00:23:28.157549] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T00:23:28.352071] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:28.545426] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:28.745500] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:28.940678] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:23:29.144309] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:23:29.341054] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:29.526253] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:29.726502] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:29.913721] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:30.088504] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:30.088713] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:23:30.088773] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7166 tests
[2025-10-18T00:23:30.088810] [INFO ] [CONFIGURE ] NCDL: Testing feature 9/29: add_mfi
[2025-10-18T00:23:30.088895] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T00:23:30.257108] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:30.428726] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:30.598115] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:30.773038] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:30.945419] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:31.118443] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:31.297010] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:31.476939] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:31.671104] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:31.853209] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:31.853416] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T00:23:31.853464] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7165 tests
[2025-10-18T00:23:31.853501] [INFO ] [CONFIGURE ] NCDL: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:23:31.853536] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:23:32.041183] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:32.228231] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:32.415251] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:32.605101] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:32.795787] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:32.987760] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:33.178447] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:33.364044] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:33.558900] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:33.751842] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:33.752018] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T00:23:33.752063] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7164 tests
[2025-10-18T00:23:33.752098] [INFO ] [CONFIGURE ] NCDL: Testing feature 11/29: add_obv_daily
[2025-10-18T00:23:33.752130] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T00:23:33.912540] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:34.074858] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:34.246108] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:23:34.418681] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:34.589740] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:34.763779] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:34.936725] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:35.122114] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:35.292091] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:35.462191] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:23:35.462400] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:23:35.462445] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7163 tests
[2025-10-18T00:23:35.462479] [INFO ] [CONFIGURE ] NCDL: Testing feature 12/29: add_obv_interval
[2025-10-18T00:23:35.462532] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T00:23:35.626907] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:35.790931] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:35.954451] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:36.120036] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:23:36.309349] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:36.481636] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:36.647934] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:36.813141] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:36.977187] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:37.144492] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:37.144715] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:23:37.144775] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7162 tests
[2025-10-18T00:23:37.144812] [INFO ] [CONFIGURE ] NCDL: Testing feature 13/29: add_opening_strength
[2025-10-18T00:23:37.144843] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:23:37.316761] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:37.491260] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:37.662476] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:37.833725] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:38.006776] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:38.185779] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:38.360849] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:38.540341] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:38.720612] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:38.898383] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:38.898543] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T00:23:38.898587] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7161 tests
[2025-10-18T00:23:38.898621] [INFO ] [CONFIGURE ] NCDL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:23:38.898680] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T00:23:39.073845] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:39.249057] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:39.419473] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:39.592262] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:39.767666] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:23:39.940588] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:40.125076] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:40.305776] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:40.482428] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:40.659899] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:40.660146] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:23:40.660197] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7160 tests
[2025-10-18T00:23:40.660233] [INFO ] [CONFIGURE ] NCDL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:23:40.660264] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T00:23:40.818043] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:40.976724] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:41.134821] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:41.294986] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:41.454300] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:41.617368] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:41.786369] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:41.955791] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:42.124197] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:42.291508] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:42.291730] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T00:23:42.291793] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7159 tests
[2025-10-18T00:23:42.291843] [INFO ] [CONFIGURE ] NCDL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:23:42.291901] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T00:23:42.466452] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:42.669009] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:42.833117] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:42.998587] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:23:43.175494] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:43.352847] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:43.526391] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:43.699266] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:43.871498] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:44.055962] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:44.056150] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:23:44.056207] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7158 tests
[2025-10-18T00:23:44.056245] [INFO ] [CONFIGURE ] NCDL: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:23:44.056300] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T00:23:44.227604] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:44.398416] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:44.570924] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:44.741770] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:44.923516] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:45.116846] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:45.292199] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:45.465251] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:45.647088] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:45.834101] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:45.834282] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:23:45.834326] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7157 tests
[2025-10-18T00:23:45.834362] [INFO ] [CONFIGURE ] NCDL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:23:45.834395] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T00:23:45.994427] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:46.155479] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:46.321054] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:46.480211] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:46.640838] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:46.803072] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:46.965794] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:47.136855] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:47.301274] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:47.464740] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:47.464909] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T00:23:47.464952] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7156 tests
[2025-10-18T00:23:47.464986] [INFO ] [CONFIGURE ] NCDL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:23:47.465017] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T00:23:47.627249] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:47.801839] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:47.983833] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:48.155734] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:48.315997] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:48.478352] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:48.646701] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:48.813760] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:48.978537] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:49.146254] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:49.146419] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:23:49.146462] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7155 tests
[2025-10-18T00:23:49.146495] [INFO ] [CONFIGURE ] NCDL: Testing feature 20/29: add_price_rejection
[2025-10-18T00:23:49.146530] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T00:23:49.313883] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:49.488272] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:49.658985] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:49.828425] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:49.998780] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:50.176282] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:50.348594] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:50.521582] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:50.697899] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:50.872778] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:50.872938] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:23:50.872981] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7154 tests
[2025-10-18T00:23:50.873016] [INFO ] [CONFIGURE ] NCDL: Testing feature 21/29: add_range_position
[2025-10-18T00:23:50.873045] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T00:23:51.052713] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:51.228131] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:51.404931] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:51.582138] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:23:51.798208] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:51.978563] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:52.157855] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:52.339791] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:52.525528] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:52.708517] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:52.708714] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T00:23:52.708784] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7153 tests
[2025-10-18T00:23:52.708843] [INFO ] [CONFIGURE ] NCDL: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:23:52.708879] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T00:23:52.897997] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:53.087308] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:53.286862] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:53.479815] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:53.674319] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:53.873855] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:54.100137] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:54.320571] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:54.538599] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:54.759931] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:23:54.760184] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T00:23:54.760326] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7152 tests
[2025-10-18T00:23:54.760392] [INFO ] [CONFIGURE ] NCDL: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:23:54.760432] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T00:23:54.938893] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:55.118925] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:55.300001] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:55.463802] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:55.634892] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:55.799757] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:55.970238] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:56.138214] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:56.311000] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:56.488252] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:23:56.488433] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T00:23:56.488482] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7151 tests
[2025-10-18T00:23:56.488519] [INFO ] [CONFIGURE ] NCDL: Testing feature 24/29: add_rsi
[2025-10-18T00:23:56.488554] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-18T00:23:56.682361] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:56.866142] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:57.056960] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:57.243245] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:57.435048] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:57.624034] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:57.867071] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:58.057875] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:58.248015] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:23:58.432170] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:23:58.432327] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:23:58.432371] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7150 tests
[2025-10-18T00:23:58.432405] [INFO ] [CONFIGURE ] NCDL: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:23:58.432436] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T00:23:58.590709] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:23:58.748926] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:23:58.911367] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:23:59.079408] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:23:59.244087] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:23:59.409393] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:23:59.575310] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:23:59.742185] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:23:59.913324] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:24:00.083978] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:00.084132] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T00:24:00.084175] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7149 tests
[2025-10-18T00:24:00.084208] [INFO ] [CONFIGURE ] NCDL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:24:00.084240] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T00:24:00.244829] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:24:00.412361] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:24:00.583301] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:24:00.753388] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:24:00.939706] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:24:01.102024] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:24:01.277220] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:01.447419] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:24:01.614770] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:24:01.780356] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:01.780502] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:24:01.780560] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7148 tests
[2025-10-18T00:24:01.780619] [INFO ] [CONFIGURE ] NCDL: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:24:01.780683] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T00:24:01.958587] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:24:02.133272] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:24:02.306856] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:24:02.473996] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:24:02.642551] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:24:02.812118] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:24:02.981183] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:03.154759] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:24:03.324859] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:03.497109] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:03.497285] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:24:03.497336] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7147 tests
[2025-10-18T00:24:03.497371] [INFO ] [CONFIGURE ] NCDL: Testing feature 28/29: add_volume_profile
[2025-10-18T00:24:03.497401] [INFO ] [CONFIGURE ] NCDL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-18T00:24:03.652007] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:24:03.807968] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:24:03.965066] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:04.124453] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:24:04.289550] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:24:04.455387] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:24:04.616891] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:04.780452] [DEBUG] [FORECASTER] NCDL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:24:04.945286] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:24:05.112221] [DEBUG] [FORECASTER] NCDL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:05.112350] [INFO ] [CONFIGURE ] NCDL: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:24:05.112393] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7146 tests
[2025-10-18T00:24:05.112428] [INFO ] [CONFIGURE ] NCDL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:24:05.112457] [INFO ] [CONFIGURE ] NCDL: Best accuracy: 70.00%
[2025-10-18T00:24:05.112486] [INFO ] [CONFIGURE ] NCDL: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:24:05.112514] [INFO ] [CONFIGURE ] NCDL: Improvement over baseline: 20.00%
[2025-10-18T00:24:05.112541] [INFO ] [CONFIGURE ] NCDL: Total time: 47.2 seconds
[2025-10-18T00:24:05.112567] [INFO ] [CONFIGURE ] NCDL: Average time per feature: 1.7 seconds
[2025-10-18T00:24:05.112594] [INFO ] [CONFIGURE ] NCDL: Average speed: 0.61 features/sec
[2025-10-18T00:24:05.113147] [INFO ] [LOCAL     ] Saved configuration for NCDL: 3 features, 70.00% accuracy -> ./output/feature-sets/NCDL.json
[2025-10-18T00:24:05.113217] [INFO ] [CONFIGURE ] NCDL: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-18T00:24:05.113322] [INFO ] [sig       ] [135/380] Successfully configured NCDL | 0.02 sym/s | Total: 1.6h | ETA: 2.9h
[2025-10-18T00:24:05.113390] [INFO ] [sig       ] [136/380] Configuring NDMO...
[2025-10-18T00:24:05.113456] [INFO ] [CONFIGURE ] NDMO: Configurate test run.
[2025-10-18T00:24:05.113511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-10-18T00:24:05.127743] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NDMO'.
[2025-10-18T00:24:05.128246] [INFO ] [CONFIGURE ] NDMO: Testing with 29 available features
[2025-10-18T00:24:05.128304] [INFO ] [CONFIGURE ] NDMO: Establishing baseline with no features...
[2025-10-18T00:24:05.239862] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:05.350797] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:05.464902] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:24:05.577400] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:05.689759] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:05.802980] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:05.920266] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:06.038165] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:06.158428] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:06.278931] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:06.279097] [INFO ] [CONFIGURE ] NDMO: Baseline score (no features): 60.00%
[2025-10-18T00:24:06.279142] [INFO ] [CONFIGURE ] NDMO: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:24:06.279177] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:24:06.403996] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:06.527251] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:06.652305] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:24:06.776480] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:06.903143] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:07.071912] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:07.199878] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:07.325028] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:07.451342] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:07.578430] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:07.578614] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T00:24:07.578686] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7145 tests
[2025-10-18T00:24:07.578737] [INFO ] [CONFIGURE ] NDMO: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:24:07.578770] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:24:07.707383] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:24:07.838685] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:07.965328] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:24:08.092309] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:08.220279] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:08.340324] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:08.464736] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:08.590077] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:08.715705] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:08.835711] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:08.835857] [INFO ] [CONFIGURE ] NDMO: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-18T00:24:08.835900] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7144 tests
[2025-10-18T00:24:08.835933] [INFO ] [CONFIGURE ] NDMO: Testing feature 3/29: add_daily_returns
[2025-10-18T00:24:08.835963] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T00:24:08.975884] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:09.149061] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:09.316335] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:24:09.463672] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:09.602910] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:09.739299] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:09.872572] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:10.000975] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:10.131866] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:24:10.262924] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:10.263060] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T00:24:10.263104] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7143 tests
[2025-10-18T00:24:10.263137] [INFO ] [CONFIGURE ] NDMO: Testing feature 4/29: add_ema
[2025-10-18T00:24:10.263167] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T00:24:10.405087] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:10.546429] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:10.684065] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:10.829359] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:10.981608] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:11.184099] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:11.399852] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:11.577793] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:11.748349] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:11.899246] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:24:11.899446] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_ema (score: 60.00%)
[2025-10-18T00:24:11.899493] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7142 tests
[2025-10-18T00:24:11.899550] [INFO ] [CONFIGURE ] NDMO: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:24:11.899586] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:24:12.056351] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:12.216539] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:12.368896] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:24:12.527440] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:12.685253] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:12.839074] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:12.992231] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:13.140730] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:13.293181] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:13.452218] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:13.452389] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:24:13.452434] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7141 tests
[2025-10-18T00:24:13.452468] [INFO ] [CONFIGURE ] NDMO: Testing feature 6/29: add_failed_moves
[2025-10-18T00:24:13.452501] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T00:24:13.580521] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:24:13.706995] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:13.834897] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:24:13.963540] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:14.112773] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:14.255509] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:14.386778] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:14.517420] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:14.643718] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:14.772976] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:14.773185] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:24:14.773248] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7140 tests
[2025-10-18T00:24:14.773285] [INFO ] [CONFIGURE ] NDMO: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:24:14.773317] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T00:24:14.891473] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:24:15.013241] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:15.132513] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:24:15.251517] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:15.371433] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:15.493626] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:15.615634] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:15.736738] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:15.858225] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:15.982529] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:15.982701] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T00:24:15.982758] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7139 tests
[2025-10-18T00:24:15.982794] [INFO ] [CONFIGURE ] NDMO: Testing feature 8/29: add_macd
[2025-10-18T00:24:15.982824] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T00:24:16.148458] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:16.318401] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:16.475886] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:16.633360] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:16.814891] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:24:16.991911] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:17.159199] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:17.331463] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:17.501005] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:17.667805] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:17.667997] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:24:17.668051] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7138 tests
[2025-10-18T00:24:17.668087] [INFO ] [CONFIGURE ] NDMO: Testing feature 9/29: add_mfi
[2025-10-18T00:24:17.668117] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T00:24:17.808236] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:17.949011] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:18.090166] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:18.230157] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:18.370210] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:18.510416] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:18.651074] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:18.793140] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:18.936067] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:19.086121] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:19.086316] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T00:24:19.086371] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7137 tests
[2025-10-18T00:24:19.086408] [INFO ] [CONFIGURE ] NDMO: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:24:19.086439] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:24:19.246431] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:19.446874] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:19.613369] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:24:19.779426] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:19.944841] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:20.110586] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:20.274262] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:20.440736] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:20.613577] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:20.778952] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:20.779115] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:24:20.779160] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7136 tests
[2025-10-18T00:24:20.779194] [INFO ] [CONFIGURE ] NDMO: Testing feature 11/29: add_obv_daily
[2025-10-18T00:24:20.779226] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T00:24:20.915450] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:21.047873] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:21.182843] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:21.328729] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:21.470696] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:21.612853] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:21.755136] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:21.902935] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:22.042988] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:22.188742] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:22.188943] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:24:22.189007] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7135 tests
[2025-10-18T00:24:22.189046] [INFO ] [CONFIGURE ] NDMO: Testing feature 12/29: add_obv_interval
[2025-10-18T00:24:22.189079] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T00:24:22.323614] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:24:22.501154] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:22.633964] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:22.771078] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:22.906589] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:23.046988] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:23.181439] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:23.316826] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:23.455079] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:23.595616] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:23.595804] [INFO ] [CONFIGURE ] NDMO: KEPT add_obv_interval (score: 80.00%)
[2025-10-18T00:24:23.595855] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7134 tests
[2025-10-18T00:24:23.595892] [INFO ] [CONFIGURE ] NDMO: Testing feature 13/29: add_opening_strength
[2025-10-18T00:24:23.595926] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:24:23.755974] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:23.910205] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:24.075789] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:24:24.242999] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:24.403928] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:24.561524] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:24.714794] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:24.891233] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:25.050459] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:25.209227] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:25.209405] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:24:25.209459] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7133 tests
[2025-10-18T00:24:25.209526] [INFO ] [CONFIGURE ] NDMO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:24:25.209583] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-18T00:24:25.374562] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:24:25.576693] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:25.745139] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:25.916595] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:26.084145] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:26.251440] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:26.411934] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:26.573274] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:26.747400] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:26.910119] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:26.910281] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T00:24:26.910325] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7132 tests
[2025-10-18T00:24:26.910361] [INFO ] [CONFIGURE ] NDMO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:24:26.910393] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-18T00:24:27.052437] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:24:27.195267] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:27.340856] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:27.479477] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:27.618878] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:27.768159] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:27.925731] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:28.071081] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:28.223407] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:28.376128] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:24:28.376349] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T00:24:28.376405] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7131 tests
[2025-10-18T00:24:28.376442] [INFO ] [CONFIGURE ] NDMO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:24:28.376475] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-18T00:24:28.547178] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:24:28.694940] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:28.843131] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:28.997765] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:29.150062] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:29.297303] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:29.444105] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:29.594933] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:29.748463] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:29.900711] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:29.900879] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T00:24:29.900922] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7130 tests
[2025-10-18T00:24:29.900956] [INFO ] [CONFIGURE ] NDMO: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:24:29.900988] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_return_2d']
[2025-10-18T00:24:30.051178] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:24:30.202922] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:30.351323] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:30.500629] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:30.652699] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:30.804423] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:30.955078] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:31.110759] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:31.271777] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:31.428584] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:24:31.428815] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:24:31.428866] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7129 tests
[2025-10-18T00:24:31.428923] [INFO ] [CONFIGURE ] NDMO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:24:31.428980] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-18T00:24:31.582391] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:24:31.732421] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:31.889184] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:32.043145] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:32.200762] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:32.358060] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:32.521329] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:32.672256] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:32.816770] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:32.963555] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:32.963783] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T00:24:32.963854] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7128 tests
[2025-10-18T00:24:32.963916] [INFO ] [CONFIGURE ] NDMO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:24:32.963977] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-18T00:24:33.105747] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:24:33.245436] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:33.376999] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:33.506800] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:33.645419] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:33.780240] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:33.910201] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:34.041135] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:34.172470] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:34.304868] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:34.305042] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:24:34.305091] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7127 tests
[2025-10-18T00:24:34.305126] [INFO ] [CONFIGURE ] NDMO: Testing feature 20/29: add_price_rejection
[2025-10-18T00:24:34.305156] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_price_rejection']
[2025-10-18T00:24:34.444596] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:24:34.585856] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:34.734319] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:34.899460] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:35.048394] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:35.190820] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:35.334082] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:35.477677] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:35.620631] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:35.762902] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:24:35.763119] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:24:35.763169] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7126 tests
[2025-10-18T00:24:35.763203] [INFO ] [CONFIGURE ] NDMO: Testing feature 21/29: add_range_position
[2025-10-18T00:24:35.763235] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_range_position']
[2025-10-18T00:24:35.909065] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:36.059307] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:36.212330] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:36.362247] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:36.512863] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:36.662850] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:36.813665] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:36.961877] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:37.112213] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:37.261601] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:24:37.261755] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T00:24:37.261806] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7125 tests
[2025-10-18T00:24:37.261893] [INFO ] [CONFIGURE ] NDMO: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:24:37.261932] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_realized_volatility']
[2025-10-18T00:24:37.428297] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:37.592911] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:37.764011] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:37.936902] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:38.112368] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:38.287521] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:38.460886] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:38.657500] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:38.842072] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:39.022077] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:39.022305] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:24:39.022369] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7124 tests
[2025-10-18T00:24:39.022409] [INFO ] [CONFIGURE ] NDMO: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:24:39.022441] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_recent_range_context']
[2025-10-18T00:24:39.178956] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:24:39.324605] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:39.467188] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:39.613135] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:39.755235] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:39.895068] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:40.035402] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:40.177781] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:40.323792] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:40.470507] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:24:40.470715] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T00:24:40.470775] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7123 tests
[2025-10-18T00:24:40.470813] [INFO ] [CONFIGURE ] NDMO: Testing feature 24/29: add_rsi
[2025-10-18T00:24:40.470846] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-18T00:24:40.626838] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:40.786446] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:40.945132] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:41.099267] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:41.253806] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:41.409295] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:41.568502] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:41.728121] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:41.886498] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:42.052501] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:24:42.052683] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:24:42.052744] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7122 tests
[2025-10-18T00:24:42.052781] [INFO ] [CONFIGURE ] NDMO: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:24:42.052814] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_tick_distribution']
[2025-10-18T00:24:42.192097] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:24:42.328071] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:42.464870] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:42.599234] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:42.733559] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:42.869409] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:43.013750] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:43.157928] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:43.297724] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:43.434888] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:43.435068] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T00:24:43.435112] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7121 tests
[2025-10-18T00:24:43.435147] [INFO ] [CONFIGURE ] NDMO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:24:43.435180] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-18T00:24:43.574378] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:24:43.739842] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:43.878506] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:44.017769] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:44.160358] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:44.304707] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:44.451448] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:44.598747] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:44.738785] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:44.879347] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:24:44.879497] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:24:44.879539] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7120 tests
[2025-10-18T00:24:44.879575] [INFO ] [CONFIGURE ] NDMO: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:24:44.879607] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_volume_price_divergence']
[2025-10-18T00:24:45.025442] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:24:45.171389] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:45.319157] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:45.470529] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:45.628499] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:45.782525] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:45.940373] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:46.094568] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:46.251094] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:46.418812] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:46.418981] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T00:24:46.419056] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7119 tests
[2025-10-18T00:24:46.419094] [INFO ] [CONFIGURE ] NDMO: Testing feature 28/29: add_volume_profile
[2025-10-18T00:24:46.419126] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_volume_profile']
[2025-10-18T00:24:46.567311] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:24:46.732923] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:46.879131] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:47.029384] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:47.180499] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:47.331422] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:47.483364] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:47.632522] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:47.780600] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:47.929863] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:47.930038] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T00:24:47.930084] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7118 tests
[2025-10-18T00:24:47.930121] [INFO ] [CONFIGURE ] NDMO: Testing feature 29/29: add_vwap
[2025-10-18T00:24:47.930154] [INFO ] [CONFIGURE ] NDMO: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_vwap']
[2025-10-18T00:24:48.078306] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:48.226971] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:24:48.375057] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:24:48.523582] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:24:48.669137] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:24:48.814941] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:48.962537] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:24:49.114801] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:49.264050] [DEBUG] [FORECASTER] NDMO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:49.418268] [DEBUG] [FORECASTER] NDMO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:49.418435] [INFO ] [CONFIGURE ] NDMO: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T00:24:49.418479] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7117 tests
[2025-10-18T00:24:49.418515] [INFO ] [CONFIGURE ] NDMO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:24:49.418546] [INFO ] [CONFIGURE ] NDMO: Best accuracy: 80.00%
[2025-10-18T00:24:49.418577] [INFO ] [CONFIGURE ] NDMO: Best feature set (2 features): ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T00:24:49.418605] [INFO ] [CONFIGURE ] NDMO: Improvement over baseline: 20.00%
[2025-10-18T00:24:49.418632] [INFO ] [CONFIGURE ] NDMO: Total time: 43.1 seconds
[2025-10-18T00:24:49.418710] [INFO ] [CONFIGURE ] NDMO: Average time per feature: 1.5 seconds
[2025-10-18T00:24:49.418751] [INFO ] [CONFIGURE ] NDMO: Average speed: 0.67 features/sec
[2025-10-18T00:24:49.419474] [INFO ] [LOCAL     ] Saved configuration for NDMO: 2 features, 80.00% accuracy -> ./output/feature-sets/NDMO.json
[2025-10-18T00:24:49.419553] [INFO ] [CONFIGURE ] NDMO: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T00:24:49.419631] [INFO ] [sig       ] [136/380] Successfully configured NDMO | 0.02 sym/s | Total: 1.6h | ETA: 2.9h
[2025-10-18T00:24:49.419740] [INFO ] [sig       ] [137/380] Configuring NE...
[2025-10-18T00:24:49.419806] [INFO ] [CONFIGURE ] NE: Configurate test run.
[2025-10-18T00:24:49.419861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-10-18T00:24:49.435347] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NE'.
[2025-10-18T00:24:49.435807] [INFO ] [CONFIGURE ] NE: Testing with 29 available features
[2025-10-18T00:24:49.435865] [INFO ] [CONFIGURE ] NE: Establishing baseline with no features...
[2025-10-18T00:24:49.541752] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:49.655076] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:24:49.797474] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:24:49.905536] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:24:50.017268] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:24:50.129628] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:24:50.242119] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:24:50.355251] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:24:50.466541] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:50.579787] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:50.579954] [INFO ] [CONFIGURE ] NE: Baseline score (no features): 50.00%
[2025-10-18T00:24:50.580003] [INFO ] [CONFIGURE ] NE: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:24:50.580045] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:24:50.699761] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:50.826355] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:24:50.970862] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:24:51.097963] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:24:51.218896] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:24:51.339165] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:24:51.459625] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:24:51.580619] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:24:51.701949] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:51.830488] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:51.830731] [INFO ] [CONFIGURE ] NE: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T00:24:51.830797] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7116 tests
[2025-10-18T00:24:51.830837] [INFO ] [CONFIGURE ] NE: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:24:51.830871] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:24:51.973051] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:52.099977] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:24:52.224494] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:24:52.358196] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:24:52.492132] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:24:52.627247] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:24:52.759360] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:24:52.881607] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:24:53.005944] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:24:53.132515] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:53.132715] [INFO ] [CONFIGURE ] NE: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T00:24:53.132788] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7115 tests
[2025-10-18T00:24:53.132846] [INFO ] [CONFIGURE ] NE: Testing feature 3/29: add_daily_returns
[2025-10-18T00:24:53.132881] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_daily_returns']
[2025-10-18T00:24:53.238354] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:53.344061] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:24:53.464694] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:24:53.593842] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:24:53.713309] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:24:53.835513] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:24:53.958930] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:24:54.087356] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:24:54.217636] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:24:54.357211] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:24:54.357399] [INFO ] [CONFIGURE ] NE: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T00:24:54.357457] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7114 tests
[2025-10-18T00:24:54.357516] [INFO ] [CONFIGURE ] NE: Testing feature 4/29: add_ema
[2025-10-18T00:24:54.357595] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_ema']
[2025-10-18T00:24:54.501601] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:54.644283] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:24:54.780088] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:24:54.913731] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:24:55.050889] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:24:55.186064] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:24:55.326235] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:24:55.471831] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:24:55.613723] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:24:55.754970] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:55.755147] [INFO ] [CONFIGURE ] NE: DISCARDED add_ema (score: 50.00%)
[2025-10-18T00:24:55.755195] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7113 tests
[2025-10-18T00:24:55.755256] [INFO ] [CONFIGURE ] NE: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:24:55.755291] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:24:55.901615] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:56.031852] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:24:56.168354] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:24:56.300738] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:24:56.432907] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:24:56.572864] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:24:56.705828] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:24:56.838220] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:24:56.973583] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:57.110893] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:24:57.111062] [INFO ] [CONFIGURE ] NE: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:24:57.111106] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7112 tests
[2025-10-18T00:24:57.111144] [INFO ] [CONFIGURE ] NE: Testing feature 6/29: add_failed_moves
[2025-10-18T00:24:57.111179] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_failed_moves']
[2025-10-18T00:24:57.224172] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:57.337855] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:24:57.456504] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:24:57.570142] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:24:57.688601] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:24:57.802060] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:24:57.915464] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:24:58.030707] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:24:58.146954] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:58.261971] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:58.262143] [INFO ] [CONFIGURE ] NE: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T00:24:58.262191] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7111 tests
[2025-10-18T00:24:58.262227] [INFO ] [CONFIGURE ] NE: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:24:58.262258] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_lag_shelf']
[2025-10-18T00:24:58.364875] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:24:58.468628] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:24:58.572914] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:24:58.677415] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:24:58.789142] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:24:58.894140] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:24:58.999877] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:24:59.110696] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:24:59.220029] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:24:59.334469] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:24:59.334637] [INFO ] [CONFIGURE ] NE: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T00:24:59.334721] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7110 tests
[2025-10-18T00:24:59.334760] [INFO ] [CONFIGURE ] NE: Testing feature 8/29: add_macd
[2025-10-18T00:24:59.334795] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:24:59.478801] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:24:59.624565] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:24:59.765298] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:24:59.910967] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:00.053091] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:25:00.201298] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:25:00.344548] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:00.486486] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:00.627507] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:25:00.773091] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:25:00.773281] [INFO ] [CONFIGURE ] NE: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:25:00.773327] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7109 tests
[2025-10-18T00:25:00.773363] [INFO ] [CONFIGURE ] NE: Testing feature 9/29: add_mfi
[2025-10-18T00:25:00.773394] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_mfi']
[2025-10-18T00:25:00.897482] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:01.026769] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:01.188165] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:25:01.314199] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:01.441983] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:01.569230] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:25:01.697144] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:01.823916] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:01.960352] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:25:02.108187] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:02.108442] [INFO ] [CONFIGURE ] NE: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T00:25:02.108507] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7108 tests
[2025-10-18T00:25:02.108546] [INFO ] [CONFIGURE ] NE: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:25:02.108576] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:25:02.251385] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:02.395166] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:02.533592] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:02.670371] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:02.807008] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:02.961790] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:25:03.120477] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:25:03.270371] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:03.408716] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:25:03.546787] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:03.546957] [INFO ] [CONFIGURE ] NE: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T00:25:03.547002] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7107 tests
[2025-10-18T00:25:03.547036] [INFO ] [CONFIGURE ] NE: Testing feature 11/29: add_obv_daily
[2025-10-18T00:25:03.547068] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_daily']
[2025-10-18T00:25:03.659736] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:25:03.774878] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:03.888932] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:04.003236] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:04.116144] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:25:04.243592] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:25:04.396754] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:25:04.515080] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:04.632574] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:25:04.748267] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:04.748442] [INFO ] [CONFIGURE ] NE: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:25:04.748490] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7106 tests
[2025-10-18T00:25:04.748526] [INFO ] [CONFIGURE ] NE: Testing feature 12/29: add_obv_interval
[2025-10-18T00:25:04.748558] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval']
[2025-10-18T00:25:04.860195] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:04.972292] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:05.086240] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:05.203469] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:05.321575] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:05.436801] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:25:05.551847] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:05.668498] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:05.784166] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:25:05.899452] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:05.899633] [INFO ] [CONFIGURE ] NE: KEPT add_obv_interval (score: 60.00%)
[2025-10-18T00:25:05.899716] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7105 tests
[2025-10-18T00:25:05.899782] [INFO ] [CONFIGURE ] NE: Testing feature 13/29: add_opening_strength
[2025-10-18T00:25:05.899818] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:25:06.028606] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:06.159260] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:06.292970] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:06.423361] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:06.553632] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:06.689823] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:25:06.821276] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:06.953488] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:07.086853] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:25:07.221296] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:25:07.221448] [INFO ] [CONFIGURE ] NE: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T00:25:07.221491] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7104 tests
[2025-10-18T00:25:07.221527] [INFO ] [CONFIGURE ] NE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:25:07.221558] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-10-18T00:25:07.352903] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:07.484561] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:07.618083] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:07.755963] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:07.890424] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:08.024040] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:25:08.161050] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:08.302216] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:08.441611] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:25:08.589422] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:08.589609] [INFO ] [CONFIGURE ] NE: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:25:08.589684] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7103 tests
[2025-10-18T00:25:08.589741] [INFO ] [CONFIGURE ] NE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:25:08.589778] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-18T00:25:08.708923] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:08.832391] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:08.951594] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:09.071264] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:09.189465] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:09.312331] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:25:09.433019] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:25:09.553069] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:09.677930] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:25:09.799744] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:09.799917] [INFO ] [CONFIGURE ] NE: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:25:09.799961] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7102 tests
[2025-10-18T00:25:09.799995] [INFO ] [CONFIGURE ] NE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:25:09.800025] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-18T00:25:09.922670] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:10.053907] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:10.181624] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:10.313751] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:10.444004] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:10.569244] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:25:10.697493] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:10.823217] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:10.984962] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:25:11.120339] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:25:11.120501] [INFO ] [CONFIGURE ] NE: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:25:11.120544] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7101 tests
[2025-10-18T00:25:11.120578] [INFO ] [CONFIGURE ] NE: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:25:11.120608] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval', 'add_pbf_return_2d']
[2025-10-18T00:25:11.249633] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:11.379094] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:11.511535] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:11.643672] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:11.776829] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:11.910846] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:25:12.044388] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:12.176868] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:12.316743] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:25:12.453373] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:12.453529] [INFO ] [CONFIGURE ] NE: KEPT add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:25:12.453573] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7100 tests
[2025-10-18T00:25:12.453608] [INFO ] [CONFIGURE ] NE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:25:12.453639] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-18T00:25:12.587465] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:12.721057] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:12.856124] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:12.992618] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:13.126095] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:13.261234] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:25:13.401752] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:13.537744] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:13.674798] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:25:13.815159] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:25:13.815312] [INFO ] [CONFIGURE ] NE: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:25:13.815374] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7099 tests
[2025-10-18T00:25:13.815437] [INFO ] [CONFIGURE ] NE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:25:13.815471] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-10-18T00:25:13.948020] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:14.081708] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:14.216902] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:14.353233] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:14.489236] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:14.622245] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:25:14.755666] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:14.885997] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:15.017965] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:25:15.149084] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:15.149221] [INFO ] [CONFIGURE ] NE: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:25:15.149265] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7098 tests
[2025-10-18T00:25:15.149299] [INFO ] [CONFIGURE ] NE: Testing feature 20/29: add_price_rejection
[2025-10-18T00:25:15.149330] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval', 'add_pbf_return_2d', 'add_price_rejection']
[2025-10-18T00:25:15.286619] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:15.423471] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:15.559630] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:15.702084] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:15.845777] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:15.991325] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:25:16.131759] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:16.273150] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:16.414042] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:25:16.555177] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:25:16.555370] [INFO ] [CONFIGURE ] NE: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T00:25:16.555420] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7097 tests
[2025-10-18T00:25:16.555456] [INFO ] [CONFIGURE ] NE: Testing feature 21/29: add_range_position
[2025-10-18T00:25:16.555487] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval', 'add_pbf_return_2d', 'add_range_position']
[2025-10-18T00:25:16.700749] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:16.845532] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:16.994054] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:17.141486] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:17.290070] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:17.438313] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:25:17.587779] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:17.737617] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:17.886116] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:25:18.036989] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:18.037142] [INFO ] [CONFIGURE ] NE: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:25:18.037185] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7096 tests
[2025-10-18T00:25:18.037219] [INFO ] [CONFIGURE ] NE: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:25:18.037250] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-10-18T00:25:18.198927] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:18.360289] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:18.521901] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:18.688513] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:18.860271] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:19.035139] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:25:19.213734] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:19.388992] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:19.562000] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:25:19.746618] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:19.746822] [INFO ] [CONFIGURE ] NE: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:25:19.746873] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7095 tests
[2025-10-18T00:25:19.746908] [INFO ] [CONFIGURE ] NE: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:25:19.746942] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-10-18T00:25:19.886269] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:20.033400] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:20.183310] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:20.359987] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:20.567462] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:20.759539] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:25:20.922459] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:21.093289] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:21.252782] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:25:21.394825] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:21.394996] [INFO ] [CONFIGURE ] NE: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T00:25:21.395039] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7094 tests
[2025-10-18T00:25:21.395073] [INFO ] [CONFIGURE ] NE: Testing feature 24/29: add_rsi
[2025-10-18T00:25:21.395104] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-10-18T00:25:21.550184] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:21.710036] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:21.882132] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:25:22.039710] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:22.201619] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:22.366006] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:25:22.527823] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:22.692167] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:22.853432] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:25:23.005014] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:23.005183] [INFO ] [CONFIGURE ] NE: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:25:23.005246] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7093 tests
[2025-10-18T00:25:23.005283] [INFO ] [CONFIGURE ] NE: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:25:23.005314] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-10-18T00:25:23.131936] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:23.258761] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:23.391437] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:23.526339] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:23.668214] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:23.812192] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:25:23.946632] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:24.080893] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:24.215407] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:25:24.362660] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:24.362850] [INFO ] [CONFIGURE ] NE: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T00:25:24.362895] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7092 tests
[2025-10-18T00:25:24.362955] [INFO ] [CONFIGURE ] NE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:25:24.362989] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-10-18T00:25:24.503760] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:24.643420] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:24.780814] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:24.913830] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:25.043361] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:25.173037] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:25:25.308901] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:25.453295] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:25.592826] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:25:25.732507] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:25:25.732714] [INFO ] [CONFIGURE ] NE: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T00:25:25.732775] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7091 tests
[2025-10-18T00:25:25.732816] [INFO ] [CONFIGURE ] NE: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:25:25.732852] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-18T00:25:25.874481] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:26.021685] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:26.171871] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:26.314378] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:26.460723] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:26.611179] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:25:26.772127] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:26.936292] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:27.093471] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:25:27.240086] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:27.240218] [INFO ] [CONFIGURE ] NE: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T00:25:27.240261] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7090 tests
[2025-10-18T00:25:27.240297] [INFO ] [CONFIGURE ] NE: Testing feature 28/29: add_volume_profile
[2025-10-18T00:25:27.240329] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval', 'add_pbf_return_2d', 'add_volume_profile']
[2025-10-18T00:25:27.374240] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:27.507322] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:27.641604] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:27.776496] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:27.909772] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:28.042479] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:25:28.171902] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:28.301496] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:28.437219] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:25:28.579784] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:28.579964] [INFO ] [CONFIGURE ] NE: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:25:28.580010] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7089 tests
[2025-10-18T00:25:28.580044] [INFO ] [CONFIGURE ] NE: Testing feature 29/29: add_vwap
[2025-10-18T00:25:28.580077] [INFO ] [CONFIGURE ] NE: Testing with features: ['add_obv_interval', 'add_pbf_return_2d', 'add_vwap']
[2025-10-18T00:25:28.717217] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:25:28.855585] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:25:28.999336] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:25:29.174006] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:29.321505] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:25:29.472864] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:25:29.632913] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:25:29.791476] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:29.944208] [DEBUG] [FORECASTER] NE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:25:30.102002] [DEBUG] [FORECASTER] NE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:25:30.102186] [INFO ] [CONFIGURE ] NE: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T00:25:30.102232] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7088 tests
[2025-10-18T00:25:30.102270] [INFO ] [CONFIGURE ] NE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:25:30.102420] [INFO ] [CONFIGURE ] NE: Best accuracy: 70.00%
[2025-10-18T00:25:30.102478] [INFO ] [CONFIGURE ] NE: Best feature set (2 features): ['add_obv_interval', 'add_pbf_return_2d']
[2025-10-18T00:25:30.102511] [INFO ] [CONFIGURE ] NE: Improvement over baseline: 20.00%
[2025-10-18T00:25:30.102541] [INFO ] [CONFIGURE ] NE: Total time: 39.5 seconds
[2025-10-18T00:25:30.102569] [INFO ] [CONFIGURE ] NE: Average time per feature: 1.4 seconds
[2025-10-18T00:25:30.102599] [INFO ] [CONFIGURE ] NE: Average speed: 0.73 features/sec
[2025-10-18T00:25:30.103916] [INFO ] [LOCAL     ] Saved configuration for NE: 2 features, 70.00% accuracy -> ./output/feature-sets/NE.json
[2025-10-18T00:25:30.103988] [INFO ] [CONFIGURE ] NE: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T00:25:30.104077] [INFO ] [sig       ] [137/380] Successfully configured NE | 0.02 sym/s | Total: 1.6h | ETA: 2.9h
[2025-10-18T00:25:30.104146] [INFO ] [sig       ] [138/380] Configuring NEA...
[2025-10-18T00:25:30.104231] [INFO ] [CONFIGURE ] NEA: Configurate test run.
[2025-10-18T00:25:30.104296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-10-18T00:25:30.119222] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NEA'.
[2025-10-18T00:25:30.119823] [INFO ] [CONFIGURE ] NEA: Testing with 29 available features
[2025-10-18T00:25:30.119891] [INFO ] [CONFIGURE ] NEA: Establishing baseline with no features...
[2025-10-18T00:25:30.232754] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:25:30.339500] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:25:30.446800] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:25:30.558573] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:30.662406] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:30.766821] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:30.876234] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:30.980173] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:31.085692] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:25:31.193317] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:31.193490] [INFO ] [CONFIGURE ] NEA: Baseline score (no features): 80.00%
[2025-10-18T00:25:31.193552] [INFO ] [CONFIGURE ] NEA: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:25:31.193587] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:25:31.307157] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:25:31.425071] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:25:31.539709] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:25:31.653510] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:31.768415] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:31.885422] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:32.006265] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:25:32.121439] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:32.239258] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:25:32.355558] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:25:32.355735] [INFO ] [CONFIGURE ] NEA: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T00:25:32.355790] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7087 tests
[2025-10-18T00:25:32.355825] [INFO ] [CONFIGURE ] NEA: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:25:32.355855] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:25:32.475592] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:25:32.600673] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:25:32.721357] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:25:32.842046] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:32.963871] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:33.085213] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:33.211773] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:33.335452] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:33.459830] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:25:33.584988] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:33.585149] [INFO ] [CONFIGURE ] NEA: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:25:33.585215] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7086 tests
[2025-10-18T00:25:33.585251] [INFO ] [CONFIGURE ] NEA: Testing feature 3/29: add_daily_returns
[2025-10-18T00:25:33.585281] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_daily_returns']
[2025-10-18T00:25:33.691803] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:25:33.805505] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:25:33.912370] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:25:34.020033] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:34.127055] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:34.234972] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:34.349492] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:34.459219] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:34.570072] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:25:34.680105] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:34.680242] [INFO ] [CONFIGURE ] NEA: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T00:25:34.680285] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7085 tests
[2025-10-18T00:25:34.680319] [INFO ] [CONFIGURE ] NEA: Testing feature 4/29: add_ema
[2025-10-18T00:25:34.680349] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_ema']
[2025-10-18T00:25:34.798920] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:25:34.921727] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:25:35.042573] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:25:35.162982] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:35.284859] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:35.408443] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:35.539961] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:35.665227] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:35.791319] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:25:35.917047] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:25:35.917222] [INFO ] [CONFIGURE ] NEA: DISCARDED add_ema (score: 40.00%)
[2025-10-18T00:25:35.917267] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7084 tests
[2025-10-18T00:25:35.917304] [INFO ] [CONFIGURE ] NEA: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:25:35.917336] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:25:36.049311] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:25:36.183332] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:25:36.314790] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:25:36.447138] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:36.578705] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:36.716463] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:36.851144] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:36.988967] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:37.127278] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:25:37.265074] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:37.265265] [INFO ] [CONFIGURE ] NEA: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T00:25:37.265310] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7083 tests
[2025-10-18T00:25:37.265347] [INFO ] [CONFIGURE ] NEA: Testing feature 6/29: add_failed_moves
[2025-10-18T00:25:37.265378] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_failed_moves']
[2025-10-18T00:25:37.383594] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:25:37.495147] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:25:37.607085] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:25:37.719327] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:37.832261] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:37.950982] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:38.063257] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:38.177277] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:38.292528] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:25:38.407422] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:38.407555] [INFO ] [CONFIGURE ] NEA: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:25:38.407597] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7082 tests
[2025-10-18T00:25:38.407630] [INFO ] [CONFIGURE ] NEA: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:25:38.407696] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_lag_shelf']
[2025-10-18T00:25:38.514092] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:25:38.617552] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:25:38.720443] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:25:38.824376] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:38.929280] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:39.035453] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:39.144451] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:39.250016] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:39.353224] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:25:39.455307] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:39.455454] [INFO ] [CONFIGURE ] NEA: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T00:25:39.455496] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7081 tests
[2025-10-18T00:25:39.455531] [INFO ] [CONFIGURE ] NEA: Testing feature 8/29: add_macd
[2025-10-18T00:25:39.455563] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:25:39.593202] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:25:39.737818] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:25:39.888975] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:25:40.029052] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:40.169762] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:25:40.316871] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:40.462674] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:40.611341] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:40.768286] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:25:40.929296] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:40.929485] [INFO ] [CONFIGURE ] NEA: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:25:40.929530] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7080 tests
[2025-10-18T00:25:40.929567] [INFO ] [CONFIGURE ] NEA: Testing feature 9/29: add_mfi
[2025-10-18T00:25:40.929706] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_mfi']
[2025-10-18T00:25:41.049065] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:25:41.166889] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:25:41.298853] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:25:41.419965] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:41.544533] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:41.665171] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:41.784809] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:41.906722] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:42.028390] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:25:42.151245] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:42.151443] [INFO ] [CONFIGURE ] NEA: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T00:25:42.151513] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7079 tests
[2025-10-18T00:25:42.151571] [INFO ] [CONFIGURE ] NEA: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:25:42.151606] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:25:42.284426] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:25:42.419122] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:25:42.555057] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:25:42.689222] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:42.824389] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:42.964325] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:43.106389] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:43.239672] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:43.374038] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:25:43.511359] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:25:43.511579] [INFO ] [CONFIGURE ] NEA: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:25:43.511638] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7078 tests
[2025-10-18T00:25:43.511715] [INFO ] [CONFIGURE ] NEA: Testing feature 11/29: add_obv_daily
[2025-10-18T00:25:43.511752] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_obv_daily']
[2025-10-18T00:25:43.619025] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:25:43.725743] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:25:43.833480] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:25:43.943039] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:25:44.054437] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:44.166802] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:44.311726] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:44.427806] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:44.541377] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:25:44.655827] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:44.655981] [INFO ] [CONFIGURE ] NEA: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:25:44.656025] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7077 tests
[2025-10-18T00:25:44.656060] [INFO ] [CONFIGURE ] NEA: Testing feature 12/29: add_obv_interval
[2025-10-18T00:25:44.656091] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_obv_interval']
[2025-10-18T00:25:44.768505] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:25:44.879669] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:25:44.993242] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:25:45.104855] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:45.224361] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:45.342367] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:45.456156] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:45.569903] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:45.684850] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:25:45.801085] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:45.801268] [INFO ] [CONFIGURE ] NEA: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:25:45.801314] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7076 tests
[2025-10-18T00:25:45.801348] [INFO ] [CONFIGURE ] NEA: Testing feature 13/29: add_opening_strength
[2025-10-18T00:25:45.801379] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:25:45.923805] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:25:46.051575] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:25:46.180811] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:25:46.305982] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:46.431308] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:25:46.561597] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:46.689590] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:46.814616] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:46.938853] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:25:47.071602] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:47.071806] [INFO ] [CONFIGURE ] NEA: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:25:47.071909] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7075 tests
[2025-10-18T00:25:47.071955] [INFO ] [CONFIGURE ] NEA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:25:47.071989] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T00:25:47.197083] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:25:47.350892] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:25:47.474397] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:25:47.603514] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:25:47.737426] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:47.860256] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:47.986884] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:48.112989] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:48.242015] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:25:48.369307] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:48.369458] [INFO ] [CONFIGURE ] NEA: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T00:25:48.369500] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7074 tests
[2025-10-18T00:25:48.369533] [INFO ] [CONFIGURE ] NEA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:25:48.369563] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T00:25:48.474519] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:25:48.579755] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:25:48.685809] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:25:48.792056] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:48.899102] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:25:49.009829] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:49.117596] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:49.226164] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:49.334771] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:25:49.448605] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:49.448827] [INFO ] [CONFIGURE ] NEA: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T00:25:49.448892] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7073 tests
[2025-10-18T00:25:49.448934] [INFO ] [CONFIGURE ] NEA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:25:49.449007] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T00:25:49.569107] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:25:49.688817] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:25:49.804450] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:25:49.919386] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:50.035810] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:50.155145] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:50.271589] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:25:50.392830] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:50.508865] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:25:50.631863] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:25:50.632038] [INFO ] [CONFIGURE ] NEA: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-18T00:25:50.632094] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7072 tests
[2025-10-18T00:25:50.632131] [INFO ] [CONFIGURE ] NEA: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:25:50.632162] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_pbf_return_2d']
[2025-10-18T00:25:50.752318] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:25:50.876098] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:25:51.005977] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:25:51.138351] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:25:51.266452] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:51.394101] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:51.518524] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:51.649143] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:51.774688] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:25:51.900211] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:51.900365] [INFO ] [CONFIGURE ] NEA: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T00:25:51.900409] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7071 tests
[2025-10-18T00:25:51.900444] [INFO ] [CONFIGURE ] NEA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:25:51.900475] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T00:25:52.008120] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:25:52.115992] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:25:52.226398] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:25:52.338392] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:52.447250] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:52.560615] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:52.668545] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:52.794125] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:52.930446] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:25:53.042353] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:53.042512] [INFO ] [CONFIGURE ] NEA: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T00:25:53.042555] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7070 tests
[2025-10-18T00:25:53.042589] [INFO ] [CONFIGURE ] NEA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:25:53.042619] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T00:25:53.148710] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:25:53.256007] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:25:53.398559] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:25:53.506896] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:53.616464] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:53.728169] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:53.840126] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:53.949916] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:54.061305] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:25:54.172681] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:54.172834] [INFO ] [CONFIGURE ] NEA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:25:54.172903] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7069 tests
[2025-10-18T00:25:54.172970] [INFO ] [CONFIGURE ] NEA: Testing feature 20/29: add_price_rejection
[2025-10-18T00:25:54.173008] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_price_rejection']
[2025-10-18T00:25:54.288765] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:25:54.410873] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:25:54.533239] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:25:54.655892] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:54.780397] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:54.906392] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:55.030873] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:55.157060] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:25:55.282572] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:25:55.409098] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:55.409256] [INFO ] [CONFIGURE ] NEA: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:25:55.409301] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7068 tests
[2025-10-18T00:25:55.409335] [INFO ] [CONFIGURE ] NEA: Testing feature 21/29: add_range_position
[2025-10-18T00:25:55.409366] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_range_position']
[2025-10-18T00:25:55.540195] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:25:55.670635] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:25:55.803083] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:25:55.931793] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:56.068588] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:56.203099] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:56.331474] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:25:56.465220] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:56.595791] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:25:56.726291] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:56.726449] [INFO ] [CONFIGURE ] NEA: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:25:56.726494] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7067 tests
[2025-10-18T00:25:56.726531] [INFO ] [CONFIGURE ] NEA: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:25:56.726563] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_realized_volatility']
[2025-10-18T00:25:56.877066] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:25:57.021505] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:25:57.172383] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:25:57.324918] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:57.474841] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:57.615553] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:57.758235] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:57.900987] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:58.045906] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:25:58.190323] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:25:58.190474] [INFO ] [CONFIGURE ] NEA: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T00:25:58.190522] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7066 tests
[2025-10-18T00:25:58.190556] [INFO ] [CONFIGURE ] NEA: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:25:58.190590] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_recent_range_context']
[2025-10-18T00:25:58.302547] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:25:58.414726] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:25:58.527233] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:25:58.640785] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:25:58.756240] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:25:58.871418] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:25:58.986882] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:25:59.102096] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:25:59.221928] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:25:59.341531] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:25:59.341742] [INFO ] [CONFIGURE ] NEA: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T00:25:59.341798] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7065 tests
[2025-10-18T00:25:59.341835] [INFO ] [CONFIGURE ] NEA: Testing feature 24/29: add_rsi
[2025-10-18T00:25:59.341925] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T00:25:59.491825] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:25:59.622722] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:25:59.754329] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:25:59.888733] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:26:00.023054] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:00.164126] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:26:00.297820] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:26:00.432326] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:00.567427] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:26:00.703127] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:26:00.703281] [INFO ] [CONFIGURE ] NEA: DISCARDED add_rsi (score: 20.00%)
[2025-10-18T00:26:00.703324] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7064 tests
[2025-10-18T00:26:00.703359] [INFO ] [CONFIGURE ] NEA: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:26:00.703390] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_tick_distribution']
[2025-10-18T00:26:00.817420] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:26:00.929592] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:01.042318] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:26:01.169884] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:26:01.283984] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:01.405026] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:26:01.522471] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:01.634784] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:01.754750] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:01.885158] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:01.885388] [INFO ] [CONFIGURE ] NEA: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T00:26:01.885461] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7063 tests
[2025-10-18T00:26:01.885529] [INFO ] [CONFIGURE ] NEA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:26:01.885591] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T00:26:02.011162] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:26:02.131454] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:26:02.259402] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:26:02.370950] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:26:02.509623] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:02.623383] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:26:02.736077] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:26:02.848828] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:02.968247] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:26:03.084380] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:03.084559] [INFO ] [CONFIGURE ] NEA: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T00:26:03.084603] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7062 tests
[2025-10-18T00:26:03.084638] [INFO ] [CONFIGURE ] NEA: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:26:03.084715] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_volume_price_divergence']
[2025-10-18T00:26:03.205435] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:26:03.328364] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:03.462835] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:26:03.598989] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:26:03.743187] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:03.869969] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:26:04.009914] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:04.147544] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:04.282048] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:04.418442] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:04.418629] [INFO ] [CONFIGURE ] NEA: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:26:04.418728] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7061 tests
[2025-10-18T00:26:04.418780] [INFO ] [CONFIGURE ] NEA: Testing feature 28/29: add_volume_profile
[2025-10-18T00:26:04.418818] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_volume_profile']
[2025-10-18T00:26:04.539166] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:26:04.658277] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:26:04.777510] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:26:04.897449] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:26:05.014793] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:05.139728] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:26:05.260605] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:05.382516] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:05.535327] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:26:05.655753] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:26:05.655903] [INFO ] [CONFIGURE ] NEA: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:26:05.655947] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7060 tests
[2025-10-18T00:26:05.655980] [INFO ] [CONFIGURE ] NEA: Testing feature 29/29: add_vwap
[2025-10-18T00:26:05.656010] [INFO ] [CONFIGURE ] NEA: Testing with features: ['add_vwap']
[2025-10-18T00:26:05.779539] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:26:05.903746] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:06.028379] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:26:06.154357] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:26:06.277787] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:06.405237] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:26:06.534044] [DEBUG] [FORECASTER] NEA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:06.660491] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:06.788951] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:26:06.916377] [DEBUG] [FORECASTER] NEA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:06.916525] [INFO ] [CONFIGURE ] NEA: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T00:26:06.916567] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7059 tests
[2025-10-18T00:26:06.916603] [INFO ] [CONFIGURE ] NEA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:26:06.916634] [INFO ] [CONFIGURE ] NEA: Best accuracy: 80.00%
[2025-10-18T00:26:06.916703] [INFO ] [CONFIGURE ] NEA: Best feature set (0 features): []
[2025-10-18T00:26:06.916745] [INFO ] [CONFIGURE ] NEA: Improvement over baseline: 0.00%
[2025-10-18T00:26:06.916775] [INFO ] [CONFIGURE ] NEA: Total time: 35.7 seconds
[2025-10-18T00:26:06.916803] [INFO ] [CONFIGURE ] NEA: Average time per feature: 1.2 seconds
[2025-10-18T00:26:06.916831] [INFO ] [CONFIGURE ] NEA: Average speed: 0.81 features/sec
[2025-10-18T00:26:06.917406] [INFO ] [LOCAL     ] Saved configuration for NEA: 0 features, 80.00% accuracy -> ./output/feature-sets/NEA.json
[2025-10-18T00:26:06.917476] [INFO ] [CONFIGURE ] NEA: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-10-18T00:26:06.917562] [INFO ] [sig       ] [138/380] Successfully configured NEA | 0.02 sym/s | Total: 1.6h | ETA: 2.9h
[2025-10-18T00:26:06.917638] [INFO ] [sig       ] [139/380] Configuring NEE...
[2025-10-18T00:26:06.917724] [INFO ] [CONFIGURE ] NEE: Configurate test run.
[2025-10-18T00:26:06.917779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-10-18T00:26:06.931890] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NEE'.
[2025-10-18T00:26:06.932265] [INFO ] [CONFIGURE ] NEE: Testing with 29 available features
[2025-10-18T00:26:06.932323] [INFO ] [CONFIGURE ] NEE: Establishing baseline with no features...
[2025-10-18T00:26:07.039989] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:07.145941] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:07.255960] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:07.372341] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:26:07.480439] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:07.590386] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:07.699462] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:07.809537] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:07.926063] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:08.036962] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:08.037105] [INFO ] [CONFIGURE ] NEE: Baseline score (no features): 50.00%
[2025-10-18T00:26:08.037148] [INFO ] [CONFIGURE ] NEE: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:26:08.037252] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:26:08.157744] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:08.279370] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:08.402598] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:08.539544] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:26:08.667360] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:08.791166] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:26:08.916167] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:26:09.040369] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:09.164867] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:09.297041] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:09.297264] [INFO ] [CONFIGURE ] NEE: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T00:26:09.297319] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7058 tests
[2025-10-18T00:26:09.297355] [INFO ] [CONFIGURE ] NEE: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:26:09.297385] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:26:09.430824] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:09.562156] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:09.691577] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:09.818231] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:26:09.942136] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:10.069114] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:10.197446] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:10.322574] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:10.446030] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:10.570975] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:26:10.571129] [INFO ] [CONFIGURE ] NEE: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T00:26:10.571172] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7057 tests
[2025-10-18T00:26:10.571207] [INFO ] [CONFIGURE ] NEE: Testing feature 3/29: add_daily_returns
[2025-10-18T00:26:10.571237] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T00:26:10.695555] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:10.824498] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:10.956846] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:11.090711] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:26:11.222899] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:11.356444] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:11.489296] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:11.632971] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:11.761595] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:11.890982] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:26:11.891119] [INFO ] [CONFIGURE ] NEE: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T00:26:11.891161] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7056 tests
[2025-10-18T00:26:11.891195] [INFO ] [CONFIGURE ] NEE: Testing feature 4/29: add_ema
[2025-10-18T00:26:11.891226] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T00:26:12.029147] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:12.172716] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:12.312249] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:12.453828] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:26:12.610371] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:12.778351] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:12.977314] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:13.181707] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:13.359330] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:13.518401] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:13.518593] [INFO ] [CONFIGURE ] NEE: DISCARDED add_ema (score: 50.00%)
[2025-10-18T00:26:13.518639] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7055 tests
[2025-10-18T00:26:13.518721] [INFO ] [CONFIGURE ] NEE: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:26:13.518759] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:26:13.676577] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:26:13.827128] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:13.970970] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:14.113097] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:26:14.258930] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:14.406661] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:14.558931] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:14.705500] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:14.851120] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:14.997362] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:26:14.997514] [INFO ] [CONFIGURE ] NEE: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:26:14.997558] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7054 tests
[2025-10-18T00:26:14.997593] [INFO ] [CONFIGURE ] NEE: Testing feature 6/29: add_failed_moves
[2025-10-18T00:26:14.997623] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T00:26:15.121126] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:15.244991] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:15.376041] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:15.508256] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:26:15.634137] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:15.759951] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:15.886586] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:16.013801] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:16.140924] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:16.268113] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:26:16.268260] [INFO ] [CONFIGURE ] NEE: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:26:16.268320] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7053 tests
[2025-10-18T00:26:16.268378] [INFO ] [CONFIGURE ] NEE: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:26:16.268411] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T00:26:16.385969] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:16.502950] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:16.620125] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:16.737821] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:26:16.857811] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:16.982296] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:17.109963] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:17.232753] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:17.370744] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:17.496715] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:26:17.496888] [INFO ] [CONFIGURE ] NEE: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:26:17.496931] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7052 tests
[2025-10-18T00:26:17.496966] [INFO ] [CONFIGURE ] NEE: Testing feature 8/29: add_macd
[2025-10-18T00:26:17.496998] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T00:26:17.700992] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:26:17.875462] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:26:18.043038] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:18.214913] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:26:18.387549] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:18.554732] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:18.720556] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:26:18.891632] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:19.065504] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:19.239927] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:19.240100] [INFO ] [CONFIGURE ] NEE: DISCARDED add_macd (score: 30.00%)
[2025-10-18T00:26:19.240168] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7051 tests
[2025-10-18T00:26:19.240206] [INFO ] [CONFIGURE ] NEE: Testing feature 9/29: add_mfi
[2025-10-18T00:26:19.240239] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T00:26:19.378576] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:19.519068] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:19.660513] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:19.801408] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:26:19.949558] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:20.112496] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:20.260271] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:20.410518] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:20.555964] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:20.734956] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:20.735130] [INFO ] [CONFIGURE ] NEE: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T00:26:20.735173] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7050 tests
[2025-10-18T00:26:20.735209] [INFO ] [CONFIGURE ] NEE: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:26:20.735241] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:26:20.886458] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:21.048213] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:21.204627] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:21.359193] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:26:21.511522] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:21.668324] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:26:21.823974] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:21.977470] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:22.129869] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:22.283490] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:22.283695] [INFO ] [CONFIGURE ] NEE: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:26:22.283756] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7049 tests
[2025-10-18T00:26:22.283793] [INFO ] [CONFIGURE ] NEE: Testing feature 11/29: add_obv_daily
[2025-10-18T00:26:22.283823] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T00:26:22.412368] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:22.553997] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:22.692818] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:22.826517] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:26:22.958074] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:23.089376] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:23.229480] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:23.363565] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:23.496481] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:23.630430] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:23.630575] [INFO ] [CONFIGURE ] NEE: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T00:26:23.630638] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7048 tests
[2025-10-18T00:26:23.630717] [INFO ] [CONFIGURE ] NEE: Testing feature 12/29: add_obv_interval
[2025-10-18T00:26:23.630754] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T00:26:23.757883] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:23.882125] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:24.006558] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:24.131942] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:24.266949] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:24.396125] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:24.527259] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:24.658883] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:24.792106] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:24.936419] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:24.936613] [INFO ] [CONFIGURE ] NEE: KEPT add_obv_interval (score: 70.00%)
[2025-10-18T00:26:24.936694] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7047 tests
[2025-10-18T00:26:24.936743] [INFO ] [CONFIGURE ] NEE: Testing feature 13/29: add_opening_strength
[2025-10-18T00:26:24.936776] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:26:25.088529] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:25.237404] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:25.394497] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:25.548004] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:25.703449] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:25.862985] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:26.026668] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:26.185167] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:26.343432] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:26.500934] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:26.501090] [INFO ] [CONFIGURE ] NEE: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T00:26:26.501134] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7046 tests
[2025-10-18T00:26:26.501170] [INFO ] [CONFIGURE ] NEE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:26:26.501202] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-18T00:26:26.659506] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:26.837449] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:27.001789] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:27.162061] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:27.320033] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:27.475627] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:27.635082] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:27.793354] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:27.951856] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:28.111741] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:28.111923] [INFO ] [CONFIGURE ] NEE: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T00:26:28.111968] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7045 tests
[2025-10-18T00:26:28.112003] [INFO ] [CONFIGURE ] NEE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:26:28.112034] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-18T00:26:28.251595] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:28.388780] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:28.526816] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:28.663807] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:28.802358] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:28.940563] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:29.085948] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:29.226005] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:29.366060] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:29.507533] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:29.507709] [INFO ] [CONFIGURE ] NEE: KEPT add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T00:26:29.507765] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 1.5s/test | Remaining: 7044 tests
[2025-10-18T00:26:29.507802] [INFO ] [CONFIGURE ] NEE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:26:29.507833] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-18T00:26:29.656530] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:29.840054] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:29.995158] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:30.145534] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:30.296174] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:30.447596] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:30.601090] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:30.753598] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:30.908956] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:31.063589] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:31.063773] [INFO ] [CONFIGURE ] NEE: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T00:26:31.063826] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7043 tests
[2025-10-18T00:26:31.063860] [INFO ] [CONFIGURE ] NEE: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:26:31.063893] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-18T00:26:31.216474] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:31.366273] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:31.517582] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:31.667498] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:31.819582] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:31.974852] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:32.133804] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:32.291024] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:32.450816] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:32.611189] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:32.611376] [INFO ] [CONFIGURE ] NEE: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T00:26:32.611420] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7042 tests
[2025-10-18T00:26:32.611456] [INFO ] [CONFIGURE ] NEE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:26:32.611489] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-18T00:26:32.757361] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:32.898939] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:33.040729] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:33.182882] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:33.325784] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:33.475271] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:33.619987] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:33.764696] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:33.909338] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:34.053472] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:34.053614] [INFO ] [CONFIGURE ] NEE: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T00:26:34.053683] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7041 tests
[2025-10-18T00:26:34.053736] [INFO ] [CONFIGURE ] NEE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:26:34.053769] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-18T00:26:34.196743] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:34.337330] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:34.476790] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:34.616143] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:34.756111] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:34.900536] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:35.047162] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:35.192357] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:35.338327] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:35.484685] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:35.484852] [INFO ] [CONFIGURE ] NEE: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:26:35.484914] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7040 tests
[2025-10-18T00:26:35.484966] [INFO ] [CONFIGURE ] NEE: Testing feature 20/29: add_price_rejection
[2025-10-18T00:26:35.485021] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-18T00:26:35.636724] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:35.792878] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:35.945959] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:36.098312] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:36.252370] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:36.411524] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:36.565953] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:36.719447] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:36.874373] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:37.028936] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:37.029102] [INFO ] [CONFIGURE ] NEE: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:26:37.029146] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7039 tests
[2025-10-18T00:26:37.029181] [INFO ] [CONFIGURE ] NEE: Testing feature 21/29: add_range_position
[2025-10-18T00:26:37.029213] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-18T00:26:37.193102] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:37.352347] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:37.511633] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:37.670527] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:37.834178] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:38.006333] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:38.176055] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:38.353871] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:38.518521] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:38.692256] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:38.692502] [INFO ] [CONFIGURE ] NEE: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:26:38.692566] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7038 tests
[2025-10-18T00:26:38.692602] [INFO ] [CONFIGURE ] NEE: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:26:38.692634] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-18T00:26:38.870265] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:39.043857] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:39.218521] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:39.397391] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:39.574866] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:39.750868] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:39.932843] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:40.111058] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:40.296574] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:40.478428] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:40.478582] [INFO ] [CONFIGURE ] NEE: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T00:26:40.478635] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7037 tests
[2025-10-18T00:26:40.478719] [INFO ] [CONFIGURE ] NEE: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:26:40.478756] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-18T00:26:40.630519] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:40.782333] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:40.941334] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:41.093467] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:41.245806] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:41.398342] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:41.552761] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:41.709091] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:41.861505] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:42.013833] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:42.013988] [INFO ] [CONFIGURE ] NEE: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T00:26:42.014031] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7036 tests
[2025-10-18T00:26:42.014065] [INFO ] [CONFIGURE ] NEE: Testing feature 24/29: add_rsi
[2025-10-18T00:26:42.014097] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-18T00:26:42.182214] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:42.349362] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:42.523744] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:42.691239] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:42.859719] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:43.027082] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:43.200466] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:43.370548] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:43.540418] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:43.711428] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:43.711604] [INFO ] [CONFIGURE ] NEE: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T00:26:43.711675] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7035 tests
[2025-10-18T00:26:43.711733] [INFO ] [CONFIGURE ] NEE: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:26:43.711767] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-18T00:26:43.855457] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:44.003635] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:44.149361] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:44.295273] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:44.442576] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:44.586703] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:44.739869] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:44.890990] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:45.045933] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:45.195272] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:45.195438] [INFO ] [CONFIGURE ] NEE: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T00:26:45.195482] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7034 tests
[2025-10-18T00:26:45.195516] [INFO ] [CONFIGURE ] NEE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:26:45.195548] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-18T00:26:45.344956] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:45.499930] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:45.653997] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:45.811849] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:45.965371] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:46.122010] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:46.273189] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:46.426842] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:46.578481] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:46.732616] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:46.732812] [INFO ] [CONFIGURE ] NEE: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T00:26:46.732862] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7033 tests
[2025-10-18T00:26:46.732897] [INFO ] [CONFIGURE ] NEE: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:26:46.732929] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-10-18T00:26:46.897141] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:47.056330] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:47.214268] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:47.376731] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:47.541859] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:47.708224] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:47.871904] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:48.052678] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:48.214477] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:48.385355] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:48.385566] [INFO ] [CONFIGURE ] NEE: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T00:26:48.385662] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7032 tests
[2025-10-18T00:26:48.385727] [INFO ] [CONFIGURE ] NEE: Testing feature 28/29: add_volume_profile
[2025-10-18T00:26:48.385766] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-10-18T00:26:48.539485] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:48.687416] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:48.835776] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:48.985148] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:49.132530] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:49.277822] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:49.422863] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:49.572869] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:26:49.724232] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:49.875541] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:49.875721] [INFO ] [CONFIGURE ] NEE: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:26:49.875780] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7031 tests
[2025-10-18T00:26:49.875817] [INFO ] [CONFIGURE ] NEE: Testing feature 29/29: add_vwap
[2025-10-18T00:26:49.875849] [INFO ] [CONFIGURE ] NEE: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_vwap']
[2025-10-18T00:26:50.028852] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:26:50.187441] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:26:50.340855] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:26:50.498732] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:26:50.667224] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:50.826059] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:26:50.990948] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:51.157681] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:51.319335] [DEBUG] [FORECASTER] NEE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:51.475662] [DEBUG] [FORECASTER] NEE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:51.475822] [INFO ] [CONFIGURE ] NEE: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T00:26:51.475866] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7030 tests
[2025-10-18T00:26:51.475903] [INFO ] [CONFIGURE ] NEE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:26:51.475933] [INFO ] [CONFIGURE ] NEE: Best accuracy: 80.00%
[2025-10-18T00:26:51.475963] [INFO ] [CONFIGURE ] NEE: Best feature set (3 features): ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-18T00:26:51.475991] [INFO ] [CONFIGURE ] NEE: Improvement over baseline: 30.00%
[2025-10-18T00:26:51.476017] [INFO ] [CONFIGURE ] NEE: Total time: 43.4 seconds
[2025-10-18T00:26:51.476043] [INFO ] [CONFIGURE ] NEE: Average time per feature: 1.5 seconds
[2025-10-18T00:26:51.476071] [INFO ] [CONFIGURE ] NEE: Average speed: 0.67 features/sec
[2025-10-18T00:26:51.476743] [INFO ] [LOCAL     ] Saved configuration for NEE: 3 features, 80.00% accuracy -> ./output/feature-sets/NEE.json
[2025-10-18T00:26:51.476818] [INFO ] [CONFIGURE ] NEE: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T00:26:51.476896] [INFO ] [sig       ] [139/380] Successfully configured NEE | 0.02 sym/s | Total: 1.7h | ETA: 2.9h
[2025-10-18T00:26:51.476972] [INFO ] [sig       ] [140/380] Configuring NEM...
[2025-10-18T00:26:51.477038] [INFO ] [CONFIGURE ] NEM: Configurate test run.
[2025-10-18T00:26:51.477093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-10-18T00:26:51.493430] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NEM'.
[2025-10-18T00:26:51.494214] [INFO ] [CONFIGURE ] NEM: Testing with 29 available features
[2025-10-18T00:26:51.494274] [INFO ] [CONFIGURE ] NEM: Establishing baseline with no features...
[2025-10-18T00:26:51.610431] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:26:51.722927] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:26:51.836556] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:26:51.945712] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:26:52.052399] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:52.158946] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:26:52.265270] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:26:52.371562] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:52.479608] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:26:52.587611] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:52.587777] [INFO ] [CONFIGURE ] NEM: Baseline score (no features): 50.00%
[2025-10-18T00:26:52.587845] [INFO ] [CONFIGURE ] NEM: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:26:52.587881] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:26:52.708334] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:52.824820] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:26:52.942376] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:26:53.063500] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:26:53.190283] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:53.317198] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:26:53.447329] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:26:53.573556] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:53.699091] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:53.824320] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:53.824511] [INFO ] [CONFIGURE ] NEM: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T00:26:53.824557] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7029 tests
[2025-10-18T00:26:53.824594] [INFO ] [CONFIGURE ] NEM: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:26:53.824626] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:26:53.966039] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:26:54.130771] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:26:54.280386] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:26:54.417620] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:26:54.552871] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:54.688762] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:26:54.830758] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:26:54.981105] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:55.124885] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:26:55.269565] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:55.269786] [INFO ] [CONFIGURE ] NEM: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T00:26:55.269850] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7028 tests
[2025-10-18T00:26:55.269893] [INFO ] [CONFIGURE ] NEM: Testing feature 3/29: add_daily_returns
[2025-10-18T00:26:55.269924] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:26:55.396229] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:26:55.523792] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:26:55.652778] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:26:55.784098] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:26:55.913894] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:26:56.046725] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:26:56.178240] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:26:56.311606] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:56.445179] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:56.584277] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:56.584469] [INFO ] [CONFIGURE ] NEM: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T00:26:56.584515] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7027 tests
[2025-10-18T00:26:56.584550] [INFO ] [CONFIGURE ] NEM: Testing feature 4/29: add_ema
[2025-10-18T00:26:56.584581] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:26:56.726929] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:26:56.869923] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:26:57.014020] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:26:57.163354] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:26:57.313442] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:57.459728] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:26:57.607716] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:26:57.755134] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:57.903100] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:58.058443] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:58.058639] [INFO ] [CONFIGURE ] NEM: KEPT add_ema (score: 70.00%)
[2025-10-18T00:26:58.058726] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7026 tests
[2025-10-18T00:26:58.058771] [INFO ] [CONFIGURE ] NEM: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:26:58.058808] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:26:58.228419] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:26:58.394760] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:26:58.563579] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:26:58.733223] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:26:58.903540] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:26:59.073527] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:26:59.243621] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:26:59.413809] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:26:59.581092] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:26:59.746128] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:26:59.746280] [INFO ] [CONFIGURE ] NEM: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:26:59.746325] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7025 tests
[2025-10-18T00:26:59.746361] [INFO ] [CONFIGURE ] NEM: Testing feature 6/29: add_failed_moves
[2025-10-18T00:26:59.746393] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-18T00:26:59.893986] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:00.041997] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:00.186154] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:27:00.336154] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:00.487270] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:27:00.638907] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:00.789930] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:27:00.941492] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:01.087821] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:01.236221] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:27:01.236374] [INFO ] [CONFIGURE ] NEM: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:27:01.236417] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7024 tests
[2025-10-18T00:27:01.236452] [INFO ] [CONFIGURE ] NEM: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:27:01.236484] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-18T00:27:01.377598] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:01.518081] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:01.655950] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:27:01.799345] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:01.942941] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:27:02.087036] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:02.230067] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:27:02.369728] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:02.509179] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:02.657579] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:27:02.657878] [INFO ] [CONFIGURE ] NEM: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T00:27:02.657955] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7023 tests
[2025-10-18T00:27:02.657997] [INFO ] [CONFIGURE ] NEM: Testing feature 8/29: add_macd
[2025-10-18T00:27:02.658031] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-18T00:27:02.829013] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:03.000587] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:03.215468] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:03.392426] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:27:03.572414] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:27:03.748128] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:27:03.931519] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:04.108484] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:04.287236] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:04.464831] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:27:04.465009] [INFO ] [CONFIGURE ] NEM: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:27:04.465062] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7022 tests
[2025-10-18T00:27:04.465099] [INFO ] [CONFIGURE ] NEM: Testing feature 9/29: add_mfi
[2025-10-18T00:27:04.465130] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-18T00:27:04.620035] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:04.777990] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:04.934634] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:27:05.096760] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:05.261451] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:27:05.434839] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:05.629576] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:27:05.851511] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:06.065394] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:06.281723] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:27:06.281962] [INFO ] [CONFIGURE ] NEM: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T00:27:06.282011] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7021 tests
[2025-10-18T00:27:06.282049] [INFO ] [CONFIGURE ] NEM: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:27:06.282083] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:27:06.462429] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:06.629260] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:06.795883] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:27:06.955708] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:07.116402] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:07.279256] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:07.439775] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:27:07.600558] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:07.768710] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:07.937753] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:27:07.937936] [INFO ] [CONFIGURE ] NEM: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:27:07.938007] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7020 tests
[2025-10-18T00:27:07.938051] [INFO ] [CONFIGURE ] NEM: Testing feature 11/29: add_obv_daily
[2025-10-18T00:27:07.938091] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily']
[2025-10-18T00:27:08.094808] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:08.264412] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:08.431123] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:08.603038] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:08.772226] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:27:08.940248] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:09.115517] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:27:09.292332] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:09.454167] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:27:09.616118] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:27:09.616336] [INFO ] [CONFIGURE ] NEM: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:27:09.616400] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7019 tests
[2025-10-18T00:27:09.616439] [INFO ] [CONFIGURE ] NEM: Testing feature 12/29: add_obv_interval
[2025-10-18T00:27:09.616471] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval']
[2025-10-18T00:27:09.765515] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:09.918469] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:10.077334] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:27:10.238551] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:27:10.391417] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:27:10.549785] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:10.705204] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:27:10.858601] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:11.022995] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:11.178533] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:27:11.178715] [INFO ] [CONFIGURE ] NEM: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:27:11.178772] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7018 tests
[2025-10-18T00:27:11.178809] [INFO ] [CONFIGURE ] NEM: Testing feature 13/29: add_opening_strength
[2025-10-18T00:27:11.178840] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:27:11.335551] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:11.492111] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:11.642036] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:11.811526] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:11.968628] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:12.127321] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:12.314746] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:12.477024] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:12.640015] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:12.804580] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:12.804807] [INFO ] [CONFIGURE ] NEM: KEPT add_opening_strength (score: 90.00%)
[2025-10-18T00:27:12.804859] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7017 tests
[2025-10-18T00:27:12.804916] [INFO ] [CONFIGURE ] NEM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:27:12.804969] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T00:27:12.986809] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:13.163284] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:13.351049] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:13.525226] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:13.699975] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:27:13.878629] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:14.061266] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:14.239628] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:14.420988] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:14.599560] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:27:14.599742] [INFO ] [CONFIGURE ] NEM: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-10-18T00:27:14.599798] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7016 tests
[2025-10-18T00:27:14.599919] [INFO ] [CONFIGURE ] NEM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:27:14.599960] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-18T00:27:14.764670] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:14.920918] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:15.084201] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:15.242271] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:15.398460] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:15.563887] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:15.721447] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:15.882075] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:16.041111] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:16.200326] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:16.200511] [INFO ] [CONFIGURE ] NEM: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-18T00:27:16.200573] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7015 tests
[2025-10-18T00:27:16.200611] [INFO ] [CONFIGURE ] NEM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:27:16.200662] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T00:27:16.371865] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:16.533888] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:16.693872] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:16.853197] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:17.014080] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:27:17.181275] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:17.344611] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:17.508697] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:17.671588] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:17.840052] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:27:17.840210] [INFO ] [CONFIGURE ] NEM: DISCARDED add_pbf_overnight_gap (score: 90.00%)
[2025-10-18T00:27:17.840253] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7014 tests
[2025-10-18T00:27:17.840288] [INFO ] [CONFIGURE ] NEM: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:27:17.840319] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-18T00:27:18.013480] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:18.180080] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:18.350474] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:18.540026] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:18.712907] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:18.881876] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:19.052324] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:19.225315] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:19.398590] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:19.570420] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:19.570571] [INFO ] [CONFIGURE ] NEM: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-18T00:27:19.570614] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7013 tests
[2025-10-18T00:27:19.570674] [INFO ] [CONFIGURE ] NEM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:27:19.570728] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-18T00:27:19.729964] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:19.889751] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:20.050609] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:20.216114] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:20.373858] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:20.532359] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:20.690371] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:20.849394] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:21.015593] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:21.173720] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:21.173877] [INFO ] [CONFIGURE ] NEM: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-18T00:27:21.173940] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7012 tests
[2025-10-18T00:27:21.174033] [INFO ] [CONFIGURE ] NEM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:27:21.174085] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-18T00:27:21.332673] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:21.490360] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:21.648407] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:21.811204] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:21.972334] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:22.129993] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:22.286733] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:22.446562] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:22.612271] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:22.771928] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:22.772078] [INFO ] [CONFIGURE ] NEM: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T00:27:22.772121] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7011 tests
[2025-10-18T00:27:22.772155] [INFO ] [CONFIGURE ] NEM: Testing feature 20/29: add_price_rejection
[2025-10-18T00:27:22.772185] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-18T00:27:22.936721] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:27:23.103797] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:23.272064] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:23.438428] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:23.610334] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:23.776504] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:23.953469] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:24.120870] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:24.289682] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:24.462082] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:24.462294] [INFO ] [CONFIGURE ] NEM: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T00:27:24.462356] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7010 tests
[2025-10-18T00:27:24.462413] [INFO ] [CONFIGURE ] NEM: Testing feature 21/29: add_range_position
[2025-10-18T00:27:24.462447] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-18T00:27:24.633290] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:24.801879] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:24.971407] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:25.141339] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:25.312946] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:25.484178] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:25.665287] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:25.844129] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:26.021498] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:26.199801] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:26.199973] [INFO ] [CONFIGURE ] NEM: DISCARDED add_range_position (score: 90.00%)
[2025-10-18T00:27:26.200021] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7009 tests
[2025-10-18T00:27:26.200088] [INFO ] [CONFIGURE ] NEM: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:27:26.200129] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-18T00:27:26.388953] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:26.578369] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:26.769242] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:26.955691] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:27.147823] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:27.337583] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:27.551741] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:27.785144] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:27.985096] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:28.179434] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:28.179617] [INFO ] [CONFIGURE ] NEM: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-18T00:27:28.179693] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7008 tests
[2025-10-18T00:27:28.179744] [INFO ] [CONFIGURE ] NEM: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:27:28.179779] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-18T00:27:28.343601] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:28.506670] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:28.670812] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:28.835179] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:29.000098] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:29.164487] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:29.331262] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:29.498203] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:29.663932] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:29.833158] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:27:29.833314] [INFO ] [CONFIGURE ] NEM: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T00:27:29.833359] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7007 tests
[2025-10-18T00:27:29.833455] [INFO ] [CONFIGURE ] NEM: Testing feature 24/29: add_rsi
[2025-10-18T00:27:29.833508] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_rsi']
[2025-10-18T00:27:29.996719] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:27:30.162097] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:30.328660] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:30.496321] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:30.672447] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:30.840335] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:31.008526] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:31.173993] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:31.343452] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:31.518063] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:27:31.518231] [INFO ] [CONFIGURE ] NEM: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T00:27:31.518274] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7006 tests
[2025-10-18T00:27:31.518308] [INFO ] [CONFIGURE ] NEM: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:27:31.518339] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-18T00:27:31.681746] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:31.844517] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:32.006992] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:32.169893] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:32.342289] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:32.511488] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:32.686379] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:32.857990] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:33.020174] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:33.181414] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:33.181580] [INFO ] [CONFIGURE ] NEM: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T00:27:33.181670] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7005 tests
[2025-10-18T00:27:33.181730] [INFO ] [CONFIGURE ] NEM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:27:33.181776] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-18T00:27:33.340980] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:33.501166] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:33.689798] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:33.856256] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:34.023205] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:34.187348] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:34.350826] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:34.515604] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:34.681183] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:34.847143] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:34.847283] [INFO ] [CONFIGURE ] NEM: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-18T00:27:34.847324] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7004 tests
[2025-10-18T00:27:34.847358] [INFO ] [CONFIGURE ] NEM: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:27:34.847389] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-18T00:27:35.019573] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:35.199207] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:35.372258] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:27:35.541920] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:35.713893] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:35.886276] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:36.060000] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:36.236662] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:36.411562] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:27:36.585697] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:36.585840] [INFO ] [CONFIGURE ] NEM: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T00:27:36.585883] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7003 tests
[2025-10-18T00:27:36.585917] [INFO ] [CONFIGURE ] NEM: Testing feature 28/29: add_volume_profile
[2025-10-18T00:27:36.585948] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-18T00:27:36.745432] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:36.905546] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:37.066938] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:37.229236] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:37.401331] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:37.564043] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:37.730559] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:37.898561] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:38.064504] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:27:38.230621] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:27:38.230817] [INFO ] [CONFIGURE ] NEM: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:27:38.230866] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7002 tests
[2025-10-18T00:27:38.230930] [INFO ] [CONFIGURE ] NEM: Testing feature 29/29: add_vwap
[2025-10-18T00:27:38.230964] [INFO ] [CONFIGURE ] NEM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-18T00:27:38.402809] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:38.569677] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:27:38.740141] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:38.922292] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:39.099638] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:39.273165] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:39.447440] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:27:39.633300] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:39.811299] [DEBUG] [FORECASTER] NEM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:27:39.992873] [DEBUG] [FORECASTER] NEM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:39.993066] [INFO ] [CONFIGURE ] NEM: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T00:27:39.993124] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7001 tests
[2025-10-18T00:27:39.993161] [INFO ] [CONFIGURE ] NEM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:27:39.993191] [INFO ] [CONFIGURE ] NEM: Best accuracy: 90.00%
[2025-10-18T00:27:39.993221] [INFO ] [CONFIGURE ] NEM: Best feature set (4 features): ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:27:39.993248] [INFO ] [CONFIGURE ] NEM: Improvement over baseline: 40.00%
[2025-10-18T00:27:39.993275] [INFO ] [CONFIGURE ] NEM: Total time: 47.4 seconds
[2025-10-18T00:27:39.993300] [INFO ] [CONFIGURE ] NEM: Average time per feature: 1.6 seconds
[2025-10-18T00:27:39.993326] [INFO ] [CONFIGURE ] NEM: Average speed: 0.61 features/sec
[2025-10-18T00:27:39.993899] [INFO ] [LOCAL     ] Saved configuration for NEM: 4 features, 90.00% accuracy -> ./output/feature-sets/NEM.json
[2025-10-18T00:27:39.993969] [INFO ] [CONFIGURE ] NEM: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-18T00:27:39.994053] [INFO ] [sig       ] [140/380] Successfully configured NEM | 0.02 sym/s | Total: 1.7h | ETA: 2.9h
[2025-10-18T00:27:39.994120] [INFO ] [sig       ] [141/380] Configuring NET...
[2025-10-18T00:27:39.994185] [INFO ] [CONFIGURE ] NET: Configurate test run.
[2025-10-18T00:27:39.994240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NET' from 'https://tdm.silogroup.org/data/derivative_storage/NET.csv'.
[2025-10-18T00:27:40.007616] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NET'.
[2025-10-18T00:27:40.008061] [INFO ] [CONFIGURE ] NET: Testing with 29 available features
[2025-10-18T00:27:40.008130] [INFO ] [CONFIGURE ] NET: Establishing baseline with no features...
[2025-10-18T00:27:40.122223] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:40.227829] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:40.333157] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:40.437436] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:40.541796] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:40.646361] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:40.751994] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:27:40.858008] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:27:40.967226] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:27:41.077255] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:41.077408] [INFO ] [CONFIGURE ] NET: Baseline score (no features): 60.00%
[2025-10-18T00:27:41.077451] [INFO ] [CONFIGURE ] NET: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:27:41.077484] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:27:41.194023] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:41.310620] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:41.430037] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:41.554314] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:41.684606] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:41.810933] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:41.930039] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:27:42.049150] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:27:42.169042] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:27:42.289460] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:42.289613] [INFO ] [CONFIGURE ] NET: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T00:27:42.289685] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 7000 tests
[2025-10-18T00:27:42.289737] [INFO ] [CONFIGURE ] NET: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:27:42.289771] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:27:42.410003] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:27:42.527832] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:42.646351] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:27:42.771310] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:27:42.897758] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:43.022374] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:43.146384] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:27:43.271219] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:43.396975] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:27:43.522432] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:43.522594] [INFO ] [CONFIGURE ] NET: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T00:27:43.522637] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6999 tests
[2025-10-18T00:27:43.522715] [INFO ] [CONFIGURE ] NET: Testing feature 3/29: add_daily_returns
[2025-10-18T00:27:43.522750] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns']
[2025-10-18T00:27:43.632397] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:43.739321] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:43.846898] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:43.955663] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:44.065435] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:44.175673] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:44.285547] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:27:44.396087] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:44.506590] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:27:44.617920] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:44.618096] [INFO ] [CONFIGURE ] NET: KEPT add_daily_returns (score: 70.00%)
[2025-10-18T00:27:44.618139] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6998 tests
[2025-10-18T00:27:44.618172] [INFO ] [CONFIGURE ] NET: Testing feature 4/29: add_ema
[2025-10-18T00:27:44.618204] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T00:27:44.741411] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:44.865927] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:44.991330] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:45.120836] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:45.246397] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:45.374733] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:45.502325] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:27:45.632951] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:45.795109] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:27:45.925634] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:45.925823] [INFO ] [CONFIGURE ] NET: DISCARDED add_ema (score: 70.00%)
[2025-10-18T00:27:45.925878] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6997 tests
[2025-10-18T00:27:45.925914] [INFO ] [CONFIGURE ] NET: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:27:45.925945] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:27:46.064631] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:27:46.201141] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:46.336566] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:46.473245] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:46.608322] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:46.747849] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:46.888837] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:27:47.027565] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:47.168034] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:27:47.311594] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:47.311796] [INFO ] [CONFIGURE ] NET: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:27:47.311849] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6996 tests
[2025-10-18T00:27:47.311909] [INFO ] [CONFIGURE ] NET: Testing feature 6/29: add_failed_moves
[2025-10-18T00:27:47.311943] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-18T00:27:47.432401] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:47.553388] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:47.666908] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:47.779905] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:47.893277] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:48.006368] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:48.120894] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:27:48.235525] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:48.350033] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:27:48.465966] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:48.466104] [INFO ] [CONFIGURE ] NET: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:27:48.466152] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6995 tests
[2025-10-18T00:27:48.466187] [INFO ] [CONFIGURE ] NET: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:27:48.466217] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-18T00:27:48.571003] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:48.677073] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:48.815552] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:48.928773] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:49.046339] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:49.156808] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:49.266769] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:27:49.378887] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:49.493013] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:27:49.606493] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:49.606668] [INFO ] [CONFIGURE ] NET: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T00:27:49.606730] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6994 tests
[2025-10-18T00:27:49.606926] [INFO ] [CONFIGURE ] NET: Testing feature 8/29: add_macd
[2025-10-18T00:27:49.606967] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T00:27:49.753089] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:27:49.902939] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:50.052317] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:50.202153] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:50.353281] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:50.501948] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:27:50.658053] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:27:50.806363] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:50.952562] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:27:51.099054] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:51.099269] [INFO ] [CONFIGURE ] NET: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:27:51.099335] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6993 tests
[2025-10-18T00:27:51.099384] [INFO ] [CONFIGURE ] NET: Testing feature 9/29: add_mfi
[2025-10-18T00:27:51.099441] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-18T00:27:51.220840] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:51.343077] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:51.464418] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:51.587860] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:51.713771] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:51.866831] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:51.993064] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:27:52.132114] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:52.261087] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:27:52.390576] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:52.390795] [INFO ] [CONFIGURE ] NET: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T00:27:52.390852] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6992 tests
[2025-10-18T00:27:52.390893] [INFO ] [CONFIGURE ] NET: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:27:52.390928] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:27:52.524829] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:52.662270] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:52.803614] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:52.945073] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:53.082744] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:53.221209] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:53.362413] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:27:53.504788] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:53.649888] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:27:53.795781] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:53.795980] [INFO ] [CONFIGURE ] NET: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T00:27:53.796025] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6991 tests
[2025-10-18T00:27:53.796060] [INFO ] [CONFIGURE ] NET: Testing feature 11/29: add_obv_daily
[2025-10-18T00:27:53.796092] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-18T00:27:53.913578] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:54.031660] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:54.147289] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:54.261588] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:54.377355] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:54.493864] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:54.610878] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:27:54.728175] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:27:54.876203] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:27:54.995188] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:54.995353] [INFO ] [CONFIGURE ] NET: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:27:54.995396] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6990 tests
[2025-10-18T00:27:54.995431] [INFO ] [CONFIGURE ] NET: Testing feature 12/29: add_obv_interval
[2025-10-18T00:27:54.995463] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-18T00:27:55.113004] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:55.228504] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:55.343217] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:55.457464] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:55.571737] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:55.686431] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:55.800853] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:27:55.915389] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:27:56.030523] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:27:56.145483] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:56.145765] [INFO ] [CONFIGURE ] NET: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:27:56.145819] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6989 tests
[2025-10-18T00:27:56.145856] [INFO ] [CONFIGURE ] NET: Testing feature 13/29: add_opening_strength
[2025-10-18T00:27:56.145888] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:27:56.264920] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:56.385289] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:56.503518] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:56.621345] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:56.750258] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:56.878841] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:57.007924] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:27:57.131226] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:27:57.253294] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:27:57.376007] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:57.376192] [INFO ] [CONFIGURE ] NET: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T00:27:57.376236] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6988 tests
[2025-10-18T00:27:57.376271] [INFO ] [CONFIGURE ] NET: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:27:57.376301] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T00:27:57.507973] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:27:57.642464] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:57.790419] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:57.983458] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:58.206294] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:58.423963] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:58.595352] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:27:58.739725] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:27:58.888303] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:27:59.038675] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:27:59.038850] [INFO ] [CONFIGURE ] NET: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:27:59.038897] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6987 tests
[2025-10-18T00:27:59.038934] [INFO ] [CONFIGURE ] NET: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:27:59.038968] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T00:27:59.161060] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:27:59.287729] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:27:59.413777] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:27:59.535700] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:27:59.654621] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:27:59.774933] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:27:59.898262] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:00.024041] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:28:00.147423] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:00.274169] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:00.274342] [INFO ] [CONFIGURE ] NET: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T00:28:00.274389] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6986 tests
[2025-10-18T00:28:00.274428] [INFO ] [CONFIGURE ] NET: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:28:00.274488] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T00:28:00.391336] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:28:00.509468] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:00.627263] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:00.744950] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:00.865420] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:28:00.983746] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:01.103287] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:01.225510] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:01.350337] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:01.482119] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:01.482276] [INFO ] [CONFIGURE ] NET: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:28:01.482321] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6985 tests
[2025-10-18T00:28:01.482356] [INFO ] [CONFIGURE ] NET: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:28:01.482387] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T00:28:01.630370] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:28:01.771154] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:01.912685] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:02.049715] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:02.201473] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:28:02.338046] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:02.476971] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:02.611379] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:28:02.743088] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:02.874431] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:02.874594] [INFO ] [CONFIGURE ] NET: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:28:02.874637] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6984 tests
[2025-10-18T00:28:02.874715] [INFO ] [CONFIGURE ] NET: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:28:02.874752] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T00:28:02.989419] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:28:03.104429] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:03.220052] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:03.337620] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:03.456486] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:28:03.574479] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:03.695283] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:03.816238] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:03.970999] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:04.090860] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:04.091059] [INFO ] [CONFIGURE ] NET: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:28:04.091105] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6983 tests
[2025-10-18T00:28:04.091139] [INFO ] [CONFIGURE ] NET: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:28:04.091219] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T00:28:04.209123] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:28:04.335545] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:04.454842] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:04.570546] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:04.686189] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:28:04.804094] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:04.921121] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:05.038590] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:05.157212] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:05.277553] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:05.277698] [INFO ] [CONFIGURE ] NET: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T00:28:05.277755] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6982 tests
[2025-10-18T00:28:05.277792] [INFO ] [CONFIGURE ] NET: Testing feature 20/29: add_price_rejection
[2025-10-18T00:28:05.277822] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-18T00:28:05.407291] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:28:05.531334] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:05.656811] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:05.790250] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:05.917761] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:28:06.044272] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:06.173261] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:06.301098] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:28:06.433218] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:06.563598] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:06.563773] [INFO ] [CONFIGURE ] NET: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:28:06.563824] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6981 tests
[2025-10-18T00:28:06.563861] [INFO ] [CONFIGURE ] NET: Testing feature 21/29: add_range_position
[2025-10-18T00:28:06.563891] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-18T00:28:06.695959] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:28:06.826251] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:06.957835] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:07.088997] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:07.220561] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:28:07.355622] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:07.490925] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:07.629773] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:28:07.766890] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:07.904135] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:07.904260] [INFO ] [CONFIGURE ] NET: KEPT add_range_position (score: 80.00%)
[2025-10-18T00:28:07.904304] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6980 tests
[2025-10-18T00:28:07.904338] [INFO ] [CONFIGURE ] NET: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:28:07.904368] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_range_position', 'add_realized_volatility']
[2025-10-18T00:28:08.074243] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:28:08.244293] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:08.412541] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:08.582982] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:08.752009] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:28:08.926425] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:09.096716] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:09.266075] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:28:09.432453] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:09.595291] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:09.595446] [INFO ] [CONFIGURE ] NET: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T00:28:09.595491] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6979 tests
[2025-10-18T00:28:09.595525] [INFO ] [CONFIGURE ] NET: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:28:09.595555] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_range_position', 'add_recent_range_context']
[2025-10-18T00:28:09.727962] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:28:09.859957] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:09.993164] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:10.136226] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:10.277560] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:28:10.422245] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:10.562092] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:10.701385] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:10.841685] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:10.990539] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:10.990747] [INFO ] [CONFIGURE ] NET: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T00:28:10.990803] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6978 tests
[2025-10-18T00:28:10.990839] [INFO ] [CONFIGURE ] NET: Testing feature 24/29: add_rsi
[2025-10-18T00:28:10.990871] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_range_position', 'add_ema', 'add_rsi']
[2025-10-18T00:28:11.147443] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:28:11.306485] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:11.462802] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:11.619565] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:11.775994] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:28:11.938979] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:12.102858] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:12.261923] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:28:12.434932] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:12.595204] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:12.595359] [INFO ] [CONFIGURE ] NET: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T00:28:12.595404] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6977 tests
[2025-10-18T00:28:12.595439] [INFO ] [CONFIGURE ] NET: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:28:12.595469] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_range_position', 'add_tick_distribution']
[2025-10-18T00:28:12.736310] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:28:12.876803] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:13.018316] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:13.161055] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:13.304791] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:28:13.449683] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:13.589426] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:13.729290] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:28:13.875575] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:14.015823] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:14.015956] [INFO ] [CONFIGURE ] NET: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T00:28:14.016000] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6976 tests
[2025-10-18T00:28:14.016034] [INFO ] [CONFIGURE ] NET: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:28:14.016064] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-10-18T00:28:14.153625] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:28:14.291490] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:14.429832] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:14.569238] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:14.710886] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:28:14.850248] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:14.995788] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:15.141198] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:28:15.284843] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:15.427510] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:15.427688] [INFO ] [CONFIGURE ] NET: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:28:15.427748] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6975 tests
[2025-10-18T00:28:15.427786] [INFO ] [CONFIGURE ] NET: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:28:15.427818] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_range_position', 'add_volume_price_divergence']
[2025-10-18T00:28:15.571613] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:28:15.717194] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:15.862891] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:16.008659] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:16.155533] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:28:16.302141] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:16.452799] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:16.601074] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:28:16.750229] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:16.900924] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:16.901102] [INFO ] [CONFIGURE ] NET: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T00:28:16.901171] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6974 tests
[2025-10-18T00:28:16.901229] [INFO ] [CONFIGURE ] NET: Testing feature 28/29: add_volume_profile
[2025-10-18T00:28:16.901263] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_range_position', 'add_volume_profile']
[2025-10-18T00:28:17.037125] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:28:17.173129] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:17.309395] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:17.446276] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:17.584063] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:28:17.721933] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:17.862321] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:18.015880] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:28:18.166971] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:18.323123] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:18.323321] [INFO ] [CONFIGURE ] NET: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:28:18.323367] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6973 tests
[2025-10-18T00:28:18.323403] [INFO ] [CONFIGURE ] NET: Testing feature 29/29: add_vwap
[2025-10-18T00:28:18.323435] [INFO ] [CONFIGURE ] NET: Testing with features: ['add_daily_returns', 'add_range_position', 'add_vwap']
[2025-10-18T00:28:18.473513] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:28:18.624987] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:18.778173] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:18.930376] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:19.075738] [DEBUG] [FORECASTER] NET: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:28:19.227069] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:19.380832] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:19.536337] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:28:19.690094] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:19.843493] [DEBUG] [FORECASTER] NET: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:19.843676] [INFO ] [CONFIGURE ] NET: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T00:28:19.843738] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6972 tests
[2025-10-18T00:28:19.843775] [INFO ] [CONFIGURE ] NET: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:28:19.843806] [INFO ] [CONFIGURE ] NET: Best accuracy: 80.00%
[2025-10-18T00:28:19.843837] [INFO ] [CONFIGURE ] NET: Best feature set (2 features): ['add_daily_returns', 'add_range_position']
[2025-10-18T00:28:19.843869] [INFO ] [CONFIGURE ] NET: Improvement over baseline: 20.00%
[2025-10-18T00:28:19.843895] [INFO ] [CONFIGURE ] NET: Total time: 38.8 seconds
[2025-10-18T00:28:19.843921] [INFO ] [CONFIGURE ] NET: Average time per feature: 1.3 seconds
[2025-10-18T00:28:19.843947] [INFO ] [CONFIGURE ] NET: Average speed: 0.75 features/sec
[2025-10-18T00:28:19.844579] [INFO ] [LOCAL     ] Saved configuration for NET: 2 features, 80.00% accuracy -> ./output/feature-sets/NET.json
[2025-10-18T00:28:19.844665] [INFO ] [CONFIGURE ] NET: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T00:28:19.844761] [INFO ] [sig       ] [141/380] Successfully configured NET | 0.02 sym/s | Total: 1.7h | ETA: 2.9h
[2025-10-18T00:28:19.844828] [INFO ] [sig       ] [142/380] Configuring NEU...
[2025-10-18T00:28:19.844899] [INFO ] [CONFIGURE ] NEU: Configurate test run.
[2025-10-18T00:28:19.844954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEU' from 'https://tdm.silogroup.org/data/derivative_storage/NEU.csv'.
[2025-10-18T00:28:19.858129] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NEU'.
[2025-10-18T00:28:19.858503] [INFO ] [CONFIGURE ] NEU: Testing with 29 available features
[2025-10-18T00:28:19.858561] [INFO ] [CONFIGURE ] NEU: Establishing baseline with no features...
[2025-10-18T00:28:19.962383] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:20.065408] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:28:20.176212] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:28:20.280568] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:28:20.385316] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:20.487981] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:20.591376] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:20.701167] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:20.812879] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:20.920576] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:20.920925] [INFO ] [CONFIGURE ] NEU: Baseline score (no features): 30.00%
[2025-10-18T00:28:20.920992] [INFO ] [CONFIGURE ] NEU: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:28:20.921028] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:28:21.042420] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:21.157264] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:28:21.276108] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:28:21.391406] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:21.512163] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:21.629427] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:28:21.749131] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:21.869814] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:21.988082] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:22.105545] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:22.105737] [INFO ] [CONFIGURE ] NEU: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T00:28:22.105793] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6971 tests
[2025-10-18T00:28:22.105829] [INFO ] [CONFIGURE ] NEU: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:28:22.105860] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:28:22.227076] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:22.350000] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:22.469922] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:22.592798] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:28:22.712536] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:22.832417] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:28:22.952493] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:28:23.075554] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:28:23.197260] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:23.321792] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:23.321994] [INFO ] [CONFIGURE ] NEU: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T00:28:23.322057] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6970 tests
[2025-10-18T00:28:23.322115] [INFO ] [CONFIGURE ] NEU: Testing feature 3/29: add_daily_returns
[2025-10-18T00:28:23.322148] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_daily_returns']
[2025-10-18T00:28:23.430979] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:23.533944] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:28:23.638898] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:28:23.744518] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:28:23.849555] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:23.955096] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:24.064433] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:24.176715] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:24.288427] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:24.403258] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:24.403438] [INFO ] [CONFIGURE ] NEU: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T00:28:24.403481] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6969 tests
[2025-10-18T00:28:24.403516] [INFO ] [CONFIGURE ] NEU: Testing feature 4/29: add_ema
[2025-10-18T00:28:24.403548] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_ema']
[2025-10-18T00:28:24.528226] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:24.651666] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:28:24.770825] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:24.891292] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:28:25.013698] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:25.136946] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:28:25.262619] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:28:25.386305] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:25.510791] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:25.635629] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:25.635816] [INFO ] [CONFIGURE ] NEU: DISCARDED add_ema (score: 30.00%)
[2025-10-18T00:28:25.635862] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6968 tests
[2025-10-18T00:28:25.635897] [INFO ] [CONFIGURE ] NEU: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:28:25.635928] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:28:25.763476] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:25.890666] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:26.021762] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:26.152759] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:28:26.283931] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:26.426579] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:26.567547] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:26.700710] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:26.833777] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:26.965082] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:26.965241] [INFO ] [CONFIGURE ] NEU: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T00:28:26.965285] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6967 tests
[2025-10-18T00:28:26.965319] [INFO ] [CONFIGURE ] NEU: Testing feature 6/29: add_failed_moves
[2025-10-18T00:28:26.965350] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_failed_moves']
[2025-10-18T00:28:27.084301] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:27.200504] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:28:27.314931] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:28:27.433297] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:28:27.558374] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:27.672583] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:27.784100] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:27.896852] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:28.010406] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:28.122494] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:28.122735] [INFO ] [CONFIGURE ] NEU: DISCARDED add_failed_moves (score: 30.00%)
[2025-10-18T00:28:28.122791] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6966 tests
[2025-10-18T00:28:28.122827] [INFO ] [CONFIGURE ] NEU: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:28:28.122857] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_lag_shelf']
[2025-10-18T00:28:28.225932] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:28.353845] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:28:28.456208] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:28:28.563800] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:28:28.666081] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:28.769264] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:28.872618] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:28.977478] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:29.083272] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:29.191562] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:29.191769] [INFO ] [CONFIGURE ] NEU: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-18T00:28:29.191822] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6965 tests
[2025-10-18T00:28:29.191859] [INFO ] [CONFIGURE ] NEU: Testing feature 8/29: add_macd
[2025-10-18T00:28:29.191892] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:28:29.333421] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:29.474193] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:29.614050] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:29.753698] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:28:29.893313] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:30.033826] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:30.178544] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:30.329563] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:30.476811] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:30.627745] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:30.628011] [INFO ] [CONFIGURE ] NEU: KEPT add_macd (score: 40.00%)
[2025-10-18T00:28:30.628076] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6964 tests
[2025-10-18T00:28:30.628121] [INFO ] [CONFIGURE ] NEU: Testing feature 9/29: add_mfi
[2025-10-18T00:28:30.628177] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T00:28:30.786822] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:30.946974] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:31.111112] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:31.272189] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:28:31.435916] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:31.598337] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:31.757059] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:31.923286] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:32.082787] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:32.242266] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:32.242438] [INFO ] [CONFIGURE ] NEU: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T00:28:32.242481] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6963 tests
[2025-10-18T00:28:32.242516] [INFO ] [CONFIGURE ] NEU: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:28:32.242548] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:28:32.408050] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:32.575345] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:32.745269] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:32.912636] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:28:33.085711] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:33.275600] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:33.465678] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:33.652787] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:33.838007] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:34.023054] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:34.023227] [INFO ] [CONFIGURE ] NEU: KEPT add_momentum_acceleration (score: 50.00%)
[2025-10-18T00:28:34.023272] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6962 tests
[2025-10-18T00:28:34.023306] [INFO ] [CONFIGURE ] NEU: Testing feature 11/29: add_obv_daily
[2025-10-18T00:28:34.023339] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T00:28:34.216880] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:34.432489] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:28:34.623502] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:34.812639] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:35.008007] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:35.210717] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:28:35.428621] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:35.636247] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:35.826745] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:36.012072] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:36.012255] [INFO ] [CONFIGURE ] NEU: KEPT add_obv_daily (score: 60.00%)
[2025-10-18T00:28:36.012301] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6961 tests
[2025-10-18T00:28:36.012337] [INFO ] [CONFIGURE ] NEU: Testing feature 12/29: add_obv_interval
[2025-10-18T00:28:36.012369] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_obv_interval']
[2025-10-18T00:28:36.192226] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:36.372882] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:36.556022] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:36.742329] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:36.925872] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:37.109882] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:28:37.294570] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:37.510789] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:37.700604] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:37.887798] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:37.888067] [INFO ] [CONFIGURE ] NEU: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T00:28:37.888129] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6960 tests
[2025-10-18T00:28:37.888168] [INFO ] [CONFIGURE ] NEU: Testing feature 13/29: add_opening_strength
[2025-10-18T00:28:37.888202] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:28:38.083745] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:38.286290] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:38.484846] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:28:38.683322] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:28:38.884148] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:28:39.088846] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:28:39.289861] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:39.495288] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:28:39.703479] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:28:39.912963] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:39.913166] [INFO ] [CONFIGURE ] NEU: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T00:28:39.913228] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6959 tests
[2025-10-18T00:28:39.913318] [INFO ] [CONFIGURE ] NEU: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:28:39.913512] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T00:28:40.114038] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:28:40.322387] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:40.563344] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:40.761310] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:28:40.960876] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:41.160669] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:28:41.361708] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:41.559147] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:41.755689] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:41.975985] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:41.976172] [INFO ] [CONFIGURE ] NEU: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:28:41.976218] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6958 tests
[2025-10-18T00:28:41.976256] [INFO ] [CONFIGURE ] NEU: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:28:41.976290] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T00:28:42.174294] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:42.366071] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:42.558581] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:28:42.754874] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:28:42.956729] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:43.162411] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:28:43.357174] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:43.585705] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:43.809376] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:44.022102] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:28:44.022291] [INFO ] [CONFIGURE ] NEU: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-18T00:28:44.022335] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6957 tests
[2025-10-18T00:28:44.022371] [INFO ] [CONFIGURE ] NEU: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:28:44.022404] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T00:28:44.217290] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:44.414290] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:44.615033] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:28:44.810406] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:45.006256] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:45.202756] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:28:45.407795] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:45.610206] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:45.809198] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:46.013214] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:46.013421] [INFO ] [CONFIGURE ] NEU: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-18T00:28:46.013494] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6956 tests
[2025-10-18T00:28:46.013555] [INFO ] [CONFIGURE ] NEU: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:28:46.013591] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T00:28:46.196277] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:46.383960] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:28:46.604309] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:46.788365] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:46.974183] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:47.167716] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:28:47.354926] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:47.542865] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:47.731049] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:47.925809] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:47.925980] [INFO ] [CONFIGURE ] NEU: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:28:47.926029] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6955 tests
[2025-10-18T00:28:47.926064] [INFO ] [CONFIGURE ] NEU: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:28:47.926095] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-18T00:28:48.113312] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:48.298575] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:28:48.483014] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:48.676037] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:48.863849] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:49.054318] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:28:49.242839] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:49.436486] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:49.667535] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:49.857285] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:49.857448] [INFO ] [CONFIGURE ] NEU: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T00:28:49.857491] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6954 tests
[2025-10-18T00:28:49.857587] [INFO ] [CONFIGURE ] NEU: Testing feature 20/29: add_price_rejection
[2025-10-18T00:28:49.857661] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_price_rejection']
[2025-10-18T00:28:50.052211] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:50.251517] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:50.451476] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:28:50.643823] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:28:50.838888] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:51.031073] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:28:51.225010] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:51.417881] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:51.616186] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:51.815772] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:51.815944] [INFO ] [CONFIGURE ] NEU: DISCARDED add_price_rejection (score: 20.00%)
[2025-10-18T00:28:51.815987] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6953 tests
[2025-10-18T00:28:51.816022] [INFO ] [CONFIGURE ] NEU: Testing feature 21/29: add_range_position
[2025-10-18T00:28:51.816053] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_range_position']
[2025-10-18T00:28:52.021659] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:52.221216] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:28:52.422699] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:28:52.625276] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:28:52.838304] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:53.046111] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:28:53.255190] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:53.467991] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:53.681493] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:53.892617] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:53.892831] [INFO ] [CONFIGURE ] NEU: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T00:28:53.892885] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6952 tests
[2025-10-18T00:28:53.892922] [INFO ] [CONFIGURE ] NEU: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:28:53.892955] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_realized_volatility']
[2025-10-18T00:28:54.114545] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:54.338054] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:28:54.558388] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:54.778543] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:28:55.000165] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:55.233619] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:28:55.465892] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:55.690453] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:55.924229] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:56.153258] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:56.153421] [INFO ] [CONFIGURE ] NEU: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T00:28:56.153483] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6951 tests
[2025-10-18T00:28:56.153542] [INFO ] [CONFIGURE ] NEU: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:28:56.153576] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_recent_range_context']
[2025-10-18T00:28:56.344749] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:56.536102] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:28:56.731192] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:28:56.927363] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:57.125877] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:57.322961] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:28:57.516450] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:57.717827] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:28:57.919955] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:28:58.125338] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:28:58.125512] [INFO ] [CONFIGURE ] NEU: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T00:28:58.125559] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6950 tests
[2025-10-18T00:28:58.125598] [INFO ] [CONFIGURE ] NEU: Testing feature 24/29: add_rsi
[2025-10-18T00:28:58.125632] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-18T00:28:58.352051] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:28:58.559293] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:28:58.787187] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:28:59.001408] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:28:59.212388] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:28:59.420270] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:28:59.631049] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:28:59.842344] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:29:00.055271] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:29:00.270322] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:29:00.270495] [INFO ] [CONFIGURE ] NEU: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T00:29:00.270541] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6949 tests
[2025-10-18T00:29:00.270629] [INFO ] [CONFIGURE ] NEU: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:29:00.270708] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_tick_distribution']
[2025-10-18T00:29:00.459932] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:29:00.650820] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:29:00.842627] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:29:01.036855] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:01.253266] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:01.463316] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:29:01.665045] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:01.883440] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:29:02.094696] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:29:02.306045] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:02.306239] [INFO ] [CONFIGURE ] NEU: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T00:29:02.306287] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6948 tests
[2025-10-18T00:29:02.306327] [INFO ] [CONFIGURE ] NEU: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:29:02.306419] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-18T00:29:02.519771] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:29:02.728043] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:29:02.932787] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:29:03.136566] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:29:03.357044] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:03.573465] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:29:03.812876] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:04.023444] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:29:04.230804] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:29:04.446165] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:04.446389] [INFO ] [CONFIGURE ] NEU: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T00:29:04.446439] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6947 tests
[2025-10-18T00:29:04.446474] [INFO ] [CONFIGURE ] NEU: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:29:04.446506] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_volume_price_divergence']
[2025-10-18T00:29:04.651462] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:29:04.863233] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:29:05.074169] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:29:05.286047] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:05.502409] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:05.716408] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:29:05.924170] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:06.130279] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:29:06.334857] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:29:06.540934] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:29:06.541130] [INFO ] [CONFIGURE ] NEU: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-18T00:29:06.541176] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6946 tests
[2025-10-18T00:29:06.541211] [INFO ] [CONFIGURE ] NEU: Testing feature 28/29: add_volume_profile
[2025-10-18T00:29:06.541244] [INFO ] [CONFIGURE ] NEU: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_volume_profile']
[2025-10-18T00:29:06.738275] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:29:06.936228] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:29:07.132702] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:29:07.328433] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:07.529738] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:07.767885] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:29:08.013878] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:08.302718] [DEBUG] [FORECASTER] NEU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:29:08.571257] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:29:08.785081] [DEBUG] [FORECASTER] NEU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:08.785298] [INFO ] [CONFIGURE ] NEU: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:29:08.785362] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6945 tests
[2025-10-18T00:29:08.785404] [INFO ] [CONFIGURE ] NEU: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:29:08.785436] [INFO ] [CONFIGURE ] NEU: Best accuracy: 60.00%
[2025-10-18T00:29:08.785470] [INFO ] [CONFIGURE ] NEU: Best feature set (5 features): ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T00:29:08.785501] [INFO ] [CONFIGURE ] NEU: Improvement over baseline: 30.00%
[2025-10-18T00:29:08.785529] [INFO ] [CONFIGURE ] NEU: Total time: 47.9 seconds
[2025-10-18T00:29:08.785559] [INFO ] [CONFIGURE ] NEU: Average time per feature: 1.8 seconds
[2025-10-18T00:29:08.785588] [INFO ] [CONFIGURE ] NEU: Average speed: 0.61 features/sec
[2025-10-18T00:29:08.786234] [INFO ] [LOCAL     ] Saved configuration for NEU: 5 features, 60.00% accuracy -> ./output/feature-sets/NEU.json
[2025-10-18T00:29:08.786305] [INFO ] [CONFIGURE ] NEU: Configuration saved successfully: 5 features, 60.00% accuracy.
[2025-10-18T00:29:08.786385] [INFO ] [sig       ] [142/380] Successfully configured NEU | 0.02 sym/s | Total: 1.7h | ETA: 2.8h
[2025-10-18T00:29:08.786462] [INFO ] [sig       ] [143/380] Configuring NFG...
[2025-10-18T00:29:08.786529] [INFO ] [CONFIGURE ] NFG: Configurate test run.
[2025-10-18T00:29:08.786585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-10-18T00:29:08.800894] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NFG'.
[2025-10-18T00:29:08.801363] [INFO ] [CONFIGURE ] NFG: Testing with 29 available features
[2025-10-18T00:29:08.801422] [INFO ] [CONFIGURE ] NFG: Establishing baseline with no features...
[2025-10-18T00:29:08.906103] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:09.008834] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:09.109663] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:09.211726] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:09.312095] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:09.413025] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:09.514787] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:09.616811] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:09.718212] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:09.820499] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:09.820659] [INFO ] [CONFIGURE ] NFG: Baseline score (no features): 80.00%
[2025-10-18T00:29:09.820723] [INFO ] [CONFIGURE ] NFG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:29:09.820759] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:29:09.933231] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:29:10.045388] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:10.157579] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:10.269527] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:10.382741] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:10.504483] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:10.621376] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:10.737940] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:10.858383] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:10.976802] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:10.976953] [INFO ] [CONFIGURE ] NFG: DISCARDED add_bollinger_bands (score: 80.00%)
[2025-10-18T00:29:10.976996] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6944 tests
[2025-10-18T00:29:10.977030] [INFO ] [CONFIGURE ] NFG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:29:10.977059] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:29:11.096733] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:11.217231] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:11.338692] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:11.460018] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:11.580327] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:11.705467] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:11.830471] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:11.953530] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:12.077092] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:12.200427] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:12.200588] [INFO ] [CONFIGURE ] NFG: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T00:29:12.200632] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6943 tests
[2025-10-18T00:29:12.200704] [INFO ] [CONFIGURE ] NFG: Testing feature 3/29: add_daily_returns
[2025-10-18T00:29:12.200745] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_daily_returns']
[2025-10-18T00:29:12.307020] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:29:12.412258] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:12.519244] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:12.626019] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:12.747219] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:12.866494] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:12.985225] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:29:13.102902] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:13.221170] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:13.348628] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:13.348834] [INFO ] [CONFIGURE ] NFG: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T00:29:13.348895] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6942 tests
[2025-10-18T00:29:13.348933] [INFO ] [CONFIGURE ] NFG: Testing feature 4/29: add_ema
[2025-10-18T00:29:13.348968] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_ema']
[2025-10-18T00:29:13.480640] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:13.615353] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:13.749211] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:13.891925] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:14.028758] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:14.166624] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:14.305393] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:29:14.434569] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:14.558417] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:14.683103] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:14.683271] [INFO ] [CONFIGURE ] NFG: DISCARDED add_ema (score: 60.00%)
[2025-10-18T00:29:14.683317] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6941 tests
[2025-10-18T00:29:14.683351] [INFO ] [CONFIGURE ] NFG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:29:14.683381] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:29:14.811157] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:14.942015] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:29:15.071258] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:15.200937] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:15.331565] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:15.464480] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:15.597638] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:29:15.729058] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:15.869187] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:16.014793] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:16.014978] [INFO ] [CONFIGURE ] NFG: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:29:16.015023] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6940 tests
[2025-10-18T00:29:16.015058] [INFO ] [CONFIGURE ] NFG: Testing feature 6/29: add_failed_moves
[2025-10-18T00:29:16.015088] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_failed_moves']
[2025-10-18T00:29:16.138265] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:16.258046] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:16.376333] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:16.495212] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:16.607561] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:16.719424] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:16.831969] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:16.945123] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:17.070737] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:17.186871] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:17.187071] [INFO ] [CONFIGURE ] NFG: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T00:29:17.187117] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6939 tests
[2025-10-18T00:29:17.187153] [INFO ] [CONFIGURE ] NFG: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:29:17.187185] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_lag_shelf']
[2025-10-18T00:29:17.290877] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:17.400040] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:17.509908] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:17.615769] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:17.720919] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:17.829717] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:17.946366] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:18.057705] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:18.170250] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:18.276154] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:18.276310] [INFO ] [CONFIGURE ] NFG: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T00:29:18.276358] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6938 tests
[2025-10-18T00:29:18.276413] [INFO ] [CONFIGURE ] NFG: Testing feature 8/29: add_macd
[2025-10-18T00:29:18.276447] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:29:18.415779] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:29:18.555152] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:29:18.699723] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:18.849350] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:18.992575] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:19.136142] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:19.278568] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:29:19.428180] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:19.579437] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:19.732670] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:19.732870] [INFO ] [CONFIGURE ] NFG: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:29:19.732929] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6937 tests
[2025-10-18T00:29:19.732967] [INFO ] [CONFIGURE ] NFG: Testing feature 9/29: add_mfi
[2025-10-18T00:29:19.732999] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_mfi']
[2025-10-18T00:29:19.850273] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:19.966846] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:20.085272] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:20.204445] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:20.323222] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:20.449166] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:20.588031] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:20.715432] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:20.843385] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:20.968853] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:20.969030] [INFO ] [CONFIGURE ] NFG: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T00:29:20.969073] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6936 tests
[2025-10-18T00:29:20.969108] [INFO ] [CONFIGURE ] NFG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:29:20.969138] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:29:21.107599] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:21.251386] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:21.399361] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:21.545566] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:21.690935] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:21.850112] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:21.991789] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:22.128149] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:22.271075] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:22.414630] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:22.414817] [INFO ] [CONFIGURE ] NFG: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T00:29:22.414863] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6935 tests
[2025-10-18T00:29:22.414896] [INFO ] [CONFIGURE ] NFG: Testing feature 11/29: add_obv_daily
[2025-10-18T00:29:22.414926] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_obv_daily']
[2025-10-18T00:29:22.531792] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:29:22.648639] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:22.769168] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:22.895348] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:29:23.021524] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:23.146385] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:23.274496] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:29:23.402912] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:23.532314] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:23.659815] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:23.660020] [INFO ] [CONFIGURE ] NFG: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:29:23.660064] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6934 tests
[2025-10-18T00:29:23.660098] [INFO ] [CONFIGURE ] NFG: Testing feature 12/29: add_obv_interval
[2025-10-18T00:29:23.660129] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_obv_interval']
[2025-10-18T00:29:23.777542] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:23.893400] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:29:24.011044] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:24.128478] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:24.247436] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:24.360588] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:24.481749] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:24.600445] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:24.721182] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:24.844076] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:24.844262] [INFO ] [CONFIGURE ] NFG: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T00:29:24.844330] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6933 tests
[2025-10-18T00:29:24.844377] [INFO ] [CONFIGURE ] NFG: Testing feature 13/29: add_opening_strength
[2025-10-18T00:29:24.844415] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:29:24.962765] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:25.080875] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:25.204606] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:25.330784] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:25.456049] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:25.583899] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:25.710399] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:29:25.837671] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:26.000551] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:26.127711] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:26.127880] [INFO ] [CONFIGURE ] NFG: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T00:29:26.127958] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6932 tests
[2025-10-18T00:29:26.128002] [INFO ] [CONFIGURE ] NFG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:29:26.128034] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T00:29:26.261609] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:26.390437] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:26.527946] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:26.660994] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:26.794161] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:26.928056] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:27.076513] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:29:27.205545] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:27.337135] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:27.467836] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:27.468002] [INFO ] [CONFIGURE ] NFG: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:29:27.468054] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6931 tests
[2025-10-18T00:29:27.468088] [INFO ] [CONFIGURE ] NFG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:29:27.468119] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T00:29:27.581801] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:27.694793] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:27.805161] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:27.915532] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:28.028139] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:28.138672] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:28.246480] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:28.355561] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:28.464860] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:28.580393] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:28.580561] [INFO ] [CONFIGURE ] NFG: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T00:29:28.580631] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6930 tests
[2025-10-18T00:29:28.580725] [INFO ] [CONFIGURE ] NFG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:29:28.580782] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T00:29:28.696443] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:28.810482] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:28.926500] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:29.044186] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:29.160994] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:29.287018] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:29.409931] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:29.531166] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:29.656270] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:29.779289] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:29.779449] [INFO ] [CONFIGURE ] NFG: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T00:29:29.779502] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6929 tests
[2025-10-18T00:29:29.779542] [INFO ] [CONFIGURE ] NFG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:29:29.779579] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_pbf_return_2d']
[2025-10-18T00:29:29.900479] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:30.022569] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:30.145723] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:30.268826] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:30.393231] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:30.517788] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:30.643803] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:29:30.775748] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:30.903446] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:31.030423] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:31.030611] [INFO ] [CONFIGURE ] NFG: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T00:29:31.030685] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6928 tests
[2025-10-18T00:29:31.030738] [INFO ] [CONFIGURE ] NFG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:29:31.030772] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T00:29:31.150120] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:31.268867] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:31.390319] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:31.509586] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:31.631043] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:31.752271] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:31.871187] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:29:31.992713] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:32.107271] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:32.220471] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:32.220671] [INFO ] [CONFIGURE ] NFG: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:29:32.220734] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6927 tests
[2025-10-18T00:29:32.220770] [INFO ] [CONFIGURE ] NFG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:29:32.220802] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T00:29:32.328525] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:29:32.444214] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:32.554475] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:32.665902] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:32.777981] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:32.888523] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:32.998167] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:33.109255] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:33.219005] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:33.331167] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:33.331337] [INFO ] [CONFIGURE ] NFG: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:29:33.331380] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6926 tests
[2025-10-18T00:29:33.331414] [INFO ] [CONFIGURE ] NFG: Testing feature 20/29: add_price_rejection
[2025-10-18T00:29:33.331445] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_price_rejection']
[2025-10-18T00:29:33.448610] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:33.565217] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:33.683070] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:33.801356] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:33.919544] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:34.043720] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:34.167133] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:34.289869] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:34.415034] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:34.535709] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:34.535861] [INFO ] [CONFIGURE ] NFG: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:29:34.535904] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6925 tests
[2025-10-18T00:29:34.535938] [INFO ] [CONFIGURE ] NFG: Testing feature 21/29: add_range_position
[2025-10-18T00:29:34.535968] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_range_position']
[2025-10-18T00:29:34.661892] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:29:34.787808] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:34.915065] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:35.075262] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:35.210180] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:35.336351] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:35.464863] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:35.599198] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:35.727586] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:35.855920] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:35.856097] [INFO ] [CONFIGURE ] NFG: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T00:29:35.856141] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6924 tests
[2025-10-18T00:29:35.856176] [INFO ] [CONFIGURE ] NFG: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:29:35.856208] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_realized_volatility']
[2025-10-18T00:29:35.999082] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:36.141123] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:36.284054] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:36.429117] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:36.572398] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:36.717447] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:36.862831] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:29:37.006889] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:37.159527] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:37.304989] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:37.305146] [INFO ] [CONFIGURE ] NFG: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:29:37.305191] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6923 tests
[2025-10-18T00:29:37.305226] [INFO ] [CONFIGURE ] NFG: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:29:37.305258] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_recent_range_context']
[2025-10-18T00:29:37.420962] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:29:37.534778] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:37.647631] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:37.761284] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:37.874732] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:37.992269] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:38.121450] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:38.240238] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:38.357234] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:38.478179] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:38.478340] [INFO ] [CONFIGURE ] NFG: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T00:29:38.478382] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6922 tests
[2025-10-18T00:29:38.478415] [INFO ] [CONFIGURE ] NFG: Testing feature 24/29: add_rsi
[2025-10-18T00:29:38.478447] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T00:29:38.613347] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:38.754364] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:38.891668] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:39.028877] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:39.165406] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:39.300535] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:39.438465] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:29:39.573261] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:39.709585] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:39.847145] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:39.847323] [INFO ] [CONFIGURE ] NFG: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:29:39.847366] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6921 tests
[2025-10-18T00:29:39.847400] [INFO ] [CONFIGURE ] NFG: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:29:39.847431] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_tick_distribution']
[2025-10-18T00:29:39.958871] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:29:40.068305] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:40.177564] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:40.289277] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:40.405330] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:40.519664] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:40.632429] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:40.745249] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:40.859392] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:40.976155] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:40.976325] [INFO ] [CONFIGURE ] NFG: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T00:29:40.976368] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6920 tests
[2025-10-18T00:29:40.976402] [INFO ] [CONFIGURE ] NFG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:29:40.976434] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T00:29:41.096226] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:41.209117] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:41.324982] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:41.441814] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:41.556078] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:41.670991] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:41.785274] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:41.921497] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:42.040176] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:42.161514] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:42.161711] [INFO ] [CONFIGURE ] NFG: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T00:29:42.161771] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6919 tests
[2025-10-18T00:29:42.161808] [INFO ] [CONFIGURE ] NFG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:29:42.161841] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_volume_price_divergence']
[2025-10-18T00:29:42.288961] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:42.413249] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:42.539567] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:42.664853] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:29:42.791833] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:42.921555] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:43.046934] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:29:43.175845] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:43.303667] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:43.430955] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:43.431134] [INFO ] [CONFIGURE ] NFG: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:29:43.431184] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6918 tests
[2025-10-18T00:29:43.431219] [INFO ] [CONFIGURE ] NFG: Testing feature 28/29: add_volume_profile
[2025-10-18T00:29:43.431251] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_volume_profile']
[2025-10-18T00:29:43.554361] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:43.670586] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:29:43.788493] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:43.911310] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:29:44.029785] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:44.175673] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:44.294504] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:44.414460] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:44.531224] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:44.654472] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:44.654685] [INFO ] [CONFIGURE ] NFG: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:29:44.654747] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6917 tests
[2025-10-18T00:29:44.654790] [INFO ] [CONFIGURE ] NFG: Testing feature 29/29: add_vwap
[2025-10-18T00:29:44.654870] [INFO ] [CONFIGURE ] NFG: Testing with features: ['add_vwap']
[2025-10-18T00:29:44.780769] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:29:44.905386] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:29:45.023799] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:29:45.146925] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:45.265555] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:45.385382] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:45.513205] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:29:45.638668] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:45.763405] [DEBUG] [FORECASTER] NFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:45.893459] [DEBUG] [FORECASTER] NFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:45.893687] [INFO ] [CONFIGURE ] NFG: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T00:29:45.893752] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6916 tests
[2025-10-18T00:29:45.893802] [INFO ] [CONFIGURE ] NFG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:29:45.893862] [INFO ] [CONFIGURE ] NFG: Best accuracy: 80.00%
[2025-10-18T00:29:45.893931] [INFO ] [CONFIGURE ] NFG: Best feature set (0 features): []
[2025-10-18T00:29:45.893967] [INFO ] [CONFIGURE ] NFG: Improvement over baseline: 0.00%
[2025-10-18T00:29:45.893995] [INFO ] [CONFIGURE ] NFG: Total time: 36.1 seconds
[2025-10-18T00:29:45.894023] [INFO ] [CONFIGURE ] NFG: Average time per feature: 1.2 seconds
[2025-10-18T00:29:45.894051] [INFO ] [CONFIGURE ] NFG: Average speed: 0.80 features/sec
[2025-10-18T00:29:45.894828] [INFO ] [LOCAL     ] Saved configuration for NFG: 0 features, 80.00% accuracy -> ./output/feature-sets/NFG.json
[2025-10-18T00:29:45.894902] [INFO ] [CONFIGURE ] NFG: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-10-18T00:29:45.894996] [INFO ] [sig       ] [143/380] Successfully configured NFG | 0.02 sym/s | Total: 1.7h | ETA: 2.8h
[2025-10-18T00:29:45.895065] [INFO ] [sig       ] [144/380] Configuring NFJ...
[2025-10-18T00:29:45.895131] [INFO ] [CONFIGURE ] NFJ: Configurate test run.
[2025-10-18T00:29:45.895187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-10-18T00:29:45.908371] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NFJ'.
[2025-10-18T00:29:45.908768] [INFO ] [CONFIGURE ] NFJ: Testing with 29 available features
[2025-10-18T00:29:45.908825] [INFO ] [CONFIGURE ] NFJ: Establishing baseline with no features...
[2025-10-18T00:29:46.017572] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:29:46.125700] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:29:46.233733] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:29:46.343041] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:46.455936] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:46.565937] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:46.677306] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:46.784708] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:29:46.886738] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:46.990173] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:46.990290] [INFO ] [CONFIGURE ] NFJ: Baseline score (no features): 50.00%
[2025-10-18T00:29:46.990334] [INFO ] [CONFIGURE ] NFJ: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:29:46.990365] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:29:47.102663] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:29:47.215877] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:29:47.329483] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:29:47.442133] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:47.556804] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:47.671921] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:29:47.788064] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:47.904846] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:29:48.020384] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:48.136399] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:48.136540] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T00:29:48.136584] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6915 tests
[2025-10-18T00:29:48.136618] [INFO ] [CONFIGURE ] NFJ: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:29:48.136674] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:29:48.252513] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:29:48.372983] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:29:48.494374] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:29:48.618828] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:48.748075] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:48.872514] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:48.997865] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:49.124503] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:49.258490] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:49.385121] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:29:49.385277] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:29:49.385320] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6914 tests
[2025-10-18T00:29:49.385353] [INFO ] [CONFIGURE ] NFJ: Testing feature 3/29: add_daily_returns
[2025-10-18T00:29:49.385384] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns']
[2025-10-18T00:29:49.490541] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:29:49.598825] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:29:49.708380] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:29:49.820718] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:49.938488] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:50.052976] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:29:50.167584] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:50.284476] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:50.411180] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:50.526522] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:50.526734] [INFO ] [CONFIGURE ] NFJ: KEPT add_daily_returns (score: 60.00%)
[2025-10-18T00:29:50.526804] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6913 tests
[2025-10-18T00:29:50.526842] [INFO ] [CONFIGURE ] NFJ: Testing feature 4/29: add_ema
[2025-10-18T00:29:50.526874] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T00:29:50.655586] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:29:50.786230] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:29:50.919774] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:29:51.049547] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:51.179588] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:51.309889] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:51.442273] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:51.572572] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:51.704471] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:51.836119] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:51.836319] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_ema (score: 60.00%)
[2025-10-18T00:29:51.836382] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6912 tests
[2025-10-18T00:29:51.836419] [INFO ] [CONFIGURE ] NFJ: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:29:51.836451] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:29:51.975407] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:29:52.122510] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:29:52.270282] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:29:52.419100] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:52.572476] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:52.722049] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:29:52.872271] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:53.015083] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:53.161766] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:53.300254] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:53.300430] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:29:53.300475] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6911 tests
[2025-10-18T00:29:53.300509] [INFO ] [CONFIGURE ] NFJ: Testing feature 6/29: add_failed_moves
[2025-10-18T00:29:53.300540] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-18T00:29:53.442163] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:29:53.556592] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:29:53.673006] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:29:53.788315] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:53.911968] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:54.044670] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:29:54.178033] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:54.315964] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:54.454390] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:54.592995] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:54.593176] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:29:54.593230] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6910 tests
[2025-10-18T00:29:54.593267] [INFO ] [CONFIGURE ] NFJ: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:29:54.593333] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-18T00:29:54.711287] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:29:54.828315] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:29:54.945382] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:29:55.063857] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:55.180126] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:55.297579] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:29:55.421010] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:55.540899] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:55.660440] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:55.780036] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:55.780214] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:29:55.780282] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6909 tests
[2025-10-18T00:29:55.780341] [INFO ] [CONFIGURE ] NFJ: Testing feature 8/29: add_macd
[2025-10-18T00:29:55.780376] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T00:29:55.941082] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:29:56.101513] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:29:56.264141] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:29:56.426096] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:56.585628] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:56.744441] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:29:56.906250] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:29:57.067303] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:57.257005] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:29:57.433489] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:29:57.433698] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:29:57.433762] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6908 tests
[2025-10-18T00:29:57.433800] [INFO ] [CONFIGURE ] NFJ: Testing feature 9/29: add_mfi
[2025-10-18T00:29:57.433833] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-18T00:29:57.554826] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:29:57.676955] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:29:57.801013] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:29:57.926741] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:58.053107] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:29:58.181792] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:58.309342] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:29:58.440401] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:58.575316] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:29:58.706214] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:29:58.706392] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:29:58.706437] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6907 tests
[2025-10-18T00:29:58.706471] [INFO ] [CONFIGURE ] NFJ: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:29:58.706502] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:29:58.841724] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:29:58.978414] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:29:59.115920] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:29:59.254218] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:29:59.397307] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:29:59.545749] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:29:59.689845] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:29:59.835955] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:29:59.984056] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:00.146609] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:00.146833] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:30:00.146883] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6906 tests
[2025-10-18T00:30:00.146922] [INFO ] [CONFIGURE ] NFJ: Testing feature 11/29: add_obv_daily
[2025-10-18T00:30:00.146956] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-18T00:30:00.283394] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:00.418718] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:30:00.570348] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:30:00.743518] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:00.905618] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:30:01.062323] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:30:01.248916] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:30:01.395974] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:01.542617] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:01.684067] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:01.684238] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:30:01.684287] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6905 tests
[2025-10-18T00:30:01.684323] [INFO ] [CONFIGURE ] NFJ: Testing feature 12/29: add_obv_interval
[2025-10-18T00:30:01.684357] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-18T00:30:01.812678] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:01.944071] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:30:02.073267] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:30:02.221344] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:02.359387] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:30:02.532425] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:30:02.666964] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:30:02.803007] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:02.936673] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:03.069029] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:03.069208] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T00:30:03.069256] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6904 tests
[2025-10-18T00:30:03.069319] [INFO ] [CONFIGURE ] NFJ: Testing feature 13/29: add_opening_strength
[2025-10-18T00:30:03.069367] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:30:03.201494] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:03.337086] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:30:03.469099] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:30:03.597498] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:03.717478] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:30:03.842792] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:30:03.978521] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:30:04.118419] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:04.258802] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:04.392765] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:04.392946] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T00:30:04.393019] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6903 tests
[2025-10-18T00:30:04.393056] [INFO ] [CONFIGURE ] NFJ: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:30:04.393088] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T00:30:04.525995] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:30:04.663205] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:30:04.804476] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:30:04.938044] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:05.069077] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:30:05.202210] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:05.337366] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:30:05.469901] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:05.618282] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:05.757931] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:30:05.758136] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:30:05.758184] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6902 tests
[2025-10-18T00:30:05.758218] [INFO ] [CONFIGURE ] NFJ: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:30:05.758249] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T00:30:05.870294] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:05.982593] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:30:06.094010] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:30:06.214972] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:06.339011] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:30:06.463360] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:06.591819] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:30:06.720307] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:06.845037] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:06.963116] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:06.963289] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:30:06.963334] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6901 tests
[2025-10-18T00:30:06.963369] [INFO ] [CONFIGURE ] NFJ: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:30:06.963400] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T00:30:07.086031] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:07.212514] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:30:07.339369] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:30:07.461443] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:07.584880] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:30:07.708982] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:30:07.832301] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:30:07.955576] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:08.079311] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:08.208042] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:08.208234] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:30:08.208281] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6900 tests
[2025-10-18T00:30:08.208316] [INFO ] [CONFIGURE ] NFJ: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:30:08.208347] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T00:30:08.336497] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:30:08.463064] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:30:08.622916] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:30:08.752891] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:08.883667] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:30:09.011041] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:09.140128] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:30:09.276997] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:09.412997] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:09.547604] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:09.547811] [INFO ] [CONFIGURE ] NFJ: KEPT add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:30:09.547875] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6899 tests
[2025-10-18T00:30:09.547944] [INFO ] [CONFIGURE ] NFJ: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:30:09.547991] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-18T00:30:09.678606] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:09.824436] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:30:09.955596] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:30:10.086261] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:10.216111] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:30:10.351893] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:10.486759] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:30:10.621939] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:10.751453] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:10.882601] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:10.882786] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T00:30:10.882837] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6898 tests
[2025-10-18T00:30:10.882873] [INFO ] [CONFIGURE ] NFJ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:30:10.882959] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-10-18T00:30:11.010149] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:30:11.137267] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:30:11.264593] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:30:11.393169] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:11.525636] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:30:11.668139] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:11.799677] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:30:11.939414] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:12.071593] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:12.201141] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:12.201299] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:30:12.201345] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6897 tests
[2025-10-18T00:30:12.201380] [INFO ] [CONFIGURE ] NFJ: Testing feature 20/29: add_price_rejection
[2025-10-18T00:30:12.201412] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_price_rejection']
[2025-10-18T00:30:12.339365] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:12.486046] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:30:12.635622] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:30:12.776518] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:12.923823] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:30:13.065060] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:13.207456] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:30:13.347502] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:13.490099] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:13.634275] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:13.634449] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T00:30:13.634496] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6896 tests
[2025-10-18T00:30:13.634533] [INFO ] [CONFIGURE ] NFJ: Testing feature 21/29: add_range_position
[2025-10-18T00:30:13.634565] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_range_position']
[2025-10-18T00:30:13.783268] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:13.936030] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:30:14.093769] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:30:14.246272] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:14.398279] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:30:14.550537] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:30:14.715585] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:30:14.866843] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:15.028484] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:15.184696] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:15.184879] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T00:30:15.184924] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6895 tests
[2025-10-18T00:30:15.184958] [INFO ] [CONFIGURE ] NFJ: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:30:15.184989] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-10-18T00:30:15.346448] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:30:15.511372] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:30:15.674535] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:30:15.841350] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:16.011224] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:30:16.175796] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:30:16.339040] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:30:16.503022] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:16.669391] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:30:16.830605] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:30:16.830774] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T00:30:16.830827] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6894 tests
[2025-10-18T00:30:16.830862] [INFO ] [CONFIGURE ] NFJ: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:30:16.830892] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-10-18T00:30:16.961617] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:17.093698] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:30:17.228179] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:30:17.360408] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:17.494056] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:30:17.627810] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:30:17.762903] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:30:17.897790] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:18.033417] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:18.169064] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:18.169240] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T00:30:18.169291] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6893 tests
[2025-10-18T00:30:18.169326] [INFO ] [CONFIGURE ] NFJ: Testing feature 24/29: add_rsi
[2025-10-18T00:30:18.169357] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-10-18T00:30:18.325369] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:18.484865] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:30:18.635731] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:30:18.789369] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:18.946273] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:30:19.106699] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:19.268442] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:30:19.434233] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:19.592100] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:19.752979] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:19.753166] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:30:19.753210] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6892 tests
[2025-10-18T00:30:19.753246] [INFO ] [CONFIGURE ] NFJ: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:30:19.753279] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-10-18T00:30:19.888665] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:20.025097] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:30:20.153805] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:30:20.283621] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:20.414672] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:30:20.547629] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:20.682077] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:30:20.816978] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:20.950940] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:21.083979] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:21.084122] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:30:21.084166] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6891 tests
[2025-10-18T00:30:21.084200] [INFO ] [CONFIGURE ] NFJ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:30:21.084231] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-10-18T00:30:21.218209] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:30:21.350784] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:30:21.488259] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:30:21.624069] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:21.758710] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:30:21.892968] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:22.029118] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:30:22.166088] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:22.303370] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:22.441005] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:22.441163] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:30:22.441208] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6890 tests
[2025-10-18T00:30:22.441244] [INFO ] [CONFIGURE ] NFJ: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:30:22.441276] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-18T00:30:22.586413] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:22.728536] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:30:22.872380] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:30:23.018251] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:23.165260] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:30:23.314183] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:23.465444] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:30:23.618382] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:23.796843] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:23.947291] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:23.947463] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:30:23.947510] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6889 tests
[2025-10-18T00:30:23.947545] [INFO ] [CONFIGURE ] NFJ: Testing feature 28/29: add_volume_profile
[2025-10-18T00:30:23.947577] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_volume_profile']
[2025-10-18T00:30:24.080430] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:24.214194] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:30:24.352148] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:30:24.487512] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:24.623357] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:30:24.764843] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:30:24.900825] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:30:25.036146] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:25.176056] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:25.314228] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:25.314404] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T00:30:25.314448] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6888 tests
[2025-10-18T00:30:25.314482] [INFO ] [CONFIGURE ] NFJ: Testing feature 29/29: add_vwap
[2025-10-18T00:30:25.314514] [INFO ] [CONFIGURE ] NFJ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_vwap']
[2025-10-18T00:30:25.461106] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:25.613368] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:30:25.754434] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:30:25.892434] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:26.033463] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:30:26.178726] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:26.323392] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:30:26.466500] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:26.622218] [DEBUG] [FORECASTER] NFJ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:30:26.766995] [DEBUG] [FORECASTER] NFJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:30:26.767124] [INFO ] [CONFIGURE ] NFJ: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T00:30:26.767200] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6887 tests
[2025-10-18T00:30:26.767249] [INFO ] [CONFIGURE ] NFJ: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:30:26.767283] [INFO ] [CONFIGURE ] NFJ: Best accuracy: 70.00%
[2025-10-18T00:30:26.767314] [INFO ] [CONFIGURE ] NFJ: Best feature set (2 features): ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T00:30:26.767342] [INFO ] [CONFIGURE ] NFJ: Improvement over baseline: 20.00%
[2025-10-18T00:30:26.767369] [INFO ] [CONFIGURE ] NFJ: Total time: 39.8 seconds
[2025-10-18T00:30:26.767395] [INFO ] [CONFIGURE ] NFJ: Average time per feature: 1.4 seconds
[2025-10-18T00:30:26.767422] [INFO ] [CONFIGURE ] NFJ: Average speed: 0.73 features/sec
[2025-10-18T00:30:26.767789] [INFO ] [LOCAL     ] Saved configuration for NFJ: 2 features, 70.00% accuracy -> ./output/feature-sets/NFJ.json
[2025-10-18T00:30:26.767839] [INFO ] [CONFIGURE ] NFJ: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T00:30:26.767877] [INFO ] [sig       ] [144/380] Successfully configured NFJ | 0.02 sym/s | Total: 1.7h | ETA: 2.8h
[2025-10-18T00:30:26.768091] [INFO ] [sig       ] [145/380] Configuring NGG...
[2025-10-18T00:30:26.768145] [INFO ] [CONFIGURE ] NGG: Configurate test run.
[2025-10-18T00:30:26.768177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-10-18T00:30:26.777741] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NGG'.
[2025-10-18T00:30:26.778082] [INFO ] [CONFIGURE ] NGG: Testing with 29 available features
[2025-10-18T00:30:26.778141] [INFO ] [CONFIGURE ] NGG: Establishing baseline with no features...
[2025-10-18T00:30:26.877708] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:26.974618] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:27.073152] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:27.171940] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:27.271177] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:30:27.371523] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:27.471207] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:27.572165] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:27.672715] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:27.774082] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:27.774211] [INFO ] [CONFIGURE ] NGG: Baseline score (no features): 50.00%
[2025-10-18T00:30:27.774253] [INFO ] [CONFIGURE ] NGG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:30:27.774285] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:30:27.888578] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:27.998110] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:28.109358] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:28.220037] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:28.331552] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:30:28.443428] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:28.556461] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:28.669341] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:30:28.783895] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:28.912971] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:28.913158] [INFO ] [CONFIGURE ] NGG: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T00:30:28.913203] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6886 tests
[2025-10-18T00:30:28.913236] [INFO ] [CONFIGURE ] NGG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:30:28.913267] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:30:29.033925] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:29.155605] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:29.278662] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:29.399451] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:29.522445] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:30:29.644417] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:29.767141] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:29.890275] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:30:30.022417] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:30.152170] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:30.152335] [INFO ] [CONFIGURE ] NGG: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:30:30.152379] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6885 tests
[2025-10-18T00:30:30.152412] [INFO ] [CONFIGURE ] NGG: Testing feature 3/29: add_daily_returns
[2025-10-18T00:30:30.152443] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_daily_returns']
[2025-10-18T00:30:30.258304] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:30.365183] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:30.475149] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:30:30.585072] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:30.693995] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:30:30.802451] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:30.914243] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:31.024038] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:30:31.139088] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:31.248958] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:31.249129] [INFO ] [CONFIGURE ] NGG: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T00:30:31.249175] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6884 tests
[2025-10-18T00:30:31.249209] [INFO ] [CONFIGURE ] NGG: Testing feature 4/29: add_ema
[2025-10-18T00:30:31.249240] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_ema']
[2025-10-18T00:30:31.370920] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:31.491733] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:31.613299] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:31.734825] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:31.857482] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:30:31.980318] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:32.108252] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:32.231849] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:30:32.356888] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:32.482723] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:32.482909] [INFO ] [CONFIGURE ] NGG: DISCARDED add_ema (score: 40.00%)
[2025-10-18T00:30:32.482955] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6883 tests
[2025-10-18T00:30:32.482990] [INFO ] [CONFIGURE ] NGG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:30:32.483022] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:30:32.613831] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:32.744257] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:32.874862] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:33.004923] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:33.134758] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:30:33.276272] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:33.427170] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:33.581995] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:33.723519] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:33.864753] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:33.864925] [INFO ] [CONFIGURE ] NGG: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:30:33.864972] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6882 tests
[2025-10-18T00:30:33.865006] [INFO ] [CONFIGURE ] NGG: Testing feature 6/29: add_failed_moves
[2025-10-18T00:30:33.865037] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_failed_moves']
[2025-10-18T00:30:33.973549] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:34.083856] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:34.194607] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:34.312163] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:34.426732] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:30:34.544439] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:34.657720] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:34.774130] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:34.889494] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:35.009890] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:35.010061] [INFO ] [CONFIGURE ] NGG: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T00:30:35.010108] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6881 tests
[2025-10-18T00:30:35.010142] [INFO ] [CONFIGURE ] NGG: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:30:35.010175] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_lag_shelf']
[2025-10-18T00:30:35.116534] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:35.220018] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:35.323148] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:35.426453] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:35.529402] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:30:35.635209] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:35.741384] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:35.874986] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:35.982325] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:36.086561] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:36.086721] [INFO ] [CONFIGURE ] NGG: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T00:30:36.086776] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6880 tests
[2025-10-18T00:30:36.086812] [INFO ] [CONFIGURE ] NGG: Testing feature 8/29: add_macd
[2025-10-18T00:30:36.086842] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:30:36.226728] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:36.364867] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:36.504181] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:36.643572] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:36.784223] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:30:36.925304] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:37.068178] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:37.209917] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:37.351721] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:37.497801] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:30:37.498053] [INFO ] [CONFIGURE ] NGG: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:30:37.498124] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6879 tests
[2025-10-18T00:30:37.498171] [INFO ] [CONFIGURE ] NGG: Testing feature 9/29: add_mfi
[2025-10-18T00:30:37.498248] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_mfi']
[2025-10-18T00:30:37.613219] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:37.729723] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:37.845080] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:37.961061] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:38.078527] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:30:38.196488] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:38.314706] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:38.433832] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:38.553081] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:38.673344] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:38.673507] [INFO ] [CONFIGURE ] NGG: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T00:30:38.673551] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6878 tests
[2025-10-18T00:30:38.673585] [INFO ] [CONFIGURE ] NGG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:30:38.673617] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:30:38.804360] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:38.936131] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:39.071242] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:39.204388] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:39.340225] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:30:39.476846] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:39.613066] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:39.749841] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:39.887277] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:30:40.025460] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:40.025628] [INFO ] [CONFIGURE ] NGG: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:30:40.025707] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6877 tests
[2025-10-18T00:30:40.025751] [INFO ] [CONFIGURE ] NGG: Testing feature 11/29: add_obv_daily
[2025-10-18T00:30:40.025783] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily']
[2025-10-18T00:30:40.134707] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:40.242762] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:40.351569] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:40.461979] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:40.575616] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:30:40.691226] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:40.803327] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:40.917768] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:41.032083] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:41.146473] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:41.146620] [INFO ] [CONFIGURE ] NGG: KEPT add_obv_daily (score: 60.00%)
[2025-10-18T00:30:41.146695] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6876 tests
[2025-10-18T00:30:41.146743] [INFO ] [CONFIGURE ] NGG: Testing feature 12/29: add_obv_interval
[2025-10-18T00:30:41.146776] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval']
[2025-10-18T00:30:41.267286] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:41.385594] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:41.502231] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:41.624202] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:41.745149] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:30:41.867759] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:41.990512] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:30:42.115336] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:42.240328] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:42.364418] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:42.364585] [INFO ] [CONFIGURE ] NGG: KEPT add_obv_interval (score: 70.00%)
[2025-10-18T00:30:42.364631] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6875 tests
[2025-10-18T00:30:42.364705] [INFO ] [CONFIGURE ] NGG: Testing feature 13/29: add_opening_strength
[2025-10-18T00:30:42.364748] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:30:42.501473] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:42.639715] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:42.778577] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:30:42.913266] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:43.050192] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:30:43.187556] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:43.327445] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:43.468631] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:43.609245] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:43.749119] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:43.749317] [INFO ] [CONFIGURE ] NGG: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:30:43.749363] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6874 tests
[2025-10-18T00:30:43.749396] [INFO ] [CONFIGURE ] NGG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:30:43.749427] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-18T00:30:43.891723] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:44.031965] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:44.174214] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:44.316259] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:44.459961] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:30:44.603950] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:44.748253] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:44.902998] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:45.048724] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:45.191547] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:45.191735] [INFO ] [CONFIGURE ] NGG: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:30:45.191791] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6873 tests
[2025-10-18T00:30:45.191827] [INFO ] [CONFIGURE ] NGG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:30:45.191858] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-18T00:30:45.312131] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:45.431822] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:45.553196] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:45.679293] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:45.814632] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:30:45.947631] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:46.080056] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:46.210489] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:46.348202] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:46.479172] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:46.479338] [INFO ] [CONFIGURE ] NGG: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:30:46.479382] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6872 tests
[2025-10-18T00:30:46.479416] [INFO ] [CONFIGURE ] NGG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:30:46.479448] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-18T00:30:46.610705] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:46.743360] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:46.876329] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:47.013561] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:47.144263] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:30:47.281389] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:47.424306] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:47.564320] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:47.707032] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:47.859176] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:47.859384] [INFO ] [CONFIGURE ] NGG: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:30:47.859432] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6871 tests
[2025-10-18T00:30:47.859467] [INFO ] [CONFIGURE ] NGG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:30:47.859501] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_return_2d']
[2025-10-18T00:30:48.012838] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:48.151854] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:48.290928] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:48.428893] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:48.566868] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:30:48.704861] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:48.842978] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:48.980711] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:49.119687] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:49.259730] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:49.259872] [INFO ] [CONFIGURE ] NGG: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T00:30:49.259916] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6870 tests
[2025-10-18T00:30:49.259950] [INFO ] [CONFIGURE ] NGG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:30:49.259980] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-18T00:30:49.383218] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:49.507474] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:49.633242] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:49.760579] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:49.887349] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:30:50.016053] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:50.150822] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:30:50.280674] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:50.414690] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:50.544078] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:50.544198] [INFO ] [CONFIGURE ] NGG: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T00:30:50.544241] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6869 tests
[2025-10-18T00:30:50.544275] [INFO ] [CONFIGURE ] NGG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:30:50.544306] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-18T00:30:50.668008] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:50.796422] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:50.919580] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:51.043947] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:51.167977] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:30:51.293663] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:51.421670] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:30:51.549221] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:51.675775] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:51.806816] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:51.806945] [INFO ] [CONFIGURE ] NGG: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:30:51.806989] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6868 tests
[2025-10-18T00:30:51.807023] [INFO ] [CONFIGURE ] NGG: Testing feature 20/29: add_price_rejection
[2025-10-18T00:30:51.807053] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_price_rejection']
[2025-10-18T00:30:51.945271] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:52.079521] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:52.213832] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:52.350098] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:52.487423] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:30:52.623619] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:52.761518] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:52.899589] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:53.039526] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:53.180011] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:53.180178] [INFO ] [CONFIGURE ] NGG: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T00:30:53.180223] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6867 tests
[2025-10-18T00:30:53.180256] [INFO ] [CONFIGURE ] NGG: Testing feature 21/29: add_range_position
[2025-10-18T00:30:53.180287] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_range_position']
[2025-10-18T00:30:53.327098] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:53.470110] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:53.614134] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:53.760821] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:53.904334] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:30:54.064994] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:54.214128] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:54.377839] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:54.550945] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:30:54.766740] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:54.766959] [INFO ] [CONFIGURE ] NGG: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:30:54.767010] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6866 tests
[2025-10-18T00:30:54.767070] [INFO ] [CONFIGURE ] NGG: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:30:54.767106] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_realized_volatility']
[2025-10-18T00:30:54.975550] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:55.190926] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:55.356483] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:55.521828] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:30:55.688486] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:30:55.864474] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:56.034546] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:30:56.203231] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:30:56.371405] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:30:56.540506] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:30:56.540707] [INFO ] [CONFIGURE ] NGG: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T00:30:56.540766] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6865 tests
[2025-10-18T00:30:56.540803] [INFO ] [CONFIGURE ] NGG: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:30:56.540835] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_recent_range_context']
[2025-10-18T00:30:56.670425] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:56.802824] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:56.936880] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:57.091096] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:57.223625] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:30:57.356152] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:57.488736] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:57.624600] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:30:57.758362] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:30:57.896919] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:57.897098] [INFO ] [CONFIGURE ] NGG: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T00:30:57.897144] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6864 tests
[2025-10-18T00:30:57.897179] [INFO ] [CONFIGURE ] NGG: Testing feature 24/29: add_rsi
[2025-10-18T00:30:57.897212] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-18T00:30:58.048346] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:58.201382] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:58.352126] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:58.501871] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:30:58.656870] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:30:58.817536] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:30:58.975929] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:30:59.134600] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:30:59.294984] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:30:59.457142] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:30:59.457354] [INFO ] [CONFIGURE ] NGG: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T00:30:59.457401] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6863 tests
[2025-10-18T00:30:59.457439] [INFO ] [CONFIGURE ] NGG: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:30:59.457473] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_tick_distribution']
[2025-10-18T00:30:59.592453] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:30:59.723421] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:30:59.852605] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:30:59.986030] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:31:00.118190] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:31:00.262389] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:31:00.391829] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:31:00.523356] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:00.659238] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:31:00.794059] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:31:00.794226] [INFO ] [CONFIGURE ] NGG: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:31:00.794272] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6862 tests
[2025-10-18T00:31:00.794307] [INFO ] [CONFIGURE ] NGG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:31:00.794338] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-18T00:31:00.931240] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:31:01.062239] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:31:01.204049] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:31:01.339626] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:31:01.480545] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:31:01.618404] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:31:01.754444] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:31:01.895512] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:02.029820] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:31:02.166602] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:31:02.166779] [INFO ] [CONFIGURE ] NGG: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T00:31:02.166876] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6861 tests
[2025-10-18T00:31:02.166921] [INFO ] [CONFIGURE ] NGG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:31:02.166955] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_volume_price_divergence']
[2025-10-18T00:31:02.307517] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:31:02.446146] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:31:02.584891] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:31:02.724066] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:31:02.869203] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:31:03.011583] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:31:03.165437] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:31:03.298089] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:03.433797] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:31:03.580207] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:31:03.580403] [INFO ] [CONFIGURE ] NGG: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:31:03.580469] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6860 tests
[2025-10-18T00:31:03.580508] [INFO ] [CONFIGURE ] NGG: Testing feature 28/29: add_volume_profile
[2025-10-18T00:31:03.580542] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_volume_profile']
[2025-10-18T00:31:03.706924] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:31:03.835955] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:31:03.962504] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:31:04.094559] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:31:04.223138] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:31:04.353724] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:31:04.483980] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:31:04.612888] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:04.741411] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:31:04.871793] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:31:04.871943] [INFO ] [CONFIGURE ] NGG: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:31:04.871988] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6859 tests
[2025-10-18T00:31:04.872023] [INFO ] [CONFIGURE ] NGG: Testing feature 29/29: add_vwap
[2025-10-18T00:31:04.872056] [INFO ] [CONFIGURE ] NGG: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_vwap']
[2025-10-18T00:31:05.001218] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:31:05.130998] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:31:05.261914] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:31:05.392956] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:31:05.531823] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:31:05.669316] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:31:05.806332] [DEBUG] [FORECASTER] NGG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:31:05.953066] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:06.095275] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:31:06.239140] [DEBUG] [FORECASTER] NGG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:31:06.239302] [INFO ] [CONFIGURE ] NGG: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T00:31:06.239346] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6858 tests
[2025-10-18T00:31:06.239382] [INFO ] [CONFIGURE ] NGG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:31:06.239414] [INFO ] [CONFIGURE ] NGG: Best accuracy: 70.00%
[2025-10-18T00:31:06.239444] [INFO ] [CONFIGURE ] NGG: Best feature set (2 features): ['add_obv_daily', 'add_obv_interval']
[2025-10-18T00:31:06.239474] [INFO ] [CONFIGURE ] NGG: Improvement over baseline: 20.00%
[2025-10-18T00:31:06.239501] [INFO ] [CONFIGURE ] NGG: Total time: 38.5 seconds
[2025-10-18T00:31:06.239529] [INFO ] [CONFIGURE ] NGG: Average time per feature: 1.3 seconds
[2025-10-18T00:31:06.239556] [INFO ] [CONFIGURE ] NGG: Average speed: 0.75 features/sec
[2025-10-18T00:31:06.240144] [INFO ] [LOCAL     ] Saved configuration for NGG: 2 features, 70.00% accuracy -> ./output/feature-sets/NGG.json
[2025-10-18T00:31:06.240215] [INFO ] [CONFIGURE ] NGG: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T00:31:06.240283] [INFO ] [sig       ] [145/380] Successfully configured NGG | 0.02 sym/s | Total: 1.7h | ETA: 2.8h
[2025-10-18T00:31:06.240350] [INFO ] [sig       ] [146/380] Configuring NGVC...
[2025-10-18T00:31:06.240405] [INFO ] [CONFIGURE ] NGVC: Configurate test run.
[2025-10-18T00:31:06.240438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-10-18T00:31:06.252298] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NGVC'.
[2025-10-18T00:31:06.252611] [INFO ] [CONFIGURE ] NGVC: Testing with 29 available features
[2025-10-18T00:31:06.252695] [INFO ] [CONFIGURE ] NGVC: Establishing baseline with no features...
[2025-10-18T00:31:06.360359] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:06.467437] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:06.574634] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:06.702427] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:31:06.811806] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:06.928742] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:07.040860] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:07.150616] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:31:07.259418] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:31:07.370883] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:07.371076] [INFO ] [CONFIGURE ] NGVC: Baseline score (no features): 40.00%
[2025-10-18T00:31:07.371130] [INFO ] [CONFIGURE ] NGVC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:31:07.371166] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:31:07.493129] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:07.620107] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:07.754525] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:07.866027] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:31:07.978627] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:08.095544] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:08.211545] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:08.328639] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:31:08.447967] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:08.566282] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:08.566438] [INFO ] [CONFIGURE ] NGVC: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T00:31:08.566489] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6857 tests
[2025-10-18T00:31:08.566522] [INFO ] [CONFIGURE ] NGVC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:31:08.566554] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:31:08.698025] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:08.832622] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:08.964753] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:09.103868] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:31:09.241728] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:09.378064] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:09.518321] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:09.655126] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:31:09.793963] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:09.929418] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:09.929569] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:31:09.929612] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6856 tests
[2025-10-18T00:31:09.929670] [INFO ] [CONFIGURE ] NGVC: Testing feature 3/29: add_daily_returns
[2025-10-18T00:31:09.929724] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:31:10.044551] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:10.159659] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:10.277827] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:10.395499] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:31:10.511134] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:10.628254] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:10.745375] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:10.868981] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:31:10.994951] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:11.114447] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:11.114601] [INFO ] [CONFIGURE ] NGVC: KEPT add_daily_returns (score: 60.00%)
[2025-10-18T00:31:11.114665] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6855 tests
[2025-10-18T00:31:11.114724] [INFO ] [CONFIGURE ] NGVC: Testing feature 4/29: add_ema
[2025-10-18T00:31:11.114781] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T00:31:11.248185] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:11.382741] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:11.517239] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:11.651885] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:31:11.787956] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:11.925850] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:12.062061] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:12.212116] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:31:12.358292] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:12.503320] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:12.503520] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_ema (score: 50.00%)
[2025-10-18T00:31:12.503567] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6854 tests
[2025-10-18T00:31:12.503602] [INFO ] [CONFIGURE ] NGVC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:31:12.503636] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:31:12.652238] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:12.798245] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:12.945207] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:13.093301] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:31:13.241176] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:13.390255] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:13.545483] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:13.704627] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:31:13.862463] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:14.019888] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:14.020048] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:31:14.020091] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6853 tests
[2025-10-18T00:31:14.020125] [INFO ] [CONFIGURE ] NGVC: Testing feature 6/29: add_failed_moves
[2025-10-18T00:31:14.020156] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T00:31:14.152798] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:14.287512] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:14.422818] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:14.558528] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:31:14.694084] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:14.831940] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:14.967402] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:15.103133] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:31:15.271796] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:15.414049] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:15.414285] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:31:15.414341] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6852 tests
[2025-10-18T00:31:15.414376] [INFO ] [CONFIGURE ] NGVC: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:31:15.414407] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T00:31:15.540527] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:15.667753] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:15.795439] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:15.921379] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:31:16.042807] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:16.164973] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:16.287259] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:16.410332] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:31:16.535227] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:16.659347] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:16.659503] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T00:31:16.659547] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6851 tests
[2025-10-18T00:31:16.659582] [INFO ] [CONFIGURE ] NGVC: Testing feature 8/29: add_macd
[2025-10-18T00:31:16.659613] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T00:31:16.816386] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:16.974662] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:17.132773] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:17.291789] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:31:17.452385] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:31:17.610104] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:17.806559] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:17.992168] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:18.159631] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:31:18.351900] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:18.352083] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:31:18.352129] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6850 tests
[2025-10-18T00:31:18.352165] [INFO ] [CONFIGURE ] NGVC: Testing feature 9/29: add_mfi
[2025-10-18T00:31:18.352197] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-18T00:31:18.494147] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:18.636579] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:18.778448] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:18.914977] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:31:19.054487] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:19.191385] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:19.329042] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:19.466932] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:31:19.605074] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:19.744055] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:19.744229] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:31:19.744274] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6849 tests
[2025-10-18T00:31:19.744308] [INFO ] [CONFIGURE ] NGVC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:31:19.744340] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:31:19.901011] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:20.073765] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:20.246448] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:20.400300] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:31:20.550971] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:31:20.702067] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:20.864285] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:21.016618] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:31:21.169364] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:21.328821] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:21.329001] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:31:21.329047] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6848 tests
[2025-10-18T00:31:21.329081] [INFO ] [CONFIGURE ] NGVC: Testing feature 11/29: add_obv_daily
[2025-10-18T00:31:21.329113] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T00:31:21.461555] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:21.589474] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:21.716956] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:21.852360] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:31:21.982354] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:22.112312] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:22.248106] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:22.386169] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:22.528724] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:22.665671] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:22.665824] [INFO ] [CONFIGURE ] NGVC: KEPT add_obv_daily (score: 70.00%)
[2025-10-18T00:31:22.665870] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6847 tests
[2025-10-18T00:31:22.665903] [INFO ] [CONFIGURE ] NGVC: Testing feature 12/29: add_obv_interval
[2025-10-18T00:31:22.665933] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_obv_interval']
[2025-10-18T00:31:22.801366] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:22.942601] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:23.084622] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:23.224633] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:31:23.363703] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:23.504181] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:23.644978] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:23.784988] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:23.928363] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:24.072066] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:24.072246] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:31:24.072292] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6846 tests
[2025-10-18T00:31:24.072327] [INFO ] [CONFIGURE ] NGVC: Testing feature 13/29: add_opening_strength
[2025-10-18T00:31:24.072359] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength']
[2025-10-18T00:31:24.221833] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:24.384237] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:24.558039] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:24.700925] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:31:24.854962] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:31:25.016151] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:25.161544] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:25.317502] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:25.486300] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:25.650252] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:25.650467] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:31:25.650523] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6845 tests
[2025-10-18T00:31:25.650560] [INFO ] [CONFIGURE ] NGVC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:31:25.650592] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T00:31:25.805265] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:25.966101] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:26.132618] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:26.292886] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:31:26.450136] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:26.608719] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:26.772296] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:26.930869] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:27.110882] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:27.303546] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:27.303751] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:31:27.303809] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6844 tests
[2025-10-18T00:31:27.303847] [INFO ] [CONFIGURE ] NGVC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:31:27.303883] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T00:31:27.466011] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:27.599891] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:27.754604] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:27.905750] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:31:28.053894] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:31:28.204331] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:28.357480] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:28.511919] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:28.666243] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:28.823660] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:31:28.823848] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:31:28.823919] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6843 tests
[2025-10-18T00:31:28.823995] [INFO ] [CONFIGURE ] NGVC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:31:28.824066] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T00:31:28.983131] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:29.137424] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:29.274957] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:31:29.413936] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:31:29.553298] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:31:29.696816] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:29.839704] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:29.979405] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:30.118950] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:30.260207] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:30.260373] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:31:30.260417] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6842 tests
[2025-10-18T00:31:30.260453] [INFO ] [CONFIGURE ] NGVC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:31:30.260486] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T00:31:30.403098] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:30.546461] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:30.690197] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:30.840128] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:31:30.994174] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:31.145077] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:31.296427] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:31.443446] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:31.590393] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:31.739118] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:31.739294] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T00:31:31.739342] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6841 tests
[2025-10-18T00:31:31.739379] [INFO ] [CONFIGURE ] NGVC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:31:31.739410] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T00:31:31.874986] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:32.010352] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:32.143794] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:32.274904] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:31:32.414535] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:32.566231] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:32.717543] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:32.864995] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:31:33.016611] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:33.164674] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:33.164875] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:31:33.164950] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6840 tests
[2025-10-18T00:31:33.164996] [INFO ] [CONFIGURE ] NGVC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:31:33.165050] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-18T00:31:33.308112] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:33.451103] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:33.622414] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:33.770174] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:31:33.914141] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:34.058630] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:34.205788] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:34.350154] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:34.502614] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:34.649703] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:34.649877] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:31:34.650001] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6839 tests
[2025-10-18T00:31:34.650068] [INFO ] [CONFIGURE ] NGVC: Testing feature 20/29: add_price_rejection
[2025-10-18T00:31:34.650126] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_price_rejection']
[2025-10-18T00:31:34.808776] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:34.969433] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:35.133488] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:35.289819] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:31:35.434442] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:35.583590] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:35.727111] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:35.875798] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:31:36.026897] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:36.181089] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:36.181279] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:31:36.181325] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6838 tests
[2025-10-18T00:31:36.181361] [INFO ] [CONFIGURE ] NGVC: Testing feature 21/29: add_range_position
[2025-10-18T00:31:36.181393] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_range_position']
[2025-10-18T00:31:36.333887] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:36.486537] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:36.662532] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:36.815444] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:31:36.969439] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:31:37.123424] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:37.280324] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:37.440962] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:37.607143] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:37.759670] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:31:37.759830] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:31:37.759894] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6837 tests
[2025-10-18T00:31:37.759952] [INFO ] [CONFIGURE ] NGVC: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:31:37.759986] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_realized_volatility']
[2025-10-18T00:31:37.924928] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:38.089358] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:38.254489] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:38.420487] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:31:38.588148] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:38.755778] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:38.925332] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:39.096367] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:39.274122] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:39.453046] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:39.453235] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T00:31:39.453280] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6836 tests
[2025-10-18T00:31:39.453316] [INFO ] [CONFIGURE ] NGVC: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:31:39.453347] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_recent_range_context']
[2025-10-18T00:31:39.604136] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:39.745204] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:39.893128] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:40.050995] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:31:40.210535] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:31:40.351257] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:40.492867] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:40.634233] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:40.779044] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:40.922682] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:40.922917] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T00:31:40.922968] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6835 tests
[2025-10-18T00:31:40.923003] [INFO ] [CONFIGURE ] NGVC: Testing feature 24/29: add_rsi
[2025-10-18T00:31:40.923035] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-18T00:31:41.076778] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:41.231510] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:41.389445] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:41.546462] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:31:41.722179] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:41.895784] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:31:42.063959] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:42.227307] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:31:42.388561] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:42.552569] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:42.552781] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:31:42.552835] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6834 tests
[2025-10-18T00:31:42.552872] [INFO ] [CONFIGURE ] NGVC: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:31:42.552906] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_tick_distribution']
[2025-10-18T00:31:42.716987] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:42.853344] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:42.989410] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:43.126323] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:31:43.264167] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:43.404102] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:43.545888] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:43.687725] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:43.828568] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:43.970191] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:43.970372] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:31:43.970417] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6833 tests
[2025-10-18T00:31:43.970453] [INFO ] [CONFIGURE ] NGVC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:31:43.970488] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-18T00:31:44.115408] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:44.258085] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:44.412816] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:44.565823] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:31:44.715780] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:44.863769] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:45.010560] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:45.158189] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:45.304258] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:45.446219] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:31:45.446396] [INFO ] [CONFIGURE ] NGVC: KEPT add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T00:31:45.446441] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6832 tests
[2025-10-18T00:31:45.446475] [INFO ] [CONFIGURE ] NGVC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:31:45.446508] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-10-18T00:31:45.604211] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:45.761537] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:45.920814] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:46.081284] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:31:46.241454] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:46.401229] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:31:46.570344] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:46.746380] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:31:46.934542] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:47.132856] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:47.133084] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:31:47.133159] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6831 tests
[2025-10-18T00:31:47.133221] [INFO ] [CONFIGURE ] NGVC: Testing feature 28/29: add_volume_profile
[2025-10-18T00:31:47.133278] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-10-18T00:31:47.295910] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:47.498610] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:47.727474] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:47.923536] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:31:48.114157] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:31:48.284576] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:48.449252] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:48.609569] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:48.793803] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:48.947940] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:31:48.948108] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:31:48.948153] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6830 tests
[2025-10-18T00:31:48.948189] [INFO ] [CONFIGURE ] NGVC: Testing feature 29/29: add_vwap
[2025-10-18T00:31:48.948222] [INFO ] [CONFIGURE ] NGVC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_volume_momentum_confirmation', 'add_vwap']
[2025-10-18T00:31:49.118093] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:49.291135] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:31:49.458591] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:49.648410] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:31:49.812854] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:31:49.968942] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:31:50.124390] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:31:50.284349] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:50.440410] [DEBUG] [FORECASTER] NGVC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:31:50.604869] [DEBUG] [FORECASTER] NGVC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:50.605026] [INFO ] [CONFIGURE ] NGVC: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T00:31:50.605069] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6829 tests
[2025-10-18T00:31:50.605104] [INFO ] [CONFIGURE ] NGVC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:31:50.605135] [INFO ] [CONFIGURE ] NGVC: Best accuracy: 80.00%
[2025-10-18T00:31:50.605166] [INFO ] [CONFIGURE ] NGVC: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-18T00:31:50.605195] [INFO ] [CONFIGURE ] NGVC: Improvement over baseline: 40.00%
[2025-10-18T00:31:50.605222] [INFO ] [CONFIGURE ] NGVC: Total time: 43.2 seconds
[2025-10-18T00:31:50.605251] [INFO ] [CONFIGURE ] NGVC: Average time per feature: 1.5 seconds
[2025-10-18T00:31:50.605279] [INFO ] [CONFIGURE ] NGVC: Average speed: 0.67 features/sec
[2025-10-18T00:31:50.605694] [INFO ] [LOCAL     ] Saved configuration for NGVC: 4 features, 80.00% accuracy -> ./output/feature-sets/NGVC.json
[2025-10-18T00:31:50.605751] [INFO ] [CONFIGURE ] NGVC: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-18T00:31:50.605803] [INFO ] [sig       ] [146/380] Successfully configured NGVC | 0.02 sym/s | Total: 1.7h | ETA: 2.8h
[2025-10-18T00:31:50.605860] [INFO ] [sig       ] [147/380] Configuring NGVT...
[2025-10-18T00:31:50.605905] [INFO ] [CONFIGURE ] NGVT: Configurate test run.
[2025-10-18T00:31:50.605961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVT' from 'https://tdm.silogroup.org/data/derivative_storage/NGVT.csv'.
[2025-10-18T00:31:50.618992] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NGVT'.
[2025-10-18T00:31:50.619601] [INFO ] [CONFIGURE ] NGVT: Testing with 29 available features
[2025-10-18T00:31:50.619684] [INFO ] [CONFIGURE ] NGVT: Establishing baseline with no features...
[2025-10-18T00:31:50.731446] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:31:50.833296] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:31:50.941271] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:51.055757] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:31:51.163973] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:51.271770] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:31:51.379261] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:31:51.483069] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:31:51.587323] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:31:51.695920] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:31:51.696128] [INFO ] [CONFIGURE ] NGVT: Baseline score (no features): 80.00%
[2025-10-18T00:31:51.696191] [INFO ] [CONFIGURE ] NGVT: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:31:51.696228] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:31:51.810726] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:31:51.925395] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:31:52.113675] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:52.236292] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:31:52.353359] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:52.478560] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:31:52.594407] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:31:52.713959] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:31:52.833502] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:31:52.950605] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:52.950776] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-18T00:31:52.950837] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6828 tests
[2025-10-18T00:31:52.950880] [INFO ] [CONFIGURE ] NGVT: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:31:52.950918] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:31:53.068987] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:53.190404] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:31:53.309422] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:53.433040] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:31:53.556614] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:53.677530] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:31:53.801023] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:31:53.927150] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:54.055996] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:31:54.182431] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:31:54.182612] [INFO ] [CONFIGURE ] NGVT: KEPT add_cumulative_delta (score: 100.00%)
[2025-10-18T00:31:54.182689] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6827 tests
[2025-10-18T00:31:54.182739] [INFO ] [CONFIGURE ] NGVT: Testing feature 3/29: add_daily_returns
[2025-10-18T00:31:54.182773] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T00:31:54.319881] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:54.451084] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:31:54.575660] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:54.703634] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:31:54.838518] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:54.967718] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:31:55.101853] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:31:55.230130] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:31:55.360422] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:31:55.490370] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:31:55.490536] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T00:31:55.490580] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6826 tests
[2025-10-18T00:31:55.490616] [INFO ] [CONFIGURE ] NGVT: Testing feature 4/29: add_ema
[2025-10-18T00:31:55.490673] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T00:31:55.637599] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:31:55.786194] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:31:55.937310] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:56.087584] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:31:56.229261] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:56.375311] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:31:56.522835] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:31:56.675359] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:56.828151] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:31:56.984917] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:56.985115] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_ema (score: 60.00%)
[2025-10-18T00:31:56.985161] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6825 tests
[2025-10-18T00:31:56.985198] [INFO ] [CONFIGURE ] NGVT: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:31:56.985230] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:31:57.143176] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:57.292989] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:31:57.441738] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:57.585977] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:31:57.742570] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:57.894852] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:31:58.034750] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:31:58.188854] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:58.346851] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:31:58.496713] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:31:58.496892] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T00:31:58.496955] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6824 tests
[2025-10-18T00:31:58.496993] [INFO ] [CONFIGURE ] NGVT: Testing feature 6/29: add_failed_moves
[2025-10-18T00:31:58.497024] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T00:31:58.624634] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:31:58.752593] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:31:58.888107] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:31:59.016820] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:31:59.146688] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:31:59.275639] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:31:59.408602] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:31:59.539167] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:31:59.670788] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:31:59.804860] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:31:59.805015] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_failed_moves (score: 100.00%)
[2025-10-18T00:31:59.805058] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6823 tests
[2025-10-18T00:31:59.805096] [INFO ] [CONFIGURE ] NGVT: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:31:59.805130] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T00:31:59.930394] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:00.054434] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:00.178927] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:00.300962] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:00.423245] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:00.551090] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:32:00.674209] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:00.810539] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:00.946634] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:32:01.075966] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:32:01.076138] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_lag_shelf (score: 100.00%)
[2025-10-18T00:32:01.076192] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6822 tests
[2025-10-18T00:32:01.076240] [INFO ] [CONFIGURE ] NGVT: Testing feature 8/29: add_macd
[2025-10-18T00:32:01.076296] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T00:32:01.240294] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:01.405859] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:01.587786] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:01.755861] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:32:01.921135] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:02.085196] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:32:02.258425] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:32:02.424906] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:32:02.595270] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:02.767125] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:32:02.767299] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:32:02.767345] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6821 tests
[2025-10-18T00:32:02.767382] [INFO ] [CONFIGURE ] NGVT: Testing feature 9/29: add_mfi
[2025-10-18T00:32:02.767415] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T00:32:02.918418] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:03.060077] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:03.201951] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:03.347791] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:03.489157] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:03.631120] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:32:03.777855] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:03.948327] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:04.098606] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:32:04.253741] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:32:04.253923] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_mfi (score: 100.00%)
[2025-10-18T00:32:04.253970] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6820 tests
[2025-10-18T00:32:04.254007] [INFO ] [CONFIGURE ] NGVT: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:32:04.254040] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:32:04.425107] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:04.591981] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:04.753462] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:04.916913] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:05.084758] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:05.246198] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:32:05.402224] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:05.565237] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:05.723112] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:32:05.880457] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:32:05.880632] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_momentum_acceleration (score: 100.00%)
[2025-10-18T00:32:05.880713] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6819 tests
[2025-10-18T00:32:05.880757] [INFO ] [CONFIGURE ] NGVT: Testing feature 11/29: add_obv_daily
[2025-10-18T00:32:05.880790] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T00:32:06.017786] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:06.146945] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:06.277360] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:06.406580] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:06.543445] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:06.675709] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:32:06.810431] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:06.974412] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:32:07.113846] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:07.249921] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:32:07.250099] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T00:32:07.250141] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6818 tests
[2025-10-18T00:32:07.250177] [INFO ] [CONFIGURE ] NGVT: Testing feature 12/29: add_obv_interval
[2025-10-18T00:32:07.250209] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T00:32:07.378416] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:07.506375] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:07.639121] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:07.769958] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:32:07.899794] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:08.033817] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:32:08.170203] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:32:08.305750] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:32:08.435067] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:08.566788] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:32:08.566950] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T00:32:08.566994] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6817 tests
[2025-10-18T00:32:08.567104] [INFO ] [CONFIGURE ] NGVT: Testing feature 13/29: add_opening_strength
[2025-10-18T00:32:08.567145] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:32:08.706619] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:08.848950] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:08.986818] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:09.125221] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:32:09.264082] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:09.404221] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:32:09.543565] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:09.683854] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:32:09.824272] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:09.996261] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:32:09.996422] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T00:32:09.996512] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6816 tests
[2025-10-18T00:32:09.996573] [INFO ] [CONFIGURE ] NGVT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:32:09.996609] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T00:32:10.136197] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:10.276201] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:10.417472] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:10.558283] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:10.711100] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:10.878136] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:32:11.050353] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:32:11.220898] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:32:11.380414] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:11.540313] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:32:11.540482] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:32:11.540527] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6815 tests
[2025-10-18T00:32:11.540563] [INFO ] [CONFIGURE ] NGVT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:32:11.540595] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T00:32:11.666996] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:11.798822] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:11.930468] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:12.063141] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:12.196364] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:12.327806] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:32:12.460408] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:32:12.593881] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:32:12.723723] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:12.854785] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:32:12.854941] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:32:12.854985] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6814 tests
[2025-10-18T00:32:12.855020] [INFO ] [CONFIGURE ] NGVT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:32:12.855051] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T00:32:13.019464] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:13.153425] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:13.295013] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:13.427044] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:13.558826] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:13.694824] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:32:13.827062] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:13.960725] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:14.095411] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:32:14.230245] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:32:14.230415] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T00:32:14.230459] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6813 tests
[2025-10-18T00:32:14.230494] [INFO ] [CONFIGURE ] NGVT: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:32:14.230525] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T00:32:14.363437] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:14.496809] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:14.631831] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:14.770603] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:14.905875] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:15.042921] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:32:15.179044] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:32:15.316671] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:32:15.455149] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:15.598384] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:32:15.598564] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T00:32:15.598625] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6812 tests
[2025-10-18T00:32:15.598696] [INFO ] [CONFIGURE ] NGVT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:32:15.598741] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T00:32:15.720775] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:15.849109] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:15.977054] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:16.108342] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:16.237807] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:16.366292] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:32:16.500336] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:32:16.627497] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:16.767085] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:16.916538] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:32:16.916782] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T00:32:16.916835] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6811 tests
[2025-10-18T00:32:16.916894] [INFO ] [CONFIGURE ] NGVT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:32:16.916927] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T00:32:17.042429] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:17.169887] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:17.308087] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:17.441184] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:17.576122] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:17.704113] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:32:17.831208] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:17.963384] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:18.094445] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:32:18.223862] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:32:18.224038] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_pbf_vs_sma_5 (score: 100.00%)
[2025-10-18T00:32:18.224083] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6810 tests
[2025-10-18T00:32:18.224119] [INFO ] [CONFIGURE ] NGVT: Testing feature 20/29: add_price_rejection
[2025-10-18T00:32:18.224152] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-18T00:32:18.360887] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:18.497865] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:18.633505] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:32:18.767530] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:18.905981] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:19.075039] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:32:19.211770] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:19.348833] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:32:19.489974] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:19.631953] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:32:19.632129] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T00:32:19.632172] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6809 tests
[2025-10-18T00:32:19.632207] [INFO ] [CONFIGURE ] NGVT: Testing feature 21/29: add_range_position
[2025-10-18T00:32:19.632240] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-18T00:32:19.782919] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:19.925279] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:20.069463] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:32:20.219281] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:20.363372] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:20.508333] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:32:20.655132] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:20.810403] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:20.960431] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:21.111215] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:32:21.111367] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:32:21.111410] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6808 tests
[2025-10-18T00:32:21.111444] [INFO ] [CONFIGURE ] NGVT: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:32:21.111474] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-18T00:32:21.275480] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:21.431666] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:21.591443] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:21.748828] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:21.909271] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:22.073080] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:32:22.241210] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:32:22.401144] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:32:22.561420] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:22.722837] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:32:22.723018] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T00:32:22.723063] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6807 tests
[2025-10-18T00:32:22.723095] [INFO ] [CONFIGURE ] NGVT: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:32:22.723125] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-18T00:32:22.853913] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:22.982350] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:23.111690] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:23.246198] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:23.384050] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:23.525166] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:32:23.661027] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:23.800308] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:32:23.939370] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:24.078057] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:32:24.078225] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T00:32:24.078270] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6806 tests
[2025-10-18T00:32:24.078306] [INFO ] [CONFIGURE ] NGVT: Testing feature 24/29: add_rsi
[2025-10-18T00:32:24.078339] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-18T00:32:24.238767] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:24.403869] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:32:24.564771] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:24.725828] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:24.887148] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:25.038766] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:32:25.198903] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:32:25.383475] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:25.550240] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:25.712705] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:32:25.712887] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T00:32:25.712939] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6805 tests
[2025-10-18T00:32:25.712975] [INFO ] [CONFIGURE ] NGVT: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:32:25.713007] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-18T00:32:25.848528] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:25.978927] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:26.118051] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:32:26.256333] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:26.393385] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:26.534064] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:32:26.677876] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:32:26.821274] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:32:26.971928] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:27.113339] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:32:27.113576] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_tick_distribution (score: 30.00%)
[2025-10-18T00:32:27.113664] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6804 tests
[2025-10-18T00:32:27.113725] [INFO ] [CONFIGURE ] NGVT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:32:27.113762] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-18T00:32:27.250473] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:27.384719] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:27.520143] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:27.659988] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:32:27.792718] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:32:27.925059] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:32:28.057809] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:28.189341] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:32:28.322779] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:28.455774] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:32:28.455926] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T00:32:28.455970] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6803 tests
[2025-10-18T00:32:28.456004] [INFO ] [CONFIGURE ] NGVT: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:32:28.456035] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-18T00:32:28.595828] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:28.739580] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:28.882565] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:29.024880] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:29.170386] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:29.314504] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:32:29.457709] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:32:29.602090] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:29.747611] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:29.899473] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:32:29.899693] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:32:29.899769] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6802 tests
[2025-10-18T00:32:29.899827] [INFO ] [CONFIGURE ] NGVT: Testing feature 28/29: add_volume_profile
[2025-10-18T00:32:29.899883] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-18T00:32:30.028470] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:30.159091] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:30.300385] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:30.439105] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:32:30.570767] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:30.703721] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:32:30.836668] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:30.974882] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:31.107975] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:32:31.244010] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:32:31.244140] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T00:32:31.244182] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6801 tests
[2025-10-18T00:32:31.244217] [INFO ] [CONFIGURE ] NGVT: Testing feature 29/29: add_vwap
[2025-10-18T00:32:31.244246] [INFO ] [CONFIGURE ] NGVT: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-18T00:32:31.408754] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:31.542365] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:31.679226] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:32:31.815278] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:32:31.956103] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:32.103946] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:32:32.250413] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:32:32.394445] [DEBUG] [FORECASTER] NGVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:32.537166] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:32.683320] [DEBUG] [FORECASTER] NGVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:32:32.683446] [INFO ] [CONFIGURE ] NGVT: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T00:32:32.683490] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6800 tests
[2025-10-18T00:32:32.683525] [INFO ] [CONFIGURE ] NGVT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:32:32.683554] [INFO ] [CONFIGURE ] NGVT: Best accuracy: 100.00%
[2025-10-18T00:32:32.683583] [INFO ] [CONFIGURE ] NGVT: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-18T00:32:32.683611] [INFO ] [CONFIGURE ] NGVT: Improvement over baseline: 20.00%
[2025-10-18T00:32:32.683637] [INFO ] [CONFIGURE ] NGVT: Total time: 41.0 seconds
[2025-10-18T00:32:32.683711] [INFO ] [CONFIGURE ] NGVT: Average time per feature: 1.4 seconds
[2025-10-18T00:32:32.683746] [INFO ] [CONFIGURE ] NGVT: Average speed: 0.71 features/sec
[2025-10-18T00:32:32.684418] [INFO ] [LOCAL     ] Saved configuration for NGVT: 1 features, 100.00% accuracy -> ./output/feature-sets/NGVT.json
[2025-10-18T00:32:32.684487] [INFO ] [CONFIGURE ] NGVT: Configuration saved successfully: 1 features, 100.00% accuracy.
[2025-10-18T00:32:32.684565] [INFO ] [sig       ] [147/380] Successfully configured NGVT | 0.02 sym/s | Total: 1.8h | ETA: 2.8h
[2025-10-18T00:32:32.684659] [INFO ] [sig       ] [148/380] Configuring NHI...
[2025-10-18T00:32:32.684726] [INFO ] [CONFIGURE ] NHI: Configurate test run.
[2025-10-18T00:32:32.684782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-10-18T00:32:32.697682] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NHI'.
[2025-10-18T00:32:32.698083] [INFO ] [CONFIGURE ] NHI: Testing with 29 available features
[2025-10-18T00:32:32.698140] [INFO ] [CONFIGURE ] NHI: Establishing baseline with no features...
[2025-10-18T00:32:32.804902] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:32.930368] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:33.051480] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:32:33.180446] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:32:33.306751] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:32:33.437702] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:32:33.575791] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:33.729428] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:33.861790] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:33.986590] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:32:33.986848] [INFO ] [CONFIGURE ] NHI: Baseline score (no features): 40.00%
[2025-10-18T00:32:33.986905] [INFO ] [CONFIGURE ] NHI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:32:33.987065] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:32:34.122399] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:34.256525] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:34.437072] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:32:34.576569] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:32:34.721511] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:32:34.868057] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:32:35.016401] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:35.145794] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:32:35.280474] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:35.410760] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:32:35.410950] [INFO ] [CONFIGURE ] NHI: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T00:32:35.410995] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6799 tests
[2025-10-18T00:32:35.411030] [INFO ] [CONFIGURE ] NHI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:32:35.411062] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:32:35.548844] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:35.688499] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:35.826925] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:32:35.968634] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:32:36.103149] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:32:36.236494] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:32:36.375616] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:36.511478] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:32:36.661184] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:32:36.807998] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:32:36.808168] [INFO ] [CONFIGURE ] NHI: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:32:36.808213] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 1.5s/test | Remaining: 6798 tests
[2025-10-18T00:32:36.808247] [INFO ] [CONFIGURE ] NHI: Testing feature 3/29: add_daily_returns
[2025-10-18T00:32:36.808278] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:32:36.931069] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:37.051132] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:37.172561] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:32:37.298793] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:32:37.419503] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:32:37.540131] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:32:37.662175] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:37.785827] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:32:37.909792] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:32:38.037151] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:32:38.037377] [INFO ] [CONFIGURE ] NHI: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T00:32:38.037428] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6797 tests
[2025-10-18T00:32:38.037463] [INFO ] [CONFIGURE ] NHI: Testing feature 4/29: add_ema
[2025-10-18T00:32:38.037495] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:32:38.175729] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:38.307060] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:32:38.439507] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:32:38.572835] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:32:38.711091] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:32:38.852940] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:32:38.997344] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:39.140004] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:39.275294] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:39.417407] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:32:39.417583] [INFO ] [CONFIGURE ] NHI: DISCARDED add_ema (score: 40.00%)
[2025-10-18T00:32:39.417637] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6796 tests
[2025-10-18T00:32:39.417714] [INFO ] [CONFIGURE ] NHI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:32:39.417751] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:32:39.556928] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:39.695189] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:32:39.835210] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:32:39.978135] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:32:40.126166] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:40.270235] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:32:40.417395] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:40.565062] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:40.713017] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:40.861522] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:32:40.861717] [INFO ] [CONFIGURE ] NHI: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:32:40.861776] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6795 tests
[2025-10-18T00:32:40.861812] [INFO ] [CONFIGURE ] NHI: Testing feature 6/29: add_failed_moves
[2025-10-18T00:32:40.861844] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T00:32:41.009450] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:41.160585] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:32:41.309993] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:32:41.470961] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:32:41.630430] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:41.787596] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:32:41.943215] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:42.098317] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:42.259133] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:42.415394] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:32:42.415568] [INFO ] [CONFIGURE ] NHI: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:32:42.415636] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6794 tests
[2025-10-18T00:32:42.415726] [INFO ] [CONFIGURE ] NHI: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:32:42.415763] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T00:32:42.561215] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:32:42.706700] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:32:42.852775] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:32:43.000197] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:32:43.150212] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:43.296022] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:32:43.441591] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:43.599966] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:43.765286] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:43.925986] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:32:43.926158] [INFO ] [CONFIGURE ] NHI: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T00:32:43.926202] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6793 tests
[2025-10-18T00:32:43.926238] [INFO ] [CONFIGURE ] NHI: Testing feature 8/29: add_macd
[2025-10-18T00:32:43.926272] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T00:32:44.107207] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:44.272566] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:32:44.442133] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:32:44.607744] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:32:44.776215] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:44.943809] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:32:45.112370] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:45.280172] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:45.448489] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:45.624712] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:32:45.625000] [INFO ] [CONFIGURE ] NHI: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:32:45.625060] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6792 tests
[2025-10-18T00:32:45.625098] [INFO ] [CONFIGURE ] NHI: Testing feature 9/29: add_mfi
[2025-10-18T00:32:45.625130] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T00:32:45.777433] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:45.932608] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:32:46.089027] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:32:46.245944] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:32:46.405129] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:46.602143] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:32:46.766547] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:46.929947] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:47.095371] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:47.259598] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:32:47.259813] [INFO ] [CONFIGURE ] NHI: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:32:47.259864] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6791 tests
[2025-10-18T00:32:47.259900] [INFO ] [CONFIGURE ] NHI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:32:47.259934] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:32:47.447353] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:47.628014] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:32:47.814448] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:32:47.994050] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:32:48.184204] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:48.371102] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:32:48.551139] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:48.746066] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:32:48.927801] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:49.120119] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:32:49.120306] [INFO ] [CONFIGURE ] NHI: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T00:32:49.120351] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6790 tests
[2025-10-18T00:32:49.120443] [INFO ] [CONFIGURE ] NHI: Testing feature 11/29: add_obv_daily
[2025-10-18T00:32:49.120485] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T00:32:49.279334] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:49.436981] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:32:49.621532] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:32:49.780905] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:32:49.954299] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:50.112538] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:32:50.268286] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:50.424767] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:50.582294] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:50.740385] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:32:50.740541] [INFO ] [CONFIGURE ] NHI: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T00:32:50.740584] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6789 tests
[2025-10-18T00:32:50.740618] [INFO ] [CONFIGURE ] NHI: Testing feature 12/29: add_obv_interval
[2025-10-18T00:32:50.740679] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T00:32:50.895036] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:51.055112] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:32:51.221086] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:32:51.381840] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:32:51.542876] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:51.708595] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:32:51.873921] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:32:52.039180] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:52.206596] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:52.372178] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:32:52.372387] [INFO ] [CONFIGURE ] NHI: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T00:32:52.372451] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6788 tests
[2025-10-18T00:32:52.372490] [INFO ] [CONFIGURE ] NHI: Testing feature 13/29: add_opening_strength
[2025-10-18T00:32:52.372523] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:32:52.536299] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:52.701190] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:32:52.870101] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:32:53.040312] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:32:53.208573] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:32:53.375686] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:32:53.544157] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:53.714192] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:53.877084] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:54.042751] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:32:54.042930] [INFO ] [CONFIGURE ] NHI: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T00:32:54.042998] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6787 tests
[2025-10-18T00:32:54.043035] [INFO ] [CONFIGURE ] NHI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:32:54.043067] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T00:32:54.211530] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:54.386128] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:32:54.553865] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:32:54.740015] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:32:54.914511] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:55.094431] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:32:55.270561] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:55.443932] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:32:55.623876] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:55.815956] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:32:55.816183] [INFO ] [CONFIGURE ] NHI: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:32:55.816230] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6786 tests
[2025-10-18T00:32:55.816266] [INFO ] [CONFIGURE ] NHI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:32:55.816299] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T00:32:55.989601] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:56.176367] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:32:56.349802] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:32:56.550948] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:32:56.737440] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:32:56.907476] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:32:57.072616] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:57.222514] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:57.378979] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:57.534098] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:32:57.534259] [INFO ] [CONFIGURE ] NHI: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:32:57.534303] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6785 tests
[2025-10-18T00:32:57.534338] [INFO ] [CONFIGURE ] NHI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:32:57.534375] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T00:32:57.699550] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:57.858882] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:32:58.022217] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:32:58.182033] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:32:58.342634] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:32:58.496637] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:32:58.656516] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:32:58.822782] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:32:58.983846] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:32:59.145207] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:32:59.145400] [INFO ] [CONFIGURE ] NHI: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:32:59.145445] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6784 tests
[2025-10-18T00:32:59.145479] [INFO ] [CONFIGURE ] NHI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:32:59.145510] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T00:32:59.305097] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:32:59.466445] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:32:59.631156] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:32:59.794403] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:32:59.962707] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:33:00.131352] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:00.298484] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:00.465974] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:00.638675] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:00.805584] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:33:00.805773] [INFO ] [CONFIGURE ] NHI: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T00:33:00.805827] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6783 tests
[2025-10-18T00:33:00.805865] [INFO ] [CONFIGURE ] NHI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:33:00.805897] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T00:33:00.956093] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:33:01.109981] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:01.278155] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:01.435165] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:33:01.594010] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:01.765760] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:33:01.926594] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:02.084969] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:02.240528] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:02.396792] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:33:02.396954] [INFO ] [CONFIGURE ] NHI: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:33:02.396998] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6782 tests
[2025-10-18T00:33:02.397107] [INFO ] [CONFIGURE ] NHI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:33:02.397160] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T00:33:02.553275] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:33:02.706672] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:02.859222] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:03.007498] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:33:03.157475] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:03.304865] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:33:03.455567] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:03.617963] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:03.786842] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:03.956797] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:33:03.956948] [INFO ] [CONFIGURE ] NHI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T00:33:03.956990] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6781 tests
[2025-10-18T00:33:03.957024] [INFO ] [CONFIGURE ] NHI: Testing feature 20/29: add_price_rejection
[2025-10-18T00:33:03.957054] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T00:33:04.112312] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:33:04.268534] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:04.424370] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:04.586626] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:33:04.800590] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:04.965175] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:33:05.122722] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:05.282398] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:05.461715] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:05.631906] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:33:05.632081] [INFO ] [CONFIGURE ] NHI: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T00:33:05.632125] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6780 tests
[2025-10-18T00:33:05.632161] [INFO ] [CONFIGURE ] NHI: Testing feature 21/29: add_range_position
[2025-10-18T00:33:05.632193] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T00:33:05.807312] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:33:05.991432] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:06.169799] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:06.357295] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:33:06.538231] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:06.713279] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:33:06.896280] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:07.071674] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:07.245764] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:07.425326] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:33:07.425539] [INFO ] [CONFIGURE ] NHI: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T00:33:07.425601] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6779 tests
[2025-10-18T00:33:07.425663] [INFO ] [CONFIGURE ] NHI: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:33:07.425721] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T00:33:07.610016] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:33:07.798528] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:07.986379] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:08.199831] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:33:08.400117] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:08.593062] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:33:08.792594] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:08.989092] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:09.182926] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:09.378955] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:33:09.379140] [INFO ] [CONFIGURE ] NHI: KEPT add_realized_volatility (score: 70.00%)
[2025-10-18T00:33:09.379185] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6778 tests
[2025-10-18T00:33:09.379220] [INFO ] [CONFIGURE ] NHI: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:33:09.379251] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility', 'add_recent_range_context']
[2025-10-18T00:33:09.582074] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:33:09.786671] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:09.991169] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:10.200151] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:33:10.407177] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:10.605584] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:33:10.805498] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:11.004915] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:11.206295] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:11.414171] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:33:11.414368] [INFO ] [CONFIGURE ] NHI: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T00:33:11.414424] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6777 tests
[2025-10-18T00:33:11.414486] [INFO ] [CONFIGURE ] NHI: Testing feature 24/29: add_rsi
[2025-10-18T00:33:11.414520] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-18T00:33:11.628969] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:33:11.852605] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:12.075719] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:12.310882] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:33:12.563790] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:12.796429] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:33:13.022789] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:13.247580] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:13.478876] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:13.704337] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:33:13.704538] [INFO ] [CONFIGURE ] NHI: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:33:13.704585] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6776 tests
[2025-10-18T00:33:13.704623] [INFO ] [CONFIGURE ] NHI: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:33:13.704693] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility', 'add_tick_distribution']
[2025-10-18T00:33:13.930280] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:33:14.126449] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:14.342913] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:14.536531] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:33:14.730710] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:14.928001] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:33:15.123550] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:15.319050] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:15.522911] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:15.719285] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:33:15.719503] [INFO ] [CONFIGURE ] NHI: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T00:33:15.719565] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6775 tests
[2025-10-18T00:33:15.719603] [INFO ] [CONFIGURE ] NHI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:33:15.719634] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-18T00:33:15.911889] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:33:16.111262] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:16.318796] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:16.528730] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:33:16.726286] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:16.962902] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:17.158762] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:17.352722] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:33:17.550831] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:17.751078] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:33:17.751251] [INFO ] [CONFIGURE ] NHI: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-18T00:33:17.751294] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6774 tests
[2025-10-18T00:33:17.751329] [INFO ] [CONFIGURE ] NHI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:33:17.751360] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-10-18T00:33:17.953381] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:33:18.153242] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:18.358860] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:18.563007] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:33:18.785357] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:18.989063] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:33:19.195068] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:19.405343] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:19.615534] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:19.835330] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:33:19.835551] [INFO ] [CONFIGURE ] NHI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:33:19.835601] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6773 tests
[2025-10-18T00:33:19.835638] [INFO ] [CONFIGURE ] NHI: Testing feature 28/29: add_volume_profile
[2025-10-18T00:33:19.835716] [INFO ] [CONFIGURE ] NHI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility', 'add_volume_profile']
[2025-10-18T00:33:20.031156] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:33:20.232417] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:20.442160] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:20.640436] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:33:20.843260] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:21.056446] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:33:21.260548] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:21.462301] [DEBUG] [FORECASTER] NHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:21.666742] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:21.869183] [DEBUG] [FORECASTER] NHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:33:21.869362] [INFO ] [CONFIGURE ] NHI: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:33:21.869407] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6772 tests
[2025-10-18T00:33:21.869505] [INFO ] [CONFIGURE ] NHI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:33:21.869557] [INFO ] [CONFIGURE ] NHI: Best accuracy: 70.00%
[2025-10-18T00:33:21.869593] [INFO ] [CONFIGURE ] NHI: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T00:33:21.869624] [INFO ] [CONFIGURE ] NHI: Improvement over baseline: 30.00%
[2025-10-18T00:33:21.869688] [INFO ] [CONFIGURE ] NHI: Total time: 47.9 seconds
[2025-10-18T00:33:21.869734] [INFO ] [CONFIGURE ] NHI: Average time per feature: 1.7 seconds
[2025-10-18T00:33:21.869765] [INFO ] [CONFIGURE ] NHI: Average speed: 0.61 features/sec
[2025-10-18T00:33:21.870550] [INFO ] [LOCAL     ] Saved configuration for NHI: 4 features, 70.00% accuracy -> ./output/feature-sets/NHI.json
[2025-10-18T00:33:21.870621] [INFO ] [CONFIGURE ] NHI: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-10-18T00:33:21.870728] [INFO ] [sig       ] [148/380] Successfully configured NHI | 0.02 sym/s | Total: 1.8h | ETA: 2.8h
[2025-10-18T00:33:21.870797] [INFO ] [sig       ] [149/380] Configuring NI...
[2025-10-18T00:33:21.870865] [INFO ] [CONFIGURE ] NI: Configurate test run.
[2025-10-18T00:33:21.870934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-10-18T00:33:21.884876] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NI'.
[2025-10-18T00:33:21.885324] [INFO ] [CONFIGURE ] NI: Testing with 29 available features
[2025-10-18T00:33:21.885382] [INFO ] [CONFIGURE ] NI: Establishing baseline with no features...
[2025-10-18T00:33:21.999089] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:33:22.110890] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:22.219603] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:33:22.326840] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:33:22.449048] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:33:22.559077] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:22.684663] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:22.798883] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:33:22.911046] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:23.023835] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:23.024015] [INFO ] [CONFIGURE ] NI: Baseline score (no features): 30.00%
[2025-10-18T00:33:23.024067] [INFO ] [CONFIGURE ] NI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:33:23.024104] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:33:23.147586] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:33:23.269359] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:33:23.391620] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:33:23.514622] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:33:23.640404] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:23.776471] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:23.907308] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:24.037812] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:33:24.164637] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:24.289234] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:24.289472] [INFO ] [CONFIGURE ] NI: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-18T00:33:24.289534] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6771 tests
[2025-10-18T00:33:24.289571] [INFO ] [CONFIGURE ] NI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:33:24.289604] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:33:24.429196] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:33:24.568560] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:24.707146] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:24.849216] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:33:24.989605] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:25.136776] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:33:25.285275] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:25.424306] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:25.571212] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:25.721406] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:25.721597] [INFO ] [CONFIGURE ] NI: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:33:25.721663] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6770 tests
[2025-10-18T00:33:25.721724] [INFO ] [CONFIGURE ] NI: Testing feature 3/29: add_daily_returns
[2025-10-18T00:33:25.721758] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:33:25.847362] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:33:26.010111] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:26.139063] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:33:26.266714] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:33:26.392464] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:33:26.520387] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:26.642195] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:26.774031] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:26.898799] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:27.021754] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:27.021941] [INFO ] [CONFIGURE ] NI: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T00:33:27.021984] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6769 tests
[2025-10-18T00:33:27.022019] [INFO ] [CONFIGURE ] NI: Testing feature 4/29: add_ema
[2025-10-18T00:33:27.022050] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:33:27.156123] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:33:27.291272] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:27.426958] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:27.563064] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:33:27.708590] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:27.851374] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:27.989017] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:28.125507] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:33:28.265431] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:28.411914] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:28.412097] [INFO ] [CONFIGURE ] NI: DISCARDED add_ema (score: 30.00%)
[2025-10-18T00:33:28.412219] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6768 tests
[2025-10-18T00:33:28.412262] [INFO ] [CONFIGURE ] NI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:33:28.412295] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:33:28.562217] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:33:28.710456] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:33:28.860838] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:29.042050] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:33:29.193845] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:33:29.350372] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:29.504911] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:29.661201] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:29.809988] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:29.964037] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:29.964213] [INFO ] [CONFIGURE ] NI: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:33:29.964259] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6767 tests
[2025-10-18T00:33:29.964294] [INFO ] [CONFIGURE ] NI: Testing feature 6/29: add_failed_moves
[2025-10-18T00:33:29.964327] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T00:33:30.093351] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:33:30.223109] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:33:30.353330] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:33:30.488260] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:33:30.625551] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:30.773549] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:30.911471] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:31.044066] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:33:31.178620] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:31.313168] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:31.313338] [INFO ] [CONFIGURE ] NI: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:33:31.313407] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6766 tests
[2025-10-18T00:33:31.313490] [INFO ] [CONFIGURE ] NI: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:33:31.313527] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T00:33:31.435204] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:33:31.555586] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:33:31.678112] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:31.803879] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:33:31.931091] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:33:32.091905] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:32.217965] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:32.348420] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:33:32.475291] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:32.604411] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:32.604579] [INFO ] [CONFIGURE ] NI: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-18T00:33:32.604624] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6765 tests
[2025-10-18T00:33:32.604698] [INFO ] [CONFIGURE ] NI: Testing feature 8/29: add_macd
[2025-10-18T00:33:32.604745] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T00:33:32.767686] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:33:32.918156] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:33.067001] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:33:33.216769] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:33:33.382021] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:33:33.541059] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:33.700964] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:33.861365] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:34.023021] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:34.184779] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:34.184950] [INFO ] [CONFIGURE ] NI: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:33:34.185007] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6764 tests
[2025-10-18T00:33:34.185066] [INFO ] [CONFIGURE ] NI: Testing feature 9/29: add_mfi
[2025-10-18T00:33:34.185100] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T00:33:34.320760] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:33:34.455596] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:34.590545] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:33:34.727384] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:33:34.861980] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:34.996331] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:35.136699] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:35.274056] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:35.412194] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:35.550746] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:35.551010] [INFO ] [CONFIGURE ] NI: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T00:33:35.551063] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6763 tests
[2025-10-18T00:33:35.551099] [INFO ] [CONFIGURE ] NI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:33:35.551131] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:33:35.697874] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:33:35.842187] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:35.985857] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:33:36.131968] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:33:36.285525] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:36.438458] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:33:36.592239] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:36.743461] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:33:36.897119] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:37.051527] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:33:37.051712] [INFO ] [CONFIGURE ] NI: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:33:37.051771] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6762 tests
[2025-10-18T00:33:37.051811] [INFO ] [CONFIGURE ] NI: Testing feature 11/29: add_obv_daily
[2025-10-18T00:33:37.051862] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T00:33:37.180620] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:33:37.313753] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:37.448100] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:37.583091] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:33:37.716613] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:33:37.854062] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:37.989861] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:38.156671] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:33:38.289951] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:38.426829] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:38.427014] [INFO ] [CONFIGURE ] NI: DISCARDED add_obv_daily (score: 20.00%)
[2025-10-18T00:33:38.427061] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6761 tests
[2025-10-18T00:33:38.427099] [INFO ] [CONFIGURE ] NI: Testing feature 12/29: add_obv_interval
[2025-10-18T00:33:38.427132] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T00:33:38.557410] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:33:38.686895] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:38.819559] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:33:38.948960] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:33:39.078709] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:39.208211] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:39.338152] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:39.470825] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:39.603826] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:39.739404] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:39.739590] [INFO ] [CONFIGURE ] NI: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T00:33:39.739636] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6760 tests
[2025-10-18T00:33:39.739717] [INFO ] [CONFIGURE ] NI: Testing feature 13/29: add_opening_strength
[2025-10-18T00:33:39.739756] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:33:39.877784] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:33:40.018978] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:40.162477] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:40.304082] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:33:40.446353] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:33:40.588403] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:40.733752] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:40.877876] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:33:41.017469] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:41.185634] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:41.185817] [INFO ] [CONFIGURE ] NI: DISCARDED add_opening_strength (score: 10.00%)
[2025-10-18T00:33:41.185864] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6759 tests
[2025-10-18T00:33:41.185899] [INFO ] [CONFIGURE ] NI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:33:41.185930] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T00:33:41.322614] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:33:41.461108] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:41.606562] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:41.748995] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:33:41.889294] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:42.031066] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:42.171325] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:42.316989] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:42.461261] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:42.612441] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:42.612716] [INFO ] [CONFIGURE ] NI: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:33:42.612779] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6758 tests
[2025-10-18T00:33:42.612817] [INFO ] [CONFIGURE ] NI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:33:42.612851] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T00:33:42.736479] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:33:42.859379] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:42.984487] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:43.110327] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:33:43.232588] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:43.358788] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:43.486972] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:43.611548] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:43.741850] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:43.869387] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:43.869561] [INFO ] [CONFIGURE ] NI: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:33:43.869606] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6757 tests
[2025-10-18T00:33:43.869663] [INFO ] [CONFIGURE ] NI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:33:43.869722] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T00:33:44.002191] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:33:44.135925] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:33:44.272356] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:33:44.408665] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:33:44.543247] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:33:44.677922] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:33:44.816781] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:44.953144] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:45.089470] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:45.226663] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:45.226864] [INFO ] [CONFIGURE ] NI: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T00:33:45.226926] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6756 tests
[2025-10-18T00:33:45.226966] [INFO ] [CONFIGURE ] NI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:33:45.226998] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T00:33:45.361510] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:33:45.494130] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:45.629543] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:45.764956] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:33:45.904969] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:33:46.042814] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:46.179986] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:46.316595] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:46.457085] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:46.596787] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:46.596964] [INFO ] [CONFIGURE ] NI: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-18T00:33:46.597009] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6755 tests
[2025-10-18T00:33:46.597046] [INFO ] [CONFIGURE ] NI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:33:46.597078] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T00:33:46.719809] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:33:46.842808] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:46.970858] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:33:47.093998] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:33:47.248886] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:33:47.377376] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:47.503485] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:47.628765] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:47.755319] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:47.884045] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:33:47.884242] [INFO ] [CONFIGURE ] NI: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T00:33:47.884290] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6754 tests
[2025-10-18T00:33:47.884325] [INFO ] [CONFIGURE ] NI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:33:47.884356] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T00:33:48.009381] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:33:48.131094] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:33:48.254519] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:33:48.378984] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:33:48.504488] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:33:48.634946] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:33:48.766721] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:48.904163] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:33:49.079843] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:49.237666] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:49.237890] [INFO ] [CONFIGURE ] NI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:33:49.237999] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6753 tests
[2025-10-18T00:33:49.238062] [INFO ] [CONFIGURE ] NI: Testing feature 20/29: add_price_rejection
[2025-10-18T00:33:49.238131] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T00:33:49.408797] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:33:49.576952] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:49.734441] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:33:49.884126] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:33:50.034010] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:33:50.183674] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:50.323152] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:50.459084] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:50.600440] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:50.749492] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:50.749762] [INFO ] [CONFIGURE ] NI: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:33:50.749820] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6752 tests
[2025-10-18T00:33:50.749859] [INFO ] [CONFIGURE ] NI: Testing feature 21/29: add_range_position
[2025-10-18T00:33:50.749892] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T00:33:50.909375] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:33:51.065415] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:33:51.227636] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:51.387115] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:33:51.550306] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:51.704110] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:33:51.847726] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:51.993009] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:33:52.139185] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:52.285392] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:52.285555] [INFO ] [CONFIGURE ] NI: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T00:33:52.285600] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6751 tests
[2025-10-18T00:33:52.285637] [INFO ] [CONFIGURE ] NI: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:33:52.285714] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T00:33:52.441800] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:33:52.600203] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:33:52.749093] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:52.903375] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:33:53.058868] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:33:53.217031] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:53.381215] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:53.540257] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:53.701461] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:53.864868] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:33:53.865043] [INFO ] [CONFIGURE ] NI: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T00:33:53.865088] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6750 tests
[2025-10-18T00:33:53.865123] [INFO ] [CONFIGURE ] NI: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:33:53.865154] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T00:33:53.995796] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:33:54.129034] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:33:54.261244] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:54.392802] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:33:54.525985] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:54.658157] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:54.792044] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:54.926721] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:55.066087] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:55.203408] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:55.203562] [INFO ] [CONFIGURE ] NI: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T00:33:55.203606] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6749 tests
[2025-10-18T00:33:55.203661] [INFO ] [CONFIGURE ] NI: Testing feature 24/29: add_rsi
[2025-10-18T00:33:55.203718] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T00:33:55.356359] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:33:55.511006] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:33:55.669572] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:33:55.824262] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:33:55.981371] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:33:56.139366] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:33:56.299331] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:56.484378] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:33:56.637835] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:33:56.792724] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:56.792901] [INFO ] [CONFIGURE ] NI: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:33:56.792948] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6748 tests
[2025-10-18T00:33:56.792982] [INFO ] [CONFIGURE ] NI: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:33:56.793012] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T00:33:56.924238] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:33:57.056200] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:33:57.189082] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:57.333634] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:33:57.477046] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:33:57.612963] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:33:57.747044] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:33:57.886906] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:33:58.023495] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:58.161543] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:58.161734] [INFO ] [CONFIGURE ] NI: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T00:33:58.161790] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6747 tests
[2025-10-18T00:33:58.161825] [INFO ] [CONFIGURE ] NI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:33:58.161857] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T00:33:58.297428] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:33:58.434197] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:33:58.573874] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:33:58.714115] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:33:58.857245] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:33:58.995858] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:33:59.137736] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:33:59.278800] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:33:59.424569] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:33:59.582723] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:33:59.582907] [INFO ] [CONFIGURE ] NI: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T00:33:59.582961] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6746 tests
[2025-10-18T00:33:59.583000] [INFO ] [CONFIGURE ] NI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:33:59.583033] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T00:33:59.737669] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:33:59.893962] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:34:00.052509] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:00.211714] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:00.366776] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:00.539052] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:34:00.700815] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:34:00.860443] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:01.018160] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:34:01.175968] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:01.176202] [INFO ] [CONFIGURE ] NI: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:34:01.176263] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6745 tests
[2025-10-18T00:34:01.176301] [INFO ] [CONFIGURE ] NI: Testing feature 28/29: add_volume_profile
[2025-10-18T00:34:01.176333] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T00:34:01.325206] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:01.479799] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:34:01.633825] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:01.781133] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:01.930888] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:02.069974] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:02.207564] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:34:02.347598] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:02.495221] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:34:02.652721] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:02.652909] [INFO ] [CONFIGURE ] NI: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:34:02.652978] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6744 tests
[2025-10-18T00:34:02.653018] [INFO ] [CONFIGURE ] NI: Testing feature 29/29: add_vwap
[2025-10-18T00:34:02.653049] [INFO ] [CONFIGURE ] NI: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T00:34:02.790560] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:02.934729] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:34:03.075833] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:03.225032] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:03.370089] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:03.515095] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:34:03.663345] [DEBUG] [FORECASTER] NI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:34:03.812386] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:03.958491] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:34:04.106069] [DEBUG] [FORECASTER] NI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:04.106263] [INFO ] [CONFIGURE ] NI: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T00:34:04.106326] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6743 tests
[2025-10-18T00:34:04.106365] [INFO ] [CONFIGURE ] NI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:34:04.106394] [INFO ] [CONFIGURE ] NI: Best accuracy: 70.00%
[2025-10-18T00:34:04.106425] [INFO ] [CONFIGURE ] NI: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T00:34:04.106453] [INFO ] [CONFIGURE ] NI: Improvement over baseline: 40.00%
[2025-10-18T00:34:04.106479] [INFO ] [CONFIGURE ] NI: Total time: 41.1 seconds
[2025-10-18T00:34:04.106505] [INFO ] [CONFIGURE ] NI: Average time per feature: 1.4 seconds
[2025-10-18T00:34:04.106532] [INFO ] [CONFIGURE ] NI: Average speed: 0.71 features/sec
[2025-10-18T00:34:04.107030] [INFO ] [LOCAL     ] Saved configuration for NI: 1 features, 70.00% accuracy -> ./output/feature-sets/NI.json
[2025-10-18T00:34:04.107086] [INFO ] [CONFIGURE ] NI: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-18T00:34:04.107133] [INFO ] [sig       ] [149/380] Successfully configured NI | 0.02 sym/s | Total: 1.8h | ETA: 2.8h
[2025-10-18T00:34:04.107166] [INFO ] [sig       ] [150/380] Configuring NIC...
[2025-10-18T00:34:04.107206] [INFO ] [CONFIGURE ] NIC: Configurate test run.
[2025-10-18T00:34:04.107261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-10-18T00:34:04.120007] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NIC'.
[2025-10-18T00:34:04.120421] [INFO ] [CONFIGURE ] NIC: Testing with 29 available features
[2025-10-18T00:34:04.120479] [INFO ] [CONFIGURE ] NIC: Establishing baseline with no features...
[2025-10-18T00:34:04.232935] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:04.349209] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:04.467145] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:04.578862] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:04.693429] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:04.810349] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:04.926222] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:05.043817] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:05.160265] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:05.283209] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:34:05.283392] [INFO ] [CONFIGURE ] NIC: Baseline score (no features): 40.00%
[2025-10-18T00:34:05.283440] [INFO ] [CONFIGURE ] NIC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:34:05.283475] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:34:05.414454] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:05.542819] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:05.678530] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:05.811801] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:05.944328] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:06.077268] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:06.205683] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:06.338230] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:06.474004] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:06.603869] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:34:06.604048] [INFO ] [CONFIGURE ] NIC: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T00:34:06.604091] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6742 tests
[2025-10-18T00:34:06.604134] [INFO ] [CONFIGURE ] NIC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:34:06.604165] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:34:06.733868] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:34:06.861221] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:06.989071] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:07.116828] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:07.245554] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:07.374004] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:07.510002] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:07.645277] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:07.777748] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:07.907873] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:34:07.908064] [INFO ] [CONFIGURE ] NIC: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T00:34:07.908117] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6741 tests
[2025-10-18T00:34:07.908154] [INFO ] [CONFIGURE ] NIC: Testing feature 3/29: add_daily_returns
[2025-10-18T00:34:07.908188] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns']
[2025-10-18T00:34:08.020058] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:08.133895] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:08.247969] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:08.363149] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:08.478818] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:08.593084] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:08.714001] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:08.830925] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:08.949215] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:09.064500] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:34:09.064704] [INFO ] [CONFIGURE ] NIC: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T00:34:09.064769] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6740 tests
[2025-10-18T00:34:09.064808] [INFO ] [CONFIGURE ] NIC: Testing feature 4/29: add_ema
[2025-10-18T00:34:09.064840] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_ema']
[2025-10-18T00:34:09.191812] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:34:09.318526] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:09.447273] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:09.573375] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:09.701423] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:09.829630] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:09.959754] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:10.089375] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:10.219833] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:10.351225] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:34:10.351408] [INFO ] [CONFIGURE ] NIC: DISCARDED add_ema (score: 20.00%)
[2025-10-18T00:34:10.351481] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6739 tests
[2025-10-18T00:34:10.351520] [INFO ] [CONFIGURE ] NIC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:34:10.351552] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:34:10.484932] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:34:10.619713] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:10.754632] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:10.889595] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:11.025382] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:11.162205] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:34:11.299258] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:11.440343] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:11.579136] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:11.742989] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:34:11.743156] [INFO ] [CONFIGURE ] NIC: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:34:11.743199] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6738 tests
[2025-10-18T00:34:11.743233] [INFO ] [CONFIGURE ] NIC: Testing feature 6/29: add_failed_moves
[2025-10-18T00:34:11.743264] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_failed_moves']
[2025-10-18T00:34:11.858328] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:11.978849] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:12.107133] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:12.229871] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:12.348860] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:12.469731] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:12.591373] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:12.712011] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:12.831941] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:12.949943] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:12.950107] [INFO ] [CONFIGURE ] NIC: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T00:34:12.950149] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6737 tests
[2025-10-18T00:34:12.950184] [INFO ] [CONFIGURE ] NIC: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:34:12.950214] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_lag_shelf']
[2025-10-18T00:34:13.055845] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:13.167069] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:13.275597] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:13.385307] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:13.493635] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:13.602549] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:13.716866] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:13.838337] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:13.964326] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:14.078932] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:34:14.079088] [INFO ] [CONFIGURE ] NIC: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T00:34:14.079134] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6736 tests
[2025-10-18T00:34:14.079168] [INFO ] [CONFIGURE ] NIC: Testing feature 8/29: add_macd
[2025-10-18T00:34:14.079200] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:34:14.232557] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:34:14.379218] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:34:14.526023] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:14.664123] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:14.807628] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:14.951631] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:15.097798] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:15.251891] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:34:15.403830] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:15.554389] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:15.554561] [INFO ] [CONFIGURE ] NIC: DISCARDED add_macd (score: 30.00%)
[2025-10-18T00:34:15.554610] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6735 tests
[2025-10-18T00:34:15.554673] [INFO ] [CONFIGURE ] NIC: Testing feature 9/29: add_mfi
[2025-10-18T00:34:15.554728] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_mfi']
[2025-10-18T00:34:15.677820] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:15.800487] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:15.922522] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:16.046620] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:16.171817] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:16.296280] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:16.423004] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:16.550861] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:16.676569] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:16.804916] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:34:16.805079] [INFO ] [CONFIGURE ] NIC: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T00:34:16.805123] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6734 tests
[2025-10-18T00:34:16.805157] [INFO ] [CONFIGURE ] NIC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:34:16.805188] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:34:16.947379] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:17.084789] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:17.223064] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:17.364489] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:17.505986] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:17.651180] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:17.807884] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:17.951971] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:18.108511] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:18.252778] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:34:18.252938] [INFO ] [CONFIGURE ] NIC: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:34:18.252981] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6733 tests
[2025-10-18T00:34:18.253015] [INFO ] [CONFIGURE ] NIC: Testing feature 11/29: add_obv_daily
[2025-10-18T00:34:18.253045] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_obv_daily']
[2025-10-18T00:34:18.370557] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:18.487097] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:34:18.604588] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:18.723304] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:18.839314] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:18.957417] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:34:19.078793] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:19.200367] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:19.320437] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:19.445118] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:34:19.445289] [INFO ] [CONFIGURE ] NIC: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:34:19.445334] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6732 tests
[2025-10-18T00:34:19.445369] [INFO ] [CONFIGURE ] NIC: Testing feature 12/29: add_obv_interval
[2025-10-18T00:34:19.445401] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_obv_interval']
[2025-10-18T00:34:19.564796] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:19.681042] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:34:19.795692] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:19.916936] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:34:20.037633] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:20.172900] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:20.295257] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:20.415531] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:34:20.539770] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:20.664816] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:34:20.665052] [INFO ] [CONFIGURE ] NIC: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T00:34:20.665111] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6731 tests
[2025-10-18T00:34:20.665150] [INFO ] [CONFIGURE ] NIC: Testing feature 13/29: add_opening_strength
[2025-10-18T00:34:20.665182] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:34:20.825786] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:20.954382] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:21.077372] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:21.206890] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:21.334115] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:34:21.463234] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:21.595715] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:21.721146] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:21.845448] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:21.978301] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:21.978470] [INFO ] [CONFIGURE ] NIC: KEPT add_opening_strength (score: 70.00%)
[2025-10-18T00:34:21.978731] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6730 tests
[2025-10-18T00:34:21.978784] [INFO ] [CONFIGURE ] NIC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:34:21.978818] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T00:34:22.126817] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:22.274335] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:22.421291] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:22.562730] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:22.708082] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:22.855922] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:23.001283] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:23.146396] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:34:23.291924] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:23.437455] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:34:23.437619] [INFO ] [CONFIGURE ] NIC: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T00:34:23.437694] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6729 tests
[2025-10-18T00:34:23.437743] [INFO ] [CONFIGURE ] NIC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:34:23.437776] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-18T00:34:23.564301] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:23.700243] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:23.869283] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:23.998903] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:24.138710] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:24.280703] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:24.426527] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:24.569142] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:34:24.707861] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:24.860032] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:24.860212] [INFO ] [CONFIGURE ] NIC: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T00:34:24.860257] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6728 tests
[2025-10-18T00:34:24.860295] [INFO ] [CONFIGURE ] NIC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:34:24.860329] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T00:34:25.005527] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:25.139637] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:25.273898] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:25.408028] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:25.541979] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:25.677390] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:25.815555] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:25.956840] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:34:26.097894] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:26.241508] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:26.241682] [INFO ] [CONFIGURE ] NIC: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:34:26.241744] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6727 tests
[2025-10-18T00:34:26.241781] [INFO ] [CONFIGURE ] NIC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:34:26.241813] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-18T00:34:26.377672] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:26.513130] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:26.661617] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:26.806214] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:26.952973] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:27.097614] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:27.252357] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:27.392080] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:34:27.532074] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:27.675232] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:27.675383] [INFO ] [CONFIGURE ] NIC: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-18T00:34:27.675429] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6726 tests
[2025-10-18T00:34:27.675569] [INFO ] [CONFIGURE ] NIC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:34:27.675611] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-18T00:34:27.807822] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:27.944213] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:28.076432] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:28.205409] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:28.335484] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:28.464358] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:28.605582] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:28.758119] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:34:28.899256] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:29.034013] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:29.034193] [INFO ] [CONFIGURE ] NIC: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:34:29.034237] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6725 tests
[2025-10-18T00:34:29.034297] [INFO ] [CONFIGURE ] NIC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:34:29.034354] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-18T00:34:29.165732] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:29.296900] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:29.427102] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:29.554359] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:29.683364] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:29.813505] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:29.953298] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:30.083257] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:30.221978] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:30.358707] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:30.358905] [INFO ] [CONFIGURE ] NIC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T00:34:30.358952] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6724 tests
[2025-10-18T00:34:30.358989] [INFO ] [CONFIGURE ] NIC: Testing feature 20/29: add_price_rejection
[2025-10-18T00:34:30.359021] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-18T00:34:30.508548] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:30.655388] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:30.797107] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:30.934923] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:31.072970] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:31.212199] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:31.352908] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:31.495398] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:34:31.636577] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:31.778258] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:34:31.778422] [INFO ] [CONFIGURE ] NIC: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-18T00:34:31.778467] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6723 tests
[2025-10-18T00:34:31.778502] [INFO ] [CONFIGURE ] NIC: Testing feature 21/29: add_range_position
[2025-10-18T00:34:31.778533] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-18T00:34:31.926184] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:32.077877] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:32.230159] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:32.379495] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:32.529490] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:32.679266] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:32.829933] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:32.989533] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:34:33.139622] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:33.289833] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:33.289995] [INFO ] [CONFIGURE ] NIC: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T00:34:33.290038] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6722 tests
[2025-10-18T00:34:33.290074] [INFO ] [CONFIGURE ] NIC: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:34:33.290105] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-18T00:34:33.451423] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:33.615515] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:33.790929] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:33.948262] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:34:34.108272] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:34:34.278045] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:34.445232] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:34.615589] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:34:34.785424] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:34.948940] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:34.949124] [INFO ] [CONFIGURE ] NIC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:34:34.949171] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6721 tests
[2025-10-18T00:34:34.949207] [INFO ] [CONFIGURE ] NIC: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:34:34.949238] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-18T00:34:35.080221] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:35.216685] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:35.346352] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:35.481803] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:35.616747] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:35.748126] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:35.886452] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:36.017178] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:36.148804] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:36.280423] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:34:36.280600] [INFO ] [CONFIGURE ] NIC: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T00:34:36.280670] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6720 tests
[2025-10-18T00:34:36.280734] [INFO ] [CONFIGURE ] NIC: Testing feature 24/29: add_rsi
[2025-10-18T00:34:36.280769] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-18T00:34:36.427218] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:36.575253] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:36.723529] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:36.872227] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:37.021263] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:34:37.170996] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:37.323084] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:37.481426] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:37.634757] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:37.791033] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:37.791207] [INFO ] [CONFIGURE ] NIC: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T00:34:37.791252] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6719 tests
[2025-10-18T00:34:37.791288] [INFO ] [CONFIGURE ] NIC: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:34:37.791320] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-18T00:34:37.921078] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:38.051574] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:38.184274] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:38.312879] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:38.441457] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:38.575498] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:38.706853] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:38.849515] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:34:39.020822] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:39.153171] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:39.153346] [INFO ] [CONFIGURE ] NIC: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T00:34:39.153391] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6718 tests
[2025-10-18T00:34:39.153427] [INFO ] [CONFIGURE ] NIC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:34:39.153461] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-18T00:34:39.286389] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:39.415113] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:39.545176] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:39.675079] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:39.806843] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:39.938983] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:40.070100] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:40.204537] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:40.341150] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:40.483434] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:40.483611] [INFO ] [CONFIGURE ] NIC: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T00:34:40.483697] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6717 tests
[2025-10-18T00:34:40.483763] [INFO ] [CONFIGURE ] NIC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:34:40.483800] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-18T00:34:40.624946] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:40.766237] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:40.913834] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:41.058473] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:41.197322] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:41.344527] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:41.501146] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:41.662807] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:41.856400] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:42.111129] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:42.111356] [INFO ] [CONFIGURE ] NIC: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:34:42.111414] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6716 tests
[2025-10-18T00:34:42.111461] [INFO ] [CONFIGURE ] NIC: Testing feature 28/29: add_volume_profile
[2025-10-18T00:34:42.111503] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-18T00:34:42.304237] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:34:42.455141] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:42.613548] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:34:42.763251] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:34:42.903141] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:34:43.035946] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:43.167584] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:43.301994] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:34:43.435200] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:43.567409] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:43.567607] [INFO ] [CONFIGURE ] NIC: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:34:43.567679] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6715 tests
[2025-10-18T00:34:43.567734] [INFO ] [CONFIGURE ] NIC: Testing feature 29/29: add_vwap
[2025-10-18T00:34:43.567769] [INFO ] [CONFIGURE ] NIC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-18T00:34:43.699534] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:34:43.833534] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:34:43.970723] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:44.110953] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:34:44.249737] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:34:44.391213] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:44.528400] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:44.665503] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:34:44.805388] [DEBUG] [FORECASTER] NIC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:34:44.937300] [DEBUG] [FORECASTER] NIC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:34:44.937437] [INFO ] [CONFIGURE ] NIC: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T00:34:44.937480] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6714 tests
[2025-10-18T00:34:44.937535] [INFO ] [CONFIGURE ] NIC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:34:44.937590] [INFO ] [CONFIGURE ] NIC: Best accuracy: 70.00%
[2025-10-18T00:34:44.937624] [INFO ] [CONFIGURE ] NIC: Best feature set (2 features): ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:34:44.937684] [INFO ] [CONFIGURE ] NIC: Improvement over baseline: 30.00%
[2025-10-18T00:34:44.937728] [INFO ] [CONFIGURE ] NIC: Total time: 39.7 seconds
[2025-10-18T00:34:44.937757] [INFO ] [CONFIGURE ] NIC: Average time per feature: 1.4 seconds
[2025-10-18T00:34:44.937785] [INFO ] [CONFIGURE ] NIC: Average speed: 0.73 features/sec
[2025-10-18T00:34:44.938305] [INFO ] [LOCAL     ] Saved configuration for NIC: 2 features, 70.00% accuracy -> ./output/feature-sets/NIC.json
[2025-10-18T00:34:44.938375] [INFO ] [CONFIGURE ] NIC: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T00:34:44.938452] [INFO ] [sig       ] [150/380] Successfully configured NIC | 0.02 sym/s | Total: 1.8h | ETA: 2.7h
[2025-10-18T00:34:44.938527] [INFO ] [sig       ] [151/380] Configuring NJR...
[2025-10-18T00:34:44.938593] [INFO ] [CONFIGURE ] NJR: Configurate test run.
[2025-10-18T00:34:44.938697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NJR' from 'https://tdm.silogroup.org/data/derivative_storage/NJR.csv'.
[2025-10-18T00:34:44.951536] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NJR'.
[2025-10-18T00:34:44.951909] [INFO ] [CONFIGURE ] NJR: Testing with 29 available features
[2025-10-18T00:34:44.951966] [INFO ] [CONFIGURE ] NJR: Establishing baseline with no features...
[2025-10-18T00:34:45.049940] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:34:45.147663] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:34:45.256827] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:45.355008] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:34:45.453441] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:34:45.553083] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:34:45.651888] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:45.754704] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:34:45.859778] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:34:45.964049] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:34:45.964173] [INFO ] [CONFIGURE ] NJR: Baseline score (no features): 40.00%
[2025-10-18T00:34:45.964216] [INFO ] [CONFIGURE ] NJR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:34:45.964248] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:34:46.077511] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:34:46.190102] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:34:46.303467] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:46.417736] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:34:46.531422] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:34:46.646582] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:34:46.766506] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:46.881726] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:34:46.998865] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:34:47.117080] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:34:47.117225] [INFO ] [CONFIGURE ] NJR: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T00:34:47.117268] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6713 tests
[2025-10-18T00:34:47.117301] [INFO ] [CONFIGURE ] NJR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:34:47.117332] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:34:47.235844] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:34:47.354520] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:34:47.475478] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:47.595638] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:34:47.715627] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:34:47.835817] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:34:47.956699] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:48.078719] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:48.200398] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:34:48.323567] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:34:48.323759] [INFO ] [CONFIGURE ] NJR: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T00:34:48.323812] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6712 tests
[2025-10-18T00:34:48.323847] [INFO ] [CONFIGURE ] NJR: Testing feature 3/29: add_daily_returns
[2025-10-18T00:34:48.323879] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T00:34:48.447218] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:34:48.570781] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:34:48.695322] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:48.819827] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:34:48.944855] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:34:49.069803] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:34:49.201861] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:49.332544] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:49.468621] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:34:49.597612] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:34:49.597828] [INFO ] [CONFIGURE ] NJR: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T00:34:49.597879] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6711 tests
[2025-10-18T00:34:49.597932] [INFO ] [CONFIGURE ] NJR: Testing feature 4/29: add_ema
[2025-10-18T00:34:49.597990] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T00:34:49.736618] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:34:49.874228] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:34:50.013836] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:50.154585] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:34:50.294060] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:34:50.434921] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:34:50.576118] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:50.718933] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:50.861316] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:34:51.004180] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:34:51.004360] [INFO ] [CONFIGURE ] NJR: DISCARDED add_ema (score: 60.00%)
[2025-10-18T00:34:51.004406] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6710 tests
[2025-10-18T00:34:51.004440] [INFO ] [CONFIGURE ] NJR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:34:51.004471] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:34:51.178760] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:34:51.323727] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:34:51.470245] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:51.616827] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:34:51.763939] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:34:51.911393] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:52.059217] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:52.211706] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:52.360156] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:34:52.509726] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:34:52.509885] [INFO ] [CONFIGURE ] NJR: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:34:52.509930] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6709 tests
[2025-10-18T00:34:52.509986] [INFO ] [CONFIGURE ] NJR: Testing feature 6/29: add_failed_moves
[2025-10-18T00:34:52.510042] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T00:34:52.635517] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:34:52.759664] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:34:52.887433] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:53.014350] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:34:53.147721] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:34:53.280583] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:34:53.413921] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:53.548177] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:53.684044] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:34:53.823784] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:34:53.823962] [INFO ] [CONFIGURE ] NJR: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:34:53.824044] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6708 tests
[2025-10-18T00:34:53.824106] [INFO ] [CONFIGURE ] NJR: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:34:53.824142] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T00:34:53.955248] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:34:54.091746] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:34:54.232884] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:54.363238] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:34:54.488883] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:34:54.609640] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:34:54.731726] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:54.854512] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:54.981392] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:34:55.103343] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:34:55.103522] [INFO ] [CONFIGURE ] NJR: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:34:55.103567] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6707 tests
[2025-10-18T00:34:55.103601] [INFO ] [CONFIGURE ] NJR: Testing feature 8/29: add_macd
[2025-10-18T00:34:55.103633] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T00:34:55.263148] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:34:55.423755] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:34:55.587739] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:55.753476] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:34:55.918486] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:34:56.085179] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:34:56.256458] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:34:56.430246] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:56.617029] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:34:56.793393] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:34:56.793571] [INFO ] [CONFIGURE ] NJR: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:34:56.793618] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6706 tests
[2025-10-18T00:34:56.793684] [INFO ] [CONFIGURE ] NJR: Testing feature 9/29: add_mfi
[2025-10-18T00:34:56.793736] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T00:34:56.935267] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:34:57.076399] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:34:57.218994] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:57.394018] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:34:57.551773] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:34:57.703536] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:34:57.848194] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:57.995907] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:58.138726] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:34:58.282719] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:34:58.282900] [INFO ] [CONFIGURE ] NJR: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:34:58.282965] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6705 tests
[2025-10-18T00:34:58.283024] [INFO ] [CONFIGURE ] NJR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:34:58.283058] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:34:58.437786] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:34:58.593007] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:34:58.750331] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:34:58.907246] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:34:59.062006] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:34:59.222087] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:34:59.380877] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:34:59.543066] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:34:59.708371] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:34:59.881244] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:34:59.881412] [INFO ] [CONFIGURE ] NJR: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:34:59.881458] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6704 tests
[2025-10-18T00:34:59.881495] [INFO ] [CONFIGURE ] NJR: Testing feature 11/29: add_obv_daily
[2025-10-18T00:34:59.881527] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T00:35:00.020894] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:35:00.159143] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:00.297801] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:00.429864] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:00.572307] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:00.704832] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:35:00.843952] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:00.983106] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:01.127109] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:01.265825] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:01.265975] [INFO ] [CONFIGURE ] NJR: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T00:35:01.266021] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6703 tests
[2025-10-18T00:35:01.266057] [INFO ] [CONFIGURE ] NJR: Testing feature 12/29: add_obv_interval
[2025-10-18T00:35:01.266090] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T00:35:01.395138] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:35:01.543620] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:01.718731] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:01.870299] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:02.004142] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:02.138603] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:35:02.280229] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:02.424296] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:02.575913] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:02.720098] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:02.720279] [INFO ] [CONFIGURE ] NJR: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:35:02.720326] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6702 tests
[2025-10-18T00:35:02.720411] [INFO ] [CONFIGURE ] NJR: Testing feature 13/29: add_opening_strength
[2025-10-18T00:35:02.720465] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:35:02.870320] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:35:03.004777] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:03.134952] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:03.264768] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:03.425786] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:03.562514] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:35:03.711572] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:03.859067] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:04.011542] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:04.163148] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:04.163365] [INFO ] [CONFIGURE ] NJR: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:35:04.163417] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6701 tests
[2025-10-18T00:35:04.163452] [INFO ] [CONFIGURE ] NJR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:35:04.163483] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T00:35:04.307737] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:35:04.455871] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:04.603711] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:04.747781] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:04.908318] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:05.065060] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:35:05.208907] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:05.350923] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:05.494746] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:05.638213] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:05.638384] [INFO ] [CONFIGURE ] NJR: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:35:05.638428] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6700 tests
[2025-10-18T00:35:05.638463] [INFO ] [CONFIGURE ] NJR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:35:05.638495] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T00:35:05.762038] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:35:05.888919] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:06.015113] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:06.140500] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:35:06.270772] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:06.399256] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:35:06.527685] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:06.653477] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:06.782541] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:06.912730] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:06.912926] [INFO ] [CONFIGURE ] NJR: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:35:06.912983] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6699 tests
[2025-10-18T00:35:06.913020] [INFO ] [CONFIGURE ] NJR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:35:06.913052] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T00:35:07.054488] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:35:07.190591] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:07.325201] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:07.460000] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:07.594628] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:35:07.738966] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:35:07.881384] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:08.023834] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:08.165590] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:08.306841] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:08.307056] [INFO ] [CONFIGURE ] NJR: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:35:08.307120] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6698 tests
[2025-10-18T00:35:08.307158] [INFO ] [CONFIGURE ] NJR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:35:08.307190] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T00:35:08.447184] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:35:08.589116] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:08.731855] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:08.876196] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:35:09.025910] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:09.171535] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:35:09.307800] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:09.444375] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:09.584127] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:09.730444] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:09.730636] [INFO ] [CONFIGURE ] NJR: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T00:35:09.730727] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6697 tests
[2025-10-18T00:35:09.730769] [INFO ] [CONFIGURE ] NJR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:35:09.730803] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T00:35:09.862178] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:35:09.986065] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:10.111505] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:10.235462] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:35:10.365444] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:35:10.492089] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:35:10.621941] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:10.749441] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:10.881377] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:11.010716] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:11.010889] [INFO ] [CONFIGURE ] NJR: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T00:35:11.010936] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6696 tests
[2025-10-18T00:35:11.010971] [INFO ] [CONFIGURE ] NJR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:35:11.011005] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T00:35:11.149783] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:35:11.285091] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:11.411817] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:11.540033] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:11.668672] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:11.803557] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:35:11.933792] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:12.062568] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:12.192505] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:12.323818] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:12.323982] [INFO ] [CONFIGURE ] NJR: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T00:35:12.324028] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6695 tests
[2025-10-18T00:35:12.324066] [INFO ] [CONFIGURE ] NJR: Testing feature 20/29: add_price_rejection
[2025-10-18T00:35:12.324099] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-18T00:35:12.458847] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:35:12.594999] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:12.732110] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:12.874112] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:13.013951] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:13.151940] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:35:13.292815] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:13.429336] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:13.566413] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:13.704665] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:13.704848] [INFO ] [CONFIGURE ] NJR: KEPT add_price_rejection (score: 70.00%)
[2025-10-18T00:35:13.704894] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6694 tests
[2025-10-18T00:35:13.705009] [INFO ] [CONFIGURE ] NJR: Testing feature 21/29: add_range_position
[2025-10-18T00:35:13.705050] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_range_position']
[2025-10-18T00:35:13.861121] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:35:14.023204] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:14.187524] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:14.351415] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:14.509016] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:14.667340] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:35:14.830921] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:14.994555] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:15.157798] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:15.317350] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:15.317524] [INFO ] [CONFIGURE ] NJR: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:35:15.317578] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6693 tests
[2025-10-18T00:35:15.317620] [INFO ] [CONFIGURE ] NJR: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:35:15.317699] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_realized_volatility']
[2025-10-18T00:35:15.490578] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:35:15.664273] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:15.840922] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:35:16.017872] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:16.190835] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:16.365552] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:35:16.550798] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:16.739397] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:16.924271] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:17.109505] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:17.109724] [INFO ] [CONFIGURE ] NJR: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:35:17.109787] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6692 tests
[2025-10-18T00:35:17.109824] [INFO ] [CONFIGURE ] NJR: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:35:17.109855] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_recent_range_context']
[2025-10-18T00:35:17.255410] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:35:17.401981] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:17.549295] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:35:17.696917] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:17.845495] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:17.996834] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:35:18.145507] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:18.293483] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:18.442275] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:18.594514] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:18.594698] [INFO ] [CONFIGURE ] NJR: KEPT add_recent_range_context (score: 80.00%)
[2025-10-18T00:35:18.594758] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6691 tests
[2025-10-18T00:35:18.594795] [INFO ] [CONFIGURE ] NJR: Testing feature 24/29: add_rsi
[2025-10-18T00:35:18.594828] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_recent_range_context', 'add_ema', 'add_rsi']
[2025-10-18T00:35:18.765189] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:35:18.940800] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:19.120228] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:19.301011] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:19.483939] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:19.663079] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:35:19.858705] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:20.056823] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:20.256595] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:20.439174] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:20.439353] [INFO ] [CONFIGURE ] NJR: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T00:35:20.439396] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6690 tests
[2025-10-18T00:35:20.439432] [INFO ] [CONFIGURE ] NJR: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:35:20.439465] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_recent_range_context', 'add_tick_distribution']
[2025-10-18T00:35:20.592961] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:35:20.758907] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:20.930956] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:35:21.107166] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:21.263274] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:21.433211] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:35:21.620975] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:21.780578] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:21.939408] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:22.099103] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:22.099300] [INFO ] [CONFIGURE ] NJR: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T00:35:22.099358] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6689 tests
[2025-10-18T00:35:22.099394] [INFO ] [CONFIGURE ] NJR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:35:22.099425] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-10-18T00:35:22.252349] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:35:22.420078] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:22.605385] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:22.784190] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:22.950222] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:23.113350] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:35:23.271420] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:23.426608] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:23.583951] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:23.742314] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:23.742493] [INFO ] [CONFIGURE ] NJR: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:35:23.742536] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6688 tests
[2025-10-18T00:35:23.742572] [INFO ] [CONFIGURE ] NJR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:35:23.742604] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-10-18T00:35:23.911371] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:35:24.075105] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:24.240007] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:24.408097] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:24.575408] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:24.743479] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:35:24.922220] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:25.102239] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:25.272937] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:25.444804] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:25.444963] [INFO ] [CONFIGURE ] NJR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T00:35:25.445009] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6687 tests
[2025-10-18T00:35:25.445044] [INFO ] [CONFIGURE ] NJR: Testing feature 28/29: add_volume_profile
[2025-10-18T00:35:25.445077] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_recent_range_context', 'add_volume_profile']
[2025-10-18T00:35:25.604784] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:35:25.762826] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:25.916366] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:26.076809] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:26.241951] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:35:26.415823] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:35:26.585105] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:26.752108] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:26.923330] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:27.096720] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:27.096902] [INFO ] [CONFIGURE ] NJR: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:35:27.096946] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6686 tests
[2025-10-18T00:35:27.096984] [INFO ] [CONFIGURE ] NJR: Testing feature 29/29: add_vwap
[2025-10-18T00:35:27.097017] [INFO ] [CONFIGURE ] NJR: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_recent_range_context', 'add_vwap']
[2025-10-18T00:35:27.261367] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:35:27.427299] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:27.597223] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:27.762587] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:27.929909] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:28.106544] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:35:28.275326] [DEBUG] [FORECASTER] NJR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:35:28.444309] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:28.610978] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:35:28.776237] [DEBUG] [FORECASTER] NJR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:35:28.776415] [INFO ] [CONFIGURE ] NJR: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T00:35:28.776459] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6685 tests
[2025-10-18T00:35:28.776496] [INFO ] [CONFIGURE ] NJR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:35:28.776526] [INFO ] [CONFIGURE ] NJR: Best accuracy: 80.00%
[2025-10-18T00:35:28.776558] [INFO ] [CONFIGURE ] NJR: Best feature set (3 features): ['add_cumulative_delta', 'add_price_rejection', 'add_recent_range_context']
[2025-10-18T00:35:28.776588] [INFO ] [CONFIGURE ] NJR: Improvement over baseline: 40.00%
[2025-10-18T00:35:28.776615] [INFO ] [CONFIGURE ] NJR: Total time: 42.8 seconds
[2025-10-18T00:35:28.776839] [INFO ] [CONFIGURE ] NJR: Average time per feature: 1.5 seconds
[2025-10-18T00:35:28.776904] [INFO ] [CONFIGURE ] NJR: Average speed: 0.68 features/sec
[2025-10-18T00:35:28.777570] [INFO ] [LOCAL     ] Saved configuration for NJR: 3 features, 80.00% accuracy -> ./output/feature-sets/NJR.json
[2025-10-18T00:35:28.777660] [INFO ] [CONFIGURE ] NJR: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T00:35:28.777726] [INFO ] [sig       ] [151/380] Successfully configured NJR | 0.02 sym/s | Total: 1.8h | ETA: 2.7h
[2025-10-18T00:35:28.777763] [INFO ] [sig       ] [152/380] Configuring NLOP...
[2025-10-18T00:35:28.777794] [INFO ] [CONFIGURE ] NLOP: Configurate test run.
[2025-10-18T00:35:28.777825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-10-18T00:35:28.791223] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NLOP'.
[2025-10-18T00:35:28.791807] [INFO ] [CONFIGURE ] NLOP: Testing with 29 available features
[2025-10-18T00:35:28.791870] [INFO ] [CONFIGURE ] NLOP: Establishing baseline with no features...
[2025-10-18T00:35:28.909355] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:29.025450] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:29.139165] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:29.254920] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:35:29.364452] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:35:29.469035] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:35:29.572774] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:35:29.676781] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:29.784293] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:35:29.889146] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:35:29.889320] [INFO ] [CONFIGURE ] NLOP: Baseline score (no features): 30.00%
[2025-10-18T00:35:29.889363] [INFO ] [CONFIGURE ] NLOP: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:35:29.889398] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:35:30.004955] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:30.122814] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:30.238217] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:30.355573] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:35:30.471819] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:35:30.587745] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:35:30.705490] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:35:30.822459] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:30.942159] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:35:31.060730] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:35:31.060893] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T00:35:31.060936] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6684 tests
[2025-10-18T00:35:31.060969] [INFO ] [CONFIGURE ] NLOP: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:35:31.060999] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:35:31.181088] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:31.302281] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:31.423558] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:31.546981] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:35:31.669576] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:35:31.792077] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:35:31.916615] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:35:32.040578] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:32.164943] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:35:32.288631] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:35:32.288813] [INFO ] [CONFIGURE ] NLOP: KEPT add_cumulative_delta (score: 40.00%)
[2025-10-18T00:35:32.288869] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6683 tests
[2025-10-18T00:35:32.288904] [INFO ] [CONFIGURE ] NLOP: Testing feature 3/29: add_daily_returns
[2025-10-18T00:35:32.288934] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T00:35:32.414927] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:32.545764] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:32.672353] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:32.800233] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:32.936147] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:35:33.066283] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:35:33.196045] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:35:33.336599] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:33.484381] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:35:33.622573] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:35:33.622756] [INFO ] [CONFIGURE ] NLOP: KEPT add_daily_returns (score: 50.00%)
[2025-10-18T00:35:33.622809] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6682 tests
[2025-10-18T00:35:33.622844] [INFO ] [CONFIGURE ] NLOP: Testing feature 4/29: add_ema
[2025-10-18T00:35:33.622875] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-18T00:35:33.784853] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:33.932606] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:34.096721] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:34.270303] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:34.461861] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:34.684998] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:35:34.895445] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:35:35.096750] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:35.259528] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:35:35.408831] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:35:35.409024] [INFO ] [CONFIGURE ] NLOP: KEPT add_ema (score: 60.00%)
[2025-10-18T00:35:35.409069] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6681 tests
[2025-10-18T00:35:35.409106] [INFO ] [CONFIGURE ] NLOP: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:35:35.409138] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:35:35.580478] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:35.754383] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:35.943421] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:36.137843] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:36.335052] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:36.533053] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:35:36.756763] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:35:36.949921] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:37.124155] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:35:37.289932] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:35:37.290098] [INFO ] [CONFIGURE ] NLOP: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-18T00:35:37.290140] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6680 tests
[2025-10-18T00:35:37.290175] [INFO ] [CONFIGURE ] NLOP: Testing feature 6/29: add_failed_moves
[2025-10-18T00:35:37.290206] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T00:35:37.451277] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:37.618309] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:37.788570] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:37.969853] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:38.143937] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:38.327485] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:35:38.512681] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:35:38.695527] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:38.882591] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:35:39.072865] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:35:39.073117] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:35:39.073171] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6679 tests
[2025-10-18T00:35:39.073209] [INFO ] [CONFIGURE ] NLOP: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:35:39.073241] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T00:35:39.249127] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:39.421092] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:39.596447] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:39.816488] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:39.988818] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:35:40.166732] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:35:40.338098] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:35:40.516803] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:40.701660] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:35:40.884359] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:35:40.884502] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T00:35:40.884545] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6678 tests
[2025-10-18T00:35:40.884580] [INFO ] [CONFIGURE ] NLOP: Testing feature 8/29: add_macd
[2025-10-18T00:35:40.884610] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T00:35:41.081498] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:41.280283] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:41.481214] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:41.694948] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:41.897984] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:42.101926] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:35:42.318890] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:35:42.530410] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:42.763518] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:35:42.988556] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:35:42.988799] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:35:42.988884] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6677 tests
[2025-10-18T00:35:42.988947] [INFO ] [CONFIGURE ] NLOP: Testing feature 9/29: add_mfi
[2025-10-18T00:35:42.988985] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T00:35:43.184897] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:43.379035] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:43.577849] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:43.795529] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:44.008223] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:44.215284] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:35:44.428164] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:35:44.622428] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:44.814479] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:35:45.018913] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:35:45.019164] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:35:45.019215] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6676 tests
[2025-10-18T00:35:45.019253] [INFO ] [CONFIGURE ] NLOP: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:35:45.019286] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:35:45.243923] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:45.465886] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:35:45.695572] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:45.928609] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:46.159504] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:46.383636] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:35:46.597181] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:35:46.804271] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:47.021825] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:35:47.241126] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:35:47.241355] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T00:35:47.241404] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6675 tests
[2025-10-18T00:35:47.241441] [INFO ] [CONFIGURE ] NLOP: Testing feature 11/29: add_obv_daily
[2025-10-18T00:35:47.241474] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T00:35:47.425013] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:47.607256] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:47.798203] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:47.993659] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:35:48.210038] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:35:48.400683] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:35:48.588357] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:35:48.774504] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:48.960496] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:35:49.149534] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:35:49.149740] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:35:49.149795] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6674 tests
[2025-10-18T00:35:49.149831] [INFO ] [CONFIGURE ] NLOP: Testing feature 12/29: add_obv_interval
[2025-10-18T00:35:49.149864] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T00:35:49.328444] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:49.517622] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:49.700140] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:49.881515] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:50.060437] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:35:50.238459] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:35:50.419899] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:35:50.607282] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:50.789405] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:35:50.971270] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:35:50.971474] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:35:50.971518] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6673 tests
[2025-10-18T00:35:50.971553] [INFO ] [CONFIGURE ] NLOP: Testing feature 13/29: add_opening_strength
[2025-10-18T00:35:50.971586] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength']
[2025-10-18T00:35:51.156524] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:51.361335] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:51.546819] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:51.729943] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:35:51.950573] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:35:52.141619] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:35:52.336978] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:35:52.532833] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:35:52.720451] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:35:52.910313] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:35:52.910494] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_opening_strength (score: 20.00%)
[2025-10-18T00:35:52.910541] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6672 tests
[2025-10-18T00:35:52.910579] [INFO ] [CONFIGURE ] NLOP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:35:52.910614] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T00:35:53.100415] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:53.296677] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:53.501555] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:53.706310] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:53.913701] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:35:54.165999] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:35:54.378402] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:35:54.574446] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:35:54.767691] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:35:54.990239] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:35:54.990419] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-18T00:35:54.990481] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6671 tests
[2025-10-18T00:35:54.990520] [INFO ] [CONFIGURE ] NLOP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:35:54.990554] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T00:35:55.155556] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:55.328065] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:55.502418] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:55.675903] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:55.851904] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:56.028215] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:35:56.206945] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:35:56.385104] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:56.565450] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:35:56.753542] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:35:56.753712] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:35:56.753768] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6670 tests
[2025-10-18T00:35:56.753805] [INFO ] [CONFIGURE ] NLOP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:35:56.753837] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T00:35:56.935474] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:57.117245] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:57.312068] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:57.499333] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:35:57.688183] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:35:57.875939] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:35:58.059834] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:35:58.243473] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:35:58.430997] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:35:58.621117] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:35:58.621275] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:35:58.621318] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6669 tests
[2025-10-18T00:35:58.621352] [INFO ] [CONFIGURE ] NLOP: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:35:58.621385] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T00:35:58.797460] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:35:58.974286] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:35:59.157564] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:35:59.363288] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:35:59.563561] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:35:59.755830] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:35:59.942827] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:36:00.132180] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:00.327359] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:00.515972] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:00.516150] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-18T00:36:00.516193] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6668 tests
[2025-10-18T00:36:00.516229] [INFO ] [CONFIGURE ] NLOP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:36:00.516261] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T00:36:00.698995] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:00.889822] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:01.077044] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:36:01.268804] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:36:01.448674] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:36:01.636246] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:36:01.842738] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:36:02.043795] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:02.243570] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:02.436867] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:02.437059] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:36:02.437105] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6667 tests
[2025-10-18T00:36:02.437143] [INFO ] [CONFIGURE ] NLOP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:36:02.437177] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T00:36:02.624138] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:02.829380] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:03.009188] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:36:03.188169] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:36:03.374336] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:36:03.556581] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:36:03.736450] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:36:03.921926] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:04.110911] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:04.295132] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:04.295345] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:36:04.295415] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6666 tests
[2025-10-18T00:36:04.295459] [INFO ] [CONFIGURE ] NLOP: Testing feature 20/29: add_price_rejection
[2025-10-18T00:36:04.295571] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T00:36:04.486586] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:04.681007] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:04.871169] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:36:05.065110] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:36:05.250996] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:36:05.447397] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:36:05.639818] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:36:05.832447] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:06.032262] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:06.223485] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:06.223677] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:36:06.223739] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6665 tests
[2025-10-18T00:36:06.223779] [INFO ] [CONFIGURE ] NLOP: Testing feature 21/29: add_range_position
[2025-10-18T00:36:06.223815] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T00:36:06.420220] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:06.623177] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:06.821495] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:36:07.024967] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:36:07.228045] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:36:07.420348] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:36:07.614591] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:36:07.817993] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:08.015935] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:08.209123] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:08.209324] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:36:08.209385] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6664 tests
[2025-10-18T00:36:08.209423] [INFO ] [CONFIGURE ] NLOP: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:36:08.209455] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T00:36:08.423370] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:08.627017] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:08.837580] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:36:09.055583] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:36:09.271418] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:36:09.484863] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:36:09.707323] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:36:09.920114] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:10.183952] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:10.406636] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:10.406848] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:36:10.406915] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6663 tests
[2025-10-18T00:36:10.407041] [INFO ] [CONFIGURE ] NLOP: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:36:10.407084] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T00:36:10.594613] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:10.784073] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:10.978420] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:36:11.167055] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:36:11.362821] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:36:11.566851] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:36:11.769442] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:36:11.986354] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:12.209997] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:12.427634] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:12.427888] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T00:36:12.427983] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6662 tests
[2025-10-18T00:36:12.428031] [INFO ] [CONFIGURE ] NLOP: Testing feature 24/29: add_rsi
[2025-10-18T00:36:12.428068] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_rsi']
[2025-10-18T00:36:12.623914] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:12.818578] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:13.010407] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:36:13.203740] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:36:13.411317] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:36:13.606042] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:36:13.798212] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:36:13.997601] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:14.196440] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:14.398857] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:14.399065] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:36:14.399143] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6661 tests
[2025-10-18T00:36:14.399256] [INFO ] [CONFIGURE ] NLOP: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:36:14.399311] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T00:36:14.593291] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:14.779842] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:14.981099] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:36:15.172122] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:36:15.363878] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:36:15.554968] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:36:15.742525] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:36:15.932959] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:16.124680] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:16.315858] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:16.316075] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:36:16.316139] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6660 tests
[2025-10-18T00:36:16.316198] [INFO ] [CONFIGURE ] NLOP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:36:16.316233] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T00:36:16.503043] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:16.688291] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:16.874732] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:36:17.059359] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:36:17.248889] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:36:17.434572] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:17.624026] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:36:17.820131] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:18.011057] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:18.198463] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:18.198696] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T00:36:18.198758] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6659 tests
[2025-10-18T00:36:18.198797] [INFO ] [CONFIGURE ] NLOP: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:36:18.198831] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T00:36:18.404367] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:18.612047] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:18.819508] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:36:19.026524] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:36:19.262830] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:36:19.461858] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:19.665073] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:36:19.871367] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:20.074372] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:20.276213] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:20.276441] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:36:20.276493] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6658 tests
[2025-10-18T00:36:20.276531] [INFO ] [CONFIGURE ] NLOP: Testing feature 28/29: add_volume_profile
[2025-10-18T00:36:20.276567] [INFO ] [CONFIGURE ] NLOP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-18T00:36:20.459425] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:20.646111] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:20.848209] [DEBUG] [FORECASTER] NLOP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:36:21.045592] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:36:21.233630] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:36:21.424922] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:36:21.615112] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:36:21.800779] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:21.987243] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:22.172603] [DEBUG] [FORECASTER] NLOP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:22.172784] [INFO ] [CONFIGURE ] NLOP: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:36:22.172833] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6657 tests
[2025-10-18T00:36:22.172892] [INFO ] [CONFIGURE ] NLOP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:36:22.172946] [INFO ] [CONFIGURE ] NLOP: Best accuracy: 70.00%
[2025-10-18T00:36:22.172980] [INFO ] [CONFIGURE ] NLOP: Best feature set (5 features): ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:36:22.173009] [INFO ] [CONFIGURE ] NLOP: Improvement over baseline: 40.00%
[2025-10-18T00:36:22.173035] [INFO ] [CONFIGURE ] NLOP: Total time: 52.3 seconds
[2025-10-18T00:36:22.173060] [INFO ] [CONFIGURE ] NLOP: Average time per feature: 1.9 seconds
[2025-10-18T00:36:22.173088] [INFO ] [CONFIGURE ] NLOP: Average speed: 0.55 features/sec
[2025-10-18T00:36:22.173637] [INFO ] [LOCAL     ] Saved configuration for NLOP: 5 features, 70.00% accuracy -> ./output/feature-sets/NLOP.json
[2025-10-18T00:36:22.173732] [INFO ] [CONFIGURE ] NLOP: Configuration saved successfully: 5 features, 70.00% accuracy.
[2025-10-18T00:36:22.173820] [INFO ] [sig       ] [152/380] Successfully configured NLOP | 0.02 sym/s | Total: 1.8h | ETA: 2.7h
[2025-10-18T00:36:22.173887] [INFO ] [sig       ] [153/380] Configuring NMCO...
[2025-10-18T00:36:22.173953] [INFO ] [CONFIGURE ] NMCO: Configurate test run.
[2025-10-18T00:36:22.174009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-10-18T00:36:22.187165] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMCO'.
[2025-10-18T00:36:22.187621] [INFO ] [CONFIGURE ] NMCO: Testing with 29 available features
[2025-10-18T00:36:22.187704] [INFO ] [CONFIGURE ] NMCO: Establishing baseline with no features...
[2025-10-18T00:36:22.293259] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:22.396118] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:22.499132] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:22.600921] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:36:22.703226] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:22.807280] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:36:22.912076] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:23.015100] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:36:23.118616] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:23.223364] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:23.223514] [INFO ] [CONFIGURE ] NMCO: Baseline score (no features): 60.00%
[2025-10-18T00:36:23.223557] [INFO ] [CONFIGURE ] NMCO: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:36:23.223590] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:36:23.339425] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:23.454108] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:36:23.570050] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:23.684602] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:36:23.799186] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:23.917281] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:24.033199] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:24.149806] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:24.266812] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:24.382578] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:24.382764] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T00:36:24.382815] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6656 tests
[2025-10-18T00:36:24.382850] [INFO ] [CONFIGURE ] NMCO: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:36:24.382881] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:36:24.500549] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:24.619682] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:24.739090] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:24.858965] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:36:24.982336] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:25.104562] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:25.230192] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:25.369009] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:36:25.495474] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:25.625824] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:25.625970] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T00:36:25.626014] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6655 tests
[2025-10-18T00:36:25.626050] [INFO ] [CONFIGURE ] NMCO: Testing feature 3/29: add_daily_returns
[2025-10-18T00:36:25.626082] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_daily_returns']
[2025-10-18T00:36:25.733491] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:25.844722] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:25.952988] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:26.064572] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:36:26.177338] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:26.286382] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:26.397560] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:26.510237] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:36:26.620305] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:26.727766] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:26.727961] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T00:36:26.728021] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6654 tests
[2025-10-18T00:36:26.728058] [INFO ] [CONFIGURE ] NMCO: Testing feature 4/29: add_ema
[2025-10-18T00:36:26.728089] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_ema']
[2025-10-18T00:36:26.843349] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:26.966537] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:27.093365] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:27.217961] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:36:27.339713] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:27.460236] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:27.585245] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:27.716731] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:27.844555] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:27.970361] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:27.970583] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_ema (score: 60.00%)
[2025-10-18T00:36:27.970629] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6653 tests
[2025-10-18T00:36:27.970704] [INFO ] [CONFIGURE ] NMCO: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:36:27.970749] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:36:28.100862] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:28.231029] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:28.363902] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:28.494164] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:36:28.625894] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:28.770517] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:28.916603] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:29.061973] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:29.210806] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:29.354105] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:29.354273] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:36:29.354317] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6652 tests
[2025-10-18T00:36:29.354351] [INFO ] [CONFIGURE ] NMCO: Testing feature 6/29: add_failed_moves
[2025-10-18T00:36:29.354381] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_failed_moves']
[2025-10-18T00:36:29.471761] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:29.593132] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:29.718262] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:29.837537] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:36:29.958800] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:30.078206] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:36:30.198486] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:30.330587] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:36:30.460594] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:30.583476] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:30.583694] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:36:30.583755] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6651 tests
[2025-10-18T00:36:30.583791] [INFO ] [CONFIGURE ] NMCO: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:36:30.583823] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_lag_shelf']
[2025-10-18T00:36:30.693239] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:30.803423] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:30.912092] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:31.021490] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:36:31.125141] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:31.228804] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:36:31.332828] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:31.461939] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:36:31.569753] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:31.676327] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:31.676542] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:36:31.676593] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6650 tests
[2025-10-18T00:36:31.676632] [INFO ] [CONFIGURE ] NMCO: Testing feature 8/29: add_macd
[2025-10-18T00:36:31.676716] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:36:31.816858] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:31.956337] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:32.096832] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:32.237338] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:36:32.379172] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:32.521020] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:36:32.662224] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:32.806938] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:32.951881] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:33.099183] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:36:33.099357] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:36:33.099406] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6649 tests
[2025-10-18T00:36:33.099441] [INFO ] [CONFIGURE ] NMCO: Testing feature 9/29: add_mfi
[2025-10-18T00:36:33.099471] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi']
[2025-10-18T00:36:33.216262] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:33.335543] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:33.459531] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:33.583620] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:36:33.708580] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:33.833825] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:33.959333] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:34.084972] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:34.205320] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:34.332055] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:34.332294] [INFO ] [CONFIGURE ] NMCO: KEPT add_mfi (score: 70.00%)
[2025-10-18T00:36:34.332357] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6648 tests
[2025-10-18T00:36:34.332394] [INFO ] [CONFIGURE ] NMCO: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:36:34.332428] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:36:34.507207] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:34.654743] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:34.804693] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:34.955023] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:36:35.106056] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:35.256418] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:35.408500] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:35.563202] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:36:35.716831] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:35.871167] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:35.871364] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:36:35.871410] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6647 tests
[2025-10-18T00:36:35.871445] [INFO ] [CONFIGURE ] NMCO: Testing feature 11/29: add_obv_daily
[2025-10-18T00:36:35.871475] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-18T00:36:35.999721] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:36.127355] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:36.254487] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:36.382904] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:36:36.511384] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:36.640293] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:36.772889] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:36.903607] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:37.035144] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:37.166743] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:37.166900] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:36:37.166944] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6646 tests
[2025-10-18T00:36:37.166978] [INFO ] [CONFIGURE ] NMCO: Testing feature 12/29: add_obv_interval
[2025-10-18T00:36:37.167009] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-18T00:36:37.297884] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:37.429860] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:37.560982] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:37.690628] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:36:37.823305] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:37.960754] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:38.096570] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:38.231192] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:38.365140] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:38.503962] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:38.504132] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T00:36:38.504178] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6645 tests
[2025-10-18T00:36:38.504215] [INFO ] [CONFIGURE ] NMCO: Testing feature 13/29: add_opening_strength
[2025-10-18T00:36:38.504248] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:36:38.653199] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:38.789795] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:38.932254] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:39.075451] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:36:39.224546] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:39.362882] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:39.504552] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:39.651779] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:36:39.815420] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:39.958763] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:39.958930] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T00:36:39.958974] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6644 tests
[2025-10-18T00:36:39.959010] [INFO ] [CONFIGURE ] NMCO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:36:39.959043] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-10-18T00:36:40.102142] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:40.241158] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:40.377206] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:40.546128] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:36:40.686395] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:40.830593] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:40.980248] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:41.127058] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:36:41.272297] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:41.421014] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:41.421206] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:36:41.421254] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6643 tests
[2025-10-18T00:36:41.421290] [INFO ] [CONFIGURE ] NMCO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:36:41.421325] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T00:36:41.547892] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:41.682034] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:41.809196] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:41.937724] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:36:42.064168] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:42.186894] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:36:42.309462] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:42.437661] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:42.575249] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:42.736438] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:42.736673] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:36:42.736752] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6642 tests
[2025-10-18T00:36:42.736807] [INFO ] [CONFIGURE ] NMCO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:36:42.736849] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T00:36:42.899833] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:43.055117] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:43.250540] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:43.424749] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:36:43.612748] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:43.747074] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:43.890943] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:44.027201] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:36:44.163086] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:44.298932] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:44.299136] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:36:44.299181] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6641 tests
[2025-10-18T00:36:44.299216] [INFO ] [CONFIGURE ] NMCO: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:36:44.299333] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-10-18T00:36:44.431937] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:44.563629] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:44.696071] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:44.835557] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:36:44.974637] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:45.113217] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:45.246432] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:45.379903] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:45.519630] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:45.655591] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:45.655825] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T00:36:45.655877] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6640 tests
[2025-10-18T00:36:45.655913] [INFO ] [CONFIGURE ] NMCO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:36:45.655945] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T00:36:45.778577] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:45.902756] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:46.031891] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:46.155391] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:36:46.277263] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:46.404260] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:36:46.536968] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:46.667065] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:36:46.796523] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:46.924954] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:46.925139] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:36:46.925184] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6639 tests
[2025-10-18T00:36:46.925221] [INFO ] [CONFIGURE ] NMCO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:36:46.925254] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T00:36:47.057519] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:47.181454] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:47.308928] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:47.433605] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:36:47.556757] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:47.680742] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:47.816987] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:47.952019] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:48.079204] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:48.205809] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:48.205972] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:36:48.206015] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6638 tests
[2025-10-18T00:36:48.206049] [INFO ] [CONFIGURE ] NMCO: Testing feature 20/29: add_price_rejection
[2025-10-18T00:36:48.206080] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-10-18T00:36:48.343050] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:48.484764] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:48.624311] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:48.764447] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:36:48.910308] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:49.051417] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:49.193310] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:49.336875] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:49.474689] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:49.629979] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:49.630220] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:36:49.630279] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6637 tests
[2025-10-18T00:36:49.630315] [INFO ] [CONFIGURE ] NMCO: Testing feature 21/29: add_range_position
[2025-10-18T00:36:49.630346] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_range_position']
[2025-10-18T00:36:49.772079] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:49.913830] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:36:50.057615] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:50.200516] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:36:50.352290] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:50.498604] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:50.642366] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:50.789575] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:36:50.941433] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:51.094210] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:51.094398] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:36:51.094514] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6636 tests
[2025-10-18T00:36:51.094558] [INFO ] [CONFIGURE ] NMCO: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:36:51.094590] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-10-18T00:36:51.264022] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:51.428148] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:36:51.595320] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:51.763113] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:36:51.924541] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:52.081845] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:52.239259] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:52.397012] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:52.559800] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:52.718783] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:52.718964] [INFO ] [CONFIGURE ] NMCO: KEPT add_realized_volatility (score: 80.00%)
[2025-10-18T00:36:52.719009] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6635 tests
[2025-10-18T00:36:52.719042] [INFO ] [CONFIGURE ] NMCO: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:36:52.719073] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_realized_volatility', 'add_recent_range_context']
[2025-10-18T00:36:52.884182] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:53.058566] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:36:53.233177] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:53.411402] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:36:53.590263] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:53.769533] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:53.943099] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:54.116935] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:54.296721] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:54.475246] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:54.475402] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T00:36:54.475445] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6634 tests
[2025-10-18T00:36:54.475479] [INFO ] [CONFIGURE ] NMCO: Testing feature 24/29: add_rsi
[2025-10-18T00:36:54.475510] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-18T00:36:54.662762] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:36:54.856419] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:36:55.050962] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:55.239958] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:36:55.432102] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:55.618278] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:55.802958] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:55.988393] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:56.192169] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:56.391670] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:56.391856] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T00:36:56.391901] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6633 tests
[2025-10-18T00:36:56.391936] [INFO ] [CONFIGURE ] NMCO: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:36:56.391966] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_realized_volatility', 'add_tick_distribution']
[2025-10-18T00:36:56.558632] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:56.730387] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:36:56.903538] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:57.072121] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:36:57.235225] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:57.409897] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:57.572207] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:57.734829] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:57.899359] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:36:58.064731] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:58.064870] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T00:36:58.064914] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6632 tests
[2025-10-18T00:36:58.065000] [INFO ] [CONFIGURE ] NMCO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:36:58.065052] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-18T00:36:58.228637] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:36:58.393244] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:36:58.561166] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:36:58.755585] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:36:58.920054] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:36:59.086082] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:36:59.252118] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:36:59.417759] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:36:59.584221] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:36:59.755958] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:36:59.756139] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:36:59.756203] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6631 tests
[2025-10-18T00:36:59.756241] [INFO ] [CONFIGURE ] NMCO: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:36:59.756272] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-10-18T00:36:59.928000] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:37:00.098982] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:00.270372] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:00.443210] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:00.616107] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:37:00.790556] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:37:00.968831] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:37:01.154887] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:37:01.348424] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:37:01.536981] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:37:01.537175] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:37:01.537221] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6630 tests
[2025-10-18T00:37:01.537258] [INFO ] [CONFIGURE ] NMCO: Testing feature 28/29: add_volume_profile
[2025-10-18T00:37:01.537292] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_realized_volatility', 'add_volume_profile']
[2025-10-18T00:37:01.709562] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:37:01.885452] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:02.071143] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:02.254216] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:02.426416] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:37:02.595547] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:37:02.763576] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:37:02.932982] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:37:03.101938] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:37:03.277498] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:37:03.277722] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T00:37:03.277781] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6629 tests
[2025-10-18T00:37:03.277819] [INFO ] [CONFIGURE ] NMCO: Testing feature 29/29: add_vwap
[2025-10-18T00:37:03.277852] [INFO ] [CONFIGURE ] NMCO: Testing with features: ['add_mfi', 'add_realized_volatility', 'add_vwap']
[2025-10-18T00:37:03.458731] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:37:03.629364] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:03.803292] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:03.978320] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:04.152053] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:37:04.330125] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:37:04.503356] [DEBUG] [FORECASTER] NMCO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:37:04.685767] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:37:04.864070] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:37:05.045834] [DEBUG] [FORECASTER] NMCO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:37:05.046009] [INFO ] [CONFIGURE ] NMCO: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T00:37:05.046055] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6628 tests
[2025-10-18T00:37:05.046094] [INFO ] [CONFIGURE ] NMCO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:37:05.046125] [INFO ] [CONFIGURE ] NMCO: Best accuracy: 80.00%
[2025-10-18T00:37:05.046158] [INFO ] [CONFIGURE ] NMCO: Best feature set (2 features): ['add_mfi', 'add_realized_volatility']
[2025-10-18T00:37:05.046189] [INFO ] [CONFIGURE ] NMCO: Improvement over baseline: 20.00%
[2025-10-18T00:37:05.046217] [INFO ] [CONFIGURE ] NMCO: Total time: 41.8 seconds
[2025-10-18T00:37:05.046253] [INFO ] [CONFIGURE ] NMCO: Average time per feature: 1.4 seconds
[2025-10-18T00:37:05.046281] [INFO ] [CONFIGURE ] NMCO: Average speed: 0.69 features/sec
[2025-10-18T00:37:05.047029] [INFO ] [LOCAL     ] Saved configuration for NMCO: 2 features, 80.00% accuracy -> ./output/feature-sets/NMCO.json
[2025-10-18T00:37:05.047101] [INFO ] [CONFIGURE ] NMCO: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T00:37:05.047185] [INFO ] [sig       ] [153/380] Successfully configured NMCO | 0.02 sym/s | Total: 1.8h | ETA: 2.7h
[2025-10-18T00:37:05.047263] [INFO ] [sig       ] [154/380] Configuring NMM...
[2025-10-18T00:37:05.047329] [INFO ] [CONFIGURE ] NMM: Configurate test run.
[2025-10-18T00:37:05.047385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-10-18T00:37:05.060480] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMM'.
[2025-10-18T00:37:05.060876] [INFO ] [CONFIGURE ] NMM: Testing with 29 available features
[2025-10-18T00:37:05.060934] [INFO ] [CONFIGURE ] NMM: Establishing baseline with no features...
[2025-10-18T00:37:05.169359] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:37:05.276830] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:05.386834] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:05.495895] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:37:05.607886] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:05.722363] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:05.840063] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:05.952194] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:06.067188] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:37:06.182908] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:06.183099] [INFO ] [CONFIGURE ] NMM: Baseline score (no features): 60.00%
[2025-10-18T00:37:06.183154] [INFO ] [CONFIGURE ] NMM: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:37:06.183191] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:37:06.314918] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:37:06.445147] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:06.570260] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:06.694612] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:06.819233] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:06.952618] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:07.079867] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:07.204038] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:07.328111] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:07.453123] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:07.453285] [INFO ] [CONFIGURE ] NMM: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-18T00:37:07.453328] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6627 tests
[2025-10-18T00:37:07.453362] [INFO ] [CONFIGURE ] NMM: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:37:07.453393] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:37:07.592842] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:07.730196] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:07.868970] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:08.007262] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:08.145405] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:08.292051] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:37:08.433096] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:08.574839] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:08.715839] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:37:08.858101] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:08.858284] [INFO ] [CONFIGURE ] NMM: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T00:37:08.858397] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6626 tests
[2025-10-18T00:37:08.858454] [INFO ] [CONFIGURE ] NMM: Testing feature 3/29: add_daily_returns
[2025-10-18T00:37:08.858488] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:37:08.982228] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:09.106588] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:09.231781] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:09.357258] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:37:09.487986] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:09.613372] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:09.742263] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:09.862589] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:09.983831] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:37:10.107256] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:10.107440] [INFO ] [CONFIGURE ] NMM: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T00:37:10.107487] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6625 tests
[2025-10-18T00:37:10.107522] [INFO ] [CONFIGURE ] NMM: Testing feature 4/29: add_ema
[2025-10-18T00:37:10.107565] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:37:10.244001] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:10.379495] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:10.518412] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:10.659896] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:37:10.803662] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:10.948527] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:11.094194] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:11.241299] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:11.388985] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:11.541843] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:11.542047] [INFO ] [CONFIGURE ] NMM: DISCARDED add_ema (score: 80.00%)
[2025-10-18T00:37:11.542095] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6624 tests
[2025-10-18T00:37:11.542132] [INFO ] [CONFIGURE ] NMM: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:37:11.542166] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:37:11.693496] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:37:11.849058] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:12.004146] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:37:12.156835] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:12.309110] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:12.465338] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:12.620961] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:12.780492] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:12.940282] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:37:13.104638] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:13.104962] [INFO ] [CONFIGURE ] NMM: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:37:13.105037] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6623 tests
[2025-10-18T00:37:13.105098] [INFO ] [CONFIGURE ] NMM: Testing feature 6/29: add_failed_moves
[2025-10-18T00:37:13.105135] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T00:37:13.239628] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:37:13.376503] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:13.513087] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:13.645848] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:13.782765] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:13.919189] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:14.056252] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:14.194977] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:14.335196] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:14.476093] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:14.476329] [INFO ] [CONFIGURE ] NMM: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T00:37:14.476394] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6622 tests
[2025-10-18T00:37:14.476433] [INFO ] [CONFIGURE ] NMM: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:37:14.476465] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T00:37:14.600349] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:14.725760] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:14.851328] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:14.978822] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:37:15.113025] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:15.243274] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:15.371485] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:15.502564] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:15.631825] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:15.760332] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:15.760477] [INFO ] [CONFIGURE ] NMM: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T00:37:15.760521] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6621 tests
[2025-10-18T00:37:15.760556] [INFO ] [CONFIGURE ] NMM: Testing feature 8/29: add_macd
[2025-10-18T00:37:15.760588] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T00:37:15.924718] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:16.089135] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:37:16.255776] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:37:16.438070] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:37:16.601560] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:16.766225] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:16.957059] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:17.121814] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:37:17.286777] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:17.469640] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:37:17.469905] [INFO ] [CONFIGURE ] NMM: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:37:17.469958] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6620 tests
[2025-10-18T00:37:17.469996] [INFO ] [CONFIGURE ] NMM: Testing feature 9/29: add_mfi
[2025-10-18T00:37:17.470031] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T00:37:17.616741] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:37:17.757109] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:17.904233] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:18.042192] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:18.181751] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:18.323228] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:18.464033] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:18.601971] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:18.746820] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:18.896586] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:18.896809] [INFO ] [CONFIGURE ] NMM: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T00:37:18.896862] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6619 tests
[2025-10-18T00:37:18.896902] [INFO ] [CONFIGURE ] NMM: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:37:18.896936] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:37:19.048192] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:19.205674] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:19.357568] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:19.510982] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:37:19.669252] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:19.822217] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:19.995976] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:20.148792] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:20.302516] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:20.457010] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:20.457181] [INFO ] [CONFIGURE ] NMM: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-18T00:37:20.457226] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6618 tests
[2025-10-18T00:37:20.457260] [INFO ] [CONFIGURE ] NMM: Testing feature 11/29: add_obv_daily
[2025-10-18T00:37:20.457290] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T00:37:20.585711] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:37:20.714713] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:20.848883] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:20.977833] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:37:21.108520] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:21.239144] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:21.369463] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:21.502688] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:21.631860] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:37:21.762665] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:21.762884] [INFO ] [CONFIGURE ] NMM: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:37:21.762949] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6617 tests
[2025-10-18T00:37:21.762988] [INFO ] [CONFIGURE ] NMM: Testing feature 12/29: add_obv_interval
[2025-10-18T00:37:21.763020] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T00:37:21.890846] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:37:22.017054] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:22.148300] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:22.280604] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:37:22.412391] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:22.544383] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:22.677079] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:22.812370] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:22.946120] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:23.077674] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:23.077841] [INFO ] [CONFIGURE ] NMM: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T00:37:23.077885] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6616 tests
[2025-10-18T00:37:23.077946] [INFO ] [CONFIGURE ] NMM: Testing feature 13/29: add_opening_strength
[2025-10-18T00:37:23.078001] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:37:23.214853] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:23.350117] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:23.485556] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:23.616503] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:37:23.748584] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:23.882157] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:37:24.017966] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:24.153340] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:24.292531] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:37:24.432142] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:24.432294] [INFO ] [CONFIGURE ] NMM: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:37:24.432338] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6615 tests
[2025-10-18T00:37:24.432373] [INFO ] [CONFIGURE ] NMM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:37:24.432403] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T00:37:24.571495] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:37:24.711505] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:24.852059] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:24.991347] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:25.133118] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:25.273936] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:25.417289] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:25.558549] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:25.701343] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:25.844195] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:25.844344] [INFO ] [CONFIGURE ] NMM: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T00:37:25.844387] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6614 tests
[2025-10-18T00:37:25.844422] [INFO ] [CONFIGURE ] NMM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:37:25.844452] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T00:37:25.964767] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:26.084779] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:26.206544] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:26.330850] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:26.452612] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:26.575842] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:26.706313] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:26.830607] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:26.955165] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:27.080798] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:27.080939] [INFO ] [CONFIGURE ] NMM: KEPT add_pbf_morning_momentum (score: 90.00%)
[2025-10-18T00:37:27.081005] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6613 tests
[2025-10-18T00:37:27.081040] [INFO ] [CONFIGURE ] NMM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:37:27.081071] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-18T00:37:27.215255] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:37:27.354359] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:27.490941] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:27.636356] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:27.789330] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:27.938116] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:28.091590] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:28.237546] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:28.376090] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:28.515065] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:28.515259] [INFO ] [CONFIGURE ] NMM: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T00:37:28.515303] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6612 tests
[2025-10-18T00:37:28.515339] [INFO ] [CONFIGURE ] NMM: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:37:28.515371] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-18T00:37:28.651244] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:28.787188] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:28.917071] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:29.077041] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:29.210244] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:29.344212] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:37:29.479003] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:29.613223] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:29.749618] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:29.885115] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:37:29.885285] [INFO ] [CONFIGURE ] NMM: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:37:29.885329] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6611 tests
[2025-10-18T00:37:29.885364] [INFO ] [CONFIGURE ] NMM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:37:29.885396] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-18T00:37:30.009720] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:30.135141] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:30.263967] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:30.392002] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:30.518249] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:30.644942] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:30.774247] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:30.902816] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:31.030149] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:31.159000] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:31.159189] [INFO ] [CONFIGURE ] NMM: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-18T00:37:31.159248] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6610 tests
[2025-10-18T00:37:31.159285] [INFO ] [CONFIGURE ] NMM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:37:31.159319] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-18T00:37:31.285300] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:31.409127] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:31.534290] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:31.660932] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:31.795826] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:31.932471] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:32.085143] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:32.213049] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:32.339027] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:32.466513] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:32.466715] [INFO ] [CONFIGURE ] NMM: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T00:37:32.466795] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6609 tests
[2025-10-18T00:37:32.466895] [INFO ] [CONFIGURE ] NMM: Testing feature 20/29: add_price_rejection
[2025-10-18T00:37:32.466936] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-18T00:37:32.604623] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:32.739335] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:32.883296] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:33.020960] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:37:33.159495] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:33.304883] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:33.455374] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:33.601031] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:33.751098] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:33.898920] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:33.899121] [INFO ] [CONFIGURE ] NMM: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T00:37:33.899168] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6608 tests
[2025-10-18T00:37:33.899204] [INFO ] [CONFIGURE ] NMM: Testing feature 21/29: add_range_position
[2025-10-18T00:37:33.899261] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-18T00:37:34.043119] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:34.185153] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:37:34.327893] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:34.470486] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:37:34.627100] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:34.790591] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:34.950717] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:35.141890] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:35.319185] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:35.528731] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:35.528964] [INFO ] [CONFIGURE ] NMM: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:37:35.529029] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6607 tests
[2025-10-18T00:37:35.529069] [INFO ] [CONFIGURE ] NMM: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:37:35.529103] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-18T00:37:35.741461] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:35.942893] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:36.116186] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:36.283562] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:37:36.445093] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:36.623972] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:36.786604] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:36.951422] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:37.118590] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:37:37.280818] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:37.280990] [INFO ] [CONFIGURE ] NMM: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:37:37.281035] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6606 tests
[2025-10-18T00:37:37.281070] [INFO ] [CONFIGURE ] NMM: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:37:37.281101] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-18T00:37:37.411881] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:37.544013] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:37.675244] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:37.807385] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:37.940787] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:38.082716] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:38.230360] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:38.375528] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:38.522778] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:38.671792] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:38.671969] [INFO ] [CONFIGURE ] NMM: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T00:37:38.672015] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6605 tests
[2025-10-18T00:37:38.672051] [INFO ] [CONFIGURE ] NMM: Testing feature 24/29: add_rsi
[2025-10-18T00:37:38.672084] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-18T00:37:38.840716] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:39.009443] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:37:39.186308] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:39.347782] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:37:39.498941] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:39.676058] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:39.830878] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:39.982796] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:40.148132] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:40.310070] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:40.310236] [INFO ] [CONFIGURE ] NMM: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T00:37:40.310280] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6604 tests
[2025-10-18T00:37:40.310316] [INFO ] [CONFIGURE ] NMM: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:37:40.310346] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-18T00:37:40.445628] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:40.579870] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:40.715579] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:40.856317] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:37:40.991291] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:41.128782] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:41.266408] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:41.404785] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:41.546215] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:41.684446] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:41.684630] [INFO ] [CONFIGURE ] NMM: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T00:37:41.684716] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6603 tests
[2025-10-18T00:37:41.684761] [INFO ] [CONFIGURE ] NMM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:37:41.684796] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-18T00:37:41.815018] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:41.945296] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:42.087775] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:42.225677] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:42.362752] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:42.499393] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:42.636240] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:42.772784] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:42.905753] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:43.039287] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:43.039442] [INFO ] [CONFIGURE ] NMM: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-18T00:37:43.039485] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6602 tests
[2025-10-18T00:37:43.039521] [INFO ] [CONFIGURE ] NMM: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:37:43.039553] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-10-18T00:37:43.179394] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:43.329205] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:43.470822] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:43.609429] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:37:43.750723] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:37:43.892377] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:44.046744] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:44.223739] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:44.370866] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:37:44.525112] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:44.525305] [INFO ] [CONFIGURE ] NMM: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:37:44.525362] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6601 tests
[2025-10-18T00:37:44.525401] [INFO ] [CONFIGURE ] NMM: Testing feature 28/29: add_volume_profile
[2025-10-18T00:37:44.525451] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-10-18T00:37:44.668721] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:37:44.808240] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:44.945598] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:37:45.087390] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:45.235736] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:37:45.377073] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:45.517129] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:45.659033] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:45.804328] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:45.946440] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:37:45.946596] [INFO ] [CONFIGURE ] NMM: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:37:45.946638] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6600 tests
[2025-10-18T00:37:45.946737] [INFO ] [CONFIGURE ] NMM: Testing feature 29/29: add_vwap
[2025-10-18T00:37:45.946793] [INFO ] [CONFIGURE ] NMM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_vwap']
[2025-10-18T00:37:46.085468] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:37:46.225262] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:46.366234] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:37:46.510809] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:37:46.657164] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:37:46.806625] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:46.955821] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:37:47.109393] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:37:47.294868] [DEBUG] [FORECASTER] NMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:37:47.447576] [DEBUG] [FORECASTER] NMM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:37:47.447778] [INFO ] [CONFIGURE ] NMM: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T00:37:47.447832] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6599 tests
[2025-10-18T00:37:47.447872] [INFO ] [CONFIGURE ] NMM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:37:47.447904] [INFO ] [CONFIGURE ] NMM: Best accuracy: 90.00%
[2025-10-18T00:37:47.447976] [INFO ] [CONFIGURE ] NMM: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T00:37:47.448016] [INFO ] [CONFIGURE ] NMM: Improvement over baseline: 30.00%
[2025-10-18T00:37:47.448046] [INFO ] [CONFIGURE ] NMM: Total time: 41.3 seconds
[2025-10-18T00:37:47.448074] [INFO ] [CONFIGURE ] NMM: Average time per feature: 1.4 seconds
[2025-10-18T00:37:47.448103] [INFO ] [CONFIGURE ] NMM: Average speed: 0.70 features/sec
[2025-10-18T00:37:47.448763] [INFO ] [LOCAL     ] Saved configuration for NMM: 2 features, 90.00% accuracy -> ./output/feature-sets/NMM.json
[2025-10-18T00:37:47.448836] [INFO ] [CONFIGURE ] NMM: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-18T00:37:47.448908] [INFO ] [sig       ] [154/380] Successfully configured NMM | 0.02 sym/s | Total: 1.8h | ETA: 2.7h
[2025-10-18T00:37:47.448977] [INFO ] [sig       ] [155/380] Configuring NMZ...
[2025-10-18T00:37:47.449034] [INFO ] [CONFIGURE ] NMZ: Configurate test run.
[2025-10-18T00:37:47.449068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMZ' from 'https://tdm.silogroup.org/data/derivative_storage/NMZ.csv'.
[2025-10-18T00:37:47.463897] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NMZ'.
[2025-10-18T00:37:47.464349] [INFO ] [CONFIGURE ] NMZ: Testing with 29 available features
[2025-10-18T00:37:47.464409] [INFO ] [CONFIGURE ] NMZ: Establishing baseline with no features...
[2025-10-18T00:37:47.583998] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:37:47.711040] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:47.832410] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:37:47.953439] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:37:48.076248] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:37:48.199068] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:48.329173] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:37:48.450015] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:37:48.573575] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:37:48.699498] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:37:48.699687] [INFO ] [CONFIGURE ] NMZ: Baseline score (no features): 50.00%
[2025-10-18T00:37:48.699749] [INFO ] [CONFIGURE ] NMZ: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:37:48.699786] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:37:48.835266] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:37:48.973450] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:49.108687] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:37:49.241323] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:37:49.381524] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:37:49.525156] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:49.662762] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:37:49.797487] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:37:49.935140] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:37:50.071224] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:37:50.071393] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T00:37:50.071437] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6598 tests
[2025-10-18T00:37:50.071471] [INFO ] [CONFIGURE ] NMZ: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:37:50.071502] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:37:50.211064] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:37:50.347782] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:50.480937] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:37:50.609598] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:37:50.743372] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:37:50.873074] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:51.003376] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:37:51.133115] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:37:51.264248] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:37:51.400393] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:37:51.400609] [INFO ] [CONFIGURE ] NMZ: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T00:37:51.400693] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6597 tests
[2025-10-18T00:37:51.400743] [INFO ] [CONFIGURE ] NMZ: Testing feature 3/29: add_daily_returns
[2025-10-18T00:37:51.400826] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T00:37:51.532385] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:37:51.664250] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:37:51.798104] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:37:51.932296] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:37:52.069424] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:37:52.203879] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:52.339257] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:37:52.474129] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:37:52.615992] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:37:52.754603] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:37:52.754806] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T00:37:52.754856] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6596 tests
[2025-10-18T00:37:52.754892] [INFO ] [CONFIGURE ] NMZ: Testing feature 4/29: add_ema
[2025-10-18T00:37:52.754922] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T00:37:52.900544] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:37:53.046808] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:37:53.205198] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:37:53.369720] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:37:53.516741] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:37:53.671451] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:53.827753] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:37:53.995213] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:37:54.137093] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:37:54.278418] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:37:54.278590] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_ema (score: 60.00%)
[2025-10-18T00:37:54.278672] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6595 tests
[2025-10-18T00:37:54.278732] [INFO ] [CONFIGURE ] NMZ: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:37:54.278767] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:37:54.424870] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:37:54.570366] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:37:54.716697] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:37:54.863923] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:37:55.009887] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:37:55.156187] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:55.304792] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:37:55.456136] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:37:55.606546] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:37:55.753857] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:37:55.754088] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:37:55.754139] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6594 tests
[2025-10-18T00:37:55.754174] [INFO ] [CONFIGURE ] NMZ: Testing feature 6/29: add_failed_moves
[2025-10-18T00:37:55.754209] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T00:37:55.879123] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:37:56.005075] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:56.129977] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:37:56.257068] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:37:56.383615] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:37:56.514820] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:56.643818] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:37:56.773314] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:37:56.903027] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:37:57.034920] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:37:57.035079] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:37:57.035124] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6593 tests
[2025-10-18T00:37:57.035161] [INFO ] [CONFIGURE ] NMZ: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:37:57.035194] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T00:37:57.153512] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:37:57.273633] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:57.393238] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:37:57.517744] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:37:57.636459] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:37:57.765745] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:57.883993] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:37:58.001624] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:37:58.121946] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:37:58.239478] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:37:58.239664] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:37:58.239727] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6592 tests
[2025-10-18T00:37:58.239765] [INFO ] [CONFIGURE ] NMZ: Testing feature 8/29: add_macd
[2025-10-18T00:37:58.239797] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T00:37:58.392170] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:37:58.542113] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:37:58.693202] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:37:58.844020] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:37:58.996239] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:37:59.150665] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:37:59.322479] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:37:59.501141] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:37:59.680913] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:37:59.857828] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:37:59.858041] [INFO ] [CONFIGURE ] NMZ: KEPT add_macd (score: 70.00%)
[2025-10-18T00:37:59.858097] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6591 tests
[2025-10-18T00:37:59.858136] [INFO ] [CONFIGURE ] NMZ: Testing feature 9/29: add_mfi
[2025-10-18T00:37:59.858170] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T00:38:00.051628] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:38:00.244958] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:00.438816] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:00.629753] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:00.821379] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:01.015064] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:01.215530] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:01.425704] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:01.626791] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:01.835326] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:01.835541] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T00:38:01.835588] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6590 tests
[2025-10-18T00:38:01.835626] [INFO ] [CONFIGURE ] NMZ: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:38:01.835696] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:38:02.049164] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:38:02.252111] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:02.478346] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:02.681194] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:02.886338] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:03.086806] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:03.291929] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:03.499842] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:03.711369] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:38:03.933531] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:03.933765] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T00:38:03.933824] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6589 tests
[2025-10-18T00:38:03.933863] [INFO ] [CONFIGURE ] NMZ: Testing feature 11/29: add_obv_daily
[2025-10-18T00:38:03.933897] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-18T00:38:04.106962] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:38:04.280586] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:04.456974] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:04.632500] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:04.806158] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:04.981893] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:05.160765] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:05.339846] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:05.521992] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:05.706224] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:05.706419] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:38:05.706483] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6588 tests
[2025-10-18T00:38:05.706524] [INFO ] [CONFIGURE ] NMZ: Testing feature 12/29: add_obv_interval
[2025-10-18T00:38:05.706557] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-18T00:38:05.882119] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:38:06.052282] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:38:06.227760] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:06.400988] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:06.577290] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:06.750178] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:06.921548] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:07.094559] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:07.262851] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:07.427252] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:07.427417] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T00:38:07.427461] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6587 tests
[2025-10-18T00:38:07.427497] [INFO ] [CONFIGURE ] NMZ: Testing feature 13/29: add_opening_strength
[2025-10-18T00:38:07.427529] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:38:07.600482] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:38:07.773497] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:38:07.958014] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:08.146447] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:08.342360] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:08.537614] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:08.730382] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:08.936078] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:09.125930] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:09.317946] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:09.318125] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:38:09.318171] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6586 tests
[2025-10-18T00:38:09.318206] [INFO ] [CONFIGURE ] NMZ: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:38:09.318238] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-18T00:38:09.508231] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:38:09.698939] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:09.888982] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:10.081498] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:10.274335] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:10.462062] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:10.653287] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:10.850174] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:11.043046] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:11.236921] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:38:11.237109] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T00:38:11.237154] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6585 tests
[2025-10-18T00:38:11.237190] [INFO ] [CONFIGURE ] NMZ: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:38:11.237223] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-18T00:38:11.405569] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:38:11.575731] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:11.747887] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:11.916737] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:12.090557] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:12.265400] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:12.438969] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:12.615074] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:12.790067] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:12.965880] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:12.966045] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T00:38:12.966090] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6584 tests
[2025-10-18T00:38:12.966179] [INFO ] [CONFIGURE ] NMZ: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:38:12.966231] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-18T00:38:13.142406] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:38:13.324079] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:13.528597] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:13.712167] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:13.892941] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:14.073183] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:14.256987] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:14.453578] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:14.641420] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:14.822601] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:38:14.822786] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:38:14.822866] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6583 tests
[2025-10-18T00:38:14.822910] [INFO ] [CONFIGURE ] NMZ: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:38:14.822943] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-18T00:38:15.006922] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:38:15.188860] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:38:15.367554] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:15.564202] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:15.766098] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:15.966278] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:16.166732] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:16.371948] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:16.574344] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:16.784266] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:16.785637] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T00:38:16.785730] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6582 tests
[2025-10-18T00:38:16.785949] [INFO ] [CONFIGURE ] NMZ: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:38:16.785994] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-18T00:38:16.972097] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:38:17.156392] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:17.338579] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:17.519834] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:17.697509] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:17.875957] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:18.056837] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:18.234262] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:18.413467] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:18.592798] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:18.593001] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T00:38:18.593063] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6581 tests
[2025-10-18T00:38:18.593113] [INFO ] [CONFIGURE ] NMZ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:38:18.593170] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-18T00:38:18.768730] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:38:18.939508] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:19.114673] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:19.291169] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:19.466511] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:19.643168] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:19.819982] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:19.994068] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:20.167552] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:20.341019] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:20.341179] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:38:20.341222] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6580 tests
[2025-10-18T00:38:20.341256] [INFO ] [CONFIGURE ] NMZ: Testing feature 20/29: add_price_rejection
[2025-10-18T00:38:20.341286] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-18T00:38:20.523113] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:38:20.701195] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:20.880993] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:21.062173] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:21.241965] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:21.422941] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:21.608792] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:21.801169] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:22.000557] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:22.193725] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:22.193888] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:38:22.193940] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6579 tests
[2025-10-18T00:38:22.194008] [INFO ] [CONFIGURE ] NMZ: Testing feature 21/29: add_range_position
[2025-10-18T00:38:22.194076] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-18T00:38:22.379764] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:38:22.565791] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:22.753567] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:22.946868] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:23.135300] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:23.325842] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:23.514394] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:23.707138] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:23.899889] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:24.093341] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:24.093493] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:38:24.093547] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6578 tests
[2025-10-18T00:38:24.093583] [INFO ] [CONFIGURE ] NMZ: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:38:24.093622] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-18T00:38:24.288986] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:38:24.485494] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:38:24.682488] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:24.880522] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:25.079595] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:25.282703] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:25.484221] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:25.684267] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:25.885737] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:38:26.089258] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:26.089421] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T00:38:26.089466] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6577 tests
[2025-10-18T00:38:26.089500] [INFO ] [CONFIGURE ] NMZ: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:38:26.089532] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-18T00:38:26.261594] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:38:26.435065] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:26.617447] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:26.794820] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:26.970815] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:27.139087] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:27.310110] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:27.486067] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:27.662513] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:27.858699] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:27.858902] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T00:38:27.858988] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6576 tests
[2025-10-18T00:38:27.859061] [INFO ] [CONFIGURE ] NMZ: Testing feature 24/29: add_rsi
[2025-10-18T00:38:27.859120] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-18T00:38:28.083899] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:38:28.361906] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:28.634367] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:28.911454] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:29.115288] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:29.309600] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:29.503907] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:29.728551] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:29.922326] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:30.115397] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:38:30.115546] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:38:30.115589] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6575 tests
[2025-10-18T00:38:30.115624] [INFO ] [CONFIGURE ] NMZ: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:38:30.115688] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-18T00:38:30.288448] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:38:30.476171] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:30.642832] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:30.807433] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:30.973844] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:31.141463] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:31.314803] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:31.484939] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:31.655495] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:31.825046] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:38:31.825198] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:38:31.825240] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6574 tests
[2025-10-18T00:38:31.825275] [INFO ] [CONFIGURE ] NMZ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:38:31.825306] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-18T00:38:31.990952] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:38:32.157267] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:32.324345] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:32.492434] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:38:32.667820] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:32.837212] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:33.006281] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:33.175805] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:33.355490] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:33.532433] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:33.532562] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T00:38:33.532605] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6573 tests
[2025-10-18T00:38:33.532658] [INFO ] [CONFIGURE ] NMZ: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:38:33.532717] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-18T00:38:33.712564] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:38:33.899912] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:34.079950] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:34.261525] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:38:34.443934] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:34.626179] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:34.809125] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:34.996423] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:35.179899] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:35.362724] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:38:35.362877] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:38:35.362922] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6572 tests
[2025-10-18T00:38:35.362957] [INFO ] [CONFIGURE ] NMZ: Testing feature 28/29: add_volume_profile
[2025-10-18T00:38:35.362988] [INFO ] [CONFIGURE ] NMZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-18T00:38:35.533321] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:38:35.704580] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:35.876819] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:38:36.050211] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:36.230831] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:38:36.404242] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:36.578248] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:36.754851] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:36.932810] [DEBUG] [FORECASTER] NMZ: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:38:37.111250] [DEBUG] [FORECASTER] NMZ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:38:37.111392] [INFO ] [CONFIGURE ] NMZ: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:38:37.111436] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6571 tests
[2025-10-18T00:38:37.111471] [INFO ] [CONFIGURE ] NMZ: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:38:37.111501] [INFO ] [CONFIGURE ] NMZ: Best accuracy: 70.00%
[2025-10-18T00:38:37.111531] [INFO ] [CONFIGURE ] NMZ: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T00:38:37.111559] [INFO ] [CONFIGURE ] NMZ: Improvement over baseline: 20.00%
[2025-10-18T00:38:37.111585] [INFO ] [CONFIGURE ] NMZ: Total time: 48.4 seconds
[2025-10-18T00:38:37.111612] [INFO ] [CONFIGURE ] NMZ: Average time per feature: 1.7 seconds
[2025-10-18T00:38:37.111639] [INFO ] [CONFIGURE ] NMZ: Average speed: 0.60 features/sec
[2025-10-18T00:38:37.112348] [INFO ] [LOCAL     ] Saved configuration for NMZ: 3 features, 70.00% accuracy -> ./output/feature-sets/NMZ.json
[2025-10-18T00:38:37.112417] [INFO ] [CONFIGURE ] NMZ: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-18T00:38:37.112496] [INFO ] [sig       ] [155/380] Successfully configured NMZ | 0.02 sym/s | Total: 1.9h | ETA: 2.7h
[2025-10-18T00:38:37.112578] [INFO ] [sig       ] [156/380] Configuring NNN...
[2025-10-18T00:38:37.112660] [INFO ] [CONFIGURE ] NNN: Configurate test run.
[2025-10-18T00:38:37.112717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-10-18T00:38:37.127266] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NNN'.
[2025-10-18T00:38:37.127688] [INFO ] [CONFIGURE ] NNN: Testing with 29 available features
[2025-10-18T00:38:37.127745] [INFO ] [CONFIGURE ] NNN: Establishing baseline with no features...
[2025-10-18T00:38:37.233670] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:38:37.338303] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:38:37.448042] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:38:37.555025] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:38:37.661724] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:38:37.770344] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:37.877493] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:37.986215] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:38:38.094711] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:38:38.203870] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:38.204002] [INFO ] [CONFIGURE ] NNN: Baseline score (no features): 50.00%
[2025-10-18T00:38:38.204044] [INFO ] [CONFIGURE ] NNN: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:38:38.204076] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:38:38.324882] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:38:38.443484] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:38:38.565459] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:38:38.692875] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:38.813228] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:38:38.934544] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:39.057112] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:39.180613] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:38:39.303810] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:38:39.428761] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:39.428925] [INFO ] [CONFIGURE ] NNN: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T00:38:39.428968] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6570 tests
[2025-10-18T00:38:39.429004] [INFO ] [CONFIGURE ] NNN: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:38:39.429034] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:38:39.565010] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:38:39.704932] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:38:39.844235] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:38:39.979831] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:40.113252] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:38:40.253324] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:40.394327] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:40.534917] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:38:40.678105] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:38:40.821218] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:40.821376] [INFO ] [CONFIGURE ] NNN: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T00:38:40.821422] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6569 tests
[2025-10-18T00:38:40.821457] [INFO ] [CONFIGURE ] NNN: Testing feature 3/29: add_daily_returns
[2025-10-18T00:38:40.821488] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:38:40.940361] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:38:41.061360] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:38:41.180258] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:38:41.297570] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:38:41.435576] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:38:41.570524] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:41.707274] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:41.844165] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:38:41.976377] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:38:42.111338] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:38:42.111516] [INFO ] [CONFIGURE ] NNN: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T00:38:42.111587] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6568 tests
[2025-10-18T00:38:42.111668] [INFO ] [CONFIGURE ] NNN: Testing feature 4/29: add_ema
[2025-10-18T00:38:42.111725] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:38:42.256115] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:38:42.397831] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:38:42.544981] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:38:42.689859] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:38:42.842399] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:38:42.997090] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:43.139951] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:43.276395] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:38:43.413795] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:38:43.552102] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:43.552255] [INFO ] [CONFIGURE ] NNN: DISCARDED add_ema (score: 50.00%)
[2025-10-18T00:38:43.552298] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6567 tests
[2025-10-18T00:38:43.552333] [INFO ] [CONFIGURE ] NNN: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:38:43.552363] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:38:43.700178] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:38:43.846155] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:38:43.990949] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:38:44.144834] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:44.298819] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:38:44.455240] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:44.609120] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:44.769662] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:38:44.926712] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:38:45.073573] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:45.073773] [INFO ] [CONFIGURE ] NNN: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:38:45.073830] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6566 tests
[2025-10-18T00:38:45.073866] [INFO ] [CONFIGURE ] NNN: Testing feature 6/29: add_failed_moves
[2025-10-18T00:38:45.073898] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T00:38:45.198628] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:38:45.323856] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:38:45.449745] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:38:45.574834] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:45.697636] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:38:45.818786] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:45.941819] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:46.065005] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:38:46.191239] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:38:46.316691] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:46.316854] [INFO ] [CONFIGURE ] NNN: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:38:46.316898] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6565 tests
[2025-10-18T00:38:46.316933] [INFO ] [CONFIGURE ] NNN: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:38:46.316964] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T00:38:46.433633] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:38:46.551088] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:38:46.669222] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:38:46.787459] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:46.905607] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:38:47.023492] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:47.142244] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:47.261457] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:38:47.380100] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:38:47.500362] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:47.500518] [INFO ] [CONFIGURE ] NNN: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T00:38:47.500560] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6564 tests
[2025-10-18T00:38:47.500594] [INFO ] [CONFIGURE ] NNN: Testing feature 8/29: add_macd
[2025-10-18T00:38:47.500626] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T00:38:47.652376] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:38:47.804552] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:47.956931] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:38:48.108835] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:38:48.262612] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:38:48.423492] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:48.584491] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:48.745331] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:38:48.908944] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:38:49.082611] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:49.082836] [INFO ] [CONFIGURE ] NNN: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:38:49.082889] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6563 tests
[2025-10-18T00:38:49.082928] [INFO ] [CONFIGURE ] NNN: Testing feature 9/29: add_mfi
[2025-10-18T00:38:49.082962] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T00:38:49.222813] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:38:49.355896] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:38:49.489889] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:38:49.624636] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:49.760607] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:38:49.897774] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:50.036622] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:50.176859] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:38:50.310544] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:38:50.444807] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:50.445004] [INFO ] [CONFIGURE ] NNN: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T00:38:50.445050] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6562 tests
[2025-10-18T00:38:50.445086] [INFO ] [CONFIGURE ] NNN: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:38:50.445120] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:38:50.598162] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:38:50.752481] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:50.913799] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:38:51.061410] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:38:51.208333] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:38:51.356451] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:38:51.505580] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:51.656041] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:38:51.807369] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:38:51.959590] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:51.959777] [INFO ] [CONFIGURE ] NNN: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T00:38:51.959829] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6561 tests
[2025-10-18T00:38:51.959864] [INFO ] [CONFIGURE ] NNN: Testing feature 11/29: add_obv_daily
[2025-10-18T00:38:51.959894] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T00:38:52.084448] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:38:52.209283] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:52.333822] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:38:52.458757] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:38:52.585127] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:38:52.710870] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:52.837150] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:52.965598] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:38:53.091862] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:38:53.217872] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:53.218047] [INFO ] [CONFIGURE ] NNN: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:38:53.218123] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6560 tests
[2025-10-18T00:38:53.218159] [INFO ] [CONFIGURE ] NNN: Testing feature 12/29: add_obv_interval
[2025-10-18T00:38:53.218189] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T00:38:53.341618] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:38:53.464110] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:38:53.586418] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:38:53.710061] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:53.834415] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:38:53.959728] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:54.085868] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:54.211208] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:38:54.345172] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:38:54.484445] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:54.484612] [INFO ] [CONFIGURE ] NNN: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:38:54.484683] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6559 tests
[2025-10-18T00:38:54.484738] [INFO ] [CONFIGURE ] NNN: Testing feature 13/29: add_opening_strength
[2025-10-18T00:38:54.484772] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:38:54.617218] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:38:54.749442] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:38:54.882378] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:38:55.015231] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:38:55.149671] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:38:55.288601] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:55.432400] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:55.570486] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:38:55.709023] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:38:55.842618] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:38:55.842808] [INFO ] [CONFIGURE ] NNN: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T00:38:55.842857] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6558 tests
[2025-10-18T00:38:55.842893] [INFO ] [CONFIGURE ] NNN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:38:55.842925] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T00:38:55.976602] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:38:56.112968] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:38:56.251591] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:38:56.393203] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:56.537782] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:38:56.683494] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:56.832257] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:38:56.977133] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:38:57.117531] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:38:57.257613] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:57.257821] [INFO ] [CONFIGURE ] NNN: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T00:38:57.257885] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6557 tests
[2025-10-18T00:38:57.257944] [INFO ] [CONFIGURE ] NNN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:38:57.257995] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T00:38:57.373731] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:38:57.494303] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:38:57.611960] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:38:57.729538] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:38:57.848919] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:38:57.967824] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:58.087788] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:38:58.207579] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:38:58.328987] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:38:58.451062] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:58.451245] [INFO ] [CONFIGURE ] NNN: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T00:38:58.451291] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6556 tests
[2025-10-18T00:38:58.451328] [INFO ] [CONFIGURE ] NNN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:38:58.451364] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T00:38:58.597134] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:38:58.728251] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:38:58.857729] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:38:58.987507] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:38:59.119338] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:38:59.252384] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:38:59.382962] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:38:59.517118] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:38:59.651942] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:38:59.784887] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:38:59.785052] [INFO ] [CONFIGURE ] NNN: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:38:59.785096] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6555 tests
[2025-10-18T00:38:59.785180] [INFO ] [CONFIGURE ] NNN: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:38:59.785221] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T00:38:59.922184] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:00.056368] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:39:00.192175] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:00.327626] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:39:00.462784] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:00.599990] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:39:00.737779] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:00.875308] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:39:01.014929] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:01.171543] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:39:01.171711] [INFO ] [CONFIGURE ] NNN: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T00:39:01.171771] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6554 tests
[2025-10-18T00:39:01.171809] [INFO ] [CONFIGURE ] NNN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:39:01.171841] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T00:39:01.297174] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:01.422066] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:39:01.546587] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:01.703715] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:39:01.849876] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:01.973165] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:39:02.100394] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:02.230247] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:39:02.359488] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:02.488776] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:02.488913] [INFO ] [CONFIGURE ] NNN: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T00:39:02.488957] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6553 tests
[2025-10-18T00:39:02.488991] [INFO ] [CONFIGURE ] NNN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:39:02.489022] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T00:39:02.609769] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:02.728695] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:39:02.848464] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:39:02.995912] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:39:03.112089] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:03.228525] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:39:03.347397] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:03.466761] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:39:03.584007] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:03.702974] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:39:03.703128] [INFO ] [CONFIGURE ] NNN: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T00:39:03.703171] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6552 tests
[2025-10-18T00:39:03.703205] [INFO ] [CONFIGURE ] NNN: Testing feature 20/29: add_price_rejection
[2025-10-18T00:39:03.703236] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T00:39:03.825905] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:03.952265] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:39:04.077152] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:04.204094] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:39:04.330869] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:04.456411] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:39:04.582409] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:04.709827] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:39:04.839502] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:04.967539] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:39:04.967701] [INFO ] [CONFIGURE ] NNN: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:39:04.967759] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6551 tests
[2025-10-18T00:39:04.967796] [INFO ] [CONFIGURE ] NNN: Testing feature 21/29: add_range_position
[2025-10-18T00:39:04.967826] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T00:39:05.100172] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:05.231838] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:39:05.365082] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:05.499215] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:39:05.633632] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:05.771310] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:39:05.907702] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:06.049246] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:39:06.188204] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:06.331043] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:39:06.331232] [INFO ] [CONFIGURE ] NNN: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:39:06.331281] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6550 tests
[2025-10-18T00:39:06.331317] [INFO ] [CONFIGURE ] NNN: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:39:06.331348] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T00:39:06.483218] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:06.634595] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:39:06.790026] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:39:06.945783] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:39:07.101451] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:07.259606] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:39:07.415424] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:07.572979] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:39:07.730501] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:07.892226] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:39:07.892392] [INFO ] [CONFIGURE ] NNN: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T00:39:07.892439] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6549 tests
[2025-10-18T00:39:07.892476] [INFO ] [CONFIGURE ] NNN: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:39:07.892508] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T00:39:08.016301] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:08.140158] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:39:08.267274] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:08.395056] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:39:08.524044] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:08.653460] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:39:08.789615] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:08.919008] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:39:09.077517] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:09.211200] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:39:09.211378] [INFO ] [CONFIGURE ] NNN: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T00:39:09.211422] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6548 tests
[2025-10-18T00:39:09.211458] [INFO ] [CONFIGURE ] NNN: Testing feature 24/29: add_rsi
[2025-10-18T00:39:09.211489] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T00:39:09.361683] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:09.510439] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:39:09.660916] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:09.809765] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:39:09.959158] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:10.110185] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:39:10.262508] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:10.417145] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:39:10.569435] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:10.721944] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:10.722154] [INFO ] [CONFIGURE ] NNN: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T00:39:10.722200] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6547 tests
[2025-10-18T00:39:10.722237] [INFO ] [CONFIGURE ] NNN: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:39:10.722269] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T00:39:10.847433] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:10.976358] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:39:11.103771] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:39:11.226023] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:39:11.349146] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:11.472177] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:39:11.597051] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:11.722370] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:39:11.849273] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:11.977203] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:39:11.977382] [INFO ] [CONFIGURE ] NNN: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:39:11.977426] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6546 tests
[2025-10-18T00:39:11.977460] [INFO ] [CONFIGURE ] NNN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:39:11.977491] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T00:39:12.107154] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:12.234660] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:39:12.362226] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:12.489456] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:39:12.616863] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:12.744388] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:39:12.872740] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:13.003318] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:39:13.132480] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:13.261667] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:13.261803] [INFO ] [CONFIGURE ] NNN: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-18T00:39:13.261846] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6545 tests
[2025-10-18T00:39:13.261881] [INFO ] [CONFIGURE ] NNN: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:39:13.261912] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T00:39:13.393954] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:13.530615] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:39:13.664378] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:39:13.797040] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:39:13.929783] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:14.065618] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:39:14.210299] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:14.352553] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:39:14.488876] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:14.626092] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:14.626261] [INFO ] [CONFIGURE ] NNN: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T00:39:14.626304] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6544 tests
[2025-10-18T00:39:14.626338] [INFO ] [CONFIGURE ] NNN: Testing feature 28/29: add_volume_profile
[2025-10-18T00:39:14.626369] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T00:39:14.752327] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:14.877842] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:39:15.004579] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:15.132357] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:39:15.260111] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:15.388877] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:39:15.518548] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:15.647729] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:39:15.777366] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:15.912483] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:39:15.914395] [INFO ] [CONFIGURE ] NNN: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:39:15.914458] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6543 tests
[2025-10-18T00:39:15.914497] [INFO ] [CONFIGURE ] NNN: Testing feature 29/29: add_vwap
[2025-10-18T00:39:15.914528] [INFO ] [CONFIGURE ] NNN: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T00:39:16.044364] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:16.172702] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:39:16.302396] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:16.430598] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:39:16.560543] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:16.690974] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:39:16.822968] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:16.955186] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:39:17.088388] [DEBUG] [FORECASTER] NNN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:39:17.221900] [DEBUG] [FORECASTER] NNN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:39:17.222064] [INFO ] [CONFIGURE ] NNN: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T00:39:17.222109] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6542 tests
[2025-10-18T00:39:17.222147] [INFO ] [CONFIGURE ] NNN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:39:17.222366] [INFO ] [CONFIGURE ] NNN: Best accuracy: 60.00%
[2025-10-18T00:39:17.222421] [INFO ] [CONFIGURE ] NNN: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T00:39:17.222452] [INFO ] [CONFIGURE ] NNN: Improvement over baseline: 10.00%
[2025-10-18T00:39:17.222480] [INFO ] [CONFIGURE ] NNN: Total time: 39.0 seconds
[2025-10-18T00:39:17.222506] [INFO ] [CONFIGURE ] NNN: Average time per feature: 1.3 seconds
[2025-10-18T00:39:17.222533] [INFO ] [CONFIGURE ] NNN: Average speed: 0.74 features/sec
[2025-10-18T00:39:17.223315] [INFO ] [LOCAL     ] Saved configuration for NNN: 1 features, 60.00% accuracy -> ./output/feature-sets/NNN.json
[2025-10-18T00:39:17.223372] [INFO ] [CONFIGURE ] NNN: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-18T00:39:17.223410] [INFO ] [sig       ] [156/380] Successfully configured NNN | 0.02 sym/s | Total: 1.9h | ETA: 2.7h
[2025-10-18T00:39:17.223441] [INFO ] [sig       ] [157/380] Configuring NOA...
[2025-10-18T00:39:17.223470] [INFO ] [CONFIGURE ] NOA: Configurate test run.
[2025-10-18T00:39:17.223499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-10-18T00:39:17.234929] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOA'.
[2025-10-18T00:39:17.235310] [INFO ] [CONFIGURE ] NOA: Testing with 29 available features
[2025-10-18T00:39:17.235376] [INFO ] [CONFIGURE ] NOA: Establishing baseline with no features...
[2025-10-18T00:39:17.338231] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:17.440947] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:39:17.544197] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:17.647465] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:17.759598] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:17.870589] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:17.983046] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:18.126173] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:18.242980] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:18.359865] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:18.360063] [INFO ] [CONFIGURE ] NOA: Baseline score (no features): 40.00%
[2025-10-18T00:39:18.360127] [INFO ] [CONFIGURE ] NOA: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:39:18.360164] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:39:18.483073] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:39:18.608856] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:18.739627] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:18.865826] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:18.994894] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:19.125885] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:19.256971] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:19.387590] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:19.518151] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:39:19.647707] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:19.647900] [INFO ] [CONFIGURE ] NOA: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T00:39:19.647981] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6541 tests
[2025-10-18T00:39:19.648026] [INFO ] [CONFIGURE ] NOA: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:39:19.648059] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:39:19.793205] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:39:19.939863] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:20.089795] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:20.252443] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:20.428865] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:20.603985] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:20.801996] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:20.974785] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:21.140009] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:21.297815] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:21.298053] [INFO ] [CONFIGURE ] NOA: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T00:39:21.298120] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6540 tests
[2025-10-18T00:39:21.298159] [INFO ] [CONFIGURE ] NOA: Testing feature 3/29: add_daily_returns
[2025-10-18T00:39:21.298192] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-18T00:39:21.450427] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:39:21.603750] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:21.758260] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:21.905610] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:22.059845] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:22.206617] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:22.364581] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:22.506107] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:22.647251] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:22.790060] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:22.790275] [INFO ] [CONFIGURE ] NOA: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T00:39:22.790320] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6539 tests
[2025-10-18T00:39:22.790356] [INFO ] [CONFIGURE ] NOA: Testing feature 4/29: add_ema
[2025-10-18T00:39:22.790389] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-18T00:39:22.940590] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:23.098155] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:23.269580] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:23.424940] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:23.577310] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:23.731143] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:23.887675] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:24.042910] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:24.226573] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:24.386592] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:24.386814] [INFO ] [CONFIGURE ] NOA: DISCARDED add_ema (score: 50.00%)
[2025-10-18T00:39:24.386865] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6538 tests
[2025-10-18T00:39:24.386902] [INFO ] [CONFIGURE ] NOA: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:39:24.386933] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:39:24.545826] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:39:24.704829] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:24.864884] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:25.027417] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:25.192185] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:25.358881] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:25.526525] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:25.695672] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:25.860079] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:39:26.024559] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:26.024750] [INFO ] [CONFIGURE ] NOA: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:39:26.024807] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6537 tests
[2025-10-18T00:39:26.024845] [INFO ] [CONFIGURE ] NOA: Testing feature 6/29: add_failed_moves
[2025-10-18T00:39:26.024879] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-18T00:39:26.166983] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:39:26.310257] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:26.449303] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:26.591849] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:26.738072] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:26.881583] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:27.023214] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:27.166760] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:27.317906] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:27.460850] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:27.461006] [INFO ] [CONFIGURE ] NOA: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:39:27.461048] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6536 tests
[2025-10-18T00:39:27.461134] [INFO ] [CONFIGURE ] NOA: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:39:27.461187] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T00:39:27.596185] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:39:27.732449] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:27.869995] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:28.009556] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:28.143860] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:28.278899] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:28.418037] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:28.560833] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:28.705014] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:28.849876] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:28.850035] [INFO ] [CONFIGURE ] NOA: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:39:28.850078] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6535 tests
[2025-10-18T00:39:28.850113] [INFO ] [CONFIGURE ] NOA: Testing feature 8/29: add_macd
[2025-10-18T00:39:28.850144] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T00:39:29.024358] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:39:29.193150] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:29.364731] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:29.545276] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:29.722532] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:29.901167] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:30.077931] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:30.262281] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:30.473145] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:39:30.654504] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:30.654729] [INFO ] [CONFIGURE ] NOA: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:39:30.654789] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6534 tests
[2025-10-18T00:39:30.654830] [INFO ] [CONFIGURE ] NOA: Testing feature 9/29: add_mfi
[2025-10-18T00:39:30.654863] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-18T00:39:30.807724] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:39:30.961437] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:31.123291] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:31.279665] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:31.435954] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:31.593879] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:31.758971] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:31.935194] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:32.092053] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:32.250505] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:32.250735] [INFO ] [CONFIGURE ] NOA: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:39:32.250794] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6533 tests
[2025-10-18T00:39:32.250833] [INFO ] [CONFIGURE ] NOA: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:39:32.250868] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:39:32.414726] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:32.578528] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:32.742630] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:32.917836] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:33.095873] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:33.266734] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:39:33.471174] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:33.667157] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:33.843328] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:34.024881] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:34.025053] [INFO ] [CONFIGURE ] NOA: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:39:34.025098] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6532 tests
[2025-10-18T00:39:34.025132] [INFO ] [CONFIGURE ] NOA: Testing feature 11/29: add_obv_daily
[2025-10-18T00:39:34.025164] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-18T00:39:34.173219] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:39:34.333254] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:34.478908] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:34.621228] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:39:34.767211] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:34.913072] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:35.059541] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:35.205273] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:35.359230] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:35.507050] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:35.507233] [INFO ] [CONFIGURE ] NOA: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T00:39:35.507278] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 1.5s/test | Remaining: 6531 tests
[2025-10-18T00:39:35.507314] [INFO ] [CONFIGURE ] NOA: Testing feature 12/29: add_obv_interval
[2025-10-18T00:39:35.507347] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-18T00:39:35.645434] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:39:35.784570] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:35.924418] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:36.063421] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:36.204734] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:36.349198] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:36.517388] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:36.665419] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:36.808956] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:36.959170] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:36.959428] [INFO ] [CONFIGURE ] NOA: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:39:36.959508] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6530 tests
[2025-10-18T00:39:36.959579] [INFO ] [CONFIGURE ] NOA: Testing feature 13/29: add_opening_strength
[2025-10-18T00:39:36.959678] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:39:37.125732] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:37.276674] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:37.427259] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:37.595004] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:37.751249] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:37.906510] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:38.068065] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:38.224300] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:38.381752] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:38.568310] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:38.568531] [INFO ] [CONFIGURE ] NOA: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T00:39:38.568594] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6529 tests
[2025-10-18T00:39:38.568691] [INFO ] [CONFIGURE ] NOA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:39:38.568768] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T00:39:38.744672] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:39:38.906352] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:39.073376] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:39.236724] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:39.398599] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:39.559461] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:39.722354] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:39.883143] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:40.052135] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:39:40.217511] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:40.217703] [INFO ] [CONFIGURE ] NOA: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:39:40.217767] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6528 tests
[2025-10-18T00:39:40.217808] [INFO ] [CONFIGURE ] NOA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:39:40.217841] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T00:39:40.360019] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:40.505008] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:40.652906] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:40.798229] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:40.940234] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:41.085094] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:41.233851] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:41.382971] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:41.529728] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:39:41.677318] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:41.677482] [INFO ] [CONFIGURE ] NOA: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T00:39:41.677525] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6527 tests
[2025-10-18T00:39:41.677559] [INFO ] [CONFIGURE ] NOA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:39:41.677590] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T00:39:41.832210] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:41.988956] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:42.149366] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:42.306937] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:39:42.466063] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:42.630159] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:42.790346] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:42.952038] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:43.102306] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:39:43.261795] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:43.261978] [INFO ] [CONFIGURE ] NOA: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-18T00:39:43.262024] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6526 tests
[2025-10-18T00:39:43.262060] [INFO ] [CONFIGURE ] NOA: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:39:43.262093] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T00:39:43.420308] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:43.576240] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:43.733053] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:43.889398] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:39:44.046827] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:44.203790] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:44.372448] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:44.541151] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:44.709262] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:44.884283] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:44.884505] [INFO ] [CONFIGURE ] NOA: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T00:39:44.884567] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6525 tests
[2025-10-18T00:39:44.884604] [INFO ] [CONFIGURE ] NOA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:39:44.884636] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T00:39:45.030567] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:39:45.176175] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:45.322978] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:45.468470] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:45.615107] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:45.762235] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:45.908103] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:46.056074] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:46.201592] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:39:46.347448] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:46.347594] [INFO ] [CONFIGURE ] NOA: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:39:46.347639] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6524 tests
[2025-10-18T00:39:46.347719] [INFO ] [CONFIGURE ] NOA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:39:46.347756] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T00:39:46.487273] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:39:46.626848] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:46.768049] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:46.911867] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:47.058859] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:47.205779] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:47.359076] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:47.508423] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:47.659167] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:47.810534] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:47.810698] [INFO ] [CONFIGURE ] NOA: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T00:39:47.810816] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6523 tests
[2025-10-18T00:39:47.810859] [INFO ] [CONFIGURE ] NOA: Testing feature 20/29: add_price_rejection
[2025-10-18T00:39:47.810890] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-18T00:39:47.968803] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:48.126181] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:48.286032] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:48.445583] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:39:48.636218] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:48.795290] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:48.955484] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:49.122625] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:49.288767] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:49.448986] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:49.449171] [INFO ] [CONFIGURE ] NOA: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T00:39:49.449216] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6522 tests
[2025-10-18T00:39:49.449252] [INFO ] [CONFIGURE ] NOA: Testing feature 21/29: add_range_position
[2025-10-18T00:39:49.449285] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-10-18T00:39:49.615012] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:49.787573] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:49.963635] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:50.130694] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:50.299513] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:50.471549] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:50.642721] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:50.823275] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:50.995170] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:51.170464] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:51.170629] [INFO ] [CONFIGURE ] NOA: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:39:51.170710] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6521 tests
[2025-10-18T00:39:51.170755] [INFO ] [CONFIGURE ] NOA: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:39:51.170788] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-18T00:39:51.350393] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:51.524586] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:51.701890] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:51.880587] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:52.057182] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:52.238364] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:52.416995] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:52.597347] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:52.777070] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:39:52.959963] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:52.960143] [INFO ] [CONFIGURE ] NOA: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T00:39:52.960189] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6520 tests
[2025-10-18T00:39:52.960224] [INFO ] [CONFIGURE ] NOA: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:39:52.960255] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-10-18T00:39:53.108584] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:39:53.257787] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:53.406816] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:53.556506] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:39:53.714080] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:53.872594] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:54.029451] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:54.184545] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:54.341271] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:39:54.496559] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:54.496781] [INFO ] [CONFIGURE ] NOA: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T00:39:54.496838] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6519 tests
[2025-10-18T00:39:54.496876] [INFO ] [CONFIGURE ] NOA: Testing feature 24/29: add_rsi
[2025-10-18T00:39:54.496909] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-18T00:39:54.694463] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:39:54.860866] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:55.030042] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:55.200084] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:55.373522] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:55.544902] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:39:55.716193] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:39:55.890580] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:56.065579] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:39:56.241660] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:56.241878] [INFO ] [CONFIGURE ] NOA: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:39:56.241936] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6518 tests
[2025-10-18T00:39:56.241973] [INFO ] [CONFIGURE ] NOA: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:39:56.242004] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-10-18T00:39:56.389817] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:56.537297] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:56.684058] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:56.829633] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:39:56.981753] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:57.131561] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:57.280668] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:57.430083] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:57.580959] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:39:57.743940] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:57.744117] [INFO ] [CONFIGURE ] NOA: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T00:39:57.744161] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6517 tests
[2025-10-18T00:39:57.744200] [INFO ] [CONFIGURE ] NOA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:39:57.744233] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-18T00:39:57.892570] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:58.041617] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:58.194447] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:58.347109] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:39:58.497412] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:39:58.648683] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:39:58.803818] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:39:58.959185] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:39:59.112999] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:39:59.267991] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:39:59.268148] [INFO ] [CONFIGURE ] NOA: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-18T00:39:59.268191] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6516 tests
[2025-10-18T00:39:59.268231] [INFO ] [CONFIGURE ] NOA: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:39:59.268263] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-18T00:39:59.433075] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:39:59.588809] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:39:59.746141] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:39:59.904924] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:40:00.068677] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:00.231031] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:40:00.394903] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:40:00.564251] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:00.763114] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:40:00.931060] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:40:00.931242] [INFO ] [CONFIGURE ] NOA: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-18T00:40:00.931286] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6515 tests
[2025-10-18T00:40:00.931323] [INFO ] [CONFIGURE ] NOA: Testing feature 28/29: add_volume_profile
[2025-10-18T00:40:00.931355] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-10-18T00:40:01.083102] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:40:01.255394] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:01.412821] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:40:01.565860] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:01.730554] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:01.934161] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:02.095130] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:40:02.261310] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:02.428553] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:40:02.585849] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:40:02.586023] [INFO ] [CONFIGURE ] NOA: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:40:02.586066] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6514 tests
[2025-10-18T00:40:02.586101] [INFO ] [CONFIGURE ] NOA: Testing feature 29/29: add_vwap
[2025-10-18T00:40:02.586133] [INFO ] [CONFIGURE ] NOA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-10-18T00:40:02.749957] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:02.914157] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:03.077331] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:40:03.237582] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:03.397797] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:03.556680] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:40:03.728594] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:40:03.893600] [DEBUG] [FORECASTER] NOA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:04.053773] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:40:04.220289] [DEBUG] [FORECASTER] NOA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:40:04.220532] [INFO ] [CONFIGURE ] NOA: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T00:40:04.220602] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6513 tests
[2025-10-18T00:40:04.220742] [INFO ] [CONFIGURE ] NOA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:40:04.220794] [INFO ] [CONFIGURE ] NOA: Best accuracy: 60.00%
[2025-10-18T00:40:04.220829] [INFO ] [CONFIGURE ] NOA: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:40:04.220858] [INFO ] [CONFIGURE ] NOA: Improvement over baseline: 20.00%
[2025-10-18T00:40:04.220885] [INFO ] [CONFIGURE ] NOA: Total time: 45.9 seconds
[2025-10-18T00:40:04.220912] [INFO ] [CONFIGURE ] NOA: Average time per feature: 1.6 seconds
[2025-10-18T00:40:04.220938] [INFO ] [CONFIGURE ] NOA: Average speed: 0.63 features/sec
[2025-10-18T00:40:04.221361] [INFO ] [LOCAL     ] Saved configuration for NOA: 2 features, 60.00% accuracy -> ./output/feature-sets/NOA.json
[2025-10-18T00:40:04.221431] [INFO ] [CONFIGURE ] NOA: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-18T00:40:04.221509] [INFO ] [sig       ] [157/380] Successfully configured NOA | 0.02 sym/s | Total: 1.9h | ETA: 2.7h
[2025-10-18T00:40:04.221576] [INFO ] [sig       ] [158/380] Configuring NOAH...
[2025-10-18T00:40:04.221671] [INFO ] [CONFIGURE ] NOAH: Configurate test run.
[2025-10-18T00:40:04.221727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-10-18T00:40:04.237250] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOAH'.
[2025-10-18T00:40:04.238027] [INFO ] [CONFIGURE ] NOAH: Testing with 29 available features
[2025-10-18T00:40:04.238091] [INFO ] [CONFIGURE ] NOAH: Establishing baseline with no features...
[2025-10-18T00:40:04.354993] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:40:04.471176] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:04.586595] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:04.705944] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:04.817555] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:04.928912] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:05.040295] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:05.153024] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:40:05.261356] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:05.369908] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:40:05.370052] [INFO ] [CONFIGURE ] NOAH: Baseline score (no features): 40.00%
[2025-10-18T00:40:05.370094] [INFO ] [CONFIGURE ] NOAH: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:40:05.370127] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:40:05.486414] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:05.603823] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:05.722566] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:05.841746] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:05.961781] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:40:06.085277] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:06.208487] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:06.333223] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:06.461327] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:06.589040] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:06.589261] [INFO ] [CONFIGURE ] NOAH: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-18T00:40:06.589312] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6512 tests
[2025-10-18T00:40:06.589348] [INFO ] [CONFIGURE ] NOAH: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:40:06.589379] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:40:06.731698] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:06.869867] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:07.017009] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:07.166044] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:07.306695] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:07.445912] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:07.583973] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:07.721598] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:07.862775] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:08.002434] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:08.002585] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T00:40:08.002627] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6511 tests
[2025-10-18T00:40:08.002698] [INFO ] [CONFIGURE ] NOAH: Testing feature 3/29: add_daily_returns
[2025-10-18T00:40:08.002743] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:40:08.123029] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:08.247114] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:08.369467] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:08.493458] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:08.615438] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:40:08.738144] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:08.870587] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:08.994209] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:09.118366] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:09.242576] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:09.242771] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-18T00:40:09.242834] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6510 tests
[2025-10-18T00:40:09.242872] [INFO ] [CONFIGURE ] NOAH: Testing feature 4/29: add_ema
[2025-10-18T00:40:09.242904] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:40:09.375983] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:09.509282] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:09.643161] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:09.778539] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:09.914447] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:40:10.051681] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:10.189868] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:10.326242] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:10.463089] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:10.600745] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:10.600902] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_ema (score: 80.00%)
[2025-10-18T00:40:10.600946] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6509 tests
[2025-10-18T00:40:10.600982] [INFO ] [CONFIGURE ] NOAH: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:40:10.601013] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:40:10.740225] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:10.879449] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:11.018882] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:11.163042] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:11.309402] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:11.454249] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:11.600011] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:11.748496] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:11.899505] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:40:12.044127] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:12.044280] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:40:12.044324] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6508 tests
[2025-10-18T00:40:12.044359] [INFO ] [CONFIGURE ] NOAH: Testing feature 6/29: add_failed_moves
[2025-10-18T00:40:12.044390] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T00:40:12.165784] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:12.290367] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:12.412478] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:12.536061] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:12.659513] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:40:12.784149] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:12.909338] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:13.032895] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:13.159521] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:13.284323] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:13.284474] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T00:40:13.284544] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6507 tests
[2025-10-18T00:40:13.284588] [INFO ] [CONFIGURE ] NOAH: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:40:13.284626] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T00:40:13.398920] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:13.512000] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:13.628303] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:13.744480] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:13.859841] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:40:13.975973] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:14.091559] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:14.209081] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:14.327705] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:14.446348] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:14.446497] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T00:40:14.446540] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6506 tests
[2025-10-18T00:40:14.446575] [INFO ] [CONFIGURE ] NOAH: Testing feature 8/29: add_macd
[2025-10-18T00:40:14.446608] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T00:40:14.598914] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:14.748217] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:14.898585] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:15.050311] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:15.203121] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:15.358402] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:15.512466] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:15.668851] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:15.822944] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:40:15.977312] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:15.977474] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:40:15.977519] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6505 tests
[2025-10-18T00:40:15.977555] [INFO ] [CONFIGURE ] NOAH: Testing feature 9/29: add_mfi
[2025-10-18T00:40:15.977586] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T00:40:16.103224] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:16.229198] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:16.355773] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:16.482318] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:16.609407] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:40:16.737134] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:16.866322] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:16.995589] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:17.125351] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:17.256170] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:17.256334] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T00:40:17.256379] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6504 tests
[2025-10-18T00:40:17.256417] [INFO ] [CONFIGURE ] NOAH: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:40:17.256450] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:40:17.398701] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:17.539487] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:17.681904] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:17.824962] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:17.968017] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:18.112475] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:18.256726] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:18.404336] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:18.552447] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:18.707285] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:18.707429] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T00:40:18.707474] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6503 tests
[2025-10-18T00:40:18.707510] [INFO ] [CONFIGURE ] NOAH: Testing feature 11/29: add_obv_daily
[2025-10-18T00:40:18.707543] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T00:40:18.828287] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:18.950227] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:19.070768] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:19.192697] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:19.313297] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:19.432825] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:19.553945] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:19.675862] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:19.802092] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:40:19.932434] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:19.932675] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:40:19.932753] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6502 tests
[2025-10-18T00:40:19.932801] [INFO ] [CONFIGURE ] NOAH: Testing feature 12/29: add_obv_interval
[2025-10-18T00:40:19.932840] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T00:40:20.058971] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:20.183721] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:20.308096] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:20.432997] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:20.560336] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:20.694258] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:20.824060] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:20.950608] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:21.075467] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:21.199935] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:21.200107] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T00:40:21.200152] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6501 tests
[2025-10-18T00:40:21.200186] [INFO ] [CONFIGURE ] NOAH: Testing feature 13/29: add_opening_strength
[2025-10-18T00:40:21.200217] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:40:21.328571] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:40:21.457593] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:21.587716] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:21.708758] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:21.828878] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:21.960078] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:22.094867] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:22.226107] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:22.358426] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:22.491166] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:22.491346] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:40:22.491391] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6500 tests
[2025-10-18T00:40:22.491427] [INFO ] [CONFIGURE ] NOAH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:40:22.491458] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T00:40:22.623252] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:22.756667] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:22.893917] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:23.032038] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:23.171796] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:40:23.312273] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:23.449784] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:23.586757] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:23.725026] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:23.873444] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:23.873664] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T00:40:23.873730] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6499 tests
[2025-10-18T00:40:23.873769] [INFO ] [CONFIGURE ] NOAH: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:40:23.873802] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T00:40:23.997406] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:24.119987] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:24.243637] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:24.371151] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:24.492970] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:40:24.614281] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:24.737046] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:24.860436] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:24.985184] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:25.116826] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:25.116993] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T00:40:25.117038] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6498 tests
[2025-10-18T00:40:25.117075] [INFO ] [CONFIGURE ] NOAH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:40:25.117107] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T00:40:25.252420] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:25.390327] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:25.525212] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:25.661334] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:25.800563] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:25.939394] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:26.078848] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:26.221890] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:26.361605] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:40:26.500954] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:26.501132] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:40:26.501178] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6497 tests
[2025-10-18T00:40:26.501217] [INFO ] [CONFIGURE ] NOAH: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:40:26.501250] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T00:40:26.644301] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:26.788707] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:26.931536] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:27.067302] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:27.208508] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:27.351764] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:27.490573] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:27.645538] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:27.794449] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:27.950554] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:27.950756] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:40:27.950883] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6496 tests
[2025-10-18T00:40:27.950927] [INFO ] [CONFIGURE ] NOAH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:40:27.950960] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T00:40:28.072740] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:28.207701] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:28.344206] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:28.482464] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:40:28.655672] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:40:28.802784] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:28.992081] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:29.172928] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:29.315841] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:40:29.476221] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:29.476666] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:40:29.476754] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6495 tests
[2025-10-18T00:40:29.476834] [INFO ] [CONFIGURE ] NOAH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:40:29.476890] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T00:40:29.610098] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:29.737238] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:29.865594] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:29.988928] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:30.111871] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:40:30.239021] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:30.365200] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:30.490780] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:30.613571] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:30.740325] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:30.741173] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:40:30.741234] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6494 tests
[2025-10-18T00:40:30.741272] [INFO ] [CONFIGURE ] NOAH: Testing feature 20/29: add_price_rejection
[2025-10-18T00:40:30.741303] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T00:40:30.868145] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:31.025724] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:31.154711] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:31.294833] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:31.441416] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:40:31.574682] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:31.710787] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:31.840689] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:31.972675] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:32.105051] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:32.105271] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T00:40:32.105333] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6493 tests
[2025-10-18T00:40:32.105373] [INFO ] [CONFIGURE ] NOAH: Testing feature 21/29: add_range_position
[2025-10-18T00:40:32.105405] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T00:40:32.247435] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:32.392629] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:32.542622] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:32.681273] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:32.824264] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:32.965607] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:33.114067] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:33.263177] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:33.411495] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:33.557511] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:33.557688] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:40:33.557749] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6492 tests
[2025-10-18T00:40:33.557811] [INFO ] [CONFIGURE ] NOAH: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:40:33.557867] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T00:40:33.714428] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:33.872892] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:40:34.024580] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:34.177095] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:34.329288] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:40:34.487826] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:34.642834] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:34.793474] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:34.946606] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:35.099048] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:35.099220] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:40:35.099288] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6491 tests
[2025-10-18T00:40:35.099347] [INFO ] [CONFIGURE ] NOAH: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:40:35.099381] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T00:40:35.220059] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:35.347340] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:35.469700] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:35.606496] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:35.733563] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:40:35.859727] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:35.977982] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:36.096316] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:36.215443] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:36.343365] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:36.343552] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T00:40:36.343597] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6490 tests
[2025-10-18T00:40:36.343633] [INFO ] [CONFIGURE ] NOAH: Testing feature 24/29: add_rsi
[2025-10-18T00:40:36.343705] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T00:40:36.488554] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:36.635330] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:36.781601] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:36.927873] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:37.104663] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:40:37.253094] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:37.402016] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:37.554796] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:40:37.709305] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:37.869709] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:37.869896] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T00:40:37.869955] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6489 tests
[2025-10-18T00:40:37.870094] [INFO ] [CONFIGURE ] NOAH: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:40:37.870153] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T00:40:37.998919] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:38.130138] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:38.261143] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:38.390050] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:38.516362] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:40:38.641397] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:38.771088] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:38.900698] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:39.033176] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:39.159715] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:39.159866] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T00:40:39.159910] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6488 tests
[2025-10-18T00:40:39.159945] [INFO ] [CONFIGURE ] NOAH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:40:39.159976] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T00:40:39.284024] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:39.408434] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:39.533499] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:39.660998] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:39.788522] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:40:39.916458] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:40.044125] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:40.181947] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:40.315858] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:40.456174] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:40.456354] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T00:40:40.456401] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6487 tests
[2025-10-18T00:40:40.456437] [INFO ] [CONFIGURE ] NOAH: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:40:40.456470] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T00:40:40.595973] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:40.739354] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:40.879623] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:41.015047] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:41.152435] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:40:41.297667] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:41.437392] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:41.602329] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:41.745348] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:41.908100] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:41.908273] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T00:40:41.908317] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6486 tests
[2025-10-18T00:40:41.908353] [INFO ] [CONFIGURE ] NOAH: Testing feature 28/29: add_volume_profile
[2025-10-18T00:40:41.908384] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T00:40:42.040672] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:42.173492] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:42.308722] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:42.447345] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:42.581179] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:42.714907] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:42.846442] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:42.975412] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:40:43.152756] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:40:43.301539] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:43.301761] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:40:43.301818] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6485 tests
[2025-10-18T00:40:43.301857] [INFO ] [CONFIGURE ] NOAH: Testing feature 29/29: add_vwap
[2025-10-18T00:40:43.301890] [INFO ] [CONFIGURE ] NOAH: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T00:40:43.450127] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:40:43.599212] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:40:43.749746] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:43.900325] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:40:44.048766] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:44.195386] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:40:44.345495] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:44.506023] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:40:44.654962] [DEBUG] [FORECASTER] NOAH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:40:44.806133] [DEBUG] [FORECASTER] NOAH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:44.806368] [INFO ] [CONFIGURE ] NOAH: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T00:40:44.806416] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6484 tests
[2025-10-18T00:40:44.806454] [INFO ] [CONFIGURE ] NOAH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:40:44.806485] [INFO ] [CONFIGURE ] NOAH: Best accuracy: 80.00%
[2025-10-18T00:40:44.806548] [INFO ] [CONFIGURE ] NOAH: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T00:40:44.806579] [INFO ] [CONFIGURE ] NOAH: Improvement over baseline: 40.00%
[2025-10-18T00:40:44.806607] [INFO ] [CONFIGURE ] NOAH: Total time: 39.4 seconds
[2025-10-18T00:40:44.806634] [INFO ] [CONFIGURE ] NOAH: Average time per feature: 1.4 seconds
[2025-10-18T00:40:44.806704] [INFO ] [CONFIGURE ] NOAH: Average speed: 0.74 features/sec
[2025-10-18T00:40:44.807428] [INFO ] [LOCAL     ] Saved configuration for NOAH: 1 features, 80.00% accuracy -> ./output/feature-sets/NOAH.json
[2025-10-18T00:40:44.807498] [INFO ] [CONFIGURE ] NOAH: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-18T00:40:44.807578] [INFO ] [sig       ] [158/380] Successfully configured NOAH | 0.02 sym/s | Total: 1.9h | ETA: 2.7h
[2025-10-18T00:40:44.807661] [INFO ] [sig       ] [159/380] Configuring NOC...
[2025-10-18T00:40:44.807730] [INFO ] [CONFIGURE ] NOC: Configurate test run.
[2025-10-18T00:40:44.807787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOC' from 'https://tdm.silogroup.org/data/derivative_storage/NOC.csv'.
[2025-10-18T00:40:44.823927] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOC'.
[2025-10-18T00:40:44.824558] [INFO ] [CONFIGURE ] NOC: Testing with 29 available features
[2025-10-18T00:40:44.824624] [INFO ] [CONFIGURE ] NOC: Establishing baseline with no features...
[2025-10-18T00:40:44.945757] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:40:45.062060] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:40:45.176678] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:45.291271] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:40:45.409021] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:45.530031] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:40:45.650502] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:45.777291] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:40:45.902398] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:46.032568] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:40:46.032913] [INFO ] [CONFIGURE ] NOC: Baseline score (no features): 20.00%
[2025-10-18T00:40:46.032973] [INFO ] [CONFIGURE ] NOC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:40:46.033010] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:40:46.201232] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:40:46.335568] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:40:46.470457] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:40:46.608553] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:40:46.746854] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:46.869888] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:40:47.000125] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:40:47.135394] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:40:47.268513] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:47.403791] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:40:47.404062] [INFO ] [CONFIGURE ] NOC: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-18T00:40:47.404110] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6483 tests
[2025-10-18T00:40:47.404147] [INFO ] [CONFIGURE ] NOC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:40:47.404183] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:40:47.557850] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:40:47.702036] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:40:47.849115] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:40:47.997832] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:40:48.131934] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:48.266857] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:40:48.400075] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:40:48.536028] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:40:48.672399] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:40:48.812361] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:40:48.812519] [INFO ] [CONFIGURE ] NOC: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-18T00:40:48.812578] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6482 tests
[2025-10-18T00:40:48.812638] [INFO ] [CONFIGURE ] NOC: Testing feature 3/29: add_daily_returns
[2025-10-18T00:40:48.812717] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:40:48.927504] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:40:49.042565] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:40:49.165219] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:40:49.286238] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:40:49.408877] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:49.530540] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:40:49.653872] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:40:49.777300] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:40:49.902672] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:50.027425] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:40:50.027603] [INFO ] [CONFIGURE ] NOC: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T00:40:50.027671] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6481 tests
[2025-10-18T00:40:50.027730] [INFO ] [CONFIGURE ] NOC: Testing feature 4/29: add_ema
[2025-10-18T00:40:50.027766] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:40:50.159190] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:40:50.290881] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:40:50.423976] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:40:50.557214] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:40:50.691676] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:50.825918] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:40:50.969941] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:51.112096] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:40:51.252542] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:51.394354] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:40:51.394541] [INFO ] [CONFIGURE ] NOC: DISCARDED add_ema (score: 40.00%)
[2025-10-18T00:40:51.394592] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6480 tests
[2025-10-18T00:40:51.394628] [INFO ] [CONFIGURE ] NOC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:40:51.394695] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:40:51.543498] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:40:51.691030] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:40:51.842317] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:40:51.980787] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:40:52.120347] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:52.274696] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:40:52.416078] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:40:52.561018] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:40:52.705495] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:52.850756] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:40:52.850985] [INFO ] [CONFIGURE ] NOC: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:40:52.851036] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6479 tests
[2025-10-18T00:40:52.851073] [INFO ] [CONFIGURE ] NOC: Testing feature 6/29: add_failed_moves
[2025-10-18T00:40:52.851108] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T00:40:52.976072] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:40:53.095597] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:40:53.215856] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:40:53.337972] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:40:53.461238] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:53.584979] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:40:53.714112] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:40:53.847545] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:40:53.979115] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:54.117453] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:40:54.117703] [INFO ] [CONFIGURE ] NOC: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T00:40:54.117765] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6478 tests
[2025-10-18T00:40:54.117803] [INFO ] [CONFIGURE ] NOC: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:40:54.117873] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T00:40:54.240934] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:40:54.359067] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:40:54.481223] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:40:54.602249] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:40:54.722996] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:54.845510] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:40:54.974623] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:40:55.100971] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:40:55.223985] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:40:55.344510] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:40:55.344748] [INFO ] [CONFIGURE ] NOC: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T00:40:55.344853] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6477 tests
[2025-10-18T00:40:55.344899] [INFO ] [CONFIGURE ] NOC: Testing feature 8/29: add_macd
[2025-10-18T00:40:55.344932] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T00:40:55.497359] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:40:55.650244] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:40:55.804950] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:40:55.969994] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:40:56.140465] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:56.303683] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:40:56.461321] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:40:56.621031] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:40:56.779832] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:56.942012] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:40:56.942211] [INFO ] [CONFIGURE ] NOC: DISCARDED add_macd (score: 40.00%)
[2025-10-18T00:40:56.942261] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6476 tests
[2025-10-18T00:40:56.942300] [INFO ] [CONFIGURE ] NOC: Testing feature 9/29: add_mfi
[2025-10-18T00:40:56.942336] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T00:40:57.079843] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:40:57.213863] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:40:57.350934] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:40:57.488661] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:40:57.633474] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:57.771616] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:40:57.910557] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:40:58.052957] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:40:58.194921] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:40:58.362543] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:40:58.362802] [INFO ] [CONFIGURE ] NOC: DISCARDED add_mfi (score: 30.00%)
[2025-10-18T00:40:58.362857] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6475 tests
[2025-10-18T00:40:58.362894] [INFO ] [CONFIGURE ] NOC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:40:58.362927] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:40:58.519950] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:40:58.677162] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:40:58.834790] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:40:58.994352] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:40:59.142774] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:40:59.291773] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:40:59.439121] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:40:59.589188] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:40:59.742007] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:40:59.895492] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:40:59.895687] [INFO ] [CONFIGURE ] NOC: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-18T00:40:59.895750] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6474 tests
[2025-10-18T00:40:59.895787] [INFO ] [CONFIGURE ] NOC: Testing feature 11/29: add_obv_daily
[2025-10-18T00:40:59.895820] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T00:41:00.020483] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:00.144277] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:00.268500] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:41:00.394832] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:00.519630] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:00.644005] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:00.774224] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:41:00.917975] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:41:01.070089] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:41:01.239240] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:01.239428] [INFO ] [CONFIGURE ] NOC: DISCARDED add_obv_daily (score: 20.00%)
[2025-10-18T00:41:01.239474] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6473 tests
[2025-10-18T00:41:01.239511] [INFO ] [CONFIGURE ] NOC: Testing feature 12/29: add_obv_interval
[2025-10-18T00:41:01.239545] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T00:41:01.399827] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:01.539822] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:01.673715] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:41:01.810239] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:01.947329] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:02.086351] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:02.217054] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:41:02.350673] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:02.484434] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:02.629626] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:02.629911] [INFO ] [CONFIGURE ] NOC: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T00:41:02.629977] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6472 tests
[2025-10-18T00:41:02.630029] [INFO ] [CONFIGURE ] NOC: Testing feature 13/29: add_opening_strength
[2025-10-18T00:41:02.630077] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:41:02.773523] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:02.910303] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:03.060790] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:41:03.196895] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:03.332324] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:03.466828] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:03.603104] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:41:03.742218] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:41:03.880752] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:04.020455] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:04.020579] [INFO ] [CONFIGURE ] NOC: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T00:41:04.020625] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6471 tests
[2025-10-18T00:41:04.020697] [INFO ] [CONFIGURE ] NOC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:41:04.020742] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T00:41:04.162614] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:04.300664] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:04.463358] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:41:04.604034] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:04.746070] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:04.881518] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:05.022994] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:41:05.171411] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:05.314995] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:05.459093] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:05.459421] [INFO ] [CONFIGURE ] NOC: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T00:41:05.459479] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6470 tests
[2025-10-18T00:41:05.459516] [INFO ] [CONFIGURE ] NOC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:41:05.459547] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T00:41:05.573098] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:05.693738] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:05.813423] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:41:05.933757] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:06.058288] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:06.181345] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:06.304769] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:41:06.432600] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:06.556592] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:06.681470] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:06.681621] [INFO ] [CONFIGURE ] NOC: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T00:41:06.681706] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6469 tests
[2025-10-18T00:41:06.681859] [INFO ] [CONFIGURE ] NOC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:41:06.681899] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T00:41:06.809284] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:06.938413] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:07.073070] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:41:07.203088] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:07.333343] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:07.464970] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:07.596288] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:41:07.728728] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:07.861146] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:07.993549] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:07.993719] [INFO ] [CONFIGURE ] NOC: DISCARDED add_pbf_overnight_gap (score: 20.00%)
[2025-10-18T00:41:07.993777] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6468 tests
[2025-10-18T00:41:07.993814] [INFO ] [CONFIGURE ] NOC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:41:07.993847] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T00:41:08.129214] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:08.261460] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:08.393776] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:41:08.527261] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:08.662134] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:08.802042] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:08.938049] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:41:09.078626] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:09.216807] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:09.355995] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:09.356128] [INFO ] [CONFIGURE ] NOC: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T00:41:09.356171] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6467 tests
[2025-10-18T00:41:09.356205] [INFO ] [CONFIGURE ] NOC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:41:09.356235] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T00:41:09.478898] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:09.605332] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:09.729602] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:41:09.854922] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:09.980835] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:10.111740] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:10.236844] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:41:10.361914] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:10.489398] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:10.616128] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:10.616277] [INFO ] [CONFIGURE ] NOC: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T00:41:10.616320] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6466 tests
[2025-10-18T00:41:10.616353] [INFO ] [CONFIGURE ] NOC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:41:10.616383] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T00:41:10.739198] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:10.861851] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:10.984787] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:41:11.113814] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:11.238556] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:11.364715] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:11.489832] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:41:11.616793] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:11.743116] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:11.869151] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:11.869289] [INFO ] [CONFIGURE ] NOC: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T00:41:11.869332] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6465 tests
[2025-10-18T00:41:11.869367] [INFO ] [CONFIGURE ] NOC: Testing feature 20/29: add_price_rejection
[2025-10-18T00:41:11.869419] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T00:41:12.000901] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:12.134886] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:12.265148] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:41:12.396029] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:12.527203] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:12.660510] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:12.793551] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:41:12.927033] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:13.067037] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:41:13.203035] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:13.203243] [INFO ] [CONFIGURE ] NOC: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-18T00:41:13.203292] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6464 tests
[2025-10-18T00:41:13.203326] [INFO ] [CONFIGURE ] NOC: Testing feature 21/29: add_range_position
[2025-10-18T00:41:13.203356] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T00:41:13.343244] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:13.483865] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:13.624841] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:41:13.770950] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:13.911673] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:14.054298] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:14.200899] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:41:14.345407] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:41:14.510948] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:41:14.655830] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:14.656008] [INFO ] [CONFIGURE ] NOC: DISCARDED add_range_position (score: 10.00%)
[2025-10-18T00:41:14.656070] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6463 tests
[2025-10-18T00:41:14.656108] [INFO ] [CONFIGURE ] NOC: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:41:14.656139] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T00:41:14.809933] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:14.963017] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:15.124211] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:41:15.279828] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:15.438410] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:15.598430] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:15.756423] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:41:15.916404] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:16.081377] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:16.243966] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:16.244141] [INFO ] [CONFIGURE ] NOC: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T00:41:16.244185] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6462 tests
[2025-10-18T00:41:16.244219] [INFO ] [CONFIGURE ] NOC: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:41:16.244249] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T00:41:16.371152] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:16.499853] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:16.629589] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:41:16.762565] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:16.891494] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:17.022261] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:17.159481] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:41:17.292459] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:41:17.426151] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:17.561634] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:17.561814] [INFO ] [CONFIGURE ] NOC: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-18T00:41:17.561863] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6461 tests
[2025-10-18T00:41:17.561910] [INFO ] [CONFIGURE ] NOC: Testing feature 24/29: add_rsi
[2025-10-18T00:41:17.561978] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T00:41:17.711120] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:17.862952] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:41:18.012563] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:41:18.170459] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:18.320964] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:18.473435] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:18.627252] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:41:18.789178] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:18.948101] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:41:19.110023] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:19.110235] [INFO ] [CONFIGURE ] NOC: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T00:41:19.110288] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6460 tests
[2025-10-18T00:41:19.110325] [INFO ] [CONFIGURE ] NOC: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:41:19.110358] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T00:41:19.239355] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:19.365638] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:19.492957] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:41:19.656165] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:19.784908] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:19.919158] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:20.054163] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:41:20.188639] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:20.320212] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:20.463104] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:20.463271] [INFO ] [CONFIGURE ] NOC: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T00:41:20.463317] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6459 tests
[2025-10-18T00:41:20.463354] [INFO ] [CONFIGURE ] NOC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:41:20.463387] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T00:41:20.599001] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:20.738725] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:20.931877] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:41:21.140780] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:21.328460] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:21.499283] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:21.641965] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:41:21.780133] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:41:21.916753] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:22.047434] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:22.047610] [INFO ] [CONFIGURE ] NOC: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-18T00:41:22.047682] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6458 tests
[2025-10-18T00:41:22.047736] [INFO ] [CONFIGURE ] NOC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:41:22.047770] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T00:41:22.184439] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:22.323256] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:22.457579] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:41:22.592293] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:22.731486] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:22.875903] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:23.010932] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:41:23.149048] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:23.288522] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:41:23.429373] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:23.429588] [INFO ] [CONFIGURE ] NOC: DISCARDED add_volume_price_divergence (score: 10.00%)
[2025-10-18T00:41:23.429664] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6457 tests
[2025-10-18T00:41:23.429724] [INFO ] [CONFIGURE ] NOC: Testing feature 28/29: add_volume_profile
[2025-10-18T00:41:23.429769] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T00:41:23.555266] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:23.680812] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:23.819306] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:41:23.952419] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:24.090260] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:24.219523] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:24.351242] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:41:24.480395] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:24.607811] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:24.736010] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:24.736158] [INFO ] [CONFIGURE ] NOC: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T00:41:24.736201] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6456 tests
[2025-10-18T00:41:24.736236] [INFO ] [CONFIGURE ] NOC: Testing feature 29/29: add_vwap
[2025-10-18T00:41:24.736268] [INFO ] [CONFIGURE ] NOC: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T00:41:24.861499] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:24.988074] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:41:25.121682] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:41:25.250067] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:41:25.378883] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:25.507909] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:25.637706] [DEBUG] [FORECASTER] NOC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:41:25.770447] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:41:25.900635] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:41:26.032927] [DEBUG] [FORECASTER] NOC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:41:26.033103] [INFO ] [CONFIGURE ] NOC: DISCARDED add_vwap (score: 20.00%)
[2025-10-18T00:41:26.033148] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6455 tests
[2025-10-18T00:41:26.033184] [INFO ] [CONFIGURE ] NOC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:41:26.033214] [INFO ] [CONFIGURE ] NOC: Best accuracy: 40.00%
[2025-10-18T00:41:26.033245] [INFO ] [CONFIGURE ] NOC: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T00:41:26.033274] [INFO ] [CONFIGURE ] NOC: Improvement over baseline: 20.00%
[2025-10-18T00:41:26.033302] [INFO ] [CONFIGURE ] NOC: Total time: 40.0 seconds
[2025-10-18T00:41:26.033330] [INFO ] [CONFIGURE ] NOC: Average time per feature: 1.4 seconds
[2025-10-18T00:41:26.033378] [INFO ] [CONFIGURE ] NOC: Average speed: 0.72 features/sec
[2025-10-18T00:41:26.034012] [INFO ] [LOCAL     ] Saved configuration for NOC: 1 features, 40.00% accuracy -> ./output/feature-sets/NOC.json
[2025-10-18T00:41:26.034083] [INFO ] [CONFIGURE ] NOC: Configuration saved successfully: 1 features, 40.00% accuracy.
[2025-10-18T00:41:26.034213] [INFO ] [sig       ] [159/380] Successfully configured NOC | 0.02 sym/s | Total: 1.9h | ETA: 2.6h
[2025-10-18T00:41:26.034289] [INFO ] [sig       ] [160/380] Configuring NOG...
[2025-10-18T00:41:26.034356] [INFO ] [CONFIGURE ] NOG: Configurate test run.
[2025-10-18T00:41:26.034411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-10-18T00:41:26.047509] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOG'.
[2025-10-18T00:41:26.047909] [INFO ] [CONFIGURE ] NOG: Testing with 29 available features
[2025-10-18T00:41:26.048003] [INFO ] [CONFIGURE ] NOG: Establishing baseline with no features...
[2025-10-18T00:41:26.154466] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:26.256198] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:26.360466] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:26.463963] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:26.569187] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:26.675435] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:26.782249] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:26.887187] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:26.994008] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:27.100737] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:27.100905] [INFO ] [CONFIGURE ] NOG: Baseline score (no features): 80.00%
[2025-10-18T00:41:27.100964] [INFO ] [CONFIGURE ] NOG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:41:27.101000] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:41:27.216106] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:27.332635] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:27.449542] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:27.567028] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:27.685075] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:27.805176] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:27.924973] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:28.044676] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:28.165639] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:28.285531] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:28.285712] [INFO ] [CONFIGURE ] NOG: DISCARDED add_bollinger_bands (score: 80.00%)
[2025-10-18T00:41:28.285787] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6454 tests
[2025-10-18T00:41:28.285845] [INFO ] [CONFIGURE ] NOG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:41:28.285880] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:41:28.408431] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:28.533116] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:28.654584] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:28.778212] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:28.898925] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:29.018312] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:41:29.139342] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:29.260820] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:29.383310] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:29.505839] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:29.505998] [INFO ] [CONFIGURE ] NOG: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T00:41:29.506041] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6453 tests
[2025-10-18T00:41:29.506075] [INFO ] [CONFIGURE ] NOG: Testing feature 3/29: add_daily_returns
[2025-10-18T00:41:29.506106] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_daily_returns']
[2025-10-18T00:41:29.609822] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:29.714397] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:29.821167] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:29.935021] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:30.048724] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:30.155950] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:30.262246] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:30.370553] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:30.478474] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:30.585822] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:30.585978] [INFO ] [CONFIGURE ] NOG: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T00:41:30.586021] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6452 tests
[2025-10-18T00:41:30.586054] [INFO ] [CONFIGURE ] NOG: Testing feature 4/29: add_ema
[2025-10-18T00:41:30.586084] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_ema']
[2025-10-18T00:41:30.703888] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:30.820962] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:30.941024] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:31.061939] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:31.183107] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:31.305242] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:31.427216] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:31.552418] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:31.675729] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:31.801485] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:31.801667] [INFO ] [CONFIGURE ] NOG: DISCARDED add_ema (score: 70.00%)
[2025-10-18T00:41:31.801728] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6451 tests
[2025-10-18T00:41:31.801766] [INFO ] [CONFIGURE ] NOG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:41:31.801797] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:41:31.934601] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:32.066376] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:32.197518] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:32.329332] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:32.462800] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:32.596905] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:32.729356] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:32.861123] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:32.997616] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:33.131830] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:33.132048] [INFO ] [CONFIGURE ] NOG: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T00:41:33.132100] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6450 tests
[2025-10-18T00:41:33.132137] [INFO ] [CONFIGURE ] NOG: Testing feature 6/29: add_failed_moves
[2025-10-18T00:41:33.132170] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_failed_moves']
[2025-10-18T00:41:33.242436] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:33.352379] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:33.462365] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:33.574389] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:33.688442] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:33.801725] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:33.917316] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:34.037752] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:34.159623] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:34.275453] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:34.275616] [INFO ] [CONFIGURE ] NOG: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T00:41:34.275720] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6449 tests
[2025-10-18T00:41:34.275782] [INFO ] [CONFIGURE ] NOG: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:41:34.275833] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_lag_shelf']
[2025-10-18T00:41:34.379613] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:34.482971] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:34.585799] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:34.691613] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:34.797031] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:34.903686] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:35.009275] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:35.114999] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:35.221510] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:35.331357] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:35.331511] [INFO ] [CONFIGURE ] NOG: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T00:41:35.331556] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6448 tests
[2025-10-18T00:41:35.331590] [INFO ] [CONFIGURE ] NOG: Testing feature 8/29: add_macd
[2025-10-18T00:41:35.331621] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:41:35.474152] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:35.617375] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:35.760283] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:35.904074] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:41:36.047572] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:36.190511] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:36.335047] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:41:36.480397] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:41:36.625313] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:41:36.774712] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:36.774892] [INFO ] [CONFIGURE ] NOG: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:41:36.774937] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6447 tests
[2025-10-18T00:41:36.774973] [INFO ] [CONFIGURE ] NOG: Testing feature 9/29: add_mfi
[2025-10-18T00:41:36.775005] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_mfi']
[2025-10-18T00:41:36.892461] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:37.011988] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:37.130659] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:37.251255] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:37.372330] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:37.493665] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:37.614389] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:37.735093] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:37.854962] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:37.977474] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:37.977670] [INFO ] [CONFIGURE ] NOG: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T00:41:37.977731] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6446 tests
[2025-10-18T00:41:37.977769] [INFO ] [CONFIGURE ] NOG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:41:37.977800] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:41:38.110940] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:38.247815] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:38.383340] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:38.520553] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:38.659935] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:38.810786] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:38.951866] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:41:39.092494] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:39.236748] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:39.380991] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:39.381149] [INFO ] [CONFIGURE ] NOG: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:41:39.381194] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6445 tests
[2025-10-18T00:41:39.381230] [INFO ] [CONFIGURE ] NOG: Testing feature 11/29: add_obv_daily
[2025-10-18T00:41:39.381262] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_obv_daily']
[2025-10-18T00:41:39.493343] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:39.605261] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:39.718732] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:39.835024] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:39.949491] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:40.064850] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:40.180786] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:40.298094] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:40.414091] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:40.530981] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:40.531141] [INFO ] [CONFIGURE ] NOG: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:41:40.531187] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6444 tests
[2025-10-18T00:41:40.531222] [INFO ] [CONFIGURE ] NOG: Testing feature 12/29: add_obv_interval
[2025-10-18T00:41:40.531254] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_obv_interval']
[2025-10-18T00:41:40.642494] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:40.756176] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:40.870582] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:40.985823] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:41.100223] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:41.214525] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:41.329348] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:41.443492] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:41.558994] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:41.675019] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:41.675174] [INFO ] [CONFIGURE ] NOG: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T00:41:41.675218] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6443 tests
[2025-10-18T00:41:41.675254] [INFO ] [CONFIGURE ] NOG: Testing feature 13/29: add_opening_strength
[2025-10-18T00:41:41.675287] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:41:41.794753] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:41.916118] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:42.036456] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:42.160076] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:42.288424] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:42.406412] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:42.525410] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:42.645923] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:42.763588] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:42.881938] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:42.882091] [INFO ] [CONFIGURE ] NOG: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-18T00:41:42.882135] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6442 tests
[2025-10-18T00:41:42.882169] [INFO ] [CONFIGURE ] NOG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:41:42.882199] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T00:41:43.000774] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:43.119104] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:43.238482] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:43.355322] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:43.474870] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:43.597248] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:43.727415] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:43.879989] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:44.008471] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:44.133219] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:44.133416] [INFO ] [CONFIGURE ] NOG: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T00:41:44.133461] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6441 tests
[2025-10-18T00:41:44.133495] [INFO ] [CONFIGURE ] NOG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:41:44.133527] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T00:41:44.238134] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:44.346736] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:44.451501] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:44.557050] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:44.663818] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:44.771101] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:44.878035] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:44.985596] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:45.092675] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:45.201907] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:45.202072] [INFO ] [CONFIGURE ] NOG: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T00:41:45.202117] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6440 tests
[2025-10-18T00:41:45.202154] [INFO ] [CONFIGURE ] NOG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:41:45.202185] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T00:41:45.314298] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:45.427161] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:41:45.544124] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:45.662730] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:45.780783] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:41:45.910093] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:46.027392] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:46.144412] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:41:46.263235] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:46.385338] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:46.385517] [INFO ] [CONFIGURE ] NOG: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:41:46.385578] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6439 tests
[2025-10-18T00:41:46.385614] [INFO ] [CONFIGURE ] NOG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:41:46.385668] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_pbf_return_2d']
[2025-10-18T00:41:46.502016] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:46.622897] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:46.740292] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:46.890334] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:41:47.009482] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:47.128900] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:47.250832] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:47.369858] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:41:47.499226] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:47.632389] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:47.632558] [INFO ] [CONFIGURE ] NOG: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T00:41:47.632603] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6438 tests
[2025-10-18T00:41:47.632708] [INFO ] [CONFIGURE ] NOG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:41:47.632762] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T00:41:47.743553] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:47.849598] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:47.959167] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:48.067079] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:48.174815] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:48.286341] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:48.396611] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:48.504550] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:48.611887] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:48.723582] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:48.723785] [INFO ] [CONFIGURE ] NOG: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T00:41:48.723835] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6437 tests
[2025-10-18T00:41:48.723869] [INFO ] [CONFIGURE ] NOG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:41:48.723900] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T00:41:48.828884] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:48.935129] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:49.041575] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:49.149080] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:49.257619] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:49.387430] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:49.497350] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:49.606197] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:49.715172] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:49.823574] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:49.823747] [INFO ] [CONFIGURE ] NOG: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:41:49.823801] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6436 tests
[2025-10-18T00:41:49.823837] [INFO ] [CONFIGURE ] NOG: Testing feature 20/29: add_price_rejection
[2025-10-18T00:41:49.823875] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_price_rejection']
[2025-10-18T00:41:49.939453] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:50.063296] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:50.182981] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:50.298242] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:50.416044] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:50.537700] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:50.656133] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:50.778714] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:50.899807] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:51.022496] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:51.022693] [INFO ] [CONFIGURE ] NOG: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:41:51.022753] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6435 tests
[2025-10-18T00:41:51.022792] [INFO ] [CONFIGURE ] NOG: Testing feature 21/29: add_range_position
[2025-10-18T00:41:51.022826] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_range_position']
[2025-10-18T00:41:51.152025] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:51.279195] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:51.408602] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:51.547501] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:51.675540] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:51.801669] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:51.932377] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:52.062788] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:52.190077] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:52.319574] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:52.319760] [INFO ] [CONFIGURE ] NOG: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:41:52.319812] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6434 tests
[2025-10-18T00:41:52.319852] [INFO ] [CONFIGURE ] NOG: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:41:52.319889] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_realized_volatility']
[2025-10-18T00:41:52.466418] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:52.607785] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:52.752478] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:52.965199] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:53.106976] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:53.249573] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:53.390671] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:41:53.542909] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:53.685556] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:53.831302] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:53.831604] [INFO ] [CONFIGURE ] NOG: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:41:53.831724] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6433 tests
[2025-10-18T00:41:53.831799] [INFO ] [CONFIGURE ] NOG: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:41:53.831878] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_recent_range_context']
[2025-10-18T00:41:53.962505] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:54.076195] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:54.192233] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:54.305011] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:54.418362] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:54.533251] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:54.649321] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:54.763090] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:54.881056] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:54.996562] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:54.996757] [INFO ] [CONFIGURE ] NOG: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T00:41:54.996819] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6432 tests
[2025-10-18T00:41:54.996857] [INFO ] [CONFIGURE ] NOG: Testing feature 24/29: add_rsi
[2025-10-18T00:41:54.996889] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T00:41:55.128138] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:55.259910] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:55.393435] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:55.531335] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:55.668870] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:55.807514] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:55.970966] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:56.106256] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:56.250781] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:56.390939] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:56.391137] [INFO ] [CONFIGURE ] NOG: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T00:41:56.391186] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6431 tests
[2025-10-18T00:41:56.391222] [INFO ] [CONFIGURE ] NOG: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:41:56.391253] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_tick_distribution']
[2025-10-18T00:41:56.502596] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:56.613351] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:56.725606] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:56.840578] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:56.968773] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:57.114855] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:57.239846] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:57.361144] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:57.483553] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:57.610276] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:57.610491] [INFO ] [CONFIGURE ] NOG: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T00:41:57.610590] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6430 tests
[2025-10-18T00:41:57.610666] [INFO ] [CONFIGURE ] NOG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:41:57.610734] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T00:41:57.730298] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:41:57.842906] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:57.957361] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:58.074380] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:58.189769] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:58.313441] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:58.431781] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:58.548557] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:41:58.664623] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:41:58.784074] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:41:58.784242] [INFO ] [CONFIGURE ] NOG: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T00:41:58.784285] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6429 tests
[2025-10-18T00:41:58.784319] [INFO ] [CONFIGURE ] NOG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:41:58.784351] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_volume_price_divergence']
[2025-10-18T00:41:58.908099] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:41:59.033467] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:41:59.154545] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:41:59.275717] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:41:59.396897] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:41:59.519428] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:41:59.642015] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:41:59.769168] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:41:59.895401] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:42:00.019037] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:00.019196] [INFO ] [CONFIGURE ] NOG: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T00:42:00.019238] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6428 tests
[2025-10-18T00:42:00.019273] [INFO ] [CONFIGURE ] NOG: Testing feature 28/29: add_volume_profile
[2025-10-18T00:42:00.019304] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_volume_profile']
[2025-10-18T00:42:00.132163] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:42:00.244376] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:00.356825] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:00.475769] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:42:00.589366] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:00.702819] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:00.819124] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:42:00.936613] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:01.055630] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:42:01.172208] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:01.172362] [INFO ] [CONFIGURE ] NOG: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T00:42:01.172406] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6427 tests
[2025-10-18T00:42:01.172456] [INFO ] [CONFIGURE ] NOG: Testing feature 29/29: add_vwap
[2025-10-18T00:42:01.172512] [INFO ] [CONFIGURE ] NOG: Testing with features: ['add_vwap']
[2025-10-18T00:42:01.288446] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:42:01.410372] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:01.531373] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:01.649668] [DEBUG] [FORECASTER] NOG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:42:01.773781] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:01.899897] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:02.044010] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:42:02.164431] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:02.286167] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:42:02.421479] [DEBUG] [FORECASTER] NOG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:02.421674] [INFO ] [CONFIGURE ] NOG: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T00:42:02.421736] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6426 tests
[2025-10-18T00:42:02.421776] [INFO ] [CONFIGURE ] NOG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:42:02.421808] [INFO ] [CONFIGURE ] NOG: Best accuracy: 80.00%
[2025-10-18T00:42:02.421839] [INFO ] [CONFIGURE ] NOG: Best feature set (0 features): []
[2025-10-18T00:42:02.421868] [INFO ] [CONFIGURE ] NOG: Improvement over baseline: 0.00%
[2025-10-18T00:42:02.421895] [INFO ] [CONFIGURE ] NOG: Total time: 35.3 seconds
[2025-10-18T00:42:02.421923] [INFO ] [CONFIGURE ] NOG: Average time per feature: 1.2 seconds
[2025-10-18T00:42:02.421953] [INFO ] [CONFIGURE ] NOG: Average speed: 0.82 features/sec
[2025-10-18T00:42:02.422699] [INFO ] [LOCAL     ] Saved configuration for NOG: 0 features, 80.00% accuracy -> ./output/feature-sets/NOG.json
[2025-10-18T00:42:02.422789] [INFO ] [CONFIGURE ] NOG: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-10-18T00:42:02.422908] [INFO ] [sig       ] [160/380] Successfully configured NOG | 0.02 sym/s | Total: 1.9h | ETA: 2.6h
[2025-10-18T00:42:02.423001] [INFO ] [sig       ] [161/380] Configuring NOMD...
[2025-10-18T00:42:02.423068] [INFO ] [CONFIGURE ] NOMD: Configurate test run.
[2025-10-18T00:42:02.423102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-10-18T00:42:02.437861] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOMD'.
[2025-10-18T00:42:02.442382] [INFO ] [CONFIGURE ] NOMD: Testing with 29 available features
[2025-10-18T00:42:02.442479] [INFO ] [CONFIGURE ] NOMD: Establishing baseline with no features...
[2025-10-18T00:42:02.567156] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:02.673924] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:02.782799] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:42:02.893816] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:03.002114] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:03.113029] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:03.231401] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:03.342614] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:03.453546] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:42:03.564570] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:03.564747] [INFO ] [CONFIGURE ] NOMD: Baseline score (no features): 50.00%
[2025-10-18T00:42:03.564801] [INFO ] [CONFIGURE ] NOMD: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:42:03.564836] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:42:03.689835] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:42:03.805785] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:03.927458] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:04.050570] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:42:04.166832] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:04.283585] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:04.402099] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:04.523037] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:04.641827] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:42:04.760389] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:04.760533] [INFO ] [CONFIGURE ] NOMD: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T00:42:04.760596] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6425 tests
[2025-10-18T00:42:04.760677] [INFO ] [CONFIGURE ] NOMD: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:42:04.760728] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:42:04.892178] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:05.049145] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:05.182376] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:05.320218] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:05.452782] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:05.585924] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:05.721480] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:05.852660] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:05.988970] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:06.120580] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:06.120748] [INFO ] [CONFIGURE ] NOMD: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-18T00:42:06.120801] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6424 tests
[2025-10-18T00:42:06.120858] [INFO ] [CONFIGURE ] NOMD: Testing feature 3/29: add_daily_returns
[2025-10-18T00:42:06.120890] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-18T00:42:06.259132] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:06.398697] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:06.540421] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:06.687053] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:06.827338] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:06.970212] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:07.113552] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:07.256289] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:07.409456] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:42:07.557166] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:07.557314] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T00:42:07.557378] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6423 tests
[2025-10-18T00:42:07.557437] [INFO ] [CONFIGURE ] NOMD: Testing feature 4/29: add_ema
[2025-10-18T00:42:07.557470] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-18T00:42:07.711810] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:42:07.867149] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:08.027757] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:08.182549] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:08.337741] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:08.495175] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:08.651665] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:08.812068] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:08.976555] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:42:09.138368] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:09.138521] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_ema (score: 50.00%)
[2025-10-18T00:42:09.138564] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6422 tests
[2025-10-18T00:42:09.138599] [INFO ] [CONFIGURE ] NOMD: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:42:09.138630] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:42:09.304144] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:42:09.466823] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:09.630761] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:42:09.795104] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:09.958107] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:10.121776] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:10.287802] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:10.454452] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:10.619789] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:42:10.784877] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:42:10.785099] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T00:42:10.785149] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6421 tests
[2025-10-18T00:42:10.785185] [INFO ] [CONFIGURE ] NOMD: Testing feature 6/29: add_failed_moves
[2025-10-18T00:42:10.785221] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-18T00:42:10.927808] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:11.072264] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:11.216065] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:11.360600] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:11.506674] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:11.652801] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:11.799466] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:11.947460] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:12.095362] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:12.242539] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:12.242723] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:42:12.242779] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6420 tests
[2025-10-18T00:42:12.242815] [INFO ] [CONFIGURE ] NOMD: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:42:12.242847] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T00:42:12.380399] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:12.518798] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:12.656182] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:12.795722] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:12.938068] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:13.086888] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:13.237421] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:13.399904] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:13.571416] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:13.765011] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:13.765304] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T00:42:13.765382] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6419 tests
[2025-10-18T00:42:13.765438] [INFO ] [CONFIGURE ] NOMD: Testing feature 8/29: add_macd
[2025-10-18T00:42:13.765584] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T00:42:13.982804] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:14.212988] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:14.387485] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:42:14.562729] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:42:14.739509] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:14.916210] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:15.093464] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:15.271495] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:42:15.451806] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:42:15.639416] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:15.639626] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:42:15.639705] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6418 tests
[2025-10-18T00:42:15.639751] [INFO ] [CONFIGURE ] NOMD: Testing feature 9/29: add_mfi
[2025-10-18T00:42:15.639784] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-18T00:42:15.794607] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:15.948874] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:16.105054] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:16.267604] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:16.426533] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:16.582674] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:16.740865] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:16.900350] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:17.061783] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:42:17.244821] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:17.245070] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:42:17.245151] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6417 tests
[2025-10-18T00:42:17.245230] [INFO ] [CONFIGURE ] NOMD: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:42:17.245312] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:42:17.424377] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:17.598059] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:17.769486] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:17.941480] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:18.122946] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:18.295141] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:18.472419] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:18.647992] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:18.823800] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:42:19.002660] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:19.002798] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:42:19.002842] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6416 tests
[2025-10-18T00:42:19.002876] [INFO ] [CONFIGURE ] NOMD: Testing feature 11/29: add_obv_daily
[2025-10-18T00:42:19.002906] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-18T00:42:19.148832] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:19.297039] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:42:19.447343] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:19.595712] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:19.745628] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:19.893068] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:20.039555] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:20.217518] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:20.364424] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:42:20.513491] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:20.513665] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:42:20.513729] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6415 tests
[2025-10-18T00:42:20.513767] [INFO ] [CONFIGURE ] NOMD: Testing feature 12/29: add_obv_interval
[2025-10-18T00:42:20.513798] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-18T00:42:20.657333] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:20.804993] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:20.958615] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:21.107668] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:21.256966] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:21.406534] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:21.552825] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:21.705157] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:21.865142] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:22.026985] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:22.027155] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T00:42:22.027200] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6414 tests
[2025-10-18T00:42:22.027235] [INFO ] [CONFIGURE ] NOMD: Testing feature 13/29: add_opening_strength
[2025-10-18T00:42:22.027267] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:42:22.185958] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:22.340787] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:22.495203] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:22.649191] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:22.800213] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:22.951486] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:42:23.103312] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:23.290811] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:23.447826] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:23.607747] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:23.607880] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:42:23.607940] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6413 tests
[2025-10-18T00:42:23.607999] [INFO ] [CONFIGURE ] NOMD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:42:23.608032] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T00:42:23.764256] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:23.921295] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:42:24.084329] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:24.242456] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:24.400183] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:24.557698] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:42:24.716306] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:24.874886] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:25.040624] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:25.201725] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:25.201885] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T00:42:25.201929] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6412 tests
[2025-10-18T00:42:25.201963] [INFO ] [CONFIGURE ] NOMD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:42:25.201993] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T00:42:25.341579] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:25.482910] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:25.624233] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:25.766415] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:25.910070] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:26.054891] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:26.198101] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:26.343344] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:26.490487] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:26.638062] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:26.638218] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T00:42:26.638262] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6411 tests
[2025-10-18T00:42:26.638296] [INFO ] [CONFIGURE ] NOMD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:42:26.638328] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T00:42:26.782147] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:26.925443] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:27.069733] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:42:27.216068] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:27.363578] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:27.515207] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:42:27.667848] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:27.820628] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:27.976186] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:28.129819] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:28.129999] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:42:28.130043] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6410 tests
[2025-10-18T00:42:28.130078] [INFO ] [CONFIGURE ] NOMD: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:42:28.130110] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T00:42:28.280805] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:28.430619] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:28.583023] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:28.739292] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:28.909038] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:29.068522] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:29.225987] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:29.397071] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:29.556309] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:42:29.716941] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:42:29.717120] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T00:42:29.717165] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6409 tests
[2025-10-18T00:42:29.717200] [INFO ] [CONFIGURE ] NOMD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:42:29.717231] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T00:42:29.858900] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:30.001074] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:30.142605] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:30.285684] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:30.430458] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:30.580767] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:30.729990] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:30.880716] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:31.030062] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:42:31.180036] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:31.180192] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:42:31.180236] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6408 tests
[2025-10-18T00:42:31.180270] [INFO ] [CONFIGURE ] NOMD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:42:31.180301] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T00:42:31.323040] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:31.470370] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:31.616081] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:31.763578] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:31.911567] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:32.060599] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:32.208527] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:32.391582] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:32.543057] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:32.695150] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:32.695333] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:42:32.695395] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6407 tests
[2025-10-18T00:42:32.695433] [INFO ] [CONFIGURE ] NOMD: Testing feature 20/29: add_price_rejection
[2025-10-18T00:42:32.695463] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-18T00:42:32.849592] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:33.005094] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:42:33.158834] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:33.311395] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:33.471615] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:33.640437] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:33.810159] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:33.971519] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:34.135380] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:34.297494] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:34.297717] [INFO ] [CONFIGURE ] NOMD: KEPT add_price_rejection (score: 80.00%)
[2025-10-18T00:42:34.297778] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6406 tests
[2025-10-18T00:42:34.297817] [INFO ] [CONFIGURE ] NOMD: Testing feature 21/29: add_range_position
[2025-10-18T00:42:34.297850] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection', 'add_range_position']
[2025-10-18T00:42:34.481132] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:34.660997] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:34.839472] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:35.027908] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:35.210056] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:35.395684] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:35.578516] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:35.768944] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:35.956844] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:42:36.138989] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:42:36.139148] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:42:36.139191] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6405 tests
[2025-10-18T00:42:36.139227] [INFO ] [CONFIGURE ] NOMD: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:42:36.139260] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection', 'add_realized_volatility']
[2025-10-18T00:42:36.338172] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:36.531895] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:36.720118] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:36.908812] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:37.099578] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:37.290962] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:42:37.483399] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:37.672222] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:37.876257] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:42:38.074050] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:42:38.074221] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T00:42:38.074265] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6404 tests
[2025-10-18T00:42:38.074300] [INFO ] [CONFIGURE ] NOMD: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:42:38.074330] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection', 'add_recent_range_context']
[2025-10-18T00:42:38.237605] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:38.402036] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:38.564496] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:38.732659] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:38.904072] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:39.066383] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:39.233084] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:39.393592] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:39.553752] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:42:39.715071] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:39.715226] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T00:42:39.715269] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6403 tests
[2025-10-18T00:42:39.715303] [INFO ] [CONFIGURE ] NOMD: Testing feature 24/29: add_rsi
[2025-10-18T00:42:39.715335] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection', 'add_ema', 'add_rsi']
[2025-10-18T00:42:39.896991] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:40.081773] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:40.274070] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:40.472137] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:40.665011] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:40.852063] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:42:41.043324] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:41.233153] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:41.423048] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:42:41.608555] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:41.608747] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T00:42:41.608803] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6402 tests
[2025-10-18T00:42:41.608840] [INFO ] [CONFIGURE ] NOMD: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:42:41.608873] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection', 'add_tick_distribution']
[2025-10-18T00:42:41.770433] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:41.946627] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:42:42.121397] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:42.298308] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:42.461972] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:42.637326] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:42.796775] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:42.957153] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:43.118904] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:43.286290] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:43.286495] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T00:42:43.286557] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6401 tests
[2025-10-18T00:42:43.286595] [INFO ] [CONFIGURE ] NOMD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:42:43.286627] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection', 'add_volume_momentum_confirmation']
[2025-10-18T00:42:43.445084] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:43.603506] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:42:43.762956] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:43.927322] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:44.094357] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:44.266912] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:44.433172] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:44.611023] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:42:44.780632] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:44.954616] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:44.954889] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:42:44.954968] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6400 tests
[2025-10-18T00:42:44.955021] [INFO ] [CONFIGURE ] NOMD: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:42:44.955058] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection', 'add_volume_price_divergence']
[2025-10-18T00:42:45.118875] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:45.283505] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:45.451120] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:45.618320] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:45.783971] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:45.957877] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:46.126027] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:46.295320] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:46.464944] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:42:46.633716] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:46.633887] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:42:46.633931] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6399 tests
[2025-10-18T00:42:46.633966] [INFO ] [CONFIGURE ] NOMD: Testing feature 28/29: add_volume_profile
[2025-10-18T00:42:46.633997] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection', 'add_volume_profile']
[2025-10-18T00:42:46.791465] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:46.948422] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:47.106617] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:47.273179] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:47.443137] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:47.606813] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:42:47.770506] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:47.933688] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:42:48.107262] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:48.276097] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:48.276267] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:42:48.276311] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6398 tests
[2025-10-18T00:42:48.276345] [INFO ] [CONFIGURE ] NOMD: Testing feature 29/29: add_vwap
[2025-10-18T00:42:48.276377] [INFO ] [CONFIGURE ] NOMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection', 'add_vwap']
[2025-10-18T00:42:48.442376] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:42:48.607963] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:48.777619] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:42:48.944786] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:42:49.121331] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:49.296327] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:42:49.472371] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:42:49.650001] [DEBUG] [FORECASTER] NOMD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:42:49.827907] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:50.003853] [DEBUG] [FORECASTER] NOMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:50.004019] [INFO ] [CONFIGURE ] NOMD: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T00:42:50.004063] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6397 tests
[2025-10-18T00:42:50.004122] [INFO ] [CONFIGURE ] NOMD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:42:50.004178] [INFO ] [CONFIGURE ] NOMD: Best accuracy: 80.00%
[2025-10-18T00:42:50.004214] [INFO ] [CONFIGURE ] NOMD: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-18T00:42:50.004248] [INFO ] [CONFIGURE ] NOMD: Improvement over baseline: 30.00%
[2025-10-18T00:42:50.004277] [INFO ] [CONFIGURE ] NOMD: Total time: 46.4 seconds
[2025-10-18T00:42:50.004304] [INFO ] [CONFIGURE ] NOMD: Average time per feature: 1.6 seconds
[2025-10-18T00:42:50.004333] [INFO ] [CONFIGURE ] NOMD: Average speed: 0.62 features/sec
[2025-10-18T00:42:50.004956] [INFO ] [LOCAL     ] Saved configuration for NOMD: 3 features, 80.00% accuracy -> ./output/feature-sets/NOMD.json
[2025-10-18T00:42:50.005028] [INFO ] [CONFIGURE ] NOMD: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T00:42:50.005115] [INFO ] [sig       ] [161/380] Successfully configured NOMD | 0.02 sym/s | Total: 1.9h | ETA: 2.6h
[2025-10-18T00:42:50.005193] [INFO ] [sig       ] [162/380] Configuring NOV...
[2025-10-18T00:42:50.005264] [INFO ] [CONFIGURE ] NOV: Configurate test run.
[2025-10-18T00:42:50.005330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOV' from 'https://tdm.silogroup.org/data/derivative_storage/NOV.csv'.
[2025-10-18T00:42:50.020292] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOV'.
[2025-10-18T00:42:50.020957] [INFO ] [CONFIGURE ] NOV: Testing with 29 available features
[2025-10-18T00:42:50.021017] [INFO ] [CONFIGURE ] NOV: Establishing baseline with no features...
[2025-10-18T00:42:50.136662] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:42:50.246128] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:50.360613] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:42:50.469219] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:42:50.584304] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:50.693292] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:42:50.804929] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:42:50.914552] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:42:51.026735] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:51.139113] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:51.139277] [INFO ] [CONFIGURE ] NOV: Baseline score (no features): 60.00%
[2025-10-18T00:42:51.139334] [INFO ] [CONFIGURE ] NOV: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:42:51.139378] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:42:51.257888] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:42:51.377429] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:51.504671] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:42:51.624921] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:42:51.752841] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:51.879916] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:42:52.003417] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:42:52.129184] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:42:52.255991] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:52.383404] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:52.383578] [INFO ] [CONFIGURE ] NOV: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-18T00:42:52.383625] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6396 tests
[2025-10-18T00:42:52.383698] [INFO ] [CONFIGURE ] NOV: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:42:52.383747] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:42:52.527880] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:42:52.673570] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:52.816335] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:42:52.961312] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:42:53.111394] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:53.264676] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:42:53.410604] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:42:53.556163] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:42:53.698842] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:53.841156] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:53.841327] [INFO ] [CONFIGURE ] NOV: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T00:42:53.841371] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6395 tests
[2025-10-18T00:42:53.841406] [INFO ] [CONFIGURE ] NOV: Testing feature 3/29: add_daily_returns
[2025-10-18T00:42:53.841437] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:42:53.966620] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:42:54.101368] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:42:54.227860] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:42:54.350848] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:42:54.478793] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:54.605943] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:42:54.742002] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:42:54.884853] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:42:55.029618] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:55.171898] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:55.172088] [INFO ] [CONFIGURE ] NOV: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T00:42:55.172135] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6394 tests
[2025-10-18T00:42:55.172175] [INFO ] [CONFIGURE ] NOV: Testing feature 4/29: add_ema
[2025-10-18T00:42:55.172209] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:42:55.325875] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:42:55.483553] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:42:55.639553] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:42:55.779038] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:42:55.926820] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:56.066667] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:42:56.206103] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:42:56.345999] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:42:56.496268] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:56.669039] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:56.669227] [INFO ] [CONFIGURE ] NOV: KEPT add_ema (score: 90.00%)
[2025-10-18T00:42:56.669295] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6393 tests
[2025-10-18T00:42:56.669355] [INFO ] [CONFIGURE ] NOV: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:42:56.669394] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:42:56.830808] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:42:56.993705] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:42:57.159817] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:42:57.325361] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:42:57.492386] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:57.660184] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:42:57.825565] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:42:57.992473] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:42:58.160129] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:42:58.326406] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:58.326578] [INFO ] [CONFIGURE ] NOV: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T00:42:58.326622] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6392 tests
[2025-10-18T00:42:58.326693] [INFO ] [CONFIGURE ] NOV: Testing feature 6/29: add_failed_moves
[2025-10-18T00:42:58.326740] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-18T00:42:58.470200] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:42:58.614664] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:42:58.759884] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:42:58.905040] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:42:59.055744] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:42:59.202599] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:42:59.351360] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:42:59.501943] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:42:59.684149] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:42:59.835209] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:42:59.835451] [INFO ] [CONFIGURE ] NOV: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-18T00:42:59.835503] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6391 tests
[2025-10-18T00:42:59.835538] [INFO ] [CONFIGURE ] NOV: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:42:59.835570] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-18T00:42:59.971802] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:00.112325] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:00.248265] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:43:00.384040] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:00.521283] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:00.658675] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:00.796943] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:00.934903] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:01.073838] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:01.228136] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:01.228291] [INFO ] [CONFIGURE ] NOV: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-18T00:43:01.228334] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6390 tests
[2025-10-18T00:43:01.228369] [INFO ] [CONFIGURE ] NOV: Testing feature 8/29: add_macd
[2025-10-18T00:43:01.228400] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-18T00:43:01.403536] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:43:01.574533] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:43:01.740770] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:43:01.911825] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:02.090342] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:02.265418] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:02.441196] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:02.619099] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:02.794124] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:02.974866] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:02.975101] [INFO ] [CONFIGURE ] NOV: DISCARDED add_macd (score: 70.00%)
[2025-10-18T00:43:02.975155] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6389 tests
[2025-10-18T00:43:02.975202] [INFO ] [CONFIGURE ] NOV: Testing feature 9/29: add_mfi
[2025-10-18T00:43:02.975236] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-18T00:43:03.143807] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:03.307419] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:03.476491] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:43:03.637507] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:03.790416] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:03.949765] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:04.124512] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:04.296014] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:04.469499] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:04.638100] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:04.638296] [INFO ] [CONFIGURE ] NOV: DISCARDED add_mfi (score: 90.00%)
[2025-10-18T00:43:04.638343] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6388 tests
[2025-10-18T00:43:04.638380] [INFO ] [CONFIGURE ] NOV: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:43:04.638414] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:43:04.821239] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:05.013216] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:43:05.197229] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:05.383112] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:05.569699] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:05.791813] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:05.967302] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:43:06.153078] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:06.360226] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:06.611586] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:06.611879] [INFO ] [CONFIGURE ] NOV: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:43:06.611952] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6387 tests
[2025-10-18T00:43:06.612010] [INFO ] [CONFIGURE ] NOV: Testing feature 11/29: add_obv_daily
[2025-10-18T00:43:06.612057] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily']
[2025-10-18T00:43:06.813797] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:06.985471] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:43:07.134467] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:43:07.297827] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:43:07.441193] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:07.583912] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:07.726897] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:07.870401] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:08.011564] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:43:08.151898] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:08.152036] [INFO ] [CONFIGURE ] NOV: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:43:08.152079] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6386 tests
[2025-10-18T00:43:08.152113] [INFO ] [CONFIGURE ] NOV: Testing feature 12/29: add_obv_interval
[2025-10-18T00:43:08.152143] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval']
[2025-10-18T00:43:08.285889] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:08.419140] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:08.553167] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:43:08.687892] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:08.824438] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:08.961338] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:09.102981] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:09.238624] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:09.376331] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:09.511752] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:09.511912] [INFO ] [CONFIGURE ] NOV: DISCARDED add_obv_interval (score: 90.00%)
[2025-10-18T00:43:09.511956] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6385 tests
[2025-10-18T00:43:09.512011] [INFO ] [CONFIGURE ] NOV: Testing feature 13/29: add_opening_strength
[2025-10-18T00:43:09.512045] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:43:09.652761] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:09.793461] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:09.934950] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:10.077758] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:10.222093] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:10.364779] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:10.508746] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:10.653142] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:10.798199] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:43:10.943876] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:10.944007] [INFO ] [CONFIGURE ] NOV: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T00:43:10.944050] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6384 tests
[2025-10-18T00:43:10.944085] [INFO ] [CONFIGURE ] NOV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:43:10.944115] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance']
[2025-10-18T00:43:11.090664] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:11.236049] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:11.389094] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:43:11.544264] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:11.692705] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:11.841362] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:11.990255] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:12.139390] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:12.289018] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:43:12.438421] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:12.438593] [INFO ] [CONFIGURE ] NOV: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T00:43:12.438639] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6383 tests
[2025-10-18T00:43:12.438724] [INFO ] [CONFIGURE ] NOV: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:43:12.438762] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-18T00:43:12.568595] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:12.698453] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:43:12.829250] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:43:12.961013] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:13.093903] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:13.226234] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:13.362594] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:13.496780] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:13.631213] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:13.769384] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:13.769588] [INFO ] [CONFIGURE ] NOV: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T00:43:13.769673] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6382 tests
[2025-10-18T00:43:13.769729] [INFO ] [CONFIGURE ] NOV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:43:13.769765] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-18T00:43:13.925326] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:14.083697] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:14.240922] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:14.400936] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:14.564061] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:14.730555] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:14.894364] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:15.051897] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:15.214742] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:15.361817] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:15.361996] [INFO ] [CONFIGURE ] NOV: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T00:43:15.362041] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6381 tests
[2025-10-18T00:43:15.362076] [INFO ] [CONFIGURE ] NOV: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:43:15.362108] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d']
[2025-10-18T00:43:15.509943] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:15.673058] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:15.823920] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:43:15.976718] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:16.126250] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:16.273328] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:16.420020] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:16.567143] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:16.716576] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:16.875489] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:16.875685] [INFO ] [CONFIGURE ] NOV: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-18T00:43:16.875747] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6380 tests
[2025-10-18T00:43:16.875786] [INFO ] [CONFIGURE ] NOV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:43:16.875818] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-18T00:43:17.011630] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:17.148030] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:17.282786] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:43:17.424306] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:17.562870] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:17.706304] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:17.879634] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:18.017039] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:18.159801] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:18.302212] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:18.302385] [INFO ] [CONFIGURE ] NOV: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-18T00:43:18.302429] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6379 tests
[2025-10-18T00:43:18.302467] [INFO ] [CONFIGURE ] NOV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:43:18.302502] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-18T00:43:18.435168] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:18.567056] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:18.698937] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:43:18.846700] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:18.985416] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:19.129917] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:19.268368] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:19.406717] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:19.546030] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:19.684460] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:19.684627] [INFO ] [CONFIGURE ] NOV: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T00:43:19.684716] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6378 tests
[2025-10-18T00:43:19.684762] [INFO ] [CONFIGURE ] NOV: Testing feature 20/29: add_price_rejection
[2025-10-18T00:43:19.684847] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection']
[2025-10-18T00:43:19.845785] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:19.992416] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:43:20.140419] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:20.292221] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:20.450131] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:20.602239] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:20.760965] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:20.925202] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:21.086808] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:21.246370] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:21.246543] [INFO ] [CONFIGURE ] NOV: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:43:21.246588] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6377 tests
[2025-10-18T00:43:21.246626] [INFO ] [CONFIGURE ] NOV: Testing feature 21/29: add_range_position
[2025-10-18T00:43:21.246693] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position']
[2025-10-18T00:43:21.408150] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:21.569343] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:43:21.726289] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:21.880455] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:22.035075] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:22.194809] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:22.347142] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:22.499521] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:22.652200] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:22.809364] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:22.809551] [INFO ] [CONFIGURE ] NOV: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:43:22.809597] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6376 tests
[2025-10-18T00:43:22.809634] [INFO ] [CONFIGURE ] NOV: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:43:22.809717] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility']
[2025-10-18T00:43:22.976889] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:23.146717] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:23.315855] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:43:23.485839] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:23.657046] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:23.829738] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:24.005437] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:24.188617] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:24.377412] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:43:24.572048] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:24.572290] [INFO ] [CONFIGURE ] NOV: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T00:43:24.572380] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6375 tests
[2025-10-18T00:43:24.572449] [INFO ] [CONFIGURE ] NOV: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:43:24.572518] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context']
[2025-10-18T00:43:24.744168] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:24.913799] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:25.084479] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:43:25.258376] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:25.417993] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:25.572694] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:25.727806] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:25.899176] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:26.070479] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:26.242885] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:26.243072] [INFO ] [CONFIGURE ] NOV: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T00:43:26.243121] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6374 tests
[2025-10-18T00:43:26.243158] [INFO ] [CONFIGURE ] NOV: Testing feature 24/29: add_rsi
[2025-10-18T00:43:26.243189] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T00:43:26.411456] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:26.577907] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:43:26.744971] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:43:26.958916] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:27.131214] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:27.291636] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:27.445256] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:27.599446] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:27.754569] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:27.908605] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:27.908863] [INFO ] [CONFIGURE ] NOV: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T00:43:27.908912] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6373 tests
[2025-10-18T00:43:27.908948] [INFO ] [CONFIGURE ] NOV: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:43:27.908980] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution']
[2025-10-18T00:43:28.051755] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:28.194273] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:28.338828] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:43:28.499770] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:28.656044] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:28.820664] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:28.985734] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:29.149557] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:29.313243] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:29.481528] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:29.481795] [INFO ] [CONFIGURE ] NOV: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T00:43:29.481855] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6372 tests
[2025-10-18T00:43:29.481894] [INFO ] [CONFIGURE ] NOV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:43:29.481927] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-18T00:43:29.649381] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:29.808108] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:43:29.986108] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:43:30.137537] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:30.288736] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:30.444978] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:30.608921] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:30.770879] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:30.934902] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:31.093096] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:31.093282] [INFO ] [CONFIGURE ] NOV: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T00:43:31.093337] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6371 tests
[2025-10-18T00:43:31.093378] [INFO ] [CONFIGURE ] NOV: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:43:31.093410] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence']
[2025-10-18T00:43:31.256195] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:31.417515] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:31.582168] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:31.765059] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:31.953096] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:32.122436] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:32.287082] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:32.458003] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:32.641315] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:32.803319] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:32.803471] [INFO ] [CONFIGURE ] NOV: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T00:43:32.803514] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6370 tests
[2025-10-18T00:43:32.803550] [INFO ] [CONFIGURE ] NOV: Testing feature 28/29: add_volume_profile
[2025-10-18T00:43:32.803582] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile']
[2025-10-18T00:43:32.953152] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:33.099386] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:33.243298] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:43:33.386817] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:43:33.532397] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:33.677040] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:33.821453] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:43:33.968508] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:34.119056] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:43:34.272779] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:34.272972] [INFO ] [CONFIGURE ] NOV: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:43:34.273018] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6369 tests
[2025-10-18T00:43:34.273055] [INFO ] [CONFIGURE ] NOV: Testing feature 29/29: add_vwap
[2025-10-18T00:43:34.273088] [INFO ] [CONFIGURE ] NOV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap']
[2025-10-18T00:43:34.428846] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:43:34.583791] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:43:34.736063] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:43:34.886938] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:35.043556] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:35.195255] [DEBUG] [FORECASTER] NOV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:43:35.348904] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:35.501467] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:35.656687] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:43:35.813113] [DEBUG] [FORECASTER] NOV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:35.813320] [INFO ] [CONFIGURE ] NOV: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T00:43:35.813382] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6368 tests
[2025-10-18T00:43:35.813421] [INFO ] [CONFIGURE ] NOV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:43:35.813453] [INFO ] [CONFIGURE ] NOV: Best accuracy: 90.00%
[2025-10-18T00:43:35.813484] [INFO ] [CONFIGURE ] NOV: Best feature set (2 features): ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:43:35.813513] [INFO ] [CONFIGURE ] NOV: Improvement over baseline: 30.00%
[2025-10-18T00:43:35.813541] [INFO ] [CONFIGURE ] NOV: Total time: 44.7 seconds
[2025-10-18T00:43:35.813567] [INFO ] [CONFIGURE ] NOV: Average time per feature: 1.5 seconds
[2025-10-18T00:43:35.813595] [INFO ] [CONFIGURE ] NOV: Average speed: 0.65 features/sec
[2025-10-18T00:43:35.814274] [INFO ] [LOCAL     ] Saved configuration for NOV: 2 features, 90.00% accuracy -> ./output/feature-sets/NOV.json
[2025-10-18T00:43:35.814339] [INFO ] [CONFIGURE ] NOV: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-18T00:43:35.814400] [INFO ] [sig       ] [162/380] Successfully configured NOV | 0.02 sym/s | Total: 1.9h | ETA: 2.6h
[2025-10-18T00:43:35.814436] [INFO ] [sig       ] [163/380] Configuring NOW...
[2025-10-18T00:43:35.814466] [INFO ] [CONFIGURE ] NOW: Configurate test run.
[2025-10-18T00:43:35.814495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOW' from 'https://tdm.silogroup.org/data/derivative_storage/NOW.csv'.
[2025-10-18T00:43:35.825971] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NOW'.
[2025-10-18T00:43:35.826418] [INFO ] [CONFIGURE ] NOW: Testing with 29 available features
[2025-10-18T00:43:35.826475] [INFO ] [CONFIGURE ] NOW: Establishing baseline with no features...
[2025-10-18T00:43:35.939749] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:36.062319] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:36.172294] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:36.282942] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:36.395600] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:43:36.506858] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:43:36.619192] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:36.730914] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:36.843470] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:43:36.955952] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:36.956097] [INFO ] [CONFIGURE ] NOW: Baseline score (no features): 60.00%
[2025-10-18T00:43:36.956142] [INFO ] [CONFIGURE ] NOW: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:43:36.956175] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:43:37.078693] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:37.202967] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:37.325529] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:37.449154] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:43:37.574072] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:43:37.699170] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:43:37.828303] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:43:37.955104] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:38.082545] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:43:38.210254] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:38.210446] [INFO ] [CONFIGURE ] NOW: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T00:43:38.210491] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6367 tests
[2025-10-18T00:43:38.210526] [INFO ] [CONFIGURE ] NOW: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:43:38.210557] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:43:38.337179] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:43:38.464207] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:43:38.592121] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:38.720790] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:38.851035] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:38.981882] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:43:39.116742] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:39.252018] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:39.386316] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:43:39.527465] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:39.527630] [INFO ] [CONFIGURE ] NOW: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T00:43:39.527709] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6366 tests
[2025-10-18T00:43:39.527753] [INFO ] [CONFIGURE ] NOW: Testing feature 3/29: add_daily_returns
[2025-10-18T00:43:39.527784] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns']
[2025-10-18T00:43:39.644230] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:39.761804] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:39.878059] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:39.994554] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:40.115720] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:40.242966] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:43:40.366145] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:40.494749] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:40.628103] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:43:40.759509] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:40.759719] [INFO ] [CONFIGURE ] NOW: KEPT add_daily_returns (score: 80.00%)
[2025-10-18T00:43:40.759779] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6365 tests
[2025-10-18T00:43:40.759818] [INFO ] [CONFIGURE ] NOW: Testing feature 4/29: add_ema
[2025-10-18T00:43:40.759850] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T00:43:40.914727] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:41.059831] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:43:41.194724] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:41.331228] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:41.468032] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:41.605479] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:43:41.744243] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:41.885843] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:42.025039] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:43:42.166227] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:42.166443] [INFO ] [CONFIGURE ] NOW: DISCARDED add_ema (score: 70.00%)
[2025-10-18T00:43:42.166495] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6364 tests
[2025-10-18T00:43:42.166531] [INFO ] [CONFIGURE ] NOW: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:43:42.166563] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:43:42.310718] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:42.454036] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:42.599051] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:42.745977] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:42.895587] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:43.051994] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:43:43.205825] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:43.356763] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:43.509973] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:43:43.659516] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:43.659732] [INFO ] [CONFIGURE ] NOW: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-18T00:43:43.659791] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6363 tests
[2025-10-18T00:43:43.659830] [INFO ] [CONFIGURE ] NOW: Testing feature 6/29: add_failed_moves
[2025-10-18T00:43:43.659863] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-18T00:43:43.787328] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:43.915557] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:44.044842] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:44.171885] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:44.302759] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:44.429148] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:43:44.559829] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:44.686522] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:44.815141] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:43:44.943557] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:44.943725] [INFO ] [CONFIGURE ] NOW: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T00:43:44.943780] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6362 tests
[2025-10-18T00:43:44.943817] [INFO ] [CONFIGURE ] NOW: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:43:44.943848] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-18T00:43:45.061048] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:45.177612] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:45.296383] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:45.413396] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:45.531836] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:45.651085] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:43:45.771820] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:45.897784] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:46.021932] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:43:46.145484] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:46.145668] [INFO ] [CONFIGURE ] NOW: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T00:43:46.145730] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6361 tests
[2025-10-18T00:43:46.145767] [INFO ] [CONFIGURE ] NOW: Testing feature 8/29: add_macd
[2025-10-18T00:43:46.145850] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T00:43:46.302281] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:46.461602] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:46.615781] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:46.774040] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:46.933006] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:47.096225] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:43:47.260946] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:47.420874] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:47.581359] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:43:47.742964] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:47.743125] [INFO ] [CONFIGURE ] NOW: DISCARDED add_macd (score: 80.00%)
[2025-10-18T00:43:47.743173] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6360 tests
[2025-10-18T00:43:47.743209] [INFO ] [CONFIGURE ] NOW: Testing feature 9/29: add_mfi
[2025-10-18T00:43:47.743241] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-18T00:43:47.877524] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:48.012323] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:48.197488] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:48.332954] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:48.467880] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:48.608771] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:43:48.749895] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:48.882704] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:49.015104] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:43:49.153240] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:49.153384] [INFO ] [CONFIGURE ] NOW: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T00:43:49.153435] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6359 tests
[2025-10-18T00:43:49.153477] [INFO ] [CONFIGURE ] NOW: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:43:49.153516] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:43:49.301027] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:49.448850] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:43:49.593708] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:49.738814] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:49.886207] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:43:50.032547] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:43:50.180385] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:50.329500] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:50.480960] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:43:50.630730] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:50.630884] [INFO ] [CONFIGURE ] NOW: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T00:43:50.630929] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6358 tests
[2025-10-18T00:43:50.630963] [INFO ] [CONFIGURE ] NOW: Testing feature 11/29: add_obv_daily
[2025-10-18T00:43:50.630993] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-18T00:43:50.752589] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:50.877091] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:43:51.006396] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:51.130803] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:51.257149] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:51.390712] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:43:51.517852] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:51.650933] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:51.779997] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:43:51.908472] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:51.908612] [INFO ] [CONFIGURE ] NOW: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:43:51.908689] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6357 tests
[2025-10-18T00:43:51.908743] [INFO ] [CONFIGURE ] NOW: Testing feature 12/29: add_obv_interval
[2025-10-18T00:43:51.908776] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-18T00:43:52.027258] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:52.145847] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:52.266149] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:52.387548] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:52.509159] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:52.631942] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:43:52.757463] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:52.879776] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:43:53.001664] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:43:53.124905] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:53.125051] [INFO ] [CONFIGURE ] NOW: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T00:43:53.125096] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6356 tests
[2025-10-18T00:43:53.125132] [INFO ] [CONFIGURE ] NOW: Testing feature 13/29: add_opening_strength
[2025-10-18T00:43:53.125163] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:43:53.248303] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:53.371866] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:43:53.496153] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:53.618869] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:53.745477] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:53.872231] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:43:53.999302] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:43:54.137454] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:54.266311] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:43:54.393874] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:54.394022] [INFO ] [CONFIGURE ] NOW: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:43:54.394065] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6355 tests
[2025-10-18T00:43:54.394099] [INFO ] [CONFIGURE ] NOW: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:43:54.394129] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T00:43:54.528674] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:54.665441] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:54.802624] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:54.942205] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:55.081826] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:43:55.220181] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:43:55.357708] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:55.495592] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:55.634713] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:43:55.773103] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:55.773242] [INFO ] [CONFIGURE ] NOW: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T00:43:55.773285] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6354 tests
[2025-10-18T00:43:55.773318] [INFO ] [CONFIGURE ] NOW: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:43:55.773348] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T00:43:55.889673] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:56.007437] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:43:56.123868] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:56.241439] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:56.359766] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:56.479012] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:43:56.598244] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:56.717249] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:43:56.840612] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:43:56.962599] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:56.962804] [INFO ] [CONFIGURE ] NOW: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:43:56.962934] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6353 tests
[2025-10-18T00:43:56.962993] [INFO ] [CONFIGURE ] NOW: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:43:56.963029] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T00:43:57.094784] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:57.252922] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:43:57.382920] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:57.511881] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:57.642282] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:57.770568] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:43:57.897405] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:58.025859] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:43:58.156036] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:43:58.285611] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:58.285798] [INFO ] [CONFIGURE ] NOW: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:43:58.285852] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6352 tests
[2025-10-18T00:43:58.285887] [INFO ] [CONFIGURE ] NOW: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:43:58.285917] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T00:43:58.415605] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:58.545779] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:58.676640] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:43:58.808332] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:43:58.942713] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:43:59.076397] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:43:59.210747] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:43:59.342478] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:43:59.476447] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:43:59.614826] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:43:59.614996] [INFO ] [CONFIGURE ] NOW: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T00:43:59.615054] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6351 tests
[2025-10-18T00:43:59.615091] [INFO ] [CONFIGURE ] NOW: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:43:59.615123] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T00:43:59.731829] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:43:59.847795] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:43:59.963493] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:00.083661] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:00.202824] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:44:00.321735] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:44:00.440691] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:44:00.576927] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:44:00.698330] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:44:00.818433] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:44:00.818574] [INFO ] [CONFIGURE ] NOW: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:44:00.818618] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6350 tests
[2025-10-18T00:44:00.818679] [INFO ] [CONFIGURE ] NOW: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:44:00.818730] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T00:44:00.935540] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:01.052765] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:44:01.170352] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:01.288479] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:01.414899] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:44:01.546182] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:44:01.674691] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:44:01.801303] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:44:01.927246] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:44:02.052571] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:44:02.052788] [INFO ] [CONFIGURE ] NOW: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:44:02.052840] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6349 tests
[2025-10-18T00:44:02.052876] [INFO ] [CONFIGURE ] NOW: Testing feature 20/29: add_price_rejection
[2025-10-18T00:44:02.052908] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-18T00:44:02.192107] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:02.345593] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:44:02.490969] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:02.636885] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:02.783566] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:44:02.934915] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:44:03.086616] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:44:03.237514] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:44:03.382897] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:44:03.530312] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:44:03.530602] [INFO ] [CONFIGURE ] NOW: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:44:03.530692] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6348 tests
[2025-10-18T00:44:03.530747] [INFO ] [CONFIGURE ] NOW: Testing feature 21/29: add_range_position
[2025-10-18T00:44:03.530787] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-18T00:44:03.700836] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:03.855208] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:44:04.001454] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:04.158136] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:04.311918] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:44:04.465733] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:44:04.612836] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:44:04.759473] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:44:04.903003] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:44:05.050363] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:44:05.050548] [INFO ] [CONFIGURE ] NOW: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T00:44:05.050594] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6347 tests
[2025-10-18T00:44:05.050628] [INFO ] [CONFIGURE ] NOW: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:44:05.050696] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-10-18T00:44:05.209170] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:05.362444] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:44:05.514811] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:05.671925] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:05.835546] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:44:06.001938] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:44:06.158954] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:44:06.318777] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:44:06.491971] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:44:06.652748] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:44:06.652889] [INFO ] [CONFIGURE ] NOW: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:44:06.652934] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6346 tests
[2025-10-18T00:44:06.652967] [INFO ] [CONFIGURE ] NOW: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:44:06.652997] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-10-18T00:44:06.791120] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:06.919724] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:44:07.053917] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:07.194169] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:07.328491] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:44:07.462059] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:44:07.594904] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:44:07.733337] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:44:07.866090] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:44:08.001528] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:44:08.001712] [INFO ] [CONFIGURE ] NOW: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T00:44:08.001769] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6345 tests
[2025-10-18T00:44:08.001806] [INFO ] [CONFIGURE ] NOW: Testing feature 24/29: add_rsi
[2025-10-18T00:44:08.001839] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T00:44:08.148823] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:08.295536] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:44:08.445713] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:08.593883] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:08.740969] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:44:08.891162] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:44:09.044479] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:44:09.199405] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:44:09.351071] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:44:09.501011] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:44:09.501177] [INFO ] [CONFIGURE ] NOW: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:44:09.501220] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6344 tests
[2025-10-18T00:44:09.501254] [INFO ] [CONFIGURE ] NOW: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:44:09.501286] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-10-18T00:44:09.631145] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:09.784997] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:44:09.908028] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:10.032810] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:10.160863] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:44:10.292292] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:44:10.416921] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:44:10.541976] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:44:10.668931] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:44:10.794410] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:44:10.794564] [INFO ] [CONFIGURE ] NOW: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:44:10.794628] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6343 tests
[2025-10-18T00:44:10.794708] [INFO ] [CONFIGURE ] NOW: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:44:10.794748] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T00:44:10.914343] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:11.032811] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:44:11.152031] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:11.283411] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:11.410729] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:44:11.539374] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:44:11.670839] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:44:11.799353] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:44:11.928767] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:44:12.052425] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:44:12.052584] [INFO ] [CONFIGURE ] NOW: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T00:44:12.052627] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6342 tests
[2025-10-18T00:44:12.052697] [INFO ] [CONFIGURE ] NOW: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:44:12.052743] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-10-18T00:44:12.187089] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:12.324019] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:44:12.461133] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:12.597783] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:12.740048] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:44:12.883394] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:44:13.012759] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:44:13.142445] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:44:13.273613] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:44:13.407587] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:44:13.407780] [INFO ] [CONFIGURE ] NOW: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T00:44:13.407832] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6341 tests
[2025-10-18T00:44:13.407868] [INFO ] [CONFIGURE ] NOW: Testing feature 28/29: add_volume_profile
[2025-10-18T00:44:13.407969] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-10-18T00:44:13.525716] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:13.643465] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:44:13.763085] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:13.883178] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:14.005948] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:44:14.131768] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:44:14.263044] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:44:14.382978] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:44:14.506588] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:44:14.639218] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:44:14.639520] [INFO ] [CONFIGURE ] NOW: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T00:44:14.639585] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6340 tests
[2025-10-18T00:44:14.639624] [INFO ] [CONFIGURE ] NOW: Testing feature 29/29: add_vwap
[2025-10-18T00:44:14.639695] [INFO ] [CONFIGURE ] NOW: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-10-18T00:44:14.789142] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:14.964413] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:44:15.115375] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:15.283540] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:15.413608] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:44:15.545714] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:44:15.682343] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:44:15.808291] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:44:15.934406] [DEBUG] [FORECASTER] NOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:44:16.058429] [DEBUG] [FORECASTER] NOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:44:16.058574] [INFO ] [CONFIGURE ] NOW: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T00:44:16.058617] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6339 tests
[2025-10-18T00:44:16.058698] [INFO ] [CONFIGURE ] NOW: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:44:16.058754] [INFO ] [CONFIGURE ] NOW: Best accuracy: 80.00%
[2025-10-18T00:44:16.058788] [INFO ] [CONFIGURE ] NOW: Best feature set (1 features): ['add_daily_returns']
[2025-10-18T00:44:16.058817] [INFO ] [CONFIGURE ] NOW: Improvement over baseline: 20.00%
[2025-10-18T00:44:16.058844] [INFO ] [CONFIGURE ] NOW: Total time: 39.1 seconds
[2025-10-18T00:44:16.058871] [INFO ] [CONFIGURE ] NOW: Average time per feature: 1.3 seconds
[2025-10-18T00:44:16.058898] [INFO ] [CONFIGURE ] NOW: Average speed: 0.74 features/sec
[2025-10-18T00:44:16.059306] [INFO ] [LOCAL     ] Saved configuration for NOW: 1 features, 80.00% accuracy -> ./output/feature-sets/NOW.json
[2025-10-18T00:44:16.059363] [INFO ] [CONFIGURE ] NOW: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-18T00:44:16.059418] [INFO ] [sig       ] [163/380] Successfully configured NOW | 0.02 sym/s | Total: 1.9h | ETA: 2.6h
[2025-10-18T00:44:16.059485] [INFO ] [sig       ] [164/380] Configuring NPCT...
[2025-10-18T00:44:16.059551] [INFO ] [CONFIGURE ] NPCT: Configurate test run.
[2025-10-18T00:44:16.059606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCT' from 'https://tdm.silogroup.org/data/derivative_storage/NPCT.csv'.
[2025-10-18T00:44:16.072089] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NPCT'.
[2025-10-18T00:44:16.072445] [INFO ] [CONFIGURE ] NPCT: Testing with 29 available features
[2025-10-18T00:44:16.072502] [INFO ] [CONFIGURE ] NPCT: Establishing baseline with no features...
[2025-10-18T00:44:16.170663] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:16.268668] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:44:16.368061] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:16.469284] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:44:16.575338] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:16.676096] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:16.778412] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:16.879865] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:44:16.985807] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:17.093432] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:17.093598] [INFO ] [CONFIGURE ] NPCT: Baseline score (no features): 30.00%
[2025-10-18T00:44:17.093692] [INFO ] [CONFIGURE ] NPCT: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:44:17.093745] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:44:17.208031] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:17.320629] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:44:17.443218] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:17.553987] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:44:17.665974] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:17.783156] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:17.897633] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:18.012267] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:18.127826] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:18.245540] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:18.245728] [INFO ] [CONFIGURE ] NPCT: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-18T00:44:18.245782] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6338 tests
[2025-10-18T00:44:18.245818] [INFO ] [CONFIGURE ] NPCT: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:44:18.245891] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:44:18.374067] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:18.503734] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:44:18.634002] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:18.765678] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:44:18.904559] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:19.035555] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:19.169747] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:19.305232] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:19.441077] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:19.573972] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:19.574116] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T00:44:19.574159] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6337 tests
[2025-10-18T00:44:19.574193] [INFO ] [CONFIGURE ] NPCT: Testing feature 3/29: add_daily_returns
[2025-10-18T00:44:19.574224] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:44:19.692451] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:19.815490] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:44:19.933539] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:20.052213] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:20.170591] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:20.290729] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:20.411573] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:20.535906] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:20.662809] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:20.788633] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:20.788808] [INFO ] [CONFIGURE ] NPCT: KEPT add_daily_returns (score: 60.00%)
[2025-10-18T00:44:20.788853] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6336 tests
[2025-10-18T00:44:20.788888] [INFO ] [CONFIGURE ] NPCT: Testing feature 4/29: add_ema
[2025-10-18T00:44:20.788917] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T00:44:20.926054] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:21.067983] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:44:21.209539] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:21.367716] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:21.518579] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:21.669680] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:21.825626] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:21.987010] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:22.131576] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:22.274030] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:22.274204] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_ema (score: 50.00%)
[2025-10-18T00:44:22.274252] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6335 tests
[2025-10-18T00:44:22.274289] [INFO ] [CONFIGURE ] NPCT: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:44:22.274321] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:44:22.422982] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:22.579058] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:44:22.736502] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:22.882997] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:23.036356] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:23.187476] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:44:23.336945] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:23.489348] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:44:23.638587] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:23.789474] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:23.789694] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:44:23.789757] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6334 tests
[2025-10-18T00:44:23.789797] [INFO ] [CONFIGURE ] NPCT: Testing feature 6/29: add_failed_moves
[2025-10-18T00:44:23.789829] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T00:44:23.919580] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:24.052804] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:44:24.181962] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:24.315281] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:24.456748] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:24.591286] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:24.726930] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:24.860471] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:24.994826] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:25.130821] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:25.131070] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:44:25.131119] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6333 tests
[2025-10-18T00:44:25.131153] [INFO ] [CONFIGURE ] NPCT: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:44:25.131184] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T00:44:25.255135] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:25.378569] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:44:25.503245] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:25.628794] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:25.747145] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:25.866550] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:25.985787] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:26.111282] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:44:26.245405] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:26.374492] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:26.374694] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T00:44:26.374754] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6332 tests
[2025-10-18T00:44:26.374792] [INFO ] [CONFIGURE ] NPCT: Testing feature 8/29: add_macd
[2025-10-18T00:44:26.374824] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T00:44:26.535308] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:26.689119] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:44:26.846708] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:27.000740] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:44:27.155901] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:27.311734] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:27.468455] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:27.628356] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:44:27.794192] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:27.992270] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:27.992451] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_macd (score: 30.00%)
[2025-10-18T00:44:27.992495] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6331 tests
[2025-10-18T00:44:27.992530] [INFO ] [CONFIGURE ] NPCT: Testing feature 9/29: add_mfi
[2025-10-18T00:44:27.992561] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-18T00:44:28.139047] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:28.280470] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:44:28.420597] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:28.563849] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:28.704435] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:28.845879] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:28.988405] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:29.132252] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:29.283356] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:29.430853] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:29.431068] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:44:29.431132] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6330 tests
[2025-10-18T00:44:29.431171] [INFO ] [CONFIGURE ] NPCT: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:44:29.431203] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:44:29.585338] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:29.739971] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:44:29.893477] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:30.050408] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:30.207172] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:30.365022] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:30.526236] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:30.697348] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:44:30.864613] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:31.048561] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:31.048805] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:44:31.048881] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6329 tests
[2025-10-18T00:44:31.048918] [INFO ] [CONFIGURE ] NPCT: Testing feature 11/29: add_obv_daily
[2025-10-18T00:44:31.048949] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T00:44:31.182237] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:31.314783] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:44:31.448259] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:31.581710] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:31.714506] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:31.849669] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:44:31.978634] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:32.108593] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:44:32.237192] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:32.371221] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:44:32.371398] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:44:32.371442] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6328 tests
[2025-10-18T00:44:32.371477] [INFO ] [CONFIGURE ] NPCT: Testing feature 12/29: add_obv_interval
[2025-10-18T00:44:32.371508] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T00:44:32.495595] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:32.619767] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:44:32.744988] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:32.869694] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:32.996360] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:33.129565] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:33.259393] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:33.390879] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:33.522190] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:33.656423] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:33.656616] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T00:44:33.656694] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6327 tests
[2025-10-18T00:44:33.656764] [INFO ] [CONFIGURE ] NPCT: Testing feature 13/29: add_opening_strength
[2025-10-18T00:44:33.656848] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:44:33.789000] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:33.919634] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:44:34.058609] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:34.191639] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:34.329548] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:34.485285] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:34.636043] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:34.791233] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:44:34.944046] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:35.099414] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:35.099604] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T00:44:35.099677] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6326 tests
[2025-10-18T00:44:35.099738] [INFO ] [CONFIGURE ] NPCT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:44:35.099773] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T00:44:35.256753] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:35.417333] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:44:35.586000] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:35.744689] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:35.889823] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:36.038673] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:36.191713] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:36.343849] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:36.495861] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:36.646765] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:36.646923] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:44:36.646969] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6325 tests
[2025-10-18T00:44:36.647004] [INFO ] [CONFIGURE ] NPCT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:44:36.647036] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T00:44:36.780492] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:36.907736] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:44:37.066495] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:37.210018] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:37.336427] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:37.466976] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:37.599181] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:37.730357] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:37.861532] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:37.994300] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:37.994469] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:44:37.994512] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6324 tests
[2025-10-18T00:44:37.994568] [INFO ] [CONFIGURE ] NPCT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:44:37.994600] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T00:44:38.134380] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:38.271632] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:44:38.408511] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:38.546202] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:38.684491] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:38.822393] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:38.961831] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:39.102012] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:39.253845] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:39.394552] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:39.394763] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:44:39.394817] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6323 tests
[2025-10-18T00:44:39.394854] [INFO ] [CONFIGURE ] NPCT: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:44:39.394886] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T00:44:39.535111] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:39.679173] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:44:39.819369] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:39.960491] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:40.135184] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:40.279847] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:40.423620] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:40.570077] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:40.713289] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:40.859269] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:40.859453] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T00:44:40.859497] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6322 tests
[2025-10-18T00:44:40.859533] [INFO ] [CONFIGURE ] NPCT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:44:40.859566] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T00:44:40.988153] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:41.115729] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:44:41.244115] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:41.376214] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:41.507995] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:41.637564] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:41.774002] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:41.905621] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:42.038977] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:42.175515] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:42.175725] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:44:42.175782] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6321 tests
[2025-10-18T00:44:42.175819] [INFO ] [CONFIGURE ] NPCT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:44:42.175850] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T00:44:42.302233] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:42.429214] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:44:42.556916] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:42.682927] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:42.809231] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:42.937536] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:43.072712] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:43.200556] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:43.331089] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:43.462991] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:43.463148] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T00:44:43.463195] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6320 tests
[2025-10-18T00:44:43.463231] [INFO ] [CONFIGURE ] NPCT: Testing feature 20/29: add_price_rejection
[2025-10-18T00:44:43.463262] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-18T00:44:43.602054] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:43.738893] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:44:43.875887] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:44.013056] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:44.150424] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:44.296447] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:44.438844] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:44.578990] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:44.717283] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:44.859077] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:44.859230] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:44:44.859274] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6319 tests
[2025-10-18T00:44:44.859309] [INFO ] [CONFIGURE ] NPCT: Testing feature 21/29: add_range_position
[2025-10-18T00:44:44.859367] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-10-18T00:44:45.003142] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:45.147129] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:44:45.292314] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:45.442455] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:44:45.594539] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:45.747622] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:45.899821] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:46.052049] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:46.217392] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:44:46.371452] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:46.371607] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T00:44:46.371679] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6318 tests
[2025-10-18T00:44:46.371736] [INFO ] [CONFIGURE ] NPCT: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:44:46.371769] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-10-18T00:44:46.534145] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:46.700599] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:44:46.865352] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:47.029463] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:47.195876] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:47.365057] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:47.544140] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:47.710123] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:44:47.879384] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:48.045826] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:48.045970] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T00:44:48.046013] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6317 tests
[2025-10-18T00:44:48.046048] [INFO ] [CONFIGURE ] NPCT: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:44:48.046078] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-10-18T00:44:48.183803] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:48.321198] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:44:48.457723] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:48.595549] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:48.733749] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:48.872632] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:49.012836] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:49.164229] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:49.310066] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:49.452118] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:49.452280] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T00:44:49.452323] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6316 tests
[2025-10-18T00:44:49.452357] [INFO ] [CONFIGURE ] NPCT: Testing feature 24/29: add_rsi
[2025-10-18T00:44:49.452388] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T00:44:49.607974] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:49.762384] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:44:49.919242] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:50.075590] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:50.244092] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:50.402995] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:50.570589] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:50.729631] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:50.890813] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:51.050019] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:51.050171] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:44:51.050216] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6315 tests
[2025-10-18T00:44:51.050251] [INFO ] [CONFIGURE ] NPCT: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:44:51.050282] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-10-18T00:44:51.188873] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:51.322515] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:44:51.458378] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:51.592875] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:51.730786] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:51.874075] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:52.010767] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:52.148230] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:44:52.285819] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:52.424704] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:52.424989] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T00:44:52.425061] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6314 tests
[2025-10-18T00:44:52.425124] [INFO ] [CONFIGURE ] NPCT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:44:52.425159] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T00:44:52.561164] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:52.696995] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:44:52.831165] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:52.968588] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:44:53.108748] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:53.243851] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:44:53.380757] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:53.517027] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:44:53.655914] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:53.795803] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:44:53.795958] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T00:44:53.796002] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6313 tests
[2025-10-18T00:44:53.796037] [INFO ] [CONFIGURE ] NPCT: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:44:53.796068] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-18T00:44:53.936453] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:54.078090] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:44:54.222519] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:54.367135] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:54.509318] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:54.652992] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:54.801668] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:44:54.946822] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:44:55.093044] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:44:55.241590] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:55.241771] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T00:44:55.241822] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6312 tests
[2025-10-18T00:44:55.241859] [INFO ] [CONFIGURE ] NPCT: Testing feature 28/29: add_volume_profile
[2025-10-18T00:44:55.241891] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-10-18T00:44:55.374984] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:55.507433] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:44:55.640124] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:55.774722] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:55.910624] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:56.044529] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:56.181433] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:44:56.317387] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:56.455284] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:56.594759] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:56.594900] [INFO ] [CONFIGURE ] NPCT: KEPT add_volume_profile (score: 70.00%)
[2025-10-18T00:44:56.594943] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6311 tests
[2025-10-18T00:44:56.594976] [INFO ] [CONFIGURE ] NPCT: Testing feature 29/29: add_vwap
[2025-10-18T00:44:56.595006] [INFO ] [CONFIGURE ] NPCT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile', 'add_vwap']
[2025-10-18T00:44:56.741584] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:44:56.889361] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:44:57.035927] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:44:57.183466] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:44:57.332400] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:44:57.480877] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:57.629820] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:44:57.783971] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:44:57.950348] [DEBUG] [FORECASTER] NPCT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:44:58.116524] [DEBUG] [FORECASTER] NPCT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:44:58.116746] [INFO ] [CONFIGURE ] NPCT: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T00:44:58.116800] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6310 tests
[2025-10-18T00:44:58.116849] [INFO ] [CONFIGURE ] NPCT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:44:58.116904] [INFO ] [CONFIGURE ] NPCT: Best accuracy: 70.00%
[2025-10-18T00:44:58.116938] [INFO ] [CONFIGURE ] NPCT: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-10-18T00:44:58.116968] [INFO ] [CONFIGURE ] NPCT: Improvement over baseline: 40.00%
[2025-10-18T00:44:58.116995] [INFO ] [CONFIGURE ] NPCT: Total time: 41.0 seconds
[2025-10-18T00:44:58.117022] [INFO ] [CONFIGURE ] NPCT: Average time per feature: 1.4 seconds
[2025-10-18T00:44:58.117050] [INFO ] [CONFIGURE ] NPCT: Average speed: 0.71 features/sec
[2025-10-18T00:44:58.117627] [INFO ] [LOCAL     ] Saved configuration for NPCT: 3 features, 70.00% accuracy -> ./output/feature-sets/NPCT.json
[2025-10-18T00:44:58.117716] [INFO ] [CONFIGURE ] NPCT: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-18T00:44:58.117823] [INFO ] [sig       ] [164/380] Successfully configured NPCT | 0.02 sym/s | Total: 2.0h | ETA: 2.6h
[2025-10-18T00:44:58.117891] [INFO ] [sig       ] [165/380] Configuring NPKI...
[2025-10-18T00:44:58.117986] [INFO ] [CONFIGURE ] NPKI: Configurate test run.
[2025-10-18T00:44:58.118044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPKI' from 'https://tdm.silogroup.org/data/derivative_storage/NPKI.csv'.
[2025-10-18T00:44:58.131883] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NPKI'.
[2025-10-18T00:44:58.132243] [INFO ] [CONFIGURE ] NPKI: Testing with 29 available features
[2025-10-18T00:44:58.132302] [INFO ] [CONFIGURE ] NPKI: Establishing baseline with no features...
[2025-10-18T00:44:58.236524] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:44:58.342340] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:44:58.447465] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:44:58.552417] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:44:58.660054] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:44:58.765787] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:44:58.872447] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:44:58.981577] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:44:59.086690] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:44:59.200639] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:44:59.200841] [INFO ] [CONFIGURE ] NPKI: Baseline score (no features): 70.00%
[2025-10-18T00:44:59.200887] [INFO ] [CONFIGURE ] NPKI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:44:59.200921] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:44:59.323090] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:44:59.444044] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:44:59.568826] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:44:59.692363] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:44:59.816011] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:44:59.938426] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:00.075082] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:00.205107] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:00.326177] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:00.447839] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:00.448025] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-18T00:45:00.448085] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6309 tests
[2025-10-18T00:45:00.448123] [INFO ] [CONFIGURE ] NPKI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:45:00.448153] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:45:00.569991] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:00.698839] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:00.829006] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:00.956624] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:01.085727] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:01.221767] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:01.354447] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:01.488581] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:01.616673] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:01.737785] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:01.737995] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T00:45:01.738053] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6308 tests
[2025-10-18T00:45:01.738114] [INFO ] [CONFIGURE ] NPKI: Testing feature 3/29: add_daily_returns
[2025-10-18T00:45:01.738147] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_daily_returns']
[2025-10-18T00:45:01.843281] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:01.950489] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:02.054465] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:45:02.163079] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:02.267675] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:02.374093] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:02.478327] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:02.581842] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:02.685729] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:02.796587] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:02.796763] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T00:45:02.796815] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6307 tests
[2025-10-18T00:45:02.796849] [INFO ] [CONFIGURE ] NPKI: Testing feature 4/29: add_ema
[2025-10-18T00:45:02.796880] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_ema']
[2025-10-18T00:45:02.915774] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:03.031281] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:03.150633] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:03.267256] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:03.384847] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:03.503329] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:03.627245] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:03.751534] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:03.876051] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:04.001634] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:04.001844] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_ema (score: 70.00%)
[2025-10-18T00:45:04.001890] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6306 tests
[2025-10-18T00:45:04.001924] [INFO ] [CONFIGURE ] NPKI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:45:04.001954] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:45:04.130154] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:04.257994] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:04.408713] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:45:04.546633] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:04.698589] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:04.836033] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:04.972480] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:05.110675] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:05.249749] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:05.395943] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:05.396149] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:45:05.396222] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6305 tests
[2025-10-18T00:45:05.396267] [INFO ] [CONFIGURE ] NPKI: Testing feature 6/29: add_failed_moves
[2025-10-18T00:45:05.396301] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_failed_moves']
[2025-10-18T00:45:05.517600] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:05.635516] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:05.751489] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:05.870891] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:05.992909] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:06.117389] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:06.237271] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:06.353529] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:06.482801] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:06.599421] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:06.599595] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:45:06.599638] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6304 tests
[2025-10-18T00:45:06.599717] [INFO ] [CONFIGURE ] NPKI: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:45:06.599752] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_lag_shelf']
[2025-10-18T00:45:06.709151] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:06.818473] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:06.924073] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:07.045917] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:07.155192] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:07.284222] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:07.433564] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:07.561382] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:07.691912] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:07.841246] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:07.841478] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T00:45:07.841557] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6303 tests
[2025-10-18T00:45:07.841609] [INFO ] [CONFIGURE ] NPKI: Testing feature 8/29: add_macd
[2025-10-18T00:45:07.841686] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:45:08.010599] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:08.173192] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:08.335297] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:08.487674] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:08.639639] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:08.793863] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:08.955417] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:09.114333] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:09.271810] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:09.426407] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:09.426621] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_macd (score: 70.00%)
[2025-10-18T00:45:09.426700] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6302 tests
[2025-10-18T00:45:09.426749] [INFO ] [CONFIGURE ] NPKI: Testing feature 9/29: add_mfi
[2025-10-18T00:45:09.426782] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_mfi']
[2025-10-18T00:45:09.550107] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:09.676300] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:09.801125] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:09.929143] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:10.053824] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:10.175513] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:10.297859] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:10.420563] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:10.544036] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:10.702569] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:10.702756] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T00:45:10.702810] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6301 tests
[2025-10-18T00:45:10.702846] [INFO ] [CONFIGURE ] NPKI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:45:10.702877] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:45:10.836270] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:10.971599] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:11.106454] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:11.243534] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:11.379930] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:11.518314] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:45:11.658122] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:11.799330] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:11.944383] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:12.089027] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:12.089217] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:45:12.089274] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6300 tests
[2025-10-18T00:45:12.089310] [INFO ] [CONFIGURE ] NPKI: Testing feature 11/29: add_obv_daily
[2025-10-18T00:45:12.089341] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_obv_daily']
[2025-10-18T00:45:12.207224] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:12.323945] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:12.443444] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:45:12.560714] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:12.676989] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:12.792902] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:12.910080] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:13.029808] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:13.155837] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:13.277127] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:13.277381] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:45:13.277430] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6299 tests
[2025-10-18T00:45:13.277465] [INFO ] [CONFIGURE ] NPKI: Testing feature 12/29: add_obv_interval
[2025-10-18T00:45:13.277495] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_obv_interval']
[2025-10-18T00:45:13.390561] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:13.504320] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:13.620298] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:45:13.741460] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:13.859385] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:13.974666] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:14.090189] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:14.206724] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:14.330603] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:14.448117] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:14.448319] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:45:14.448381] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6298 tests
[2025-10-18T00:45:14.448419] [INFO ] [CONFIGURE ] NPKI: Testing feature 13/29: add_opening_strength
[2025-10-18T00:45:14.448450] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:45:14.573221] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:45:14.697843] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:14.822452] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:45:14.947814] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:15.078035] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:15.202859] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:15.331323] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:15.458071] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:15.587063] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:15.713751] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:15.713897] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T00:45:15.713939] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6297 tests
[2025-10-18T00:45:15.713972] [INFO ] [CONFIGURE ] NPKI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:45:15.714002] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T00:45:15.835747] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:45:15.956553] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:16.079628] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:16.207131] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:16.338869] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:16.468947] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:16.594976] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:16.756188] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:16.882806] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:17.011309] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:17.011433] [INFO ] [CONFIGURE ] NPKI: KEPT add_order_flow_imbalance (score: 80.00%)
[2025-10-18T00:45:17.011477] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6296 tests
[2025-10-18T00:45:17.011511] [INFO ] [CONFIGURE ] NPKI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:45:17.011542] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-18T00:45:17.139122] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:45:17.267264] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:17.398490] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:45:17.533343] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:17.663223] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:17.797124] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:17.926897] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:18.058030] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:18.191738] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:18.325774] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:18.325932] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T00:45:18.325975] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 1.5s/test | Remaining: 6295 tests
[2025-10-18T00:45:18.326009] [INFO ] [CONFIGURE ] NPKI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:45:18.326089] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-18T00:45:18.461993] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:45:18.597792] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:18.740248] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:18.877437] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:19.015508] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:19.153492] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:45:19.294220] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:19.434950] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:19.573479] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:45:19.713895] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:19.714061] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T00:45:19.714106] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6294 tests
[2025-10-18T00:45:19.714140] [INFO ] [CONFIGURE ] NPKI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:45:19.714171] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-18T00:45:19.858133] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:45:19.999072] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:20.140919] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:20.281231] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:20.423245] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:20.567712] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:20.711078] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:20.853182] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:20.992417] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:21.137051] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:21.137217] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T00:45:21.137283] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6293 tests
[2025-10-18T00:45:21.137318] [INFO ] [CONFIGURE ] NPKI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:45:21.137348] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-18T00:45:21.259990] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:45:21.382883] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:21.505388] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:21.628952] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:21.753502] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:21.885491] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:22.012911] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:22.140038] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:22.273889] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:45:22.401077] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:22.401236] [INFO ] [CONFIGURE ] NPKI: KEPT add_pbf_volatility_5d (score: 90.00%)
[2025-10-18T00:45:22.401279] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6292 tests
[2025-10-18T00:45:22.401315] [INFO ] [CONFIGURE ] NPKI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:45:22.401347] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-18T00:45:22.531369] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:45:22.660857] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:22.796507] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:22.923144] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:23.056189] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:23.195734] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:23.336003] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:23.481119] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:23.617957] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:45:23.761792] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:23.761971] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T00:45:23.762017] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6291 tests
[2025-10-18T00:45:23.762053] [INFO ] [CONFIGURE ] NPKI: Testing feature 20/29: add_price_rejection
[2025-10-18T00:45:23.762086] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-18T00:45:23.921979] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:24.078101] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:24.217685] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:45:24.366024] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:24.510708] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:24.656253] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:45:24.794986] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:24.934311] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:25.073912] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:25.216107] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:25.216261] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:45:25.216304] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6290 tests
[2025-10-18T00:45:25.216340] [INFO ] [CONFIGURE ] NPKI: Testing feature 21/29: add_range_position
[2025-10-18T00:45:25.216373] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-18T00:45:25.362899] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:25.510671] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:25.656405] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:25.802293] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:25.955027] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:26.105344] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:45:26.253914] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:26.403747] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:26.556159] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:26.708329] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:26.708519] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T00:45:26.708566] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6289 tests
[2025-10-18T00:45:26.708601] [INFO ] [CONFIGURE ] NPKI: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:45:26.708632] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-18T00:45:26.868886] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:27.033997] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:27.198439] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:27.359788] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:27.523574] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:27.693220] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:27.864365] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:28.033165] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:28.203874] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:28.382044] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:28.382353] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:45:28.382418] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6288 tests
[2025-10-18T00:45:28.382458] [INFO ] [CONFIGURE ] NPKI: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:45:28.382492] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-18T00:45:28.523770] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:45:28.663344] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:28.802338] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:28.957328] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:29.107499] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:29.248564] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:29.392402] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:29.539793] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:29.682841] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:45:29.827236] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:29.827427] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T00:45:29.827547] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6287 tests
[2025-10-18T00:45:29.827614] [INFO ] [CONFIGURE ] NPKI: Testing feature 24/29: add_rsi
[2025-10-18T00:45:29.827685] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-18T00:45:29.985780] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:30.143628] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:30.300382] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:45:30.460291] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:30.618938] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:30.782109] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:45:30.945079] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:31.108678] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:31.274008] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:31.447290] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:31.447491] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T00:45:31.447562] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6286 tests
[2025-10-18T00:45:31.447610] [INFO ] [CONFIGURE ] NPKI: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:45:31.447664] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-18T00:45:31.596116] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:45:31.739554] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:31.919497] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:32.068340] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:32.211982] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:32.351636] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:45:32.494780] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:32.635813] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:32.777445] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:32.919453] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:32.919619] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T00:45:32.919729] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6285 tests
[2025-10-18T00:45:32.919805] [INFO ] [CONFIGURE ] NPKI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:45:32.919855] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-18T00:45:33.063775] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:33.205359] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:33.347198] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:33.489335] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:33.631793] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:33.775865] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:33.919037] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:34.061612] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:34.198530] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:34.349324] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:34.349482] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:45:34.349525] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6284 tests
[2025-10-18T00:45:34.349560] [INFO ] [CONFIGURE ] NPKI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:45:34.349592] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-18T00:45:34.495172] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:34.639519] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:34.785825] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:45:34.962876] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:35.111144] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:35.265865] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:45:35.422901] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:35.584233] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:35.739021] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:35.893367] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:35.893528] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:45:35.893573] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6283 tests
[2025-10-18T00:45:35.893610] [INFO ] [CONFIGURE ] NPKI: Testing feature 28/29: add_volume_profile
[2025-10-18T00:45:35.893667] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-18T00:45:36.039629] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:45:36.179569] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:36.317336] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:36.456563] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:36.614441] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:36.760382] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:36.913766] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:37.069549] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:37.223679] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:45:37.367789] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:37.367984] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-18T00:45:37.368066] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6282 tests
[2025-10-18T00:45:37.368124] [INFO ] [CONFIGURE ] NPKI: Testing feature 29/29: add_vwap
[2025-10-18T00:45:37.368160] [INFO ] [CONFIGURE ] NPKI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_vwap']
[2025-10-18T00:45:37.507373] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:37.647329] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:37.789311] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:45:37.934885] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:45:38.075735] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:38.216005] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:45:38.357529] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:38.506945] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:38.656497] [DEBUG] [FORECASTER] NPKI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:38.809159] [DEBUG] [FORECASTER] NPKI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:38.809350] [INFO ] [CONFIGURE ] NPKI: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T00:45:38.809395] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6281 tests
[2025-10-18T00:45:38.809455] [INFO ] [CONFIGURE ] NPKI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:45:38.809511] [INFO ] [CONFIGURE ] NPKI: Best accuracy: 90.00%
[2025-10-18T00:45:38.809546] [INFO ] [CONFIGURE ] NPKI: Best feature set (2 features): ['add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-18T00:45:38.809574] [INFO ] [CONFIGURE ] NPKI: Improvement over baseline: 20.00%
[2025-10-18T00:45:38.809600] [INFO ] [CONFIGURE ] NPKI: Total time: 39.6 seconds
[2025-10-18T00:45:38.809627] [INFO ] [CONFIGURE ] NPKI: Average time per feature: 1.4 seconds
[2025-10-18T00:45:38.809689] [INFO ] [CONFIGURE ] NPKI: Average speed: 0.73 features/sec
[2025-10-18T00:45:38.810357] [INFO ] [LOCAL     ] Saved configuration for NPKI: 2 features, 90.00% accuracy -> ./output/feature-sets/NPKI.json
[2025-10-18T00:45:38.810426] [INFO ] [CONFIGURE ] NPKI: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-18T00:45:38.810504] [INFO ] [sig       ] [165/380] Successfully configured NPKI | 0.02 sym/s | Total: 2.0h | ETA: 2.6h
[2025-10-18T00:45:38.810582] [INFO ] [sig       ] [166/380] Configuring NPO...
[2025-10-18T00:45:38.810673] [INFO ] [CONFIGURE ] NPO: Configurate test run.
[2025-10-18T00:45:38.810731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-10-18T00:45:38.826075] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NPO'.
[2025-10-18T00:45:38.826625] [INFO ] [CONFIGURE ] NPO: Testing with 29 available features
[2025-10-18T00:45:38.826706] [INFO ] [CONFIGURE ] NPO: Establishing baseline with no features...
[2025-10-18T00:45:38.936406] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:39.046160] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:39.158526] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:39.268572] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:45:39.376374] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:45:39.485446] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:45:39.591538] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:39.698036] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:39.804319] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:39.911628] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:45:39.911860] [INFO ] [CONFIGURE ] NPO: Baseline score (no features): 60.00%
[2025-10-18T00:45:39.911913] [INFO ] [CONFIGURE ] NPO: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:45:39.911948] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:45:40.030284] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:40.146705] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:45:40.264260] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:40.382626] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:45:40.500821] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:45:40.620209] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:45:40.738191] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:45:40.857355] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:41.008812] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:41.136013] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:45:41.136195] [INFO ] [CONFIGURE ] NPO: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T00:45:41.136237] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6280 tests
[2025-10-18T00:45:41.136273] [INFO ] [CONFIGURE ] NPO: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:45:41.136305] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:45:41.263617] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:41.391998] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:41.524322] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:41.651370] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:45:41.779336] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:45:41.913713] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:45:42.049150] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:45:42.186348] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:42.319104] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:42.450197] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:45:42.450366] [INFO ] [CONFIGURE ] NPO: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:45:42.450410] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6279 tests
[2025-10-18T00:45:42.450445] [INFO ] [CONFIGURE ] NPO: Testing feature 3/29: add_daily_returns
[2025-10-18T00:45:42.450476] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_daily_returns']
[2025-10-18T00:45:42.556589] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:42.661868] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:45:42.771752] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:42.889740] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:45:43.008102] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:45:43.112302] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:45:43.217188] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:43.321567] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:43.427818] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:43.533949] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:43.534161] [INFO ] [CONFIGURE ] NPO: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T00:45:43.534211] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6278 tests
[2025-10-18T00:45:43.534246] [INFO ] [CONFIGURE ] NPO: Testing feature 4/29: add_ema
[2025-10-18T00:45:43.534277] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_ema']
[2025-10-18T00:45:43.654623] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:43.770724] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:45:43.888012] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:45:44.034831] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:45:44.153194] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:45:44.274196] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:45:44.403099] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:44.529152] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:44.647557] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:44.766565] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:44.766775] [INFO ] [CONFIGURE ] NPO: DISCARDED add_ema (score: 50.00%)
[2025-10-18T00:45:44.766839] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6277 tests
[2025-10-18T00:45:44.766878] [INFO ] [CONFIGURE ] NPO: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:45:44.766909] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:45:44.892936] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:45.018572] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:45:45.148111] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:45.275858] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:45:45.402030] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:45:45.534258] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:45:45.664960] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:45.795287] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:45:45.921302] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:46.049819] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:45:46.050025] [INFO ] [CONFIGURE ] NPO: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:45:46.050075] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6276 tests
[2025-10-18T00:45:46.050112] [INFO ] [CONFIGURE ] NPO: Testing feature 6/29: add_failed_moves
[2025-10-18T00:45:46.050145] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_failed_moves']
[2025-10-18T00:45:46.159791] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:46.271590] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:46.378509] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:46.492002] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:45:46.603152] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:45:46.729821] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:45:46.839371] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:46.947671] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:47.081480] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:47.194434] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:45:47.194587] [INFO ] [CONFIGURE ] NPO: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:45:47.194630] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6275 tests
[2025-10-18T00:45:47.194702] [INFO ] [CONFIGURE ] NPO: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:45:47.194745] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_lag_shelf']
[2025-10-18T00:45:47.292826] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:47.390600] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:47.492817] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:47.597176] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:45:47.700940] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:45:47.803422] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:45:47.906499] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:48.005659] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:48.107324] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:48.211558] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:45:48.211758] [INFO ] [CONFIGURE ] NPO: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:45:48.211811] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6274 tests
[2025-10-18T00:45:48.211847] [INFO ] [CONFIGURE ] NPO: Testing feature 8/29: add_macd
[2025-10-18T00:45:48.211880] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:45:48.352486] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:48.496431] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:45:48.647422] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:48.792013] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:45:48.935845] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:45:49.079796] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:45:49.223544] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:49.368921] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:45:49.517993] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:49.675152] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:45:49.675327] [INFO ] [CONFIGURE ] NPO: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:45:49.675374] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6273 tests
[2025-10-18T00:45:49.675411] [INFO ] [CONFIGURE ] NPO: Testing feature 9/29: add_mfi
[2025-10-18T00:45:49.675442] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_mfi']
[2025-10-18T00:45:49.800350] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:49.923079] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:50.046885] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:50.171632] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:45:50.294570] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:45:50.413196] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:45:50.529944] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:50.646709] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:50.768539] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:50.891490] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:45:50.891694] [INFO ] [CONFIGURE ] NPO: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:45:50.891756] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6272 tests
[2025-10-18T00:45:50.891794] [INFO ] [CONFIGURE ] NPO: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:45:50.891826] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:45:51.024777] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:51.162949] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:45:51.301397] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:51.442223] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:45:51.586616] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:45:51.732335] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:45:51.869178] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:52.009309] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:52.154784] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:52.296961] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:45:52.297245] [INFO ] [CONFIGURE ] NPO: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T00:45:52.297298] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6271 tests
[2025-10-18T00:45:52.297334] [INFO ] [CONFIGURE ] NPO: Testing feature 11/29: add_obv_daily
[2025-10-18T00:45:52.297551] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_obv_daily']
[2025-10-18T00:45:52.410499] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:52.523706] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:45:52.633298] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:52.743945] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:45:52.870674] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:45:52.989423] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:45:53.135942] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:53.250797] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:53.366296] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:53.482900] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:45:53.483080] [INFO ] [CONFIGURE ] NPO: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T00:45:53.483144] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6270 tests
[2025-10-18T00:45:53.483183] [INFO ] [CONFIGURE ] NPO: Testing feature 12/29: add_obv_interval
[2025-10-18T00:45:53.483215] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_obv_interval']
[2025-10-18T00:45:53.596669] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:53.708826] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:45:53.819849] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:53.933398] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:45:54.054382] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:45:54.171887] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:45:54.311438] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:54.423541] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:45:54.536582] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:54.651470] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:45:54.651639] [INFO ] [CONFIGURE ] NPO: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T00:45:54.651724] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6269 tests
[2025-10-18T00:45:54.651765] [INFO ] [CONFIGURE ] NPO: Testing feature 13/29: add_opening_strength
[2025-10-18T00:45:54.651797] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:45:54.769474] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:54.886875] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:55.010430] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:55.127853] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:45:55.245828] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:45:55.364490] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:45:55.483434] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:45:55.602769] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:45:55.729193] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:55.863582] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:55.863771] [INFO ] [CONFIGURE ] NPO: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T00:45:55.863823] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6268 tests
[2025-10-18T00:45:55.863876] [INFO ] [CONFIGURE ] NPO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:45:55.863932] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T00:45:55.985693] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:56.109260] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:45:56.231087] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:56.365605] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:45:56.489018] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:45:56.614207] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:45:56.739243] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:56.862094] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:56.987011] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:57.118440] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:45:57.118617] [INFO ] [CONFIGURE ] NPO: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:45:57.118691] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6267 tests
[2025-10-18T00:45:57.118742] [INFO ] [CONFIGURE ] NPO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:45:57.118775] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T00:45:57.231226] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:57.348051] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:45:57.459250] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:57.568167] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:45:57.679318] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:45:57.794412] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:45:57.902000] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:58.013278] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:58.125125] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:58.237271] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:45:58.237445] [INFO ] [CONFIGURE ] NPO: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:45:58.237487] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6266 tests
[2025-10-18T00:45:58.237546] [INFO ] [CONFIGURE ] NPO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:45:58.237603] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T00:45:58.353920] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:58.475947] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:45:58.599506] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:45:58.718176] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:45:58.834451] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:45:58.950095] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:45:59.064592] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:45:59.220241] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:45:59.360138] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:45:59.518428] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:45:59.518687] [INFO ] [CONFIGURE ] NPO: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T00:45:59.518755] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6265 tests
[2025-10-18T00:45:59.518795] [INFO ] [CONFIGURE ] NPO: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:45:59.518830] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_pbf_return_2d']
[2025-10-18T00:45:59.672149] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:45:59.855459] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:46:00.005541] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:46:00.172388] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:46:00.323492] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:00.479294] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:00.639388] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:46:00.767866] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:00.911119] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:46:01.034984] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:01.035114] [INFO ] [CONFIGURE ] NPO: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T00:46:01.035157] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6264 tests
[2025-10-18T00:46:01.035191] [INFO ] [CONFIGURE ] NPO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:46:01.035221] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T00:46:01.145856] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:46:01.263083] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:01.377102] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:46:01.487925] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:46:01.597360] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:01.708212] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:46:01.820989] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:46:01.932181] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:02.043279] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:46:02.171591] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:02.171832] [INFO ] [CONFIGURE ] NPO: KEPT add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T00:46:02.171976] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6263 tests
[2025-10-18T00:46:02.172054] [INFO ] [CONFIGURE ] NPO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:46:02.172121] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-18T00:46:02.303899] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:46:02.434463] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:02.548635] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:46:02.666937] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:46:02.791856] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:02.912437] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:46:03.032060] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:46:03.151308] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:03.269945] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:46:03.388607] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:03.388814] [INFO ] [CONFIGURE ] NPO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:46:03.388875] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6262 tests
[2025-10-18T00:46:03.388920] [INFO ] [CONFIGURE ] NPO: Testing feature 20/29: add_price_rejection
[2025-10-18T00:46:03.388955] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-18T00:46:03.515889] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:46:03.642816] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:03.769474] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:46:03.899448] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:46:04.025324] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:46:04.151885] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:46:04.279194] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:46:04.405351] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:04.532783] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:46:04.662136] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:04.662271] [INFO ] [CONFIGURE ] NPO: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T00:46:04.662315] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6261 tests
[2025-10-18T00:46:04.662349] [INFO ] [CONFIGURE ] NPO: Testing feature 21/29: add_range_position
[2025-10-18T00:46:04.662380] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_pbf_volatility_5d', 'add_range_position']
[2025-10-18T00:46:04.803001] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:46:04.937133] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:46:05.075420] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:46:05.219042] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:46:05.360889] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:46:05.508273] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:46:05.657025] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:46:05.797891] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:05.954020] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:46:06.090782] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:06.090926] [INFO ] [CONFIGURE ] NPO: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T00:46:06.090972] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6260 tests
[2025-10-18T00:46:06.091006] [INFO ] [CONFIGURE ] NPO: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:46:06.091036] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-18T00:46:06.236103] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:46:06.383385] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:06.529192] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:46:06.680889] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:46:06.826297] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:06.972736] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:46:07.120314] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:46:07.266184] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:07.420492] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:46:07.568486] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:07.568695] [INFO ] [CONFIGURE ] NPO: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T00:46:07.568756] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6259 tests
[2025-10-18T00:46:07.568793] [INFO ] [CONFIGURE ] NPO: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:46:07.568824] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-18T00:46:07.687500] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:46:07.809514] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:46:07.929992] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:46:08.051097] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:46:08.175829] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:08.296168] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:46:08.416355] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:46:08.540775] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:08.663208] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:46:08.792163] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:08.792367] [INFO ] [CONFIGURE ] NPO: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T00:46:08.792421] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6258 tests
[2025-10-18T00:46:08.792458] [INFO ] [CONFIGURE ] NPO: Testing feature 24/29: add_rsi
[2025-10-18T00:46:08.792533] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-18T00:46:08.933580] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:46:09.092183] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:46:09.236923] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:46:09.377885] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:46:09.520633] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:09.662429] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:46:09.800749] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:46:09.949603] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:46:10.100818] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:46:10.249206] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:10.249363] [INFO ] [CONFIGURE ] NPO: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:46:10.249408] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6257 tests
[2025-10-18T00:46:10.249444] [INFO ] [CONFIGURE ] NPO: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:46:10.249476] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-18T00:46:10.364161] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:46:10.478321] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:46:10.613687] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:46:10.753630] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:46:10.887771] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:11.021866] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:46:11.161121] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:46:11.303415] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:11.436057] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:46:11.572889] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:11.573142] [INFO ] [CONFIGURE ] NPO: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T00:46:11.573221] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6256 tests
[2025-10-18T00:46:11.573284] [INFO ] [CONFIGURE ] NPO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:46:11.573324] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-18T00:46:11.703576] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:46:11.835536] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:11.959133] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:46:12.080707] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:46:12.201784] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:12.330032] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:46:12.456267] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:46:12.575546] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:12.695891] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:46:12.818209] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:12.818382] [INFO ] [CONFIGURE ] NPO: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T00:46:12.818428] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6255 tests
[2025-10-18T00:46:12.818537] [INFO ] [CONFIGURE ] NPO: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:46:12.818579] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-18T00:46:12.943459] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:46:13.068716] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:13.193896] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:46:13.319023] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:46:13.444900] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:13.572335] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:46:13.699277] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:46:13.825896] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:13.953234] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:46:14.080973] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:14.081126] [INFO ] [CONFIGURE ] NPO: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T00:46:14.081170] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6254 tests
[2025-10-18T00:46:14.081207] [INFO ] [CONFIGURE ] NPO: Testing feature 28/29: add_volume_profile
[2025-10-18T00:46:14.081239] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-18T00:46:14.195721] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:46:14.343168] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:14.491357] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:46:14.621182] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:46:14.762837] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:14.903786] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:46:15.045922] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:46:15.172397] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:15.297105] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:46:15.438535] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:15.438737] [INFO ] [CONFIGURE ] NPO: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:46:15.438794] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6253 tests
[2025-10-18T00:46:15.438831] [INFO ] [CONFIGURE ] NPO: Testing feature 29/29: add_vwap
[2025-10-18T00:46:15.438865] [INFO ] [CONFIGURE ] NPO: Testing with features: ['add_pbf_volatility_5d', 'add_vwap']
[2025-10-18T00:46:15.568223] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:46:15.697243] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:46:15.829589] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:46:15.959252] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:46:16.089698] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:16.219718] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:46:16.352689] [DEBUG] [FORECASTER] NPO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:46:16.483759] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:46:16.615033] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:46:16.745432] [DEBUG] [FORECASTER] NPO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:16.745593] [INFO ] [CONFIGURE ] NPO: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T00:46:16.745636] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6252 tests
[2025-10-18T00:46:16.745714] [INFO ] [CONFIGURE ] NPO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:46:16.745751] [INFO ] [CONFIGURE ] NPO: Best accuracy: 70.00%
[2025-10-18T00:46:16.745782] [INFO ] [CONFIGURE ] NPO: Best feature set (1 features): ['add_pbf_volatility_5d']
[2025-10-18T00:46:16.745810] [INFO ] [CONFIGURE ] NPO: Improvement over baseline: 10.00%
[2025-10-18T00:46:16.745838] [INFO ] [CONFIGURE ] NPO: Total time: 36.8 seconds
[2025-10-18T00:46:16.745865] [INFO ] [CONFIGURE ] NPO: Average time per feature: 1.3 seconds
[2025-10-18T00:46:16.745891] [INFO ] [CONFIGURE ] NPO: Average speed: 0.79 features/sec
[2025-10-18T00:46:16.746505] [INFO ] [LOCAL     ] Saved configuration for NPO: 1 features, 70.00% accuracy -> ./output/feature-sets/NPO.json
[2025-10-18T00:46:16.746575] [INFO ] [CONFIGURE ] NPO: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-18T00:46:16.746673] [INFO ] [sig       ] [166/380] Successfully configured NPO | 0.02 sym/s | Total: 2.0h | ETA: 2.6h
[2025-10-18T00:46:16.746741] [INFO ] [sig       ] [167/380] Configuring NPWR...
[2025-10-18T00:46:16.746808] [INFO ] [CONFIGURE ] NPWR: Configurate test run.
[2025-10-18T00:46:16.746878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPWR' from 'https://tdm.silogroup.org/data/derivative_storage/NPWR.csv'.
[2025-10-18T00:46:16.761219] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NPWR'.
[2025-10-18T00:46:16.761859] [INFO ] [CONFIGURE ] NPWR: Testing with 29 available features
[2025-10-18T00:46:16.761921] [INFO ] [CONFIGURE ] NPWR: Establishing baseline with no features...
[2025-10-18T00:46:16.880843] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:16.995171] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:17.105733] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:46:17.216801] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:17.330217] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:46:17.447591] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:46:17.592415] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:17.708334] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:17.822901] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:46:17.937400] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:17.937525] [INFO ] [CONFIGURE ] NPWR: Baseline score (no features): 50.00%
[2025-10-18T00:46:17.937613] [INFO ] [CONFIGURE ] NPWR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:46:17.937703] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:46:18.061299] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:18.184611] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:18.307395] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:46:18.432182] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:18.556721] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:18.679952] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:46:18.806058] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:18.927838] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:19.052393] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:46:19.177432] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:19.177589] [INFO ] [CONFIGURE ] NPWR: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T00:46:19.177632] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6251 tests
[2025-10-18T00:46:19.177705] [INFO ] [CONFIGURE ] NPWR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:46:19.177746] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:46:19.312115] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:19.447731] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:46:19.588349] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:46:19.730457] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:19.876625] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:20.018954] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:20.161919] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:20.306621] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:20.448405] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:46:20.621312] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:20.621484] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:46:20.621546] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6250 tests
[2025-10-18T00:46:20.621584] [INFO ] [CONFIGURE ] NPWR: Testing feature 3/29: add_daily_returns
[2025-10-18T00:46:20.621614] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:46:20.744697] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:20.870799] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:20.998447] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:46:21.126369] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:46:21.256374] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:21.386757] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:21.516087] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:46:21.650535] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:21.783349] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:46:21.916183] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:21.916331] [INFO ] [CONFIGURE ] NPWR: KEPT add_daily_returns (score: 70.00%)
[2025-10-18T00:46:21.916374] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6249 tests
[2025-10-18T00:46:21.916408] [INFO ] [CONFIGURE ] NPWR: Testing feature 4/29: add_ema
[2025-10-18T00:46:21.916438] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T00:46:22.059882] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:22.206466] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:46:22.354497] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:46:22.503625] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:22.656167] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:22.813373] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:22.968268] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:23.109899] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:23.254212] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:46:23.401623] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:23.401829] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_ema (score: 70.00%)
[2025-10-18T00:46:23.401879] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6248 tests
[2025-10-18T00:46:23.401916] [INFO ] [CONFIGURE ] NPWR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:46:23.401951] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:46:23.552898] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:23.715594] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:23.877090] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:46:24.033964] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:24.192042] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:24.364846] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:24.533931] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:24.701923] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:24.870762] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:46:25.033098] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:25.033314] [INFO ] [CONFIGURE ] NPWR: KEPT add_exhaustion_signals (score: 80.00%)
[2025-10-18T00:46:25.033361] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6247 tests
[2025-10-18T00:46:25.033396] [INFO ] [CONFIGURE ] NPWR: Testing feature 6/29: add_failed_moves
[2025-10-18T00:46:25.033428] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T00:46:25.198488] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:25.365295] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:25.532211] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:46:25.699372] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:25.864635] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:26.029765] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:26.200506] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:26.368490] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:26.537054] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:46:26.736851] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:26.737034] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T00:46:26.737079] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6246 tests
[2025-10-18T00:46:26.737116] [INFO ] [CONFIGURE ] NPWR: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:46:26.737151] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T00:46:26.895101] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:27.051139] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:27.205983] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:46:27.362423] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:27.519415] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:27.676312] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:27.835191] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:27.994465] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:28.156452] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:46:28.316581] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:28.316763] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T00:46:28.316816] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6245 tests
[2025-10-18T00:46:28.316853] [INFO ] [CONFIGURE ] NPWR: Testing feature 8/29: add_macd
[2025-10-18T00:46:28.316887] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T00:46:28.494304] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:28.674831] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:28.860847] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:46:29.043800] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:46:29.226395] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:29.412051] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:29.596992] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:29.788218] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:46:29.971119] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:46:30.160372] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:30.160586] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_macd (score: 40.00%)
[2025-10-18T00:46:30.160631] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6244 tests
[2025-10-18T00:46:30.160703] [INFO ] [CONFIGURE ] NPWR: Testing feature 9/29: add_mfi
[2025-10-18T00:46:30.160746] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T00:46:30.332260] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:30.505858] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:30.678824] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:46:30.851109] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:31.022602] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:31.193466] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:31.367866] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:31.543620] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:31.720361] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:46:31.896226] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:31.896462] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T00:46:31.896527] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6243 tests
[2025-10-18T00:46:31.896566] [INFO ] [CONFIGURE ] NPWR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:46:31.896599] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:46:32.083867] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:32.274898] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:32.487426] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:46:32.716103] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:32.908877] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:33.105842] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:33.296433] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:33.486476] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:33.678389] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:46:33.870733] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:33.870997] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:46:33.871074] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6242 tests
[2025-10-18T00:46:33.871124] [INFO ] [CONFIGURE ] NPWR: Testing feature 11/29: add_obv_daily
[2025-10-18T00:46:33.871174] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T00:46:34.046794] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:34.215617] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:34.374816] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:46:34.530800] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:34.693370] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:34.854823] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:35.019492] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:35.179839] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:35.346382] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:46:35.507253] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:35.507403] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:46:35.507446] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6241 tests
[2025-10-18T00:46:35.507481] [INFO ] [CONFIGURE ] NPWR: Testing feature 12/29: add_obv_interval
[2025-10-18T00:46:35.507511] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T00:46:35.659637] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:35.812732] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:35.965614] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:46:36.118154] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:36.271923] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:36.425371] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:36.580631] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:36.742744] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:36.900834] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:46:37.058030] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:37.058191] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T00:46:37.058234] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6240 tests
[2025-10-18T00:46:37.058268] [INFO ] [CONFIGURE ] NPWR: Testing feature 13/29: add_opening_strength
[2025-10-18T00:46:37.058300] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength']
[2025-10-18T00:46:37.215085] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:37.372357] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:37.526321] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:46:37.681021] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:37.836015] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:46:37.991233] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:38.151436] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:38.306581] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:38.463824] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:46:38.621004] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:38.621154] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:46:38.621197] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6239 tests
[2025-10-18T00:46:38.621231] [INFO ] [CONFIGURE ] NPWR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:46:38.621262] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T00:46:38.816447] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:38.981228] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:46:39.147809] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:46:39.314776] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:39.486834] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:39.656199] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:39.831533] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:40.003283] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:46:40.172973] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:46:40.344509] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:40.344713] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:46:40.344775] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6238 tests
[2025-10-18T00:46:40.344812] [INFO ] [CONFIGURE ] NPWR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:46:40.344845] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T00:46:40.496315] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:40.644381] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:40.793358] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:46:40.942597] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:41.098892] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:41.255579] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:41.412404] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:41.575462] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:46:41.735325] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:46:41.897370] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:41.897580] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T00:46:41.897626] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6237 tests
[2025-10-18T00:46:41.897734] [INFO ] [CONFIGURE ] NPWR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:46:41.897793] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T00:46:42.058664] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:42.219842] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:42.383451] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:46:42.546200] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:42.709126] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:46:42.873475] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:43.036392] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:43.203007] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:43.375583] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:46:43.543066] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:43.543248] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:46:43.543294] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6236 tests
[2025-10-18T00:46:43.543330] [INFO ] [CONFIGURE ] NPWR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:46:43.543363] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T00:46:43.710427] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:43.879502] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:44.052017] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:46:44.231198] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:44.405669] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:46:44.577092] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:44.754487] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:44.933290] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:46:45.108632] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:46:45.284673] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:45.284868] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T00:46:45.284913] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6235 tests
[2025-10-18T00:46:45.284950] [INFO ] [CONFIGURE ] NPWR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:46:45.284985] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T00:46:45.442584] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:45.598612] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:45.759822] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:46:45.921848] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:46.082187] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:46.246950] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:46.414237] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:46.576013] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:46.737949] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:46:46.901843] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:46.902006] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:46:46.902049] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6234 tests
[2025-10-18T00:46:46.902085] [INFO ] [CONFIGURE ] NPWR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:46:46.902117] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T00:46:47.057127] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:47.214428] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:47.374389] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:46:47.536312] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:47.697767] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:47.864926] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:48.026478] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:48.188211] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:48.351730] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:46:48.513794] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:48.513953] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:46:48.513998] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6233 tests
[2025-10-18T00:46:48.514032] [INFO ] [CONFIGURE ] NPWR: Testing feature 20/29: add_price_rejection
[2025-10-18T00:46:48.514063] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T00:46:48.678049] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:48.843116] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:49.005696] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:46:49.172837] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:49.336700] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:46:49.500266] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:49.669379] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:49.837086] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:46:50.006615] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:46:50.176154] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:50.176314] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:46:50.176359] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6232 tests
[2025-10-18T00:46:50.176396] [INFO ] [CONFIGURE ] NPWR: Testing feature 21/29: add_range_position
[2025-10-18T00:46:50.176428] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T00:46:50.347806] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:50.525681] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:50.706139] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:46:50.888047] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:51.078446] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:46:51.266550] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:51.454153] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:46:51.638127] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:51.828827] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:46:52.029855] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:46:52.030064] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T00:46:52.030121] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6231 tests
[2025-10-18T00:46:52.030158] [INFO ] [CONFIGURE ] NPWR: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:46:52.030190] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T00:46:52.245025] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:52.453268] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:52.701552] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:46:52.976795] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:53.226900] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:53.415845] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:53.596134] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:53.777096] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:46:53.991092] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:46:54.188326] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:54.188496] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T00:46:54.188542] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6230 tests
[2025-10-18T00:46:54.188578] [INFO ] [CONFIGURE ] NPWR: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:46:54.188613] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T00:46:54.354230] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:54.518230] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:54.687417] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:46:54.857789] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:55.029586] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:55.196587] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:55.364173] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:55.533142] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:46:55.705874] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:46:55.877956] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:55.878120] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T00:46:55.878165] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6229 tests
[2025-10-18T00:46:55.878200] [INFO ] [CONFIGURE ] NPWR: Testing feature 24/29: add_rsi
[2025-10-18T00:46:55.878232] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-18T00:46:56.058240] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:56.243521] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:56.431204] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:46:56.614977] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:56.798325] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:46:57.016517] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:46:57.202009] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:57.386580] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:46:57.573964] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:46:57.762366] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:57.762550] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T00:46:57.762596] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6228 tests
[2025-10-18T00:46:57.762633] [INFO ] [CONFIGURE ] NPWR: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:46:57.762706] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T00:46:57.922439] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:58.083255] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:46:58.246171] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:46:58.411112] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:46:58.574835] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:46:58.739908] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:46:58.912381] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:46:59.081476] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:46:59.251502] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:46:59.426993] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:46:59.427202] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T00:46:59.427248] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6227 tests
[2025-10-18T00:46:59.427285] [INFO ] [CONFIGURE ] NPWR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:46:59.427319] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T00:46:59.587914] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:46:59.756255] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:46:59.921849] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:00.096276] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:00.267665] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:00.437341] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:00.609417] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:47:00.792429] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:47:00.979565] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:01.172883] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:01.173030] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T00:47:01.173076] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6226 tests
[2025-10-18T00:47:01.173112] [INFO ] [CONFIGURE ] NPWR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:47:01.173145] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T00:47:01.359386] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:47:01.530889] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:01.704809] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:01.914032] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:02.107519] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:47:02.294776] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:02.484817] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:47:02.673187] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:47:02.861104] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:47:03.064100] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:03.064263] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T00:47:03.064307] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6225 tests
[2025-10-18T00:47:03.064341] [INFO ] [CONFIGURE ] NPWR: Testing feature 28/29: add_volume_profile
[2025-10-18T00:47:03.064372] [INFO ] [CONFIGURE ] NPWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-18T00:47:03.222296] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:47:03.377730] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:47:03.536147] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:03.693705] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:03.857244] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:47:04.017166] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:04.175550] [DEBUG] [FORECASTER] NPWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:47:04.335157] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:04.500952] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:47:04.662598] [DEBUG] [FORECASTER] NPWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:47:04.662789] [INFO ] [CONFIGURE ] NPWR: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:47:04.662839] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6224 tests
[2025-10-18T00:47:04.662876] [INFO ] [CONFIGURE ] NPWR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:47:04.662977] [INFO ] [CONFIGURE ] NPWR: Best accuracy: 80.00%
[2025-10-18T00:47:04.663030] [INFO ] [CONFIGURE ] NPWR: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:47:04.663085] [INFO ] [CONFIGURE ] NPWR: Improvement over baseline: 30.00%
[2025-10-18T00:47:04.663116] [INFO ] [CONFIGURE ] NPWR: Total time: 46.7 seconds
[2025-10-18T00:47:04.663145] [INFO ] [CONFIGURE ] NPWR: Average time per feature: 1.7 seconds
[2025-10-18T00:47:04.663173] [INFO ] [CONFIGURE ] NPWR: Average speed: 0.62 features/sec
[2025-10-18T00:47:04.663738] [INFO ] [LOCAL     ] Saved configuration for NPWR: 4 features, 80.00% accuracy -> ./output/feature-sets/NPWR.json
[2025-10-18T00:47:04.663809] [INFO ] [CONFIGURE ] NPWR: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-18T00:47:04.663887] [INFO ] [sig       ] [167/380] Successfully configured NPWR | 0.02 sym/s | Total: 2.0h | ETA: 2.5h
[2025-10-18T00:47:04.663962] [INFO ] [sig       ] [168/380] Configuring NRG...
[2025-10-18T00:47:04.664034] [INFO ] [CONFIGURE ] NRG: Configurate test run.
[2025-10-18T00:47:04.664090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-10-18T00:47:04.677326] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRG'.
[2025-10-18T00:47:04.677745] [INFO ] [CONFIGURE ] NRG: Testing with 29 available features
[2025-10-18T00:47:04.677802] [INFO ] [CONFIGURE ] NRG: Establishing baseline with no features...
[2025-10-18T00:47:04.781032] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:47:04.879224] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:04.987171] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:05.087920] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:47:05.185860] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:05.288443] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:47:05.398191] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:47:05.510111] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:05.615013] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:47:05.719945] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:05.720096] [INFO ] [CONFIGURE ] NRG: Baseline score (no features): 30.00%
[2025-10-18T00:47:05.720141] [INFO ] [CONFIGURE ] NRG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:47:05.720177] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:47:05.838443] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:05.967611] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:47:06.092563] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:06.212522] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:06.336386] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:06.471681] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:06.594702] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:06.712704] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:06.831004] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:06.948263] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:06.948416] [INFO ] [CONFIGURE ] NRG: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-18T00:47:06.948472] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6223 tests
[2025-10-18T00:47:06.948530] [INFO ] [CONFIGURE ] NRG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:47:06.948564] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:47:07.080030] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:47:07.219023] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:47:07.356357] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:07.489780] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:47:07.624602] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:07.763280] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:07.899013] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:08.034126] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:08.170336] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:47:08.308797] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:08.309008] [INFO ] [CONFIGURE ] NRG: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T00:47:08.309058] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6222 tests
[2025-10-18T00:47:08.309094] [INFO ] [CONFIGURE ] NRG: Testing feature 3/29: add_daily_returns
[2025-10-18T00:47:08.309124] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:47:08.428518] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:47:08.548119] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:47:08.668295] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:08.789826] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:47:08.911663] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:47:09.034050] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:09.188531] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:09.313243] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:47:09.436497] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:09.560627] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:09.560821] [INFO ] [CONFIGURE ] NRG: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T00:47:09.560868] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6221 tests
[2025-10-18T00:47:09.560903] [INFO ] [CONFIGURE ] NRG: Testing feature 4/29: add_ema
[2025-10-18T00:47:09.560980] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:47:09.694927] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:09.842736] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:47:09.983926] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:10.126588] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:47:10.267250] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:10.405714] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:10.544489] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:47:10.683373] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:10.823755] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:10.963204] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:10.963414] [INFO ] [CONFIGURE ] NRG: DISCARDED add_ema (score: 60.00%)
[2025-10-18T00:47:10.963466] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6220 tests
[2025-10-18T00:47:10.963502] [INFO ] [CONFIGURE ] NRG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:47:10.963535] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:47:11.107346] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:11.252963] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:11.399187] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:11.545941] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:11.698911] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:11.852958] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:12.006516] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:47:12.155796] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:47:12.303828] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:47:12.458934] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:12.459137] [INFO ] [CONFIGURE ] NRG: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:47:12.459188] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6219 tests
[2025-10-18T00:47:12.459225] [INFO ] [CONFIGURE ] NRG: Testing feature 6/29: add_failed_moves
[2025-10-18T00:47:12.459256] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T00:47:12.583144] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:12.706271] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:47:12.832409] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:12.956160] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:47:13.080729] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:13.206919] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:13.333607] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:13.460504] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:13.586950] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:13.714557] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:13.714771] [INFO ] [CONFIGURE ] NRG: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:47:13.714823] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6218 tests
[2025-10-18T00:47:13.714859] [INFO ] [CONFIGURE ] NRG: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:47:13.714891] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T00:47:13.830340] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:47:13.945620] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:14.064060] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:14.184018] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:14.330210] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:14.470067] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:14.598077] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:14.720469] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:14.844287] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:14.964043] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:14.964164] [INFO ] [CONFIGURE ] NRG: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:47:14.964207] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6217 tests
[2025-10-18T00:47:14.964241] [INFO ] [CONFIGURE ] NRG: Testing feature 8/29: add_macd
[2025-10-18T00:47:14.964271] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T00:47:15.115868] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:15.285752] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:15.438173] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:15.594684] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:15.753047] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:15.915319] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:47:16.077785] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:47:16.239004] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:47:16.399914] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:47:16.561745] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:47:16.561919] [INFO ] [CONFIGURE ] NRG: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:47:16.562009] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6216 tests
[2025-10-18T00:47:16.562062] [INFO ] [CONFIGURE ] NRG: Testing feature 9/29: add_mfi
[2025-10-18T00:47:16.562094] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T00:47:16.693701] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:16.831151] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:16.971250] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:17.106374] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:47:17.243488] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:17.378993] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:17.511124] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:17.645344] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:17.779389] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:17.914570] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:17.914768] [INFO ] [CONFIGURE ] NRG: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T00:47:17.914819] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6215 tests
[2025-10-18T00:47:17.914855] [INFO ] [CONFIGURE ] NRG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:47:17.914887] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:47:18.065831] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:47:18.218329] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:18.369427] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:18.517746] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:47:18.668359] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:18.819825] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:18.973676] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:19.127730] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:19.283478] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:19.437757] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:19.437961] [INFO ] [CONFIGURE ] NRG: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:47:19.438022] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6214 tests
[2025-10-18T00:47:19.438060] [INFO ] [CONFIGURE ] NRG: Testing feature 11/29: add_obv_daily
[2025-10-18T00:47:19.438091] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T00:47:19.564218] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:19.689163] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:47:19.818014] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:19.947472] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:47:20.073030] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:47:20.199966] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:20.329754] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:20.460471] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:20.589596] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:20.719972] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:20.720146] [INFO ] [CONFIGURE ] NRG: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T00:47:20.720192] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6213 tests
[2025-10-18T00:47:20.720228] [INFO ] [CONFIGURE ] NRG: Testing feature 12/29: add_obv_interval
[2025-10-18T00:47:20.720260] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T00:47:20.845095] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:47:20.969457] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:21.095119] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:21.220526] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:47:21.348932] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:21.474586] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:21.602181] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:21.732149] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:21.861795] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:21.989296] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:21.989484] [INFO ] [CONFIGURE ] NRG: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T00:47:21.989546] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6212 tests
[2025-10-18T00:47:21.989587] [INFO ] [CONFIGURE ] NRG: Testing feature 13/29: add_opening_strength
[2025-10-18T00:47:21.989620] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:47:22.119734] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:47:22.249587] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:47:22.380328] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:22.513841] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:47:22.648457] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:22.784348] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:22.922944] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:23.061318] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:47:23.195976] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:47:23.335098] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:23.335278] [INFO ] [CONFIGURE ] NRG: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:47:23.335322] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6211 tests
[2025-10-18T00:47:23.335358] [INFO ] [CONFIGURE ] NRG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:47:23.335392] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T00:47:23.472466] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:23.610673] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:23.748259] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:23.889136] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:24.028953] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:24.169971] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:24.340458] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:47:24.483112] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:24.630013] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:24.782328] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:24.782486] [INFO ] [CONFIGURE ] NRG: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:47:24.782532] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6210 tests
[2025-10-18T00:47:24.782568] [INFO ] [CONFIGURE ] NRG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:47:24.782601] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T00:47:24.913800] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:47:25.050812] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:25.190810] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:25.326111] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:25.463158] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:25.602305] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:47:25.739908] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:25.882538] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:26.020888] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:26.162528] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:26.162734] [INFO ] [CONFIGURE ] NRG: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:47:26.162792] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6209 tests
[2025-10-18T00:47:26.162830] [INFO ] [CONFIGURE ] NRG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:47:26.162863] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T00:47:26.300009] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:47:26.434398] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:26.572119] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:26.708427] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:47:26.846178] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:26.984488] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:27.132519] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:27.289348] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:27.429157] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:27.569549] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:27.569772] [INFO ] [CONFIGURE ] NRG: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:47:27.569829] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6208 tests
[2025-10-18T00:47:27.569866] [INFO ] [CONFIGURE ] NRG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:47:27.569899] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T00:47:27.706863] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:47:27.845024] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:27.984788] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:28.123332] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:28.267303] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:28.409037] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:28.551470] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:28.700032] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:28.843061] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:47:29.003763] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:29.003947] [INFO ] [CONFIGURE ] NRG: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T00:47:29.003991] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6207 tests
[2025-10-18T00:47:29.004026] [INFO ] [CONFIGURE ] NRG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:47:29.004057] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T00:47:29.128220] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:29.254078] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:29.382791] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:29.517816] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:29.647978] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:47:29.785996] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:29.921727] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:30.052336] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:30.198255] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:30.333164] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:30.333338] [INFO ] [CONFIGURE ] NRG: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:47:30.333386] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6206 tests
[2025-10-18T00:47:30.333422] [INFO ] [CONFIGURE ] NRG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:47:30.333455] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T00:47:30.462971] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:30.595447] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:30.728943] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:30.861932] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:30.986214] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:31.109095] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:31.233295] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:31.360470] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:31.494593] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:31.628369] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:31.628567] [INFO ] [CONFIGURE ] NRG: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:47:31.628612] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6205 tests
[2025-10-18T00:47:31.628677] [INFO ] [CONFIGURE ] NRG: Testing feature 20/29: add_price_rejection
[2025-10-18T00:47:31.628732] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T00:47:31.764813] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:31.898011] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:32.034849] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:32.171963] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:32.306973] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:47:32.443633] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:32.585606] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:32.729913] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:32.873788] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:33.011773] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:33.011938] [INFO ] [CONFIGURE ] NRG: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:47:33.011982] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6204 tests
[2025-10-18T00:47:33.012017] [INFO ] [CONFIGURE ] NRG: Testing feature 21/29: add_range_position
[2025-10-18T00:47:33.012048] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T00:47:33.157044] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:33.295574] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:33.457098] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:33.601097] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:47:33.744369] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:47:33.891064] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:34.038735] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:34.191969] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:34.362730] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:34.513236] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:34.513466] [INFO ] [CONFIGURE ] NRG: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T00:47:34.513518] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6203 tests
[2025-10-18T00:47:34.513554] [INFO ] [CONFIGURE ] NRG: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:47:34.513716] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T00:47:34.668908] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:34.823076] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:47:34.975135] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:35.130197] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:35.292513] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:35.450167] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:35.610822] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:35.772824] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:35.938140] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:36.100561] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:36.100747] [INFO ] [CONFIGURE ] NRG: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T00:47:36.100809] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6202 tests
[2025-10-18T00:47:36.100847] [INFO ] [CONFIGURE ] NRG: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:47:36.100878] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T00:47:36.231366] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:47:36.363315] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:36.495509] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:36.627172] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:36.761150] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:47:36.895140] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:37.030086] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:37.168591] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:37.309095] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:37.445966] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:37.446087] [INFO ] [CONFIGURE ] NRG: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T00:47:37.446130] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6201 tests
[2025-10-18T00:47:37.446164] [INFO ] [CONFIGURE ] NRG: Testing feature 24/29: add_rsi
[2025-10-18T00:47:37.446196] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T00:47:37.599069] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:37.750575] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:47:37.902986] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:38.055923] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:47:38.209358] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:38.362830] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:47:38.518397] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:47:38.679290] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:38.835591] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:38.983181] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:38.983327] [INFO ] [CONFIGURE ] NRG: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T00:47:38.983371] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6200 tests
[2025-10-18T00:47:38.983406] [INFO ] [CONFIGURE ] NRG: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:47:38.983435] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T00:47:39.103493] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:39.225150] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:39.346458] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:39.508408] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:39.642882] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:47:39.772558] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:39.901342] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:40.036632] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:40.168313] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:40.302825] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:40.302947] [INFO ] [CONFIGURE ] NRG: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:47:40.302990] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6199 tests
[2025-10-18T00:47:40.303024] [INFO ] [CONFIGURE ] NRG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:47:40.303054] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T00:47:40.430881] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:47:40.554811] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:40.685770] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:40.811420] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:47:40.937558] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:41.064447] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:41.191630] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:47:41.327562] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:41.460281] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:41.594888] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:41.595048] [INFO ] [CONFIGURE ] NRG: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-18T00:47:41.595092] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6198 tests
[2025-10-18T00:47:41.595126] [INFO ] [CONFIGURE ] NRG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:47:41.595156] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T00:47:41.731671] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:41.870639] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:42.009380] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:42.154394] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:42.294208] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:42.435229] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:42.580278] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:42.724422] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:42.864200] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:43.006285] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:43.006442] [INFO ] [CONFIGURE ] NRG: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:47:43.006485] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6197 tests
[2025-10-18T00:47:43.006520] [INFO ] [CONFIGURE ] NRG: Testing feature 28/29: add_volume_profile
[2025-10-18T00:47:43.006552] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T00:47:43.135269] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:43.264936] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:43.395016] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:43.527262] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:47:43.667048] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:43.801381] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:43.935843] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:47:44.069752] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:44.204423] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:44.339836] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:44.339985] [INFO ] [CONFIGURE ] NRG: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:47:44.340028] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6196 tests
[2025-10-18T00:47:44.340066] [INFO ] [CONFIGURE ] NRG: Testing feature 29/29: add_vwap
[2025-10-18T00:47:44.340102] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T00:47:44.471478] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:47:44.603943] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:44.734984] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:44.867162] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:47:45.005899] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:45.141259] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:45.280680] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:47:45.417827] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:47:45.578948] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:47:45.719293] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:45.719450] [INFO ] [CONFIGURE ] NRG: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T00:47:45.719493] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6195 tests
[2025-10-18T00:47:45.719530] [INFO ] [CONFIGURE ] NRG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:47:45.719561] [INFO ] [CONFIGURE ] NRG: Best accuracy: 80.00%
[2025-10-18T00:47:45.719592] [INFO ] [CONFIGURE ] NRG: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T00:47:45.719621] [INFO ] [CONFIGURE ] NRG: Improvement over baseline: 50.00%
[2025-10-18T00:47:45.719677] [INFO ] [CONFIGURE ] NRG: Total time: 40.0 seconds
[2025-10-18T00:47:45.719726] [INFO ] [CONFIGURE ] NRG: Average time per feature: 1.4 seconds
[2025-10-18T00:47:45.719758] [INFO ] [CONFIGURE ] NRG: Average speed: 0.73 features/sec
[2025-10-18T00:47:45.720336] [INFO ] [LOCAL     ] Saved configuration for NRG: 1 features, 80.00% accuracy -> ./output/feature-sets/NRG.json
[2025-10-18T00:47:45.720407] [INFO ] [CONFIGURE ] NRG: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-18T00:47:45.720467] [INFO ] [sig       ] [168/380] Successfully configured NRG | 0.02 sym/s | Total: 2.0h | ETA: 2.5h
[2025-10-18T00:47:45.720514] [INFO ] [sig       ] [169/380] Configuring NRK...
[2025-10-18T00:47:45.720569] [INFO ] [CONFIGURE ] NRK: Configurate test run.
[2025-10-18T00:47:45.720602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-10-18T00:47:45.732705] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRK'.
[2025-10-18T00:47:45.733045] [INFO ] [CONFIGURE ] NRK: Testing with 29 available features
[2025-10-18T00:47:45.733102] [INFO ] [CONFIGURE ] NRK: Establishing baseline with no features...
[2025-10-18T00:47:45.840939] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:47:45.948664] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:46.059120] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:46.167526] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:47:46.276450] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:47:46.386172] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:46.501242] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:47:46.612978] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:46.725101] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:46.837133] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:47:46.837285] [INFO ] [CONFIGURE ] NRK: Baseline score (no features): 60.00%
[2025-10-18T00:47:46.837328] [INFO ] [CONFIGURE ] NRK: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:47:46.837361] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:47:46.958339] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:47:47.079914] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:47:47.202015] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:47.324041] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:47:47.448014] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:47:47.572014] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:47.697298] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:47:47.822719] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:47.951728] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:48.076373] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:47:48.076521] [INFO ] [CONFIGURE ] NRK: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T00:47:48.076565] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6194 tests
[2025-10-18T00:47:48.076599] [INFO ] [CONFIGURE ] NRK: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:47:48.076629] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:47:48.202784] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:47:48.329569] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:48.456453] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:48.614384] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:47:48.743244] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:48.871960] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:47:49.002235] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:49.135009] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:49.266137] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:49.401229] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:47:49.401489] [INFO ] [CONFIGURE ] NRK: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-18T00:47:49.401561] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6193 tests
[2025-10-18T00:47:49.401619] [INFO ] [CONFIGURE ] NRK: Testing feature 3/29: add_daily_returns
[2025-10-18T00:47:49.401685] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T00:47:49.534818] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:47:49.666548] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:49.799552] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:47:49.932353] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:47:50.066298] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:50.200930] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:47:50.337560] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:47:50.473896] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:47:50.610248] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:47:50.747214] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:47:50.747386] [INFO ] [CONFIGURE ] NRK: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T00:47:50.747430] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6192 tests
[2025-10-18T00:47:50.747464] [INFO ] [CONFIGURE ] NRK: Testing feature 4/29: add_ema
[2025-10-18T00:47:50.747496] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T00:47:50.899558] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:47:51.046715] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:51.196245] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:51.346851] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:47:51.496889] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:47:51.667345] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:47:51.814323] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:51.962319] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:52.106473] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:52.259779] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:47:52.260015] [INFO ] [CONFIGURE ] NRK: DISCARDED add_ema (score: 50.00%)
[2025-10-18T00:47:52.260069] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6191 tests
[2025-10-18T00:47:52.260106] [INFO ] [CONFIGURE ] NRK: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:47:52.260137] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:47:52.415441] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:47:52.568409] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:47:52.723670] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:52.878465] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:47:53.039192] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:47:53.194792] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:53.351716] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:53.510465] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:53.670532] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:53.833870] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:47:53.834065] [INFO ] [CONFIGURE ] NRK: KEPT add_exhaustion_signals (score: 80.00%)
[2025-10-18T00:47:53.834116] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6190 tests
[2025-10-18T00:47:53.834150] [INFO ] [CONFIGURE ] NRK: Testing feature 6/29: add_failed_moves
[2025-10-18T00:47:53.834181] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T00:47:53.993866] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:47:54.151876] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:47:54.310228] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:54.475906] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:47:54.647345] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:47:54.808252] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:54.972048] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:55.133628] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:55.303475] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:55.472276] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:47:55.472463] [INFO ] [CONFIGURE ] NRK: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T00:47:55.472511] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6189 tests
[2025-10-18T00:47:55.472546] [INFO ] [CONFIGURE ] NRK: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:47:55.472578] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T00:47:55.629100] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:47:55.789059] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:47:55.945031] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:56.101962] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:47:56.269346] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:47:56.429464] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:47:56.587707] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:56.751375] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:56.910200] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:57.071991] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:47:57.072145] [INFO ] [CONFIGURE ] NRK: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:47:57.072211] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6188 tests
[2025-10-18T00:47:57.072270] [INFO ] [CONFIGURE ] NRK: Testing feature 8/29: add_macd
[2025-10-18T00:47:57.072304] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T00:47:57.247536] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:47:57.425535] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:47:57.617897] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:57.794375] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:47:57.967901] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:47:58.147360] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:47:58.324617] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:47:58.503150] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:47:58.682952] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:47:58.862840] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:47:58.863038] [INFO ] [CONFIGURE ] NRK: DISCARDED add_macd (score: 80.00%)
[2025-10-18T00:47:58.863086] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6187 tests
[2025-10-18T00:47:58.863124] [INFO ] [CONFIGURE ] NRK: Testing feature 9/29: add_mfi
[2025-10-18T00:47:58.863158] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T00:47:59.035941] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:47:59.209349] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:47:59.384241] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:47:59.563318] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:47:59.749608] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:47:59.934099] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:48:00.113908] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:00.299748] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:48:00.481966] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:00.666884] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:00.667095] [INFO ] [CONFIGURE ] NRK: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T00:48:00.667141] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6186 tests
[2025-10-18T00:48:00.667176] [INFO ] [CONFIGURE ] NRK: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:48:00.667210] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:48:00.855708] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:48:01.046072] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:48:01.237598] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:48:01.439507] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:48:01.633975] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:01.825776] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:48:02.022090] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:02.231055] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:48:02.456952] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:02.747566] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:48:02.747893] [INFO ] [CONFIGURE ] NRK: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T00:48:02.748010] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6185 tests
[2025-10-18T00:48:02.748089] [INFO ] [CONFIGURE ] NRK: Testing feature 11/29: add_obv_daily
[2025-10-18T00:48:02.748151] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T00:48:02.967142] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:03.141199] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:48:03.307817] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:48:03.471208] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:03.633929] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:03.814806] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:48:03.979527] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:04.147238] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:48:04.313174] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:04.479748] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:04.479925] [INFO ] [CONFIGURE ] NRK: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:48:04.480030] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6184 tests
[2025-10-18T00:48:04.480128] [INFO ] [CONFIGURE ] NRK: Testing feature 12/29: add_obv_interval
[2025-10-18T00:48:04.480168] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T00:48:04.637367] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:04.798114] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:48:04.951739] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:48:05.104639] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:05.259464] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:05.421483] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:48:05.585899] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:05.747174] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:48:05.914434] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:48:06.080454] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:06.080611] [INFO ] [CONFIGURE ] NRK: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:48:06.080684] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6183 tests
[2025-10-18T00:48:06.080738] [INFO ] [CONFIGURE ] NRK: Testing feature 13/29: add_opening_strength
[2025-10-18T00:48:06.080772] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:48:06.249095] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:06.420388] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:06.590118] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:48:06.763715] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:06.935145] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:07.110581] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:48:07.286344] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:07.463199] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:48:07.637568] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:48:07.812245] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:48:07.812421] [INFO ] [CONFIGURE ] NRK: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:48:07.812470] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6182 tests
[2025-10-18T00:48:07.812505] [INFO ] [CONFIGURE ] NRK: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:48:07.812534] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T00:48:07.983504] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:08.154609] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:08.330702] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:48:08.505591] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:08.679259] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:48:08.854172] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:48:09.028128] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:09.202468] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:48:09.378388] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:09.552759] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:48:09.552975] [INFO ] [CONFIGURE ] NRK: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T00:48:09.553025] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6181 tests
[2025-10-18T00:48:09.553062] [INFO ] [CONFIGURE ] NRK: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:48:09.553094] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T00:48:09.715775] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:09.889636] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:48:10.067092] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:48:10.249808] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:10.432798] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:10.616526] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:48:10.794861] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:10.974696] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:48:11.159185] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:11.341881] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:48:11.342083] [INFO ] [CONFIGURE ] NRK: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:48:11.342132] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6180 tests
[2025-10-18T00:48:11.342169] [INFO ] [CONFIGURE ] NRK: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:48:11.342203] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T00:48:11.520417] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:11.699698] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:11.888240] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:48:12.070088] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:12.254088] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:12.437543] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:48:12.630056] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:12.823014] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:48:13.010498] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:13.204108] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:48:13.204297] [INFO ] [CONFIGURE ] NRK: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:48:13.204358] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6179 tests
[2025-10-18T00:48:13.204438] [INFO ] [CONFIGURE ] NRK: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:48:13.204475] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T00:48:13.389399] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:13.574938] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:48:13.758958] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:48:13.949947] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:14.142458] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:14.329288] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:48:14.517601] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:14.709295] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:48:14.893902] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:15.084356] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:15.084553] [INFO ] [CONFIGURE ] NRK: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T00:48:15.084601] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6178 tests
[2025-10-18T00:48:15.084637] [INFO ] [CONFIGURE ] NRK: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:48:15.084716] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T00:48:15.258448] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:15.431310] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:48:15.603299] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:48:15.777123] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:15.957351] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:16.134380] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:48:16.291755] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:16.448577] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:48:16.606936] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:16.766685] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:16.766854] [INFO ] [CONFIGURE ] NRK: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T00:48:16.766899] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6177 tests
[2025-10-18T00:48:16.766934] [INFO ] [CONFIGURE ] NRK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:48:16.766966] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T00:48:16.920040] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:17.092998] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:48:17.253238] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:48:17.411900] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:17.570983] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:17.730614] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:48:17.892099] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:18.059888] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:48:18.230570] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:18.401802] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:18.402028] [INFO ] [CONFIGURE ] NRK: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:48:18.402091] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6176 tests
[2025-10-18T00:48:18.402131] [INFO ] [CONFIGURE ] NRK: Testing feature 20/29: add_price_rejection
[2025-10-18T00:48:18.402164] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T00:48:18.573580] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:18.742617] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:18.937855] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:48:19.105506] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:19.272851] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:19.442614] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:48:19.617017] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:19.792298] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:48:19.975905] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:20.147600] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:20.147803] [INFO ] [CONFIGURE ] NRK: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T00:48:20.147854] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6175 tests
[2025-10-18T00:48:20.147892] [INFO ] [CONFIGURE ] NRK: Testing feature 21/29: add_range_position
[2025-10-18T00:48:20.147924] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T00:48:20.322354] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:20.499666] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:20.680119] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:48:20.862770] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:21.042757] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:21.222964] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:48:21.405315] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:21.585530] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:48:21.766879] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:21.976868] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:48:21.977020] [INFO ] [CONFIGURE ] NRK: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T00:48:21.977063] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6174 tests
[2025-10-18T00:48:21.977098] [INFO ] [CONFIGURE ] NRK: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:48:21.977178] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T00:48:22.163582] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:22.350961] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:22.540133] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:48:22.729391] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:22.919692] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:23.113250] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:48:23.306707] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:23.501273] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:48:23.700531] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:23.903451] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:48:23.903631] [INFO ] [CONFIGURE ] NRK: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T00:48:23.903712] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6173 tests
[2025-10-18T00:48:23.903757] [INFO ] [CONFIGURE ] NRK: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:48:23.903790] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T00:48:24.074310] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:24.244665] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:48:24.419280] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:48:24.589219] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:24.757636] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:24.922978] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:48:25.095135] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:25.263124] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:48:25.431889] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:25.601894] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:25.602051] [INFO ] [CONFIGURE ] NRK: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T00:48:25.602098] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6172 tests
[2025-10-18T00:48:25.602133] [INFO ] [CONFIGURE ] NRK: Testing feature 24/29: add_rsi
[2025-10-18T00:48:25.602165] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-18T00:48:25.788376] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:25.969805] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:26.152013] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:48:26.331431] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:26.511482] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:26.693474] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:48:26.875305] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:27.057778] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:48:27.253602] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:27.443584] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:48:27.443804] [INFO ] [CONFIGURE ] NRK: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T00:48:27.443855] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6171 tests
[2025-10-18T00:48:27.443891] [INFO ] [CONFIGURE ] NRK: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:48:27.443922] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T00:48:27.606908] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:27.770145] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:27.929023] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:48:28.096772] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:28.266508] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:28.439047] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:48:28.607670] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:28.788167] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:48:28.954792] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:29.121948] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:29.122137] [INFO ] [CONFIGURE ] NRK: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:48:29.122185] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6170 tests
[2025-10-18T00:48:29.122220] [INFO ] [CONFIGURE ] NRK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:48:29.122253] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T00:48:29.283043] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:29.446678] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:29.612552] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:48:29.795438] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:48:29.959891] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:30.125464] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:48:30.293635] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:30.474247] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:48:30.657000] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:30.836020] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:30.836196] [INFO ] [CONFIGURE ] NRK: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T00:48:30.836240] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6169 tests
[2025-10-18T00:48:30.836276] [INFO ] [CONFIGURE ] NRK: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:48:30.836308] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T00:48:31.044880] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:31.221364] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:31.393108] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:48:31.562063] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:48:31.738051] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:31.912553] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:48:32.089062] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:32.263191] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:48:32.437964] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:32.622039] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:32.622212] [INFO ] [CONFIGURE ] NRK: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:48:32.622260] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6168 tests
[2025-10-18T00:48:32.622295] [INFO ] [CONFIGURE ] NRK: Testing feature 28/29: add_volume_profile
[2025-10-18T00:48:32.622326] [INFO ] [CONFIGURE ] NRK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-18T00:48:32.786798] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:48:32.953667] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:48:33.124534] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:48:33.293038] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:33.466777] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:48:33.635494] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:48:33.810272] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:33.981134] [DEBUG] [FORECASTER] NRK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:48:34.151772] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:48:34.322672] [DEBUG] [FORECASTER] NRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:48:34.322873] [INFO ] [CONFIGURE ] NRK: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:48:34.322919] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6167 tests
[2025-10-18T00:48:34.322955] [INFO ] [CONFIGURE ] NRK: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:48:34.322984] [INFO ] [CONFIGURE ] NRK: Best accuracy: 80.00%
[2025-10-18T00:48:34.323015] [INFO ] [CONFIGURE ] NRK: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:48:34.323042] [INFO ] [CONFIGURE ] NRK: Improvement over baseline: 20.00%
[2025-10-18T00:48:34.323068] [INFO ] [CONFIGURE ] NRK: Total time: 47.5 seconds
[2025-10-18T00:48:34.323094] [INFO ] [CONFIGURE ] NRK: Average time per feature: 1.7 seconds
[2025-10-18T00:48:34.323122] [INFO ] [CONFIGURE ] NRK: Average speed: 0.61 features/sec
[2025-10-18T00:48:34.323625] [INFO ] [LOCAL     ] Saved configuration for NRK: 3 features, 80.00% accuracy -> ./output/feature-sets/NRK.json
[2025-10-18T00:48:34.323707] [INFO ] [CONFIGURE ] NRK: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T00:48:34.323781] [INFO ] [sig       ] [169/380] Successfully configured NRK | 0.02 sym/s | Total: 2.0h | ETA: 2.5h
[2025-10-18T00:48:34.323848] [INFO ] [sig       ] [170/380] Configuring NRUC...
[2025-10-18T00:48:34.323893] [INFO ] [CONFIGURE ] NRUC: Configurate test run.
[2025-10-18T00:48:34.323948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRUC' from 'https://tdm.silogroup.org/data/derivative_storage/NRUC.csv'.
[2025-10-18T00:48:34.335322] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NRUC'.
[2025-10-18T00:48:34.335707] [INFO ] [CONFIGURE ] NRUC: Testing with 29 available features
[2025-10-18T00:48:34.335764] [INFO ] [CONFIGURE ] NRUC: Establishing baseline with no features...
[2025-10-18T00:48:34.450451] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:34.557551] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:34.665014] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:48:34.772802] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:48:34.880963] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:48:34.989735] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:48:35.098758] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:48:35.207920] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:48:35.320378] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:48:35.430181] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:35.430318] [INFO ] [CONFIGURE ] NRUC: Baseline score (no features): 30.00%
[2025-10-18T00:48:35.430360] [INFO ] [CONFIGURE ] NRUC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:48:35.430473] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:48:35.547209] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:35.665278] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:35.787765] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:48:35.913969] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:36.036185] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:48:36.158828] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:48:36.279924] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:48:36.398492] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:48:36.518040] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:48:36.637141] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:36.637294] [INFO ] [CONFIGURE ] NRUC: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-18T00:48:36.637343] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6166 tests
[2025-10-18T00:48:36.637376] [INFO ] [CONFIGURE ] NRUC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:48:36.637406] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:48:36.771011] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:36.906558] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:37.043458] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:48:37.178856] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:37.314224] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:48:37.453601] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:48:37.591022] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:48:37.728581] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:48:37.870305] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:48:38.009870] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:38.010050] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T00:48:38.010094] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6165 tests
[2025-10-18T00:48:38.010130] [INFO ] [CONFIGURE ] NRUC: Testing feature 3/29: add_daily_returns
[2025-10-18T00:48:38.010161] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:48:38.131578] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:38.251337] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:38.372373] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:48:38.494108] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:38.617507] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:48:38.746035] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:48:38.880477] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:48:39.007384] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:48:39.132685] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:48:39.260661] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:39.260820] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_daily_returns (score: 20.00%)
[2025-10-18T00:48:39.260863] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6164 tests
[2025-10-18T00:48:39.260897] [INFO ] [CONFIGURE ] NRUC: Testing feature 4/29: add_ema
[2025-10-18T00:48:39.260928] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:48:39.398459] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:39.537221] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:39.673525] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:48:39.809875] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:39.948787] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:48:40.110617] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:48:40.247294] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:48:40.390407] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:48:40.536484] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:48:40.677279] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:40.677457] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_ema (score: 40.00%)
[2025-10-18T00:48:40.677513] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6163 tests
[2025-10-18T00:48:40.677634] [INFO ] [CONFIGURE ] NRUC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:48:40.677712] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:48:40.819728] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:40.959063] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:41.099696] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:48:41.242374] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:41.385321] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:48:41.526795] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:48:41.668802] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:41.816430] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:48:41.961320] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:48:42.105485] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:42.105766] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T00:48:42.105832] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6162 tests
[2025-10-18T00:48:42.105870] [INFO ] [CONFIGURE ] NRUC: Testing feature 6/29: add_failed_moves
[2025-10-18T00:48:42.105901] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T00:48:42.227422] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:42.349583] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:42.472372] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:48:42.595760] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:42.718597] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:48:42.841910] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:48:42.965238] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:48:43.090299] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:48:43.215913] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:48:43.341142] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:43.341298] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T00:48:43.341340] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6161 tests
[2025-10-18T00:48:43.341376] [INFO ] [CONFIGURE ] NRUC: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:48:43.341408] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T00:48:43.454810] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:43.567759] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:43.697621] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:48:43.826786] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:43.955767] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:48:44.084913] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:48:44.224910] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:44.358244] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:48:44.495992] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:48:44.635571] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:44.635763] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T00:48:44.635816] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6160 tests
[2025-10-18T00:48:44.635855] [INFO ] [CONFIGURE ] NRUC: Testing feature 8/29: add_macd
[2025-10-18T00:48:44.635915] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T00:48:44.795487] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:44.947088] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:45.099906] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:48:45.255713] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:48:45.415326] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:48:45.570525] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:48:45.726408] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:48:45.881804] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:48:46.037187] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:48:46.217210] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:46.217394] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_macd (score: 10.00%)
[2025-10-18T00:48:46.217438] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6159 tests
[2025-10-18T00:48:46.217475] [INFO ] [CONFIGURE ] NRUC: Testing feature 9/29: add_mfi
[2025-10-18T00:48:46.217507] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T00:48:46.346810] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:46.475099] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:46.604335] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:48:46.738056] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:46.871216] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:48:47.004368] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:48:47.139075] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:48:47.279526] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:48:47.414967] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:48:47.549913] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:47.550085] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T00:48:47.550128] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6158 tests
[2025-10-18T00:48:47.550165] [INFO ] [CONFIGURE ] NRUC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:48:47.550198] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:48:47.692371] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:48:47.837267] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:47.983081] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:48:48.127807] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:48.277263] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:48:48.428071] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:48:48.579124] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:48:48.730426] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:48:48.882290] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:48:49.035535] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:49.035736] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:48:49.035793] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6157 tests
[2025-10-18T00:48:49.035830] [INFO ] [CONFIGURE ] NRUC: Testing feature 11/29: add_obv_daily
[2025-10-18T00:48:49.035861] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T00:48:49.162178] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:49.290510] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:49.416620] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:48:49.542290] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:49.667603] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:48:49.794560] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:48:49.922572] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:50.049986] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:48:50.178127] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:48:50.306777] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:50.306936] [INFO ] [CONFIGURE ] NRUC: KEPT add_obv_daily (score: 50.00%)
[2025-10-18T00:48:50.306981] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6156 tests
[2025-10-18T00:48:50.307017] [INFO ] [CONFIGURE ] NRUC: Testing feature 12/29: add_obv_interval
[2025-10-18T00:48:50.307048] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval']
[2025-10-18T00:48:50.443418] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:50.575838] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:50.710144] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:48:50.845597] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:50.976865] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:48:51.112238] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:48:51.258484] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:51.395964] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:48:51.531452] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:48:51.666282] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:51.666461] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T00:48:51.666510] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6155 tests
[2025-10-18T00:48:51.666545] [INFO ] [CONFIGURE ] NRUC: Testing feature 13/29: add_opening_strength
[2025-10-18T00:48:51.666576] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:48:51.807274] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:51.956128] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:52.103174] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:48:52.294028] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:52.439168] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:48:52.584534] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:48:52.730497] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:52.876915] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:48:53.025924] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:48:53.173730] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:48:53.173881] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T00:48:53.173924] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6154 tests
[2025-10-18T00:48:53.173960] [INFO ] [CONFIGURE ] NRUC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:48:53.173990] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T00:48:53.317711] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:53.469032] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:53.614774] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:48:53.761451] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:53.908052] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:48:54.051018] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:48:54.195206] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:54.341711] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:48:54.491398] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:48:54.662128] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:48:54.662337] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:48:54.662403] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6153 tests
[2025-10-18T00:48:54.662631] [INFO ] [CONFIGURE ] NRUC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:48:54.662707] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T00:48:54.816417] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:54.974394] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:55.134598] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:48:55.357587] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:55.532450] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:48:55.680507] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:48:55.840875] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:48:55.990246] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:48:56.129268] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:48:56.269686] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:56.269865] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T00:48:56.269908] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6152 tests
[2025-10-18T00:48:56.269944] [INFO ] [CONFIGURE ] NRUC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:48:56.269975] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T00:48:56.406581] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:56.544117] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:56.683327] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:48:56.824177] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:56.966217] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:48:57.109922] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:48:57.253018] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:48:57.394261] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:48:57.539496] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:48:57.681755] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:57.681929] [INFO ] [CONFIGURE ] NRUC: KEPT add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:48:57.681981] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6151 tests
[2025-10-18T00:48:57.682015] [INFO ] [CONFIGURE ] NRUC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:48:57.682045] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-18T00:48:57.838120] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:57.990238] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:58.142775] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:48:58.313205] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:58.477405] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:48:58.636442] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:48:58.792826] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:48:58.959249] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:48:59.116754] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:48:59.274256] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:48:59.274436] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T00:48:59.274480] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6150 tests
[2025-10-18T00:48:59.274537] [INFO ] [CONFIGURE ] NRUC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:48:59.274595] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-18T00:48:59.413996] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:48:59.556326] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:48:59.696796] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:48:59.840137] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:48:59.983289] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:49:00.126413] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:49:00.275380] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:49:00.424030] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:49:00.567450] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:00.715389] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:00.715600] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:49:00.715676] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6149 tests
[2025-10-18T00:49:00.715736] [INFO ] [CONFIGURE ] NRUC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:49:00.715772] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-18T00:49:00.856001] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:49:01.005432] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:49:01.164633] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:49:01.337430] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:49:01.504734] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:49:01.683695] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:49:01.851177] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:49:02.003443] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:49:02.155448] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:02.321033] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:02.321298] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T00:49:02.321366] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6148 tests
[2025-10-18T00:49:02.321409] [INFO ] [CONFIGURE ] NRUC: Testing feature 20/29: add_price_rejection
[2025-10-18T00:49:02.321443] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-18T00:49:02.496340] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:49:02.666447] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:49:02.835913] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:49:03.018438] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:49:03.189668] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:49:03.347549] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:49:03.501619] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:49:03.666726] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:49:03.820937] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:49:03.977911] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:03.978109] [INFO ] [CONFIGURE ] NRUC: KEPT add_price_rejection (score: 70.00%)
[2025-10-18T00:49:03.978157] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6147 tests
[2025-10-18T00:49:03.978195] [INFO ] [CONFIGURE ] NRUC: Testing feature 21/29: add_range_position
[2025-10-18T00:49:03.978227] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_price_rejection', 'add_range_position']
[2025-10-18T00:49:04.150302] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:49:04.335316] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:49:04.515388] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:49:04.692667] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:49:04.866574] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:49:05.049061] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:49:05.225275] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:49:05.405896] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:49:05.590395] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:49:05.769227] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:05.769400] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:49:05.769463] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6146 tests
[2025-10-18T00:49:05.769522] [INFO ] [CONFIGURE ] NRUC: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:49:05.769559] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_price_rejection', 'add_realized_volatility']
[2025-10-18T00:49:05.958634] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:49:06.149307] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:49:06.350188] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:49:06.544440] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:49:06.740050] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:49:06.940818] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:49:07.136909] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:49:07.330808] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:49:07.526799] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:07.722605] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:07.722830] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T00:49:07.722900] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6145 tests
[2025-10-18T00:49:07.722959] [INFO ] [CONFIGURE ] NRUC: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:49:07.722994] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_price_rejection', 'add_recent_range_context']
[2025-10-18T00:49:07.889620] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:49:08.056454] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:49:08.222437] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:49:08.388029] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:49:08.555791] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:49:08.724805] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:49:08.897515] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:49:09.063962] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:49:09.226420] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:49:09.399215] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:09.399403] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T00:49:09.399448] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6144 tests
[2025-10-18T00:49:09.399485] [INFO ] [CONFIGURE ] NRUC: Testing feature 24/29: add_rsi
[2025-10-18T00:49:09.399520] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_price_rejection', 'add_ema', 'add_rsi']
[2025-10-18T00:49:09.573910] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:49:09.748168] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:49:09.924066] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:49:10.098291] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:49:10.272409] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:49:10.454844] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:49:10.638135] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:49:10.822055] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:49:11.010127] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:49:11.197719] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:11.197988] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T00:49:11.198051] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6143 tests
[2025-10-18T00:49:11.198090] [INFO ] [CONFIGURE ] NRUC: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:49:11.198121] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_price_rejection', 'add_tick_distribution']
[2025-10-18T00:49:11.360195] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:49:11.524638] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:49:11.692447] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:49:11.857915] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:49:12.024776] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:49:12.187526] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:49:12.348766] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:49:12.512043] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:49:12.674004] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:49:12.836601] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:12.836782] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T00:49:12.836832] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6142 tests
[2025-10-18T00:49:12.836868] [INFO ] [CONFIGURE ] NRUC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:49:12.836899] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_price_rejection', 'add_volume_momentum_confirmation']
[2025-10-18T00:49:13.000880] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:49:13.178588] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:49:13.367408] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:49:13.571000] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:49:13.753564] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:49:13.930227] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:49:14.117268] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:49:14.305991] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:49:14.484614] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:49:14.659275] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:14.659728] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:49:14.659791] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6141 tests
[2025-10-18T00:49:14.659829] [INFO ] [CONFIGURE ] NRUC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:49:14.659861] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_price_rejection', 'add_volume_price_divergence']
[2025-10-18T00:49:14.735514] [FATAL] [FORECASTER] Failed to test lookback=11: [00:49:14] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T00:49:14.811856] [FATAL] [FORECASTER] Failed to test lookback=10: [00:49:14] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T00:49:14.886639] [FATAL] [FORECASTER] Failed to test lookback=9: [00:49:14] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T00:49:14.963850] [FATAL] [FORECASTER] Failed to test lookback=8: [00:49:14] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T00:49:15.041349] [FATAL] [FORECASTER] Failed to test lookback=7: [00:49:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T00:49:15.118136] [FATAL] [FORECASTER] Failed to test lookback=6: [00:49:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T00:49:15.194461] [FATAL] [FORECASTER] Failed to test lookback=5: [00:49:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T00:49:15.271765] [FATAL] [FORECASTER] Failed to test lookback=4: [00:49:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T00:49:15.350614] [FATAL] [FORECASTER] Failed to test lookback=3: [00:49:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T00:49:15.430978] [FATAL] [FORECASTER] Failed to test lookback=2: [00:49:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T00:49:15.431340] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-10-18T00:49:15.431390] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6140 tests
[2025-10-18T00:49:15.431429] [INFO ] [CONFIGURE ] NRUC: Testing feature 28/29: add_volume_profile
[2025-10-18T00:49:15.431461] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_price_rejection', 'add_volume_profile']
[2025-10-18T00:49:15.602129] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:49:15.768925] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:49:15.931605] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:49:16.096502] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:49:16.262786] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:49:16.430101] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:49:16.605246] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:49:16.778457] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:49:16.948631] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:49:17.117554] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:49:17.117747] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:49:17.117800] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6139 tests
[2025-10-18T00:49:17.117836] [INFO ] [CONFIGURE ] NRUC: Testing feature 29/29: add_vwap
[2025-10-18T00:49:17.117867] [INFO ] [CONFIGURE ] NRUC: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_price_rejection', 'add_vwap']
[2025-10-18T00:49:17.286685] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:49:17.458662] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:49:17.629741] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:49:17.803703] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:49:17.979567] [DEBUG] [FORECASTER] NRUC: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:49:18.149521] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:49:18.323145] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:49:18.495022] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:49:18.667091] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:49:18.840232] [DEBUG] [FORECASTER] NRUC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:18.840410] [INFO ] [CONFIGURE ] NRUC: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T00:49:18.840456] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6138 tests
[2025-10-18T00:49:18.840492] [INFO ] [CONFIGURE ] NRUC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:49:18.840524] [INFO ] [CONFIGURE ] NRUC: Best accuracy: 70.00%
[2025-10-18T00:49:18.840559] [INFO ] [CONFIGURE ] NRUC: Best feature set (4 features): ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-18T00:49:18.841005] [INFO ] [CONFIGURE ] NRUC: Improvement over baseline: 40.00%
[2025-10-18T00:49:18.841045] [INFO ] [CONFIGURE ] NRUC: Total time: 43.4 seconds
[2025-10-18T00:49:18.841075] [INFO ] [CONFIGURE ] NRUC: Average time per feature: 1.5 seconds
[2025-10-18T00:49:18.841104] [INFO ] [CONFIGURE ] NRUC: Average speed: 0.67 features/sec
[2025-10-18T00:49:18.841711] [INFO ] [LOCAL     ] Saved configuration for NRUC: 4 features, 70.00% accuracy -> ./output/feature-sets/NRUC.json
[2025-10-18T00:49:18.841784] [INFO ] [CONFIGURE ] NRUC: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-10-18T00:49:18.841874] [INFO ] [sig       ] [170/380] Successfully configured NRUC | 0.02 sym/s | Total: 2.0h | ETA: 2.5h
[2025-10-18T00:49:18.841952] [INFO ] [sig       ] [171/380] Configuring NSA...
[2025-10-18T00:49:18.842020] [INFO ] [CONFIGURE ] NSA: Configurate test run.
[2025-10-18T00:49:18.842076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSA' from 'https://tdm.silogroup.org/data/derivative_storage/NSA.csv'.
[2025-10-18T00:49:18.855357] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NSA'.
[2025-10-18T00:49:18.855768] [INFO ] [CONFIGURE ] NSA: Testing with 29 available features
[2025-10-18T00:49:18.855826] [INFO ] [CONFIGURE ] NSA: Establishing baseline with no features...
[2025-10-18T00:49:18.961321] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:19.071328] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:49:19.182881] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:19.297003] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:49:19.411249] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:49:19.524117] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:19.638241] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:19.751346] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:19.862855] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:49:19.975278] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:49:19.975492] [INFO ] [CONFIGURE ] NSA: Baseline score (no features): 30.00%
[2025-10-18T00:49:19.975539] [INFO ] [CONFIGURE ] NSA: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:49:19.975573] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:49:20.093911] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:20.213381] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:49:20.332292] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:49:20.455900] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:49:20.581237] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:20.701216] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:20.826735] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:20.951258] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:21.074835] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:49:21.196065] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:21.196215] [INFO ] [CONFIGURE ] NSA: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-18T00:49:21.196258] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6137 tests
[2025-10-18T00:49:21.196293] [INFO ] [CONFIGURE ] NSA: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:49:21.196323] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:49:21.331156] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:21.467347] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:49:21.609101] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:21.749542] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:49:21.888412] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:22.027461] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:22.167016] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:22.305819] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:22.446600] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:49:22.621823] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:22.622016] [INFO ] [CONFIGURE ] NSA: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T00:49:22.622061] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6136 tests
[2025-10-18T00:49:22.622096] [INFO ] [CONFIGURE ] NSA: Testing feature 3/29: add_daily_returns
[2025-10-18T00:49:22.622128] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:49:22.740799] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:22.865928] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:49:23.002232] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:23.140955] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:49:23.279426] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:23.412825] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:23.544493] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:23.679192] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:23.830481] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:49:23.985979] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:23.986179] [INFO ] [CONFIGURE ] NSA: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T00:49:23.986239] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6135 tests
[2025-10-18T00:49:23.986277] [INFO ] [CONFIGURE ] NSA: Testing feature 4/29: add_ema
[2025-10-18T00:49:23.986310] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:49:24.138271] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:24.291022] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:24.441849] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:24.598286] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:49:24.744831] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:24.890139] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:25.032179] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:25.174728] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:25.318457] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:49:25.463513] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:25.463718] [INFO ] [CONFIGURE ] NSA: DISCARDED add_ema (score: 40.00%)
[2025-10-18T00:49:25.463777] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6134 tests
[2025-10-18T00:49:25.463815] [INFO ] [CONFIGURE ] NSA: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:49:25.463847] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:49:25.623522] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:25.767952] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:25.913202] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:49:26.059598] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:49:26.212244] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:26.361128] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:26.508397] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:26.667087] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:26.818134] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:26.966957] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:26.967084] [INFO ] [CONFIGURE ] NSA: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:49:26.967127] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6133 tests
[2025-10-18T00:49:26.967161] [INFO ] [CONFIGURE ] NSA: Testing feature 6/29: add_failed_moves
[2025-10-18T00:49:26.967191] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T00:49:27.093141] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:27.220124] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:49:27.347039] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:49:27.478387] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:49:27.606750] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:27.741880] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:27.884268] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:28.017592] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:28.150356] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:49:28.285747] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:28.285898] [INFO ] [CONFIGURE ] NSA: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T00:49:28.285962] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6132 tests
[2025-10-18T00:49:28.286000] [INFO ] [CONFIGURE ] NSA: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:49:28.286030] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T00:49:28.404471] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:28.525155] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:49:28.676179] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:28.801150] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:49:28.922535] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:29.045281] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:29.169343] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:29.291564] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:29.416406] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:49:29.542855] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:29.543046] [INFO ] [CONFIGURE ] NSA: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T00:49:29.543090] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6131 tests
[2025-10-18T00:49:29.543125] [INFO ] [CONFIGURE ] NSA: Testing feature 8/29: add_macd
[2025-10-18T00:49:29.543158] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T00:49:29.700928] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:29.859610] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:30.017674] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:30.185016] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:49:30.353785] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:30.523421] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:30.691243] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:49:30.863018] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:31.027866] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:31.199718] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:31.199925] [INFO ] [CONFIGURE ] NSA: KEPT add_macd (score: 50.00%)
[2025-10-18T00:49:31.199973] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6130 tests
[2025-10-18T00:49:31.200009] [INFO ] [CONFIGURE ] NSA: Testing feature 9/29: add_mfi
[2025-10-18T00:49:31.200514] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T00:49:31.386343] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:31.570068] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:31.786076] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:31.965336] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:49:32.142066] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:32.322183] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:32.498410] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:49:32.675550] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:32.860733] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:33.038972] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:33.039142] [INFO ] [CONFIGURE ] NSA: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T00:49:33.039187] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6129 tests
[2025-10-18T00:49:33.039223] [INFO ] [CONFIGURE ] NSA: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:49:33.039255] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:49:33.224850] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:33.413186] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:33.599697] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:33.796608] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:49:34.008612] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:34.228566] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:34.439489] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:34.650117] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:34.864975] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:35.080483] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:35.080695] [INFO ] [CONFIGURE ] NSA: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:49:35.080760] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6128 tests
[2025-10-18T00:49:35.080799] [INFO ] [CONFIGURE ] NSA: Testing feature 11/29: add_obv_daily
[2025-10-18T00:49:35.080832] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-18T00:49:35.269077] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:49:35.463303] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:35.652843] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:35.826097] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:49:35.997367] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:36.168196] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:36.341458] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:49:36.513240] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:36.687556] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:36.865995] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:36.866204] [INFO ] [CONFIGURE ] NSA: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:49:36.866261] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6127 tests
[2025-10-18T00:49:36.866312] [INFO ] [CONFIGURE ] NSA: Testing feature 12/29: add_obv_interval
[2025-10-18T00:49:36.866368] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-18T00:49:37.032090] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:49:37.200322] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:37.366504] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:37.532542] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:49:37.700714] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:37.869919] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:38.042368] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:38.215407] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:38.387376] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:38.570968] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:38.571226] [INFO ] [CONFIGURE ] NSA: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T00:49:38.571326] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6126 tests
[2025-10-18T00:49:38.571387] [INFO ] [CONFIGURE ] NSA: Testing feature 13/29: add_opening_strength
[2025-10-18T00:49:38.571426] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:49:38.768372] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:38.946241] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:39.123336] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:39.303139] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:49:39.489476] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:39.667124] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:39.844494] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:40.023109] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:40.203988] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:40.385889] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:40.386099] [INFO ] [CONFIGURE ] NSA: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T00:49:40.386157] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6125 tests
[2025-10-18T00:49:40.386195] [INFO ] [CONFIGURE ] NSA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:49:40.386226] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-18T00:49:40.566130] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:40.754327] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:40.939145] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:41.120138] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:49:41.301942] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:41.484569] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:41.667545] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:41.853701] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:42.038545] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:42.223358] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:42.223552] [INFO ] [CONFIGURE ] NSA: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-18T00:49:42.223620] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6124 tests
[2025-10-18T00:49:42.223703] [INFO ] [CONFIGURE ] NSA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:49:42.223748] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-18T00:49:42.391052] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:42.557268] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:42.724297] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:42.887959] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:49:43.052801] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:43.217627] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:43.383613] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:43.551111] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:43.723596] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:43.928513] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:43.928721] [INFO ] [CONFIGURE ] NSA: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T00:49:43.928779] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6123 tests
[2025-10-18T00:49:43.928818] [INFO ] [CONFIGURE ] NSA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:49:43.928851] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-18T00:49:44.095228] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:44.262168] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:44.428737] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:44.596835] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:49:44.765886] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:44.935052] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:45.105103] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:49:45.276158] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:45.448103] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:45.622195] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:45.622370] [INFO ] [CONFIGURE ] NSA: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:49:45.622413] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6122 tests
[2025-10-18T00:49:45.622449] [INFO ] [CONFIGURE ] NSA: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:49:45.622482] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-18T00:49:45.798253] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:45.975496] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:46.150176] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:46.324791] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:49:46.501888] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:46.677417] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:46.855183] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:47.032192] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:47.214376] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:47.417381] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:47.417875] [INFO ] [CONFIGURE ] NSA: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T00:49:47.417987] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6121 tests
[2025-10-18T00:49:47.418062] [INFO ] [CONFIGURE ] NSA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:49:47.418113] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-18T00:49:47.621752] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:47.860199] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:48.080165] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:48.288475] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:49:48.493898] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:48.650823] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:48.814268] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:49:48.977274] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:49.139596] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:49.304582] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:49.304748] [INFO ] [CONFIGURE ] NSA: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:49:49.304823] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6120 tests
[2025-10-18T00:49:49.304860] [INFO ] [CONFIGURE ] NSA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:49:49.304891] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-18T00:49:49.460488] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:49.618528] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:49.776188] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:49.962124] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:49:50.120118] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:50.277431] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:50.436601] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:50.595831] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:50.755123] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:50.921024] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:50.921145] [INFO ] [CONFIGURE ] NSA: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T00:49:50.921188] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6119 tests
[2025-10-18T00:49:50.921224] [INFO ] [CONFIGURE ] NSA: Testing feature 20/29: add_price_rejection
[2025-10-18T00:49:50.921254] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-18T00:49:51.088785] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:51.250901] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:51.418763] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:51.588376] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:49:51.758798] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:51.930448] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:52.101503] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:52.271376] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:52.447585] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:52.626415] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:52.626576] [INFO ] [CONFIGURE ] NSA: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T00:49:52.626620] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6118 tests
[2025-10-18T00:49:52.626685] [INFO ] [CONFIGURE ] NSA: Testing feature 21/29: add_range_position
[2025-10-18T00:49:52.626735] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-18T00:49:52.800268] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:53.002166] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:53.176479] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:53.354387] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:49:53.529829] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:53.711680] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:53.894244] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:54.077859] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:54.262220] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:54.442016] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:54.442149] [INFO ] [CONFIGURE ] NSA: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T00:49:54.442221] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6117 tests
[2025-10-18T00:49:54.442291] [INFO ] [CONFIGURE ] NSA: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:49:54.442324] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-18T00:49:54.634812] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:54.828297] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:55.022078] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:55.212838] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:49:55.409301] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:55.601739] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:55.791607] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:55.994463] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:56.190740] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:56.392468] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:56.392602] [INFO ] [CONFIGURE ] NSA: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T00:49:56.392668] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6116 tests
[2025-10-18T00:49:56.392728] [INFO ] [CONFIGURE ] NSA: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:49:56.392761] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-18T00:49:56.562970] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:56.733917] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:56.903417] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:49:57.074190] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:49:57.245516] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:57.466840] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:57.654874] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:57.843913] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:49:58.031360] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:49:58.219448] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:49:58.219601] [INFO ] [CONFIGURE ] NSA: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T00:49:58.219667] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6115 tests
[2025-10-18T00:49:58.219728] [INFO ] [CONFIGURE ] NSA: Testing feature 24/29: add_rsi
[2025-10-18T00:49:58.219819] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-18T00:49:58.415404] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:49:58.612840] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:49:58.813091] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:49:59.019320] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:49:59.226560] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:49:59.438825] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:49:59.648518] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:49:59.858721] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:50:00.069872] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:50:00.286334] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:50:00.286488] [INFO ] [CONFIGURE ] NSA: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T00:50:00.286534] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6114 tests
[2025-10-18T00:50:00.286570] [INFO ] [CONFIGURE ] NSA: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:50:00.286601] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-18T00:50:00.466943] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:50:00.633826] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:50:00.790830] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:50:00.956929] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:01.119828] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:01.313230] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:01.496801] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:50:01.680661] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:50:01.865115] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:50:02.083474] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:50:02.083719] [INFO ] [CONFIGURE ] NSA: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T00:50:02.083792] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6113 tests
[2025-10-18T00:50:02.083848] [INFO ] [CONFIGURE ] NSA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:50:02.083887] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-18T00:50:02.274108] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:50:02.452676] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:50:02.639576] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:50:02.818350] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:03.002359] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:03.189158] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:03.381843] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:03.572803] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:50:03.759433] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:50:03.948276] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:50:03.948501] [INFO ] [CONFIGURE ] NSA: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-18T00:50:03.948573] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6112 tests
[2025-10-18T00:50:03.948614] [INFO ] [CONFIGURE ] NSA: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:50:03.948672] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-18T00:50:04.137018] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:50:04.320027] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:50:04.497256] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:50:04.672382] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:04.850477] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:05.028154] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:05.211638] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:05.394012] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:50:05.578357] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:50:05.764545] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:50:05.764716] [INFO ] [CONFIGURE ] NSA: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:50:05.764775] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6111 tests
[2025-10-18T00:50:05.764811] [INFO ] [CONFIGURE ] NSA: Testing feature 28/29: add_volume_profile
[2025-10-18T00:50:05.764842] [INFO ] [CONFIGURE ] NSA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-18T00:50:05.928880] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:50:06.085634] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:50:06.243498] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:50:06.405541] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:06.567423] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:06.731109] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:06.896546] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:50:07.058146] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:50:07.220217] [DEBUG] [FORECASTER] NSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:50:07.384917] [DEBUG] [FORECASTER] NSA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:50:07.385133] [INFO ] [CONFIGURE ] NSA: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-18T00:50:07.385179] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6110 tests
[2025-10-18T00:50:07.385216] [INFO ] [CONFIGURE ] NSA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:50:07.385246] [INFO ] [CONFIGURE ] NSA: Best accuracy: 50.00%
[2025-10-18T00:50:07.385346] [INFO ] [CONFIGURE ] NSA: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T00:50:07.385397] [INFO ] [CONFIGURE ] NSA: Improvement over baseline: 20.00%
[2025-10-18T00:50:07.385428] [INFO ] [CONFIGURE ] NSA: Total time: 47.4 seconds
[2025-10-18T00:50:07.385456] [INFO ] [CONFIGURE ] NSA: Average time per feature: 1.7 seconds
[2025-10-18T00:50:07.385486] [INFO ] [CONFIGURE ] NSA: Average speed: 0.61 features/sec
[2025-10-18T00:50:07.386036] [INFO ] [LOCAL     ] Saved configuration for NSA: 3 features, 50.00% accuracy -> ./output/feature-sets/NSA.json
[2025-10-18T00:50:07.386106] [INFO ] [CONFIGURE ] NSA: Configuration saved successfully: 3 features, 50.00% accuracy.
[2025-10-18T00:50:07.386184] [INFO ] [sig       ] [171/380] Successfully configured NSA | 0.02 sym/s | Total: 2.0h | ETA: 2.5h
[2025-10-18T00:50:07.386260] [INFO ] [sig       ] [172/380] Configuring NSC...
[2025-10-18T00:50:07.386325] [INFO ] [CONFIGURE ] NSC: Configurate test run.
[2025-10-18T00:50:07.386381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-10-18T00:50:07.399544] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NSC'.
[2025-10-18T00:50:07.399925] [INFO ] [CONFIGURE ] NSC: Testing with 29 available features
[2025-10-18T00:50:07.399982] [INFO ] [CONFIGURE ] NSC: Establishing baseline with no features...
[2025-10-18T00:50:07.503759] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:07.605416] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:07.707588] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:07.811138] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:07.914257] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:08.017950] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:08.121978] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:08.252980] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:08.361205] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:50:08.469443] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:50:08.469619] [INFO ] [CONFIGURE ] NSC: Baseline score (no features): 40.00%
[2025-10-18T00:50:08.469695] [INFO ] [CONFIGURE ] NSC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:50:08.469743] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:50:08.585189] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:08.701139] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:08.815006] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:08.930388] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:09.046207] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:09.169558] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:09.293188] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:09.416481] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:09.544748] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:09.664129] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:09.664272] [INFO ] [CONFIGURE ] NSC: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T00:50:09.664337] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6109 tests
[2025-10-18T00:50:09.664373] [INFO ] [CONFIGURE ] NSC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:50:09.664405] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:50:09.795911] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:09.928958] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:10.062821] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:10.200733] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:10.341026] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:10.476276] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:10.616850] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:10.752129] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:10.887154] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:11.028676] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:11.028814] [INFO ] [CONFIGURE ] NSC: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T00:50:11.028857] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6108 tests
[2025-10-18T00:50:11.028892] [INFO ] [CONFIGURE ] NSC: Testing feature 3/29: add_daily_returns
[2025-10-18T00:50:11.028922] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:50:11.147663] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:11.292569] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:11.411949] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:11.531867] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:11.655660] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:11.776819] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:11.899822] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:12.022554] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:12.145467] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:12.269387] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:12.269549] [INFO ] [CONFIGURE ] NSC: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T00:50:12.269601] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6107 tests
[2025-10-18T00:50:12.269667] [INFO ] [CONFIGURE ] NSC: Testing feature 4/29: add_ema
[2025-10-18T00:50:12.269737] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:50:12.401392] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:12.538319] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:12.675181] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:12.816845] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:12.951893] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:13.087698] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:13.224312] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:13.360834] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:13.498228] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:13.635321] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:50:13.635512] [INFO ] [CONFIGURE ] NSC: DISCARDED add_ema (score: 50.00%)
[2025-10-18T00:50:13.635582] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6106 tests
[2025-10-18T00:50:13.635664] [INFO ] [CONFIGURE ] NSC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:50:13.635722] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:50:13.778918] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:13.918999] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:14.064106] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:14.210344] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:14.364074] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:14.507623] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:14.652205] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:14.801041] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:14.949064] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:15.096574] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:15.096784] [INFO ] [CONFIGURE ] NSC: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:50:15.096835] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6105 tests
[2025-10-18T00:50:15.096871] [INFO ] [CONFIGURE ] NSC: Testing feature 6/29: add_failed_moves
[2025-10-18T00:50:15.096901] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T00:50:15.218701] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:15.341951] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:15.465238] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:15.590094] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:15.715476] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:15.844474] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:15.974312] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:16.096726] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:16.220196] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:16.344854] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:16.345025] [INFO ] [CONFIGURE ] NSC: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T00:50:16.345074] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6104 tests
[2025-10-18T00:50:16.345110] [INFO ] [CONFIGURE ] NSC: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:50:16.345140] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T00:50:16.458453] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:16.571398] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:16.683857] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:16.798749] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:16.915054] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:17.038036] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:17.163559] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:17.286305] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:17.402497] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:17.520022] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:17.520148] [INFO ] [CONFIGURE ] NSC: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:50:17.520190] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6103 tests
[2025-10-18T00:50:17.520280] [INFO ] [CONFIGURE ] NSC: Testing feature 8/29: add_macd
[2025-10-18T00:50:17.520320] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T00:50:17.673795] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:17.827102] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:17.981946] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:18.134613] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:18.289255] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:18.445306] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:18.601782] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:18.760512] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:18.921926] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:19.082433] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:19.082595] [INFO ] [CONFIGURE ] NSC: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:50:19.082639] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6102 tests
[2025-10-18T00:50:19.082724] [INFO ] [CONFIGURE ] NSC: Testing feature 9/29: add_mfi
[2025-10-18T00:50:19.082766] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T00:50:19.209900] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:19.337353] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:19.465828] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:19.596029] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:19.728826] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:19.857901] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:19.990059] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:20.122897] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:20.254421] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:20.400585] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:20.400827] [INFO ] [CONFIGURE ] NSC: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:50:20.400878] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6101 tests
[2025-10-18T00:50:20.400914] [INFO ] [CONFIGURE ] NSC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:50:20.400946] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:50:20.545713] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:20.690975] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:20.837053] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:20.988047] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:21.141955] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:21.294212] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:21.446686] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:21.600718] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:21.753197] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:21.909134] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:21.909289] [INFO ] [CONFIGURE ] NSC: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:50:21.909333] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6100 tests
[2025-10-18T00:50:21.909367] [INFO ] [CONFIGURE ] NSC: Testing feature 11/29: add_obv_daily
[2025-10-18T00:50:21.909398] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T00:50:22.033950] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:22.161516] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:22.288267] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:22.416512] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:22.545449] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:22.674134] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:22.803366] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:22.932056] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:23.062920] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:50:23.194542] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:23.194744] [INFO ] [CONFIGURE ] NSC: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:50:23.194797] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6099 tests
[2025-10-18T00:50:23.194833] [INFO ] [CONFIGURE ] NSC: Testing feature 12/29: add_obv_interval
[2025-10-18T00:50:23.194863] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T00:50:23.318293] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:23.441953] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:23.566229] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:23.693728] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:23.822593] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:23.958344] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:24.096722] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:24.234189] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:24.371920] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:50:24.503473] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:24.503709] [INFO ] [CONFIGURE ] NSC: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T00:50:24.503768] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6098 tests
[2025-10-18T00:50:24.503806] [INFO ] [CONFIGURE ] NSC: Testing feature 13/29: add_opening_strength
[2025-10-18T00:50:24.503838] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:50:24.638625] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:50:24.772124] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:24.907911] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:25.045549] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:25.189823] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:25.322909] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:25.457964] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:25.599680] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:25.738318] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:25.878955] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:25.879124] [INFO ] [CONFIGURE ] NSC: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:50:25.879167] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6097 tests
[2025-10-18T00:50:25.879203] [INFO ] [CONFIGURE ] NSC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:50:25.879234] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T00:50:26.021866] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:26.164066] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:26.307003] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:26.468123] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:26.614761] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:26.759223] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:26.902398] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:27.055929] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:27.205040] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:50:27.351188] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:27.351379] [INFO ] [CONFIGURE ] NSC: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:50:27.351447] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6096 tests
[2025-10-18T00:50:27.351484] [INFO ] [CONFIGURE ] NSC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:50:27.351517] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T00:50:27.482258] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:27.605891] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:27.725500] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:27.847080] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:27.970795] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:28.095099] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:28.219057] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:28.342230] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:28.466050] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:28.592125] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:28.592299] [INFO ] [CONFIGURE ] NSC: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:50:28.592342] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6095 tests
[2025-10-18T00:50:28.592378] [INFO ] [CONFIGURE ] NSC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:50:28.592410] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T00:50:28.721731] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:28.849481] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:28.979213] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:29.109465] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:29.239096] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:29.372087] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:29.501185] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:29.629595] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:29.760226] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:29.884752] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:29.884872] [INFO ] [CONFIGURE ] NSC: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:50:29.884915] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6094 tests
[2025-10-18T00:50:29.884948] [INFO ] [CONFIGURE ] NSC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:50:29.884980] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T00:50:30.015210] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:30.144326] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:30.273602] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:30.406606] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:50:30.548445] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:30.690723] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:30.818212] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:30.954444] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:31.094695] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:31.232828] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:31.232999] [INFO ] [CONFIGURE ] NSC: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T00:50:31.233042] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6093 tests
[2025-10-18T00:50:31.233077] [INFO ] [CONFIGURE ] NSC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:50:31.233108] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T00:50:31.354950] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:31.474369] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:31.594879] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:31.717071] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:31.838229] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:31.959936] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:32.080762] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:32.210329] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:32.338271] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:32.486331] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:32.486496] [INFO ] [CONFIGURE ] NSC: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:50:32.486541] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6092 tests
[2025-10-18T00:50:32.486577] [INFO ] [CONFIGURE ] NSC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:50:32.486610] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T00:50:32.604680] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:32.723624] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:32.842988] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:32.963604] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:33.084627] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:33.205982] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:33.328295] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:33.453544] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:33.576543] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:33.703728] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:33.703938] [INFO ] [CONFIGURE ] NSC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T00:50:33.703993] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6091 tests
[2025-10-18T00:50:33.704069] [INFO ] [CONFIGURE ] NSC: Testing feature 20/29: add_price_rejection
[2025-10-18T00:50:33.704108] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T00:50:33.834406] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:33.962527] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:34.091322] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:34.220170] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:34.350614] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:34.481949] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:34.615832] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:34.746764] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:34.878433] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:50:35.010598] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:35.010781] [INFO ] [CONFIGURE ] NSC: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:50:35.010831] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6090 tests
[2025-10-18T00:50:35.010867] [INFO ] [CONFIGURE ] NSC: Testing feature 21/29: add_range_position
[2025-10-18T00:50:35.010899] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T00:50:35.149517] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:35.289221] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:35.434538] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:35.586635] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:35.729803] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:35.871853] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:36.015555] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:36.154507] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:36.302193] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:50:36.453221] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:36.453385] [INFO ] [CONFIGURE ] NSC: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:50:36.453447] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6089 tests
[2025-10-18T00:50:36.453485] [INFO ] [CONFIGURE ] NSC: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:50:36.453515] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T00:50:36.610339] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:36.768730] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:36.922140] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:37.074063] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:37.227842] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:37.384585] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:37.543775] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:37.701064] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:37.879289] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:50:38.051243] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:38.051433] [INFO ] [CONFIGURE ] NSC: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T00:50:38.051479] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6088 tests
[2025-10-18T00:50:38.051516] [INFO ] [CONFIGURE ] NSC: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:50:38.051549] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T00:50:38.193774] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:38.337471] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:38.479796] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:38.615006] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:38.740553] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:38.866237] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:38.994857] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:39.122081] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:39.248573] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:39.376305] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:50:39.376454] [INFO ] [CONFIGURE ] NSC: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T00:50:39.376498] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6087 tests
[2025-10-18T00:50:39.376533] [INFO ] [CONFIGURE ] NSC: Testing feature 24/29: add_rsi
[2025-10-18T00:50:39.376565] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T00:50:39.530279] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:39.693043] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:39.880022] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:40.056234] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:40.242271] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:40.441952] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:40.640310] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:40.828821] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:41.008827] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:41.162599] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:41.162764] [INFO ] [CONFIGURE ] NSC: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T00:50:41.162816] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6086 tests
[2025-10-18T00:50:41.162853] [INFO ] [CONFIGURE ] NSC: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:50:41.162884] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T00:50:41.295798] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:41.426878] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:41.588375] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:41.717147] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:41.849523] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:41.982022] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:42.111482] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:42.239210] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:42.367034] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:42.498214] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:42.498407] [INFO ] [CONFIGURE ] NSC: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:50:42.498452] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6085 tests
[2025-10-18T00:50:42.498488] [INFO ] [CONFIGURE ] NSC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:50:42.498520] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T00:50:42.627065] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:42.754060] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:42.881003] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:43.011574] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:43.143409] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:43.274735] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:43.406345] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:43.539046] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:43.673456] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:43.807816] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:43.808013] [INFO ] [CONFIGURE ] NSC: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T00:50:43.808075] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6084 tests
[2025-10-18T00:50:43.808112] [INFO ] [CONFIGURE ] NSC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:50:43.808143] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T00:50:43.946740] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:44.085321] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:44.223258] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:44.362171] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:44.499039] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:44.644116] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:44.781196] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:44.919862] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:45.056731] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:45.195683] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:45.195854] [INFO ] [CONFIGURE ] NSC: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:50:45.195899] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6083 tests
[2025-10-18T00:50:45.195934] [INFO ] [CONFIGURE ] NSC: Testing feature 28/29: add_volume_profile
[2025-10-18T00:50:45.195964] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T00:50:45.322865] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:45.448163] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:45.573136] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:45.698286] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:45.825481] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:45.951883] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:46.085557] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:46.215382] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:46.348360] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:46.484273] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:46.484494] [INFO ] [CONFIGURE ] NSC: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:50:46.484552] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6082 tests
[2025-10-18T00:50:46.484589] [INFO ] [CONFIGURE ] NSC: Testing feature 29/29: add_vwap
[2025-10-18T00:50:46.484621] [INFO ] [CONFIGURE ] NSC: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T00:50:46.614483] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:50:46.745285] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:50:46.876341] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:47.008744] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:50:47.143793] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:50:47.292605] [DEBUG] [FORECASTER] NSC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:50:47.427420] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:50:47.562870] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:50:47.698215] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:47.836272] [DEBUG] [FORECASTER] NSC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:47.836456] [INFO ] [CONFIGURE ] NSC: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T00:50:47.836502] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6081 tests
[2025-10-18T00:50:47.836540] [INFO ] [CONFIGURE ] NSC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:50:47.836571] [INFO ] [CONFIGURE ] NSC: Best accuracy: 60.00%
[2025-10-18T00:50:47.836603] [INFO ] [CONFIGURE ] NSC: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T00:50:47.836631] [INFO ] [CONFIGURE ] NSC: Improvement over baseline: 20.00%
[2025-10-18T00:50:47.836696] [INFO ] [CONFIGURE ] NSC: Total time: 39.4 seconds
[2025-10-18T00:50:47.836738] [INFO ] [CONFIGURE ] NSC: Average time per feature: 1.4 seconds
[2025-10-18T00:50:47.836769] [INFO ] [CONFIGURE ] NSC: Average speed: 0.74 features/sec
[2025-10-18T00:50:47.837168] [INFO ] [LOCAL     ] Saved configuration for NSC: 1 features, 60.00% accuracy -> ./output/feature-sets/NSC.json
[2025-10-18T00:50:47.837231] [INFO ] [CONFIGURE ] NSC: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-18T00:50:47.837272] [INFO ] [sig       ] [172/380] Successfully configured NSC | 0.02 sym/s | Total: 2.1h | ETA: 2.5h
[2025-10-18T00:50:47.837304] [INFO ] [sig       ] [173/380] Configuring NSP...
[2025-10-18T00:50:47.837333] [INFO ] [CONFIGURE ] NSP: Configurate test run.
[2025-10-18T00:50:47.837363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-10-18T00:50:47.846739] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NSP'.
[2025-10-18T00:50:47.847051] [INFO ] [CONFIGURE ] NSP: Testing with 29 available features
[2025-10-18T00:50:47.847105] [INFO ] [CONFIGURE ] NSP: Establishing baseline with no features...
[2025-10-18T00:50:47.951219] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:50:48.053086] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:50:48.156885] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:50:48.263635] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:50:48.367799] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:48.472563] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:50:48.576422] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:50:48.681755] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:50:48.787297] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:50:48.892977] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:50:48.893159] [INFO ] [CONFIGURE ] NSP: Baseline score (no features): 60.00%
[2025-10-18T00:50:48.893206] [INFO ] [CONFIGURE ] NSP: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:50:48.893241] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:50:49.009537] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:50:49.130403] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:50:49.257498] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:50:49.379547] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:50:49.496313] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:49.617022] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:50:49.736846] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:50:49.861802] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:50:49.982266] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:50.103863] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:50:50.104010] [INFO ] [CONFIGURE ] NSP: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-18T00:50:50.104052] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6080 tests
[2025-10-18T00:50:50.104084] [INFO ] [CONFIGURE ] NSP: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:50:50.104114] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:50:50.234555] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:50:50.364330] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:50:50.495095] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:50:50.628686] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:50:50.761527] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:50.896947] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:50:51.033029] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:50:51.173247] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:50:51.314009] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:51.454739] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:50:51.454888] [INFO ] [CONFIGURE ] NSP: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T00:50:51.454952] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6079 tests
[2025-10-18T00:50:51.454991] [INFO ] [CONFIGURE ] NSP: Testing feature 3/29: add_daily_returns
[2025-10-18T00:50:51.455021] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:50:51.575625] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:50:51.698710] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:50:51.822053] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:50:51.943320] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:50:52.064575] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:52.189149] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:50:52.319310] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:50:52.449709] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:50:52.580546] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:52.711154] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:50:52.711325] [INFO ] [CONFIGURE ] NSP: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T00:50:52.711367] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6078 tests
[2025-10-18T00:50:52.711402] [INFO ] [CONFIGURE ] NSP: Testing feature 4/29: add_ema
[2025-10-18T00:50:52.711433] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:50:52.849498] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:50:52.988610] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:50:53.131457] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:50:53.276992] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:50:53.421630] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:53.563200] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:50:53.736611] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:50:53.876531] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:50:54.017219] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:54.154750] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:50:54.154938] [INFO ] [CONFIGURE ] NSP: DISCARDED add_ema (score: 70.00%)
[2025-10-18T00:50:54.154996] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6077 tests
[2025-10-18T00:50:54.155033] [INFO ] [CONFIGURE ] NSP: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:50:54.155064] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:50:54.302107] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:50:54.443933] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:50:54.585506] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:50:54.725922] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:50:54.868835] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:55.014739] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:50:55.162208] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:50:55.306930] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:50:55.451471] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:50:55.598421] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:50:55.598581] [INFO ] [CONFIGURE ] NSP: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:50:55.598627] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6076 tests
[2025-10-18T00:50:55.598698] [INFO ] [CONFIGURE ] NSP: Testing feature 6/29: add_failed_moves
[2025-10-18T00:50:55.598744] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T00:50:55.721047] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:50:55.842714] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:50:55.965930] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:50:56.096862] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:50:56.221290] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:56.349199] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:50:56.472984] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:50:56.598262] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:50:56.752879] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:56.885030] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:50:56.885231] [INFO ] [CONFIGURE ] NSP: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:50:56.885299] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6075 tests
[2025-10-18T00:50:56.885363] [INFO ] [CONFIGURE ] NSP: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:50:56.885427] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T00:50:57.002904] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:50:57.117240] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:50:57.232025] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:50:57.348123] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:50:57.464098] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:57.579255] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:50:57.693770] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:50:57.814820] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:50:57.929816] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:50:58.043842] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:58.043972] [INFO ] [CONFIGURE ] NSP: KEPT add_lag_shelf (score: 80.00%)
[2025-10-18T00:50:58.044014] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6074 tests
[2025-10-18T00:50:58.044048] [INFO ] [CONFIGURE ] NSP: Testing feature 8/29: add_macd
[2025-10-18T00:50:58.044078] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-10-18T00:50:58.198366] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:50:58.361474] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:50:58.525373] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:50:58.699841] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:50:58.875089] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:50:59.051090] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:50:59.228818] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:50:59.411576] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:50:59.576085] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:50:59.745735] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:50:59.745985] [INFO ] [CONFIGURE ] NSP: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:50:59.746062] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6073 tests
[2025-10-18T00:50:59.746123] [INFO ] [CONFIGURE ] NSP: Testing feature 9/29: add_mfi
[2025-10-18T00:50:59.746160] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi']
[2025-10-18T00:50:59.897293] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:51:00.033830] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:00.176223] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:00.308924] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:00.447531] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:00.600184] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:00.735923] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:00.875245] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:01.012261] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:01.151730] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:01.151898] [INFO ] [CONFIGURE ] NSP: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T00:51:01.151944] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6072 tests
[2025-10-18T00:51:01.151979] [INFO ] [CONFIGURE ] NSP: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:51:01.152012] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:51:01.300758] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:51:01.453407] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:01.611841] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:01.758497] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:01.935014] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:02.087113] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:02.250200] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:02.416191] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:02.590539] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:51:02.749634] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:02.749862] [INFO ] [CONFIGURE ] NSP: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:51:02.749908] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6071 tests
[2025-10-18T00:51:02.749947] [INFO ] [CONFIGURE ] NSP: Testing feature 11/29: add_obv_daily
[2025-10-18T00:51:02.750069] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_daily']
[2025-10-18T00:51:02.879814] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:51:03.038908] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:03.174830] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:51:03.307021] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:03.449286] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:03.587459] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:03.718164] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:03.852709] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:03.984299] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:04.124052] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:04.124239] [INFO ] [CONFIGURE ] NSP: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:51:04.124284] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6070 tests
[2025-10-18T00:51:04.124319] [INFO ] [CONFIGURE ] NSP: Testing feature 12/29: add_obv_interval
[2025-10-18T00:51:04.124351] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_interval']
[2025-10-18T00:51:04.246843] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:51:04.373890] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:04.497224] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:04.623057] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:04.745354] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:04.870753] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:04.998526] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:05.125139] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:05.259095] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:05.386790] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:51:05.386925] [INFO ] [CONFIGURE ] NSP: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T00:51:05.386968] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6069 tests
[2025-10-18T00:51:05.387003] [INFO ] [CONFIGURE ] NSP: Testing feature 13/29: add_opening_strength
[2025-10-18T00:51:05.387033] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:51:05.519720] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:51:05.655047] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:05.788557] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:05.922405] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:06.060281] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:51:06.194186] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:06.333635] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:06.486373] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:06.631768] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:06.777138] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:51:06.777312] [INFO ] [CONFIGURE ] NSP: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-18T00:51:06.777359] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6068 tests
[2025-10-18T00:51:06.777395] [INFO ] [CONFIGURE ] NSP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:51:06.777427] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-18T00:51:06.931047] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:51:07.074041] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:07.215248] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:07.353366] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:07.498172] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:07.640864] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:07.778736] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:07.922378] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:08.079194] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:08.231822] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:08.231991] [INFO ] [CONFIGURE ] NSP: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T00:51:08.232052] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6067 tests
[2025-10-18T00:51:08.232111] [INFO ] [CONFIGURE ] NSP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:51:08.232146] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-18T00:51:08.354561] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:51:08.473840] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:08.594321] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:08.714987] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:08.838444] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:08.961061] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:09.083878] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:09.210253] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:09.335792] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:51:09.461962] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:51:09.462145] [INFO ] [CONFIGURE ] NSP: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:51:09.462193] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6066 tests
[2025-10-18T00:51:09.462227] [INFO ] [CONFIGURE ] NSP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:51:09.462258] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-10-18T00:51:09.588662] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:51:09.716274] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:09.846200] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:09.975009] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:10.100954] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:51:10.228444] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:10.362736] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:10.499254] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:10.625866] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:10.752594] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:10.752764] [INFO ] [CONFIGURE ] NSP: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T00:51:10.752815] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6065 tests
[2025-10-18T00:51:10.752850] [INFO ] [CONFIGURE ] NSP: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:51:10.752881] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-18T00:51:10.880449] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:51:11.007876] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:11.137082] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:11.267264] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:11.401004] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:11.539354] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:11.678988] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:11.819974] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:11.960744] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:12.095200] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:51:12.095370] [INFO ] [CONFIGURE ] NSP: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:51:12.095419] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6064 tests
[2025-10-18T00:51:12.095454] [INFO ] [CONFIGURE ] NSP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:51:12.095484] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-10-18T00:51:12.213541] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:51:12.332208] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:12.452781] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:12.574561] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:12.695803] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:12.815137] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:12.935582] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:13.057810] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:13.179812] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:13.302021] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:13.302140] [INFO ] [CONFIGURE ] NSP: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T00:51:13.302183] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6063 tests
[2025-10-18T00:51:13.302217] [INFO ] [CONFIGURE ] NSP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:51:13.302247] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-10-18T00:51:13.416893] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:51:13.532078] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:13.645394] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:13.758576] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:13.874295] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:13.987516] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:14.102608] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:14.220114] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:14.340627] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:51:14.460670] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:14.460847] [INFO ] [CONFIGURE ] NSP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:51:14.460897] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6062 tests
[2025-10-18T00:51:14.460932] [INFO ] [CONFIGURE ] NSP: Testing feature 20/29: add_price_rejection
[2025-10-18T00:51:14.460963] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_price_rejection']
[2025-10-18T00:51:14.595092] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:51:14.729982] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:14.869086] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:15.003463] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:15.135509] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:15.271287] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:15.403773] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:15.545662] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:15.687240] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:51:15.834883] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:15.835121] [INFO ] [CONFIGURE ] NSP: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:51:15.835171] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6061 tests
[2025-10-18T00:51:15.835206] [INFO ] [CONFIGURE ] NSP: Testing feature 21/29: add_range_position
[2025-10-18T00:51:15.835237] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position']
[2025-10-18T00:51:15.979278] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:51:16.122891] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:16.265515] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:16.416158] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:16.574552] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:16.723899] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:16.873717] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:51:17.028925] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:17.182311] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:17.329249] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:17.329417] [INFO ] [CONFIGURE ] NSP: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T00:51:17.329461] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6060 tests
[2025-10-18T00:51:17.329497] [INFO ] [CONFIGURE ] NSP: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:51:17.329529] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_realized_volatility']
[2025-10-18T00:51:17.490530] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:51:17.650635] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:17.809579] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:17.965726] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:18.128010] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:18.289291] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:18.451244] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:18.615850] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:51:18.780778] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:18.946010] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:51:18.946190] [INFO ] [CONFIGURE ] NSP: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T00:51:18.946283] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6059 tests
[2025-10-18T00:51:18.946338] [INFO ] [CONFIGURE ] NSP: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:51:18.946372] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_recent_range_context']
[2025-10-18T00:51:19.079216] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:51:19.211935] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:19.349103] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:19.487598] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:19.629802] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:19.773401] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:19.912350] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:20.054820] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:20.201169] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:51:20.341616] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:51:20.341792] [INFO ] [CONFIGURE ] NSP: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T00:51:20.341842] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6058 tests
[2025-10-18T00:51:20.341878] [INFO ] [CONFIGURE ] NSP: Testing feature 24/29: add_rsi
[2025-10-18T00:51:20.341909] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-10-18T00:51:20.491840] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:51:20.649015] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:20.792097] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:20.938911] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:21.085473] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:21.234046] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:21.388037] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:21.555352] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:21.709577] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:21.867565] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:51:21.867781] [INFO ] [CONFIGURE ] NSP: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:51:21.867835] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6057 tests
[2025-10-18T00:51:21.867871] [INFO ] [CONFIGURE ] NSP: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:51:21.867903] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_tick_distribution']
[2025-10-18T00:51:21.995100] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:51:22.123804] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:22.253481] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:22.384729] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:22.515249] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:22.645689] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:22.778062] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:22.912255] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:23.037552] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:23.163826] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:51:23.163981] [INFO ] [CONFIGURE ] NSP: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T00:51:23.164025] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6056 tests
[2025-10-18T00:51:23.164059] [INFO ] [CONFIGURE ] NSP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:51:23.164090] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-10-18T00:51:23.295218] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:51:23.428528] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:23.564127] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:51:23.708288] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:23.852242] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:23.999276] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:24.138504] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:24.281143] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:51:24.419010] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:51:24.558679] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:24.558886] [INFO ] [CONFIGURE ] NSP: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T00:51:24.558937] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6055 tests
[2025-10-18T00:51:24.558973] [INFO ] [CONFIGURE ] NSP: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:51:24.559007] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-10-18T00:51:24.708991] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:51:24.858426] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:25.010661] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:25.164315] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:25.317392] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:51:25.475099] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:25.633163] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:25.786340] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:25.927763] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:26.071187] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:51:26.071368] [INFO ] [CONFIGURE ] NSP: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T00:51:26.071413] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6054 tests
[2025-10-18T00:51:26.071450] [INFO ] [CONFIGURE ] NSP: Testing feature 28/29: add_volume_profile
[2025-10-18T00:51:26.071588] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_profile']
[2025-10-18T00:51:26.212805] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:51:26.353962] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:26.494191] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:26.635897] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:26.776382] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:26.913464] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:27.088575] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:27.227310] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:27.363798] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:27.503366] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:27.503560] [INFO ] [CONFIGURE ] NSP: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T00:51:27.503624] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6053 tests
[2025-10-18T00:51:27.503697] [INFO ] [CONFIGURE ] NSP: Testing feature 29/29: add_vwap
[2025-10-18T00:51:27.503744] [INFO ] [CONFIGURE ] NSP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap']
[2025-10-18T00:51:27.642498] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:51:27.776967] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:27.908343] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:51:28.045400] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:28.184629] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:51:28.320672] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:51:28.455881] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:51:28.590273] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:51:28.728626] [DEBUG] [FORECASTER] NSP: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:51:28.864835] [DEBUG] [FORECASTER] NSP: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:28.865000] [INFO ] [CONFIGURE ] NSP: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T00:51:28.865046] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6052 tests
[2025-10-18T00:51:28.865109] [INFO ] [CONFIGURE ] NSP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:51:28.865165] [INFO ] [CONFIGURE ] NSP: Best accuracy: 80.00%
[2025-10-18T00:51:28.865202] [INFO ] [CONFIGURE ] NSP: Best feature set (2 features): ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T00:51:28.865287] [INFO ] [CONFIGURE ] NSP: Improvement over baseline: 20.00%
[2025-10-18T00:51:28.865327] [INFO ] [CONFIGURE ] NSP: Total time: 40.0 seconds
[2025-10-18T00:51:28.865356] [INFO ] [CONFIGURE ] NSP: Average time per feature: 1.4 seconds
[2025-10-18T00:51:28.865386] [INFO ] [CONFIGURE ] NSP: Average speed: 0.73 features/sec
[2025-10-18T00:51:28.865961] [INFO ] [LOCAL     ] Saved configuration for NSP: 2 features, 80.00% accuracy -> ./output/feature-sets/NSP.json
[2025-10-18T00:51:28.866033] [INFO ] [CONFIGURE ] NSP: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T00:51:28.866142] [INFO ] [sig       ] [173/380] Successfully configured NSP | 0.02 sym/s | Total: 2.1h | ETA: 2.5h
[2025-10-18T00:51:28.866229] [INFO ] [sig       ] [174/380] Configuring NTB...
[2025-10-18T00:51:28.866297] [INFO ] [CONFIGURE ] NTB: Configurate test run.
[2025-10-18T00:51:28.866353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-10-18T00:51:28.879586] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NTB'.
[2025-10-18T00:51:28.880037] [INFO ] [CONFIGURE ] NTB: Testing with 29 available features
[2025-10-18T00:51:28.880096] [INFO ] [CONFIGURE ] NTB: Establishing baseline with no features...
[2025-10-18T00:51:28.984350] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:29.088249] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:29.195208] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:29.299672] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:29.406417] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:51:29.523756] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:29.629521] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:51:29.757901] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:51:29.866826] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:29.988100] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:51:29.988267] [INFO ] [CONFIGURE ] NTB: Baseline score (no features): 40.00%
[2025-10-18T00:51:29.988312] [INFO ] [CONFIGURE ] NTB: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:51:29.988346] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:51:30.129603] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:30.248955] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:30.373932] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:30.492052] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:30.608732] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:51:30.723469] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:30.838842] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:51:30.954140] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:51:31.073615] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:51:31.189483] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:51:31.189637] [INFO ] [CONFIGURE ] NTB: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T00:51:31.189718] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6051 tests
[2025-10-18T00:51:31.189759] [INFO ] [CONFIGURE ] NTB: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:51:31.189791] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:51:31.307057] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:51:31.424767] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:31.559524] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:31.690598] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:31.823460] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:51:31.958070] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:51:32.089768] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:51:32.216156] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:51:32.344791] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:51:32.474129] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:51:32.474330] [INFO ] [CONFIGURE ] NTB: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T00:51:32.474376] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6050 tests
[2025-10-18T00:51:32.474411] [INFO ] [CONFIGURE ] NTB: Testing feature 3/29: add_daily_returns
[2025-10-18T00:51:32.474446] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_daily_returns']
[2025-10-18T00:51:32.585813] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:32.689568] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:32.797402] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:32.903743] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:33.011518] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:51:33.153619] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:33.262908] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:51:33.376033] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:51:33.484225] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:51:33.591797] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:33.591935] [INFO ] [CONFIGURE ] NTB: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T00:51:33.591979] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6049 tests
[2025-10-18T00:51:33.592015] [INFO ] [CONFIGURE ] NTB: Testing feature 4/29: add_ema
[2025-10-18T00:51:33.592047] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema']
[2025-10-18T00:51:33.713921] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:33.832592] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:33.951895] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:34.071352] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:34.191344] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:51:34.324944] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:34.460147] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:51:34.594350] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:51:34.723806] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:34.851336] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:51:34.851531] [INFO ] [CONFIGURE ] NTB: KEPT add_ema (score: 60.00%)
[2025-10-18T00:51:34.851579] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6048 tests
[2025-10-18T00:51:34.851617] [INFO ] [CONFIGURE ] NTB: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:51:34.851702] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:51:34.997189] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:35.155760] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:51:35.302960] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:35.454904] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:35.605639] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:51:35.757635] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:35.908945] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:51:36.060480] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:51:36.217748] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:36.378074] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:36.378267] [INFO ] [CONFIGURE ] NTB: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:51:36.378313] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6047 tests
[2025-10-18T00:51:36.378348] [INFO ] [CONFIGURE ] NTB: Testing feature 6/29: add_failed_moves
[2025-10-18T00:51:36.378380] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-18T00:51:36.503936] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:36.629682] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:36.759616] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:36.893082] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:37.030321] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:51:37.158962] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:37.286524] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:51:37.416887] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:51:37.548244] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:37.684629] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:51:37.684813] [INFO ] [CONFIGURE ] NTB: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:51:37.684860] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6046 tests
[2025-10-18T00:51:37.684897] [INFO ] [CONFIGURE ] NTB: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:51:37.684929] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-18T00:51:37.804449] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:37.923189] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:38.041619] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:38.163747] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:38.284933] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:51:38.404375] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:38.523189] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:51:38.643698] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:51:38.762712] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:38.882354] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:51:38.882495] [INFO ] [CONFIGURE ] NTB: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:51:38.882539] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6045 tests
[2025-10-18T00:51:38.882574] [INFO ] [CONFIGURE ] NTB: Testing feature 8/29: add_macd
[2025-10-18T00:51:38.882609] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-18T00:51:39.035768] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:39.190905] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:39.351541] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:39.529110] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:39.685179] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:51:39.850533] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:40.038461] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:51:40.232509] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:51:40.424802] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:40.607463] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:40.607708] [INFO ] [CONFIGURE ] NTB: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:51:40.607773] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6044 tests
[2025-10-18T00:51:40.607815] [INFO ] [CONFIGURE ] NTB: Testing feature 9/29: add_mfi
[2025-10-18T00:51:40.607850] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_mfi']
[2025-10-18T00:51:40.760499] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:40.913788] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:41.062173] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:41.216444] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:41.370534] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:51:41.517017] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:41.661839] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:51:41.805345] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:51:41.952373] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:42.095510] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:51:42.095722] [INFO ] [CONFIGURE ] NTB: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:51:42.095801] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6043 tests
[2025-10-18T00:51:42.095873] [INFO ] [CONFIGURE ] NTB: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:51:42.095917] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:51:42.248836] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:42.399399] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:42.566297] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:42.723552] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:42.874300] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:51:43.023173] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:43.170604] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:51:43.316605] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:51:43.464838] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:43.616490] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:43.616725] [INFO ] [CONFIGURE ] NTB: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T00:51:43.616785] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 1.5s/test | Remaining: 6042 tests
[2025-10-18T00:51:43.616822] [INFO ] [CONFIGURE ] NTB: Testing feature 11/29: add_obv_daily
[2025-10-18T00:51:43.616854] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-18T00:51:43.746050] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:43.873005] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:44.000065] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:44.127064] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:44.255123] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:51:44.385192] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:44.514482] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:51:44.648801] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:51:44.781127] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:44.920633] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:44.920993] [INFO ] [CONFIGURE ] NTB: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T00:51:44.921042] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6041 tests
[2025-10-18T00:51:44.921080] [INFO ] [CONFIGURE ] NTB: Testing feature 12/29: add_obv_interval
[2025-10-18T00:51:44.921112] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-18T00:51:45.050034] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:45.175473] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:51:45.301562] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:45.431105] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:51:45.576168] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:51:45.708992] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:45.842145] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:51:45.976336] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:51:46.111384] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:46.242458] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:46.242618] [INFO ] [CONFIGURE ] NTB: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:51:46.242715] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6040 tests
[2025-10-18T00:51:46.242765] [INFO ] [CONFIGURE ] NTB: Testing feature 13/29: add_opening_strength
[2025-10-18T00:51:46.242800] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:51:46.379340] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:46.516456] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:46.652849] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:46.793558] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:46.932145] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:51:47.070921] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:51:47.210458] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:51:47.348913] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:51:47.491451] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:51:47.640431] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:47.640605] [INFO ] [CONFIGURE ] NTB: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-18T00:51:47.640676] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6039 tests
[2025-10-18T00:51:47.640732] [INFO ] [CONFIGURE ] NTB: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:51:47.640819] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-18T00:51:47.780601] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:47.919428] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:48.056698] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:48.195139] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:48.340792] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:51:48.493429] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:48.649480] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:51:48.808030] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:51:49.005449] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:49.228178] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:49.228452] [INFO ] [CONFIGURE ] NTB: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:51:49.228525] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6038 tests
[2025-10-18T00:51:49.228585] [INFO ] [CONFIGURE ] NTB: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:51:49.228664] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-18T00:51:49.367894] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:49.498791] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:49.635434] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:49.764570] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:49.887383] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:51:50.009957] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:50.132114] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:51:50.256136] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:51:50.379846] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:50.503354] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:50.503503] [INFO ] [CONFIGURE ] NTB: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:51:50.503546] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6037 tests
[2025-10-18T00:51:50.503581] [INFO ] [CONFIGURE ] NTB: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:51:50.503612] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-18T00:51:50.629527] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:50.755758] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:50.882320] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:51.012936] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:51.143568] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:51:51.281343] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:51.418794] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:51:51.558429] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:51:51.691985] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:51.828492] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:51.828676] [INFO ] [CONFIGURE ] NTB: KEPT add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T00:51:51.828739] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6036 tests
[2025-10-18T00:51:51.828779] [INFO ] [CONFIGURE ] NTB: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:51:51.828812] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-18T00:51:51.973666] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:52.131074] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:52.280492] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:52.426695] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:52.580036] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:51:52.728532] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:52.874825] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:51:53.019593] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:51:53.165469] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:53.312248] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:51:53.312412] [INFO ] [CONFIGURE ] NTB: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:51:53.312460] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6035 tests
[2025-10-18T00:51:53.312496] [INFO ] [CONFIGURE ] NTB: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:51:53.312529] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-18T00:51:53.444231] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:53.577032] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:53.712627] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:53.849550] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:53.985618] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:51:54.123387] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:54.260360] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:51:54.398715] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:51:54.605472] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:54.744277] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:54.744506] [INFO ] [CONFIGURE ] NTB: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:51:54.744555] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6034 tests
[2025-10-18T00:51:54.744591] [INFO ] [CONFIGURE ] NTB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:51:54.744622] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-18T00:51:54.881227] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:55.018521] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:55.153204] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:55.287327] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:55.421407] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:51:55.554486] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:55.688431] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:51:55.826457] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:51:55.969307] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:51:56.106137] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:56.106293] [INFO ] [CONFIGURE ] NTB: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:51:56.106338] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6033 tests
[2025-10-18T00:51:56.106374] [INFO ] [CONFIGURE ] NTB: Testing feature 20/29: add_price_rejection
[2025-10-18T00:51:56.106406] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-18T00:51:56.249860] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:51:56.393342] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:56.538062] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:56.684323] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:56.829750] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:51:56.983311] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:57.136314] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:51:57.284463] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:51:57.431161] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:51:57.577828] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:57.578012] [INFO ] [CONFIGURE ] NTB: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:51:57.578082] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6032 tests
[2025-10-18T00:51:57.578120] [INFO ] [CONFIGURE ] NTB: Testing feature 21/29: add_range_position
[2025-10-18T00:51:57.578151] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-18T00:51:57.736023] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:57.887579] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:58.035845] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:58.184855] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:58.338313] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:51:58.493661] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:51:58.645565] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:51:58.799673] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:51:58.955199] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:51:59.109321] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:51:59.109483] [INFO ] [CONFIGURE ] NTB: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:51:59.109527] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6031 tests
[2025-10-18T00:51:59.109562] [INFO ] [CONFIGURE ] NTB: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:51:59.109594] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-18T00:51:59.276108] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:51:59.444106] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:51:59.610598] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:51:59.777463] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:51:59.945106] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:52:00.113321] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:52:00.290685] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:52:00.460930] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:52:00.632452] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:00.812085] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:00.812281] [INFO ] [CONFIGURE ] NTB: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:52:00.812346] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6030 tests
[2025-10-18T00:52:00.812384] [INFO ] [CONFIGURE ] NTB: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:52:00.812416] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-18T00:52:00.961255] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:52:01.110949] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:52:01.258737] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:52:01.411730] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:52:01.562510] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:52:01.713503] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:52:01.884504] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:52:02.055747] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:52:02.227205] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:02.400403] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:02.400584] [INFO ] [CONFIGURE ] NTB: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T00:52:02.400630] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6029 tests
[2025-10-18T00:52:02.400725] [INFO ] [CONFIGURE ] NTB: Testing feature 24/29: add_rsi
[2025-10-18T00:52:02.400797] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_rsi']
[2025-10-18T00:52:02.560232] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:52:02.721483] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:52:02.888809] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:52:03.048686] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:52:03.206971] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:52:03.358471] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:52:03.505671] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:52:03.652639] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:52:03.802072] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:52:03.952133] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:52:03.952318] [INFO ] [CONFIGURE ] NTB: DISCARDED add_rsi (score: 20.00%)
[2025-10-18T00:52:03.952364] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6028 tests
[2025-10-18T00:52:03.952400] [INFO ] [CONFIGURE ] NTB: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:52:03.952432] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-18T00:52:04.094604] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:52:04.237749] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:52:04.382725] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:52:04.536483] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:52:04.696240] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:52:04.860501] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:52:05.028948] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:52:05.184778] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T00:52:05.335328] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:05.483442] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:05.483682] [INFO ] [CONFIGURE ] NTB: KEPT add_tick_distribution (score: 80.00%)
[2025-10-18T00:52:05.483750] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6027 tests
[2025-10-18T00:52:05.483787] [INFO ] [CONFIGURE ] NTB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:52:05.483817] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-10-18T00:52:05.642447] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:52:05.798940] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:52:05.954264] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:52:06.109336] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:52:06.272454] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:52:06.434427] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:52:06.591547] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:52:06.782861] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:52:06.945777] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:52:07.106084] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:07.106260] [INFO ] [CONFIGURE ] NTB: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:52:07.106304] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6026 tests
[2025-10-18T00:52:07.106337] [INFO ] [CONFIGURE ] NTB: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:52:07.106369] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-10-18T00:52:07.269942] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:52:07.432839] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:52:07.598817] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:52:07.763915] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:52:07.936341] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:52:08.105491] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:52:08.273171] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:52:08.440926] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:52:08.654283] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:08.856550] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:08.856768] [INFO ] [CONFIGURE ] NTB: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:52:08.856823] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6025 tests
[2025-10-18T00:52:08.856861] [INFO ] [CONFIGURE ] NTB: Testing feature 28/29: add_volume_profile
[2025-10-18T00:52:08.856894] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_tick_distribution', 'add_volume_profile']
[2025-10-18T00:52:09.013792] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:52:09.173519] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:52:09.334537] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:52:09.497202] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:52:09.657534] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:52:09.852822] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:52:10.012628] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:52:10.174873] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:52:10.340068] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:52:10.505611] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:52:10.505846] [INFO ] [CONFIGURE ] NTB: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-18T00:52:10.505908] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6024 tests
[2025-10-18T00:52:10.505946] [INFO ] [CONFIGURE ] NTB: Testing feature 29/29: add_vwap
[2025-10-18T00:52:10.505977] [INFO ] [CONFIGURE ] NTB: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_tick_distribution', 'add_vwap']
[2025-10-18T00:52:10.677294] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:52:10.842406] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:52:11.006233] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:52:11.171633] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:52:11.329334] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:52:11.490087] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:52:11.652144] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:52:11.814490] [DEBUG] [FORECASTER] NTB: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:52:11.978186] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:12.138480] [DEBUG] [FORECASTER] NTB: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:12.138639] [INFO ] [CONFIGURE ] NTB: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T00:52:12.138722] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6023 tests
[2025-10-18T00:52:12.138761] [INFO ] [CONFIGURE ] NTB: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:52:12.138792] [INFO ] [CONFIGURE ] NTB: Best accuracy: 80.00%
[2025-10-18T00:52:12.138822] [INFO ] [CONFIGURE ] NTB: Best feature set (3 features): ['add_ema', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-18T00:52:12.138851] [INFO ] [CONFIGURE ] NTB: Improvement over baseline: 40.00%
[2025-10-18T00:52:12.138876] [INFO ] [CONFIGURE ] NTB: Total time: 42.2 seconds
[2025-10-18T00:52:12.138902] [INFO ] [CONFIGURE ] NTB: Average time per feature: 1.5 seconds
[2025-10-18T00:52:12.138928] [INFO ] [CONFIGURE ] NTB: Average speed: 0.69 features/sec
[2025-10-18T00:52:12.139562] [INFO ] [LOCAL     ] Saved configuration for NTB: 3 features, 80.00% accuracy -> ./output/feature-sets/NTB.json
[2025-10-18T00:52:12.139633] [INFO ] [CONFIGURE ] NTB: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T00:52:12.139724] [INFO ] [sig       ] [174/380] Successfully configured NTB | 0.02 sym/s | Total: 2.1h | ETA: 2.5h
[2025-10-18T00:52:12.139774] [INFO ] [sig       ] [175/380] Configuring NTR...
[2025-10-18T00:52:12.139828] [INFO ] [CONFIGURE ] NTR: Configurate test run.
[2025-10-18T00:52:12.139860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTR' from 'https://tdm.silogroup.org/data/derivative_storage/NTR.csv'.
[2025-10-18T00:52:12.151821] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NTR'.
[2025-10-18T00:52:12.152191] [INFO ] [CONFIGURE ] NTR: Testing with 29 available features
[2025-10-18T00:52:12.152248] [INFO ] [CONFIGURE ] NTR: Establishing baseline with no features...
[2025-10-18T00:52:12.261606] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:52:12.370859] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:12.482421] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:12.595196] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:52:12.712592] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:12.855240] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:52:12.965878] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:13.077739] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:13.188452] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:13.293901] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:52:13.294033] [INFO ] [CONFIGURE ] NTR: Baseline score (no features): 40.00%
[2025-10-18T00:52:13.294076] [INFO ] [CONFIGURE ] NTR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:52:13.294108] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:52:13.408822] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:13.523581] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:13.644882] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:13.764167] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:52:13.882015] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:13.998801] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:52:14.117304] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:14.236091] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:14.357208] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:14.481894] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:52:14.482134] [INFO ] [CONFIGURE ] NTR: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T00:52:14.482216] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6022 tests
[2025-10-18T00:52:14.482281] [INFO ] [CONFIGURE ] NTR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:52:14.482320] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:52:14.638308] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:14.797103] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:14.959164] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:15.105749] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:52:15.240871] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:15.377366] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:52:15.513128] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:15.650462] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:15.788025] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:52:15.929242] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:52:15.929426] [INFO ] [CONFIGURE ] NTR: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T00:52:15.929470] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6021 tests
[2025-10-18T00:52:15.929505] [INFO ] [CONFIGURE ] NTR: Testing feature 3/29: add_daily_returns
[2025-10-18T00:52:15.929535] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:52:16.048471] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:16.168415] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:16.287950] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:16.408175] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:52:16.528909] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:16.651340] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:16.773549] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:16.899898] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:17.024170] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:17.149423] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:17.149598] [INFO ] [CONFIGURE ] NTR: KEPT add_daily_returns (score: 70.00%)
[2025-10-18T00:52:17.149665] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6020 tests
[2025-10-18T00:52:17.149724] [INFO ] [CONFIGURE ] NTR: Testing feature 4/29: add_ema
[2025-10-18T00:52:17.149761] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T00:52:17.289350] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:52:17.428538] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:17.569042] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:17.710511] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:52:17.854514] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:18.003769] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:18.148793] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:18.300222] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:18.453149] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:18.600109] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:18.600272] [INFO ] [CONFIGURE ] NTR: DISCARDED add_ema (score: 60.00%)
[2025-10-18T00:52:18.600316] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6019 tests
[2025-10-18T00:52:18.600351] [INFO ] [CONFIGURE ] NTR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:52:18.600382] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:52:18.760777] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:18.946910] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:19.103002] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:19.251345] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:52:19.399796] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:19.551138] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:52:19.702934] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:19.854562] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:20.006564] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:20.159356] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:20.159517] [INFO ] [CONFIGURE ] NTR: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:52:20.159561] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6018 tests
[2025-10-18T00:52:20.159597] [INFO ] [CONFIGURE ] NTR: Testing feature 6/29: add_failed_moves
[2025-10-18T00:52:20.159628] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T00:52:20.287710] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:20.418803] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:20.547587] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:20.676269] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:52:20.805547] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:20.934933] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:52:21.071820] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:21.211983] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:21.356343] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:21.502056] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:21.502229] [INFO ] [CONFIGURE ] NTR: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:52:21.502277] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6017 tests
[2025-10-18T00:52:21.502313] [INFO ] [CONFIGURE ] NTR: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:52:21.502345] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T00:52:21.637269] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:21.766911] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:21.905276] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:22.032322] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:52:22.155540] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:22.296795] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:22.431836] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:22.563331] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:22.690855] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:22.815831] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:22.816004] [INFO ] [CONFIGURE ] NTR: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T00:52:22.816047] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6016 tests
[2025-10-18T00:52:22.816082] [INFO ] [CONFIGURE ] NTR: Testing feature 8/29: add_macd
[2025-10-18T00:52:22.816114] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T00:52:22.974295] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:23.134036] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:23.294186] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:23.465181] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:23.631457] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:23.796231] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:52:23.963582] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:24.135006] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:24.311636] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:24.498732] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:24.498938] [INFO ] [CONFIGURE ] NTR: DISCARDED add_macd (score: 70.00%)
[2025-10-18T00:52:24.498989] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6015 tests
[2025-10-18T00:52:24.499026] [INFO ] [CONFIGURE ] NTR: Testing feature 9/29: add_mfi
[2025-10-18T00:52:24.499058] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-18T00:52:24.649790] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:24.800887] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:24.989083] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:25.139858] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:52:25.282252] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:25.448586] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:25.594088] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:25.742119] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:25.888683] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:26.039082] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:26.039272] [INFO ] [CONFIGURE ] NTR: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T00:52:26.039320] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6014 tests
[2025-10-18T00:52:26.039356] [INFO ] [CONFIGURE ] NTR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:52:26.039389] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:52:26.193224] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:26.343477] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:26.494770] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:26.647131] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:26.802328] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:26.954756] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:52:27.109361] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:27.262563] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:52:27.434914] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:27.590676] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:52:27.590864] [INFO ] [CONFIGURE ] NTR: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T00:52:27.590908] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6013 tests
[2025-10-18T00:52:27.590943] [INFO ] [CONFIGURE ] NTR: Testing feature 11/29: add_obv_daily
[2025-10-18T00:52:27.590974] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T00:52:27.725397] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:27.863045] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:28.030473] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:28.161028] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:52:28.292197] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:28.423876] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:28.555431] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:28.687887] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:28.820678] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:28.953623] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:52:28.953850] [INFO ] [CONFIGURE ] NTR: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:52:28.953898] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6012 tests
[2025-10-18T00:52:28.953932] [INFO ] [CONFIGURE ] NTR: Testing feature 12/29: add_obv_interval
[2025-10-18T00:52:28.954033] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T00:52:29.080638] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:29.208797] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:29.341084] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:29.475981] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:52:29.604790] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:29.734392] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:29.866086] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:29.996777] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:30.128922] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:30.260747] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:30.260928] [INFO ] [CONFIGURE ] NTR: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T00:52:30.260973] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6011 tests
[2025-10-18T00:52:30.261007] [INFO ] [CONFIGURE ] NTR: Testing feature 13/29: add_opening_strength
[2025-10-18T00:52:30.261063] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:52:30.394570] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:30.531093] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:30.665468] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:30.800285] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:30.932829] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:31.077577] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:31.214770] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:31.348791] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:31.481054] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:31.616483] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:31.616726] [INFO ] [CONFIGURE ] NTR: KEPT add_opening_strength (score: 80.00%)
[2025-10-18T00:52:31.616790] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6010 tests
[2025-10-18T00:52:31.616829] [INFO ] [CONFIGURE ] NTR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:52:31.616863] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T00:52:31.768106] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:31.926477] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:32.082635] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:32.239854] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:32.397376] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:32.555505] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:32.716044] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:32.875296] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:33.034067] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:33.193729] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:33.193901] [INFO ] [CONFIGURE ] NTR: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T00:52:33.193945] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6009 tests
[2025-10-18T00:52:33.193979] [INFO ] [CONFIGURE ] NTR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:52:33.194011] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-18T00:52:33.334026] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:33.475570] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:33.617854] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:33.759560] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:33.904748] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:34.079153] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:34.222375] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:34.364897] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:34.508820] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:34.658392] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:34.658569] [INFO ] [CONFIGURE ] NTR: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T00:52:34.658617] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6008 tests
[2025-10-18T00:52:34.658682] [INFO ] [CONFIGURE ] NTR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:52:34.658735] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T00:52:34.809154] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:34.960336] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:35.112741] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:35.267091] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:52:35.420230] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:35.575250] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:35.731134] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:35.889806] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:36.053577] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:36.210574] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:36.210793] [INFO ] [CONFIGURE ] NTR: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T00:52:36.210845] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6007 tests
[2025-10-18T00:52:36.210881] [INFO ] [CONFIGURE ] NTR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:52:36.210913] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-18T00:52:36.366699] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:36.525834] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:36.687104] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:36.840588] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:37.002974] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:37.179872] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:37.347193] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:37.500035] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:37.650528] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:37.802624] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:52:37.802859] [INFO ] [CONFIGURE ] NTR: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:52:37.802934] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6006 tests
[2025-10-18T00:52:37.802982] [INFO ] [CONFIGURE ] NTR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:52:37.803020] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-18T00:52:37.946889] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:38.085247] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:38.220807] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:38.357477] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:38.495548] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:38.633835] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:38.771661] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:38.908383] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:39.048794] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:39.186961] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:39.187089] [INFO ] [CONFIGURE ] NTR: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T00:52:39.187132] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6005 tests
[2025-10-18T00:52:39.187166] [INFO ] [CONFIGURE ] NTR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:52:39.187197] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-18T00:52:39.320342] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:39.455695] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:39.592978] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:39.730788] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:39.871865] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:40.019411] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:40.170199] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:40.318959] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:40.460450] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:40.606838] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:40.607013] [INFO ] [CONFIGURE ] NTR: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:52:40.607063] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6004 tests
[2025-10-18T00:52:40.607099] [INFO ] [CONFIGURE ] NTR: Testing feature 20/29: add_price_rejection
[2025-10-18T00:52:40.607133] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-18T00:52:40.753111] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:40.899671] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:41.054164] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:41.213732] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:52:41.364422] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:41.536132] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:41.708486] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:41.902270] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:42.089858] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:42.293592] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:42.293805] [INFO ] [CONFIGURE ] NTR: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:52:42.293857] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6003 tests
[2025-10-18T00:52:42.293895] [INFO ] [CONFIGURE ] NTR: Testing feature 21/29: add_range_position
[2025-10-18T00:52:42.293928] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-18T00:52:42.471279] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:42.646266] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:42.813127] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:42.972519] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:43.132886] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:43.317872] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:43.482516] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:43.649346] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:52:43.826187] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:43.988218] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:43.988395] [INFO ] [CONFIGURE ] NTR: KEPT add_range_position (score: 90.00%)
[2025-10-18T00:52:43.988439] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6002 tests
[2025-10-18T00:52:43.988474] [INFO ] [CONFIGURE ] NTR: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:52:43.988508] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_realized_volatility']
[2025-10-18T00:52:44.180534] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:44.370390] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:52:44.561001] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:44.756948] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:44.950724] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:45.150868] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:45.353497] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:45.562041] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:45.781100] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:45.979489] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:45.979714] [INFO ] [CONFIGURE ] NTR: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-18T00:52:45.979774] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6001 tests
[2025-10-18T00:52:45.979810] [INFO ] [CONFIGURE ] NTR: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:52:45.979841] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_recent_range_context']
[2025-10-18T00:52:46.147350] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:46.334712] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:52:46.504447] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:46.673267] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:46.849609] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:47.039117] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:47.220260] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:47.400485] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:47.579527] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:47.757931] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:47.758151] [INFO ] [CONFIGURE ] NTR: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T00:52:47.758199] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 6000 tests
[2025-10-18T00:52:47.758235] [INFO ] [CONFIGURE ] NTR: Testing feature 24/29: add_rsi
[2025-10-18T00:52:47.758268] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_ema', 'add_rsi']
[2025-10-18T00:52:47.953558] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:48.151879] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:48.345380] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:48.540726] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:48.737299] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:48.934423] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:49.131959] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:49.325736] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:49.522011] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:49.723522] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:49.723761] [INFO ] [CONFIGURE ] NTR: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T00:52:49.723819] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5999 tests
[2025-10-18T00:52:49.723856] [INFO ] [CONFIGURE ] NTR: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:52:49.723890] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_tick_distribution']
[2025-10-18T00:52:49.904157] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:50.076314] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:50.250083] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:50.422923] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:50.594061] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:50.779419] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:50.969819] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:51.154027] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:51.338318] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:51.524294] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:51.524503] [INFO ] [CONFIGURE ] NTR: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T00:52:51.524551] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5998 tests
[2025-10-18T00:52:51.524586] [INFO ] [CONFIGURE ] NTR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:52:51.524620] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-10-18T00:52:51.712121] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:51.897659] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:52:52.077403] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:52.249234] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:52.449911] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:52.623300] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:52.798468] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:52.992233] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:53.172380] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:53.351102] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:53.351272] [INFO ] [CONFIGURE ] NTR: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-18T00:52:53.351316] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5997 tests
[2025-10-18T00:52:53.351351] [INFO ] [CONFIGURE ] NTR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:52:53.351382] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_volume_price_divergence']
[2025-10-18T00:52:53.532107] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:53.713950] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:52:53.895250] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:54.076108] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:54.261494] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:54.448802] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:54.639283] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:54.824810] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:55.015596] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:55.202858] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:55.203027] [INFO ] [CONFIGURE ] NTR: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-18T00:52:55.203071] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5996 tests
[2025-10-18T00:52:55.203105] [INFO ] [CONFIGURE ] NTR: Testing feature 28/29: add_volume_profile
[2025-10-18T00:52:55.203136] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_volume_profile']
[2025-10-18T00:52:55.382228] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:55.561636] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:55.735383] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:55.908376] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:56.085932] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:56.262326] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:56.439124] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:56.617811] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:56.802329] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:56.982392] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:56.982544] [INFO ] [CONFIGURE ] NTR: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T00:52:56.982590] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5995 tests
[2025-10-18T00:52:56.982625] [INFO ] [CONFIGURE ] NTR: Testing feature 29/29: add_vwap
[2025-10-18T00:52:56.982695] [INFO ] [CONFIGURE ] NTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_vwap']
[2025-10-18T00:52:57.164340] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:52:57.345153] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:52:57.525607] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:52:57.699788] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:57.875746] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:52:58.055935] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:58.233269] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:52:58.411284] [DEBUG] [FORECASTER] NTR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:52:58.589806] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:52:58.773949] [DEBUG] [FORECASTER] NTR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:52:58.774142] [INFO ] [CONFIGURE ] NTR: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T00:52:58.774186] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5994 tests
[2025-10-18T00:52:58.774234] [INFO ] [CONFIGURE ] NTR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:52:58.774289] [INFO ] [CONFIGURE ] NTR: Best accuracy: 90.00%
[2025-10-18T00:52:58.774327] [INFO ] [CONFIGURE ] NTR: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-18T00:52:58.774360] [INFO ] [CONFIGURE ] NTR: Improvement over baseline: 50.00%
[2025-10-18T00:52:58.774386] [INFO ] [CONFIGURE ] NTR: Total time: 45.5 seconds
[2025-10-18T00:52:58.774412] [INFO ] [CONFIGURE ] NTR: Average time per feature: 1.6 seconds
[2025-10-18T00:52:58.774439] [INFO ] [CONFIGURE ] NTR: Average speed: 0.64 features/sec
[2025-10-18T00:52:58.774875] [INFO ] [LOCAL     ] Saved configuration for NTR: 4 features, 90.00% accuracy -> ./output/feature-sets/NTR.json
[2025-10-18T00:52:58.774929] [INFO ] [CONFIGURE ] NTR: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-18T00:52:58.775009] [INFO ] [sig       ] [175/380] Successfully configured NTR | 0.02 sym/s | Total: 2.1h | ETA: 2.5h
[2025-10-18T00:52:58.775076] [INFO ] [sig       ] [176/380] Configuring NTST...
[2025-10-18T00:52:58.775120] [INFO ] [CONFIGURE ] NTST: Configurate test run.
[2025-10-18T00:52:58.775175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTST' from 'https://tdm.silogroup.org/data/derivative_storage/NTST.csv'.
[2025-10-18T00:52:58.788300] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NTST'.
[2025-10-18T00:52:58.788823] [INFO ] [CONFIGURE ] NTST: Testing with 29 available features
[2025-10-18T00:52:58.788882] [INFO ] [CONFIGURE ] NTST: Establishing baseline with no features...
[2025-10-18T00:52:58.909209] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:52:59.025782] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:52:59.144752] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:52:59.265759] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:52:59.377781] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:52:59.493309] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:52:59.610345] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:52:59.727752] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:52:59.843816] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:52:59.958539] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:52:59.958732] [INFO ] [CONFIGURE ] NTST: Baseline score (no features): 30.00%
[2025-10-18T00:52:59.958787] [INFO ] [CONFIGURE ] NTST: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:52:59.958822] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:53:00.080264] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:53:00.206366] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:00.331671] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:00.478415] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:53:00.605038] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:00.732250] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:00.855199] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:00.979155] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:01.128957] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:01.266268] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:01.266500] [INFO ] [CONFIGURE ] NTST: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-18T00:53:01.266563] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5993 tests
[2025-10-18T00:53:01.266622] [INFO ] [CONFIGURE ] NTST: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:53:01.266690] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:53:01.420555] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:53:01.570771] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:01.729198] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:01.882600] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:53:02.035906] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:02.187047] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:02.327976] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:02.467757] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:02.607030] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:02.751787] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:02.752044] [INFO ] [CONFIGURE ] NTST: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T00:53:02.752102] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5992 tests
[2025-10-18T00:53:02.752139] [INFO ] [CONFIGURE ] NTST: Testing feature 3/29: add_daily_returns
[2025-10-18T00:53:02.752170] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:53:02.874495] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:53:03.000273] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:03.124839] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:03.250957] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:03.377562] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:03.506943] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:03.632156] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:53:03.753200] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:03.876349] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:03.999891] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:04.000107] [INFO ] [CONFIGURE ] NTST: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T00:53:04.000158] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5991 tests
[2025-10-18T00:53:04.000192] [INFO ] [CONFIGURE ] NTST: Testing feature 4/29: add_ema
[2025-10-18T00:53:04.000223] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:53:04.140363] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:53:04.283831] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:04.420554] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:04.561482] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:53:04.700783] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:04.838191] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:04.981370] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:05.124312] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:05.266154] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:05.410015] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:05.410228] [INFO ] [CONFIGURE ] NTST: DISCARDED add_ema (score: 40.00%)
[2025-10-18T00:53:05.410278] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5990 tests
[2025-10-18T00:53:05.410334] [INFO ] [CONFIGURE ] NTST: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:53:05.410367] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:53:05.568535] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:53:05.721911] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:05.871509] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:06.021358] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:06.169634] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:06.327464] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:06.480552] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:06.628833] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:06.777727] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:06.927484] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:06.927683] [INFO ] [CONFIGURE ] NTST: KEPT add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:53:06.927746] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5989 tests
[2025-10-18T00:53:06.927785] [INFO ] [CONFIGURE ] NTST: Testing feature 6/29: add_failed_moves
[2025-10-18T00:53:06.927818] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T00:53:07.085623] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:53:07.234990] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:07.383908] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:07.553164] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:07.707126] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:07.861280] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:08.017564] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:08.175011] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:08.335497] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:08.496153] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:08.496344] [INFO ] [CONFIGURE ] NTST: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T00:53:08.496389] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5988 tests
[2025-10-18T00:53:08.496426] [INFO ] [CONFIGURE ] NTST: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:53:08.496458] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T00:53:08.643602] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:53:08.797466] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:53:08.966286] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:09.117929] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:09.268039] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:09.409781] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:09.552427] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:09.693527] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:09.837038] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:09.981912] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:09.982070] [INFO ] [CONFIGURE ] NTST: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T00:53:09.982113] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5987 tests
[2025-10-18T00:53:09.982148] [INFO ] [CONFIGURE ] NTST: Testing feature 8/29: add_macd
[2025-10-18T00:53:09.982179] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T00:53:10.145600] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:53:10.314047] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:53:10.483475] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:53:10.654115] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:10.828851] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:11.002326] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:11.173700] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:11.346269] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:11.519684] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:11.694288] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:11.694478] [INFO ] [CONFIGURE ] NTST: DISCARDED add_macd (score: 30.00%)
[2025-10-18T00:53:11.694523] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5986 tests
[2025-10-18T00:53:11.694557] [INFO ] [CONFIGURE ] NTST: Testing feature 9/29: add_mfi
[2025-10-18T00:53:11.694588] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T00:53:11.853814] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:53:12.013345] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:12.176437] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:12.337480] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:12.511912] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:12.678744] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:12.844953] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:13.011935] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:13.185439] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:13.358146] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:13.358329] [INFO ] [CONFIGURE ] NTST: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T00:53:13.358375] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5985 tests
[2025-10-18T00:53:13.358413] [INFO ] [CONFIGURE ] NTST: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:53:13.358467] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:53:13.536747] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:53:13.715671] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:13.897387] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:14.080310] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:14.264593] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:14.446619] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:14.633634] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:14.818547] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:15.001452] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:15.186101] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:15.186282] [INFO ] [CONFIGURE ] NTST: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T00:53:15.186325] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5984 tests
[2025-10-18T00:53:15.186360] [INFO ] [CONFIGURE ] NTST: Testing feature 11/29: add_obv_daily
[2025-10-18T00:53:15.186392] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T00:53:15.344139] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:15.499330] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:15.653932] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:15.808214] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:15.961874] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:16.114908] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:16.268721] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:16.421055] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:16.574068] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:53:16.736180] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:53:16.736394] [INFO ] [CONFIGURE ] NTST: KEPT add_obv_daily (score: 80.00%)
[2025-10-18T00:53:16.736445] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5983 tests
[2025-10-18T00:53:16.736479] [INFO ] [CONFIGURE ] NTST: Testing feature 12/29: add_obv_interval
[2025-10-18T00:53:16.736511] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_obv_interval']
[2025-10-18T00:53:16.900587] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:17.069172] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:53:17.232211] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:17.397470] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:53:17.561417] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:53:17.727036] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:17.895339] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:18.065863] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:18.237863] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:53:18.405538] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:18.405776] [INFO ] [CONFIGURE ] NTST: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:53:18.405839] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5982 tests
[2025-10-18T00:53:18.405878] [INFO ] [CONFIGURE ] NTST: Testing feature 13/29: add_opening_strength
[2025-10-18T00:53:18.405910] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:53:18.578942] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:18.751126] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:18.923250] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:19.094326] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:19.265673] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:19.438671] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:19.611637] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:19.786985] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:19.973366] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:20.148620] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:20.148838] [INFO ] [CONFIGURE ] NTST: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:53:20.148895] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5981 tests
[2025-10-18T00:53:20.148932] [INFO ] [CONFIGURE ] NTST: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:53:20.148964] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T00:53:20.321568] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:20.496204] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:20.675779] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:20.857256] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:53:21.041216] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:21.224557] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:21.414336] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:21.601981] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:21.790920] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:21.990058] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:21.990277] [INFO ] [CONFIGURE ] NTST: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:53:21.990331] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5980 tests
[2025-10-18T00:53:21.990368] [INFO ] [CONFIGURE ] NTST: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:53:21.990424] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T00:53:22.156103] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:22.330012] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:22.503037] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:22.667172] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:22.820494] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:22.977519] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:23.143811] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:23.304018] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:23.464104] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:23.626425] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:23.626623] [INFO ] [CONFIGURE ] NTST: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:53:23.626709] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5979 tests
[2025-10-18T00:53:23.626756] [INFO ] [CONFIGURE ] NTST: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:53:23.626789] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T00:53:23.793902] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:23.958397] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:24.125931] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:24.290776] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:24.460854] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:24.628834] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:24.807613] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:24.980018] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:25.155842] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:25.342856] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:25.343018] [INFO ] [CONFIGURE ] NTST: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:53:25.343063] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5978 tests
[2025-10-18T00:53:25.343099] [INFO ] [CONFIGURE ] NTST: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:53:25.343130] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T00:53:25.510521] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:25.679328] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:25.850290] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:26.018487] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:26.189149] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:26.359212] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:26.527896] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:26.700412] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:26.872722] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:27.051346] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:27.051499] [INFO ] [CONFIGURE ] NTST: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T00:53:27.051542] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5977 tests
[2025-10-18T00:53:27.051578] [INFO ] [CONFIGURE ] NTST: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:53:27.051610] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T00:53:27.212823] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:27.377182] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:27.548542] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:27.732237] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:27.900118] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:28.073221] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:28.237039] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:28.410113] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:28.584427] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:28.786215] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:53:28.786417] [INFO ] [CONFIGURE ] NTST: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T00:53:28.786546] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5976 tests
[2025-10-18T00:53:28.786601] [INFO ] [CONFIGURE ] NTST: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:53:28.786691] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-18T00:53:28.955131] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:29.119155] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:29.282040] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:29.447998] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:29.610600] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:29.773637] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:29.938084] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:30.110754] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:30.283386] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:53:30.452019] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:53:30.452199] [INFO ] [CONFIGURE ] NTST: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:53:30.452253] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5975 tests
[2025-10-18T00:53:30.452368] [INFO ] [CONFIGURE ] NTST: Testing feature 20/29: add_price_rejection
[2025-10-18T00:53:30.452423] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_price_rejection']
[2025-10-18T00:53:30.623601] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:30.794931] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:30.970886] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:31.142556] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:53:31.316177] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:31.486600] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:31.660936] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:31.849815] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:32.016639] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:32.184385] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:53:32.184553] [INFO ] [CONFIGURE ] NTST: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T00:53:32.184599] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5974 tests
[2025-10-18T00:53:32.184634] [INFO ] [CONFIGURE ] NTST: Testing feature 21/29: add_range_position
[2025-10-18T00:53:32.184706] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_range_position']
[2025-10-18T00:53:32.356823] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:32.536456] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:32.709135] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:32.881764] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:53:33.055076] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:33.230436] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:33.415140] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:33.591942] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:33.768869] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:53:33.950198] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:33.950370] [INFO ] [CONFIGURE ] NTST: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T00:53:33.950414] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5973 tests
[2025-10-18T00:53:33.950449] [INFO ] [CONFIGURE ] NTST: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:53:33.950481] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_realized_volatility']
[2025-10-18T00:53:34.146514] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:34.351778] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:34.580302] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:34.916633] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:35.191303] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:53:35.420683] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:35.619194] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:35.820105] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:36.024087] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:36.225372] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:36.225558] [INFO ] [CONFIGURE ] NTST: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:53:36.225606] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5972 tests
[2025-10-18T00:53:36.225689] [INFO ] [CONFIGURE ] NTST: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:53:36.225758] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_recent_range_context']
[2025-10-18T00:53:36.391276] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:36.555904] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:36.726615] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:36.894895] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:37.059164] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:37.232118] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:37.402451] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:37.576489] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:37.743638] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:53:37.937606] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:53:37.937808] [INFO ] [CONFIGURE ] NTST: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T00:53:37.937858] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5971 tests
[2025-10-18T00:53:37.937895] [INFO ] [CONFIGURE ] NTST: Testing feature 24/29: add_rsi
[2025-10-18T00:53:37.937928] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-18T00:53:38.119565] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:38.304250] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:38.499798] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:38.702897] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:38.941371] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:39.138942] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:39.327196] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:39.523913] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:39.725336] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:39.926985] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:39.927167] [INFO ] [CONFIGURE ] NTST: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:53:39.927214] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5970 tests
[2025-10-18T00:53:39.927276] [INFO ] [CONFIGURE ] NTST: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:53:39.927311] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_tick_distribution']
[2025-10-18T00:53:40.097785] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:40.266044] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:40.445796] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:40.621632] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:40.796535] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:40.982493] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:41.163882] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:41.341066] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:41.515689] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:53:41.689320] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:53:41.689490] [INFO ] [CONFIGURE ] NTST: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T00:53:41.689544] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5969 tests
[2025-10-18T00:53:41.689587] [INFO ] [CONFIGURE ] NTST: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:53:41.689623] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-18T00:53:41.857296] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:42.031795] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:42.201241] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:42.373317] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:53:42.544120] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:42.718677] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:42.893330] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:43.072156] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:43.243685] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:43.414437] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:53:43.414694] [INFO ] [CONFIGURE ] NTST: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T00:53:43.414798] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5968 tests
[2025-10-18T00:53:43.414874] [INFO ] [CONFIGURE ] NTST: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:53:43.414926] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_volume_price_divergence']
[2025-10-18T00:53:43.587243] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:43.759549] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:43.938023] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:44.116781] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:53:44.293216] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:44.475628] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:44.655952] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:44.833800] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:45.017500] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:53:45.203414] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:53:45.203600] [INFO ] [CONFIGURE ] NTST: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:53:45.203665] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5967 tests
[2025-10-18T00:53:45.203727] [INFO ] [CONFIGURE ] NTST: Testing feature 28/29: add_volume_profile
[2025-10-18T00:53:45.203762] [INFO ] [CONFIGURE ] NTST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_volume_profile']
[2025-10-18T00:53:45.379085] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:53:45.543256] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:45.705176] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:53:45.868319] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:46.037597] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:46.203342] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:53:46.369717] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:46.536175] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T00:53:46.704965] [DEBUG] [FORECASTER] NTST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:53:46.874726] [DEBUG] [FORECASTER] NTST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:53:46.874886] [INFO ] [CONFIGURE ] NTST: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:53:46.874930] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5966 tests
[2025-10-18T00:53:46.874986] [INFO ] [CONFIGURE ] NTST: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:53:46.875041] [INFO ] [CONFIGURE ] NTST: Best accuracy: 80.00%
[2025-10-18T00:53:46.875087] [INFO ] [CONFIGURE ] NTST: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T00:53:46.875142] [INFO ] [CONFIGURE ] NTST: Improvement over baseline: 50.00%
[2025-10-18T00:53:46.875172] [INFO ] [CONFIGURE ] NTST: Total time: 46.9 seconds
[2025-10-18T00:53:46.875199] [INFO ] [CONFIGURE ] NTST: Average time per feature: 1.7 seconds
[2025-10-18T00:53:46.875226] [INFO ] [CONFIGURE ] NTST: Average speed: 0.62 features/sec
[2025-10-18T00:53:46.875912] [INFO ] [LOCAL     ] Saved configuration for NTST: 4 features, 80.00% accuracy -> ./output/feature-sets/NTST.json
[2025-10-18T00:53:46.875981] [INFO ] [CONFIGURE ] NTST: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-18T00:53:46.876075] [INFO ] [sig       ] [176/380] Successfully configured NTST | 0.02 sym/s | Total: 2.1h | ETA: 2.4h
[2025-10-18T00:53:46.876151] [INFO ] [sig       ] [177/380] Configuring NU...
[2025-10-18T00:53:46.876216] [INFO ] [CONFIGURE ] NU: Configurate test run.
[2025-10-18T00:53:46.876271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NU' from 'https://tdm.silogroup.org/data/derivative_storage/NU.csv'.
[2025-10-18T00:53:46.890106] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NU'.
[2025-10-18T00:53:46.890499] [INFO ] [CONFIGURE ] NU: Testing with 29 available features
[2025-10-18T00:53:46.890580] [INFO ] [CONFIGURE ] NU: Establishing baseline with no features...
[2025-10-18T00:53:47.014887] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:53:47.124143] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:53:47.232958] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:53:47.342632] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:47.452704] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:47.563333] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:53:47.674582] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:53:47.785830] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:53:47.897751] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:53:48.010412] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:53:48.010562] [INFO ] [CONFIGURE ] NU: Baseline score (no features): 20.00%
[2025-10-18T00:53:48.010607] [INFO ] [CONFIGURE ] NU: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:53:48.010640] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:53:48.132924] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:53:48.255229] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:48.377893] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:53:48.500803] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:48.624178] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:48.748600] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:53:48.871693] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:53:48.994137] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:53:49.117292] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:53:49.241085] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:53:49.241197] [INFO ] [CONFIGURE ] NU: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-18T00:53:49.241253] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5965 tests
[2025-10-18T00:53:49.241312] [INFO ] [CONFIGURE ] NU: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:53:49.241345] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:53:49.378213] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:53:49.515479] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:49.655582] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:53:49.797199] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:49.937279] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:50.078346] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:53:50.221012] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:53:50.368970] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:53:50.511380] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:53:50.655391] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:53:50.655500] [INFO ] [CONFIGURE ] NU: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T00:53:50.655543] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5964 tests
[2025-10-18T00:53:50.655577] [INFO ] [CONFIGURE ] NU: Testing feature 3/29: add_daily_returns
[2025-10-18T00:53:50.655607] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:53:50.780380] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:53:50.906074] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:51.035167] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:53:51.162384] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:51.289069] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:51.416305] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:53:51.545764] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:53:51.674710] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:53:51.804210] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:53:51.934605] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:53:51.934745] [INFO ] [CONFIGURE ] NU: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T00:53:51.934797] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5963 tests
[2025-10-18T00:53:51.934832] [INFO ] [CONFIGURE ] NU: Testing feature 4/29: add_ema
[2025-10-18T00:53:51.934863] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:53:52.073156] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:53:52.210369] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:52.349963] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:53:52.489566] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:52.633790] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:52.775239] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:53:52.917003] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:53:53.091814] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:53:53.232523] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:53:53.375534] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:53:53.375725] [INFO ] [CONFIGURE ] NU: KEPT add_ema (score: 60.00%)
[2025-10-18T00:53:53.375787] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5962 tests
[2025-10-18T00:53:53.375824] [INFO ] [CONFIGURE ] NU: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:53:53.375854] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:53:53.540450] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:53:53.708455] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:53:53.875406] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:53:54.044995] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:53:54.211102] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:53:54.382574] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:53:54.549075] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:53:54.718029] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:53:54.886747] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:53:55.064546] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:53:55.064761] [INFO ] [CONFIGURE ] NU: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T00:53:55.064826] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5961 tests
[2025-10-18T00:53:55.064864] [INFO ] [CONFIGURE ] NU: Testing feature 6/29: add_failed_moves
[2025-10-18T00:53:55.064895] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-18T00:53:55.208889] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:53:55.353087] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:55.499314] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:53:55.647206] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:55.796672] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:55.944457] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:53:56.123484] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:53:56.271875] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:53:56.422420] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:53:56.572615] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:53:56.572777] [INFO ] [CONFIGURE ] NU: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T00:53:56.572827] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5960 tests
[2025-10-18T00:53:56.572861] [INFO ] [CONFIGURE ] NU: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:53:56.572892] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-18T00:53:56.711061] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:53:56.850584] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:56.990270] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:53:57.129324] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:53:57.268584] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:53:57.411112] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:53:57.553101] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:53:57.693400] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:53:57.836023] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:53:57.980466] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:53:57.980663] [INFO ] [CONFIGURE ] NU: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T00:53:57.980727] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5959 tests
[2025-10-18T00:53:57.980787] [INFO ] [CONFIGURE ] NU: Testing feature 8/29: add_macd
[2025-10-18T00:53:57.980822] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-18T00:53:58.152928] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:53:58.322740] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:53:58.493159] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:53:58.664035] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:53:58.830610] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:53:59.001211] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:53:59.172480] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:53:59.346100] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:53:59.522634] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:53:59.697246] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:53:59.697400] [INFO ] [CONFIGURE ] NU: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:53:59.697444] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5958 tests
[2025-10-18T00:53:59.697479] [INFO ] [CONFIGURE ] NU: Testing feature 9/29: add_mfi
[2025-10-18T00:53:59.697510] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-18T00:53:59.851487] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:54:00.002852] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:00.162356] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:00.321956] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:54:00.481876] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:54:00.637329] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:00.792743] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:54:00.945261] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:54:01.099013] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:54:01.260925] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:54:01.261105] [INFO ] [CONFIGURE ] NU: DISCARDED add_mfi (score: 30.00%)
[2025-10-18T00:54:01.261148] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5957 tests
[2025-10-18T00:54:01.261184] [INFO ] [CONFIGURE ] NU: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:54:01.261216] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:54:01.433268] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:54:01.602577] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:54:01.799875] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:54:01.973545] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:54:02.172602] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:54:02.345375] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:02.522514] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:54:02.701898] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:54:02.876581] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:54:03.053328] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:54:03.053509] [INFO ] [CONFIGURE ] NU: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-18T00:54:03.053553] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5956 tests
[2025-10-18T00:54:03.053590] [INFO ] [CONFIGURE ] NU: Testing feature 11/29: add_obv_daily
[2025-10-18T00:54:03.053622] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily']
[2025-10-18T00:54:03.214133] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:54:03.360422] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:54:03.512682] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:03.661891] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:54:03.811326] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:54:03.963046] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:04.120987] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:54:04.278164] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:54:04.433413] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:54:04.602381] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:54:04.602580] [INFO ] [CONFIGURE ] NU: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-18T00:54:04.602627] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5955 tests
[2025-10-18T00:54:04.602699] [INFO ] [CONFIGURE ] NU: Testing feature 12/29: add_obv_interval
[2025-10-18T00:54:04.602744] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval']
[2025-10-18T00:54:04.749860] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:54:04.892985] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:05.035432] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:05.184855] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:54:05.343580] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:54:05.495015] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:05.649558] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:54:05.800926] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:54:05.954213] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:54:06.127578] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:06.127788] [INFO ] [CONFIGURE ] NU: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T00:54:06.127840] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5954 tests
[2025-10-18T00:54:06.127998] [INFO ] [CONFIGURE ] NU: Testing feature 13/29: add_opening_strength
[2025-10-18T00:54:06.128041] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:54:06.288086] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:54:06.450273] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:06.609940] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:54:06.770295] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:54:06.928232] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:07.088093] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:07.256200] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:54:07.415234] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:07.584106] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:54:07.752603] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:07.752803] [INFO ] [CONFIGURE ] NU: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:54:07.752854] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5953 tests
[2025-10-18T00:54:07.752891] [INFO ] [CONFIGURE ] NU: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:54:07.752923] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance']
[2025-10-18T00:54:07.914272] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:54:08.066340] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:08.218127] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:08.389201] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:54:08.551486] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:54:08.712750] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:08.875090] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:54:09.042690] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:54:09.200697] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:54:09.358413] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:54:09.358581] [INFO ] [CONFIGURE ] NU: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-18T00:54:09.358669] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5952 tests
[2025-10-18T00:54:09.358730] [INFO ] [CONFIGURE ] NU: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:54:09.358766] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-18T00:54:09.497676] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:54:09.637899] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:54:09.775262] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:54:09.913343] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:54:10.052565] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:54:10.195382] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:10.335107] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:54:10.473981] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:54:10.622944] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:54:10.765166] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:54:10.765344] [INFO ] [CONFIGURE ] NU: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T00:54:10.765388] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5951 tests
[2025-10-18T00:54:10.765423] [INFO ] [CONFIGURE ] NU: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:54:10.765454] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-18T00:54:10.913619] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:54:11.058207] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:11.198416] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:11.339251] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:54:11.519820] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:54:11.664981] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:11.814845] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:54:11.959176] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:54:12.109422] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:54:12.255609] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:12.255785] [INFO ] [CONFIGURE ] NU: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-18T00:54:12.255835] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5950 tests
[2025-10-18T00:54:12.255870] [INFO ] [CONFIGURE ] NU: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:54:12.255902] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d']
[2025-10-18T00:54:12.408363] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:54:12.562281] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:54:12.728039] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:54:12.904774] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:54:13.064753] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:13.225262] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:13.406900] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:54:13.589961] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:13.761155] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:54:13.941102] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:13.941324] [INFO ] [CONFIGURE ] NU: KEPT add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:54:13.941397] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5949 tests
[2025-10-18T00:54:13.941490] [INFO ] [CONFIGURE ] NU: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:54:13.941559] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-18T00:54:14.130202] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:54:14.293970] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:14.452265] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:14.614593] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:54:14.788404] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:14.947805] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:15.112179] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:54:15.277454] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:15.452789] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:54:15.616932] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:15.617095] [INFO ] [CONFIGURE ] NU: KEPT add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T00:54:15.617141] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5948 tests
[2025-10-18T00:54:15.617179] [INFO ] [CONFIGURE ] NU: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:54:15.617213] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-18T00:54:15.785135] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:54:15.947793] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:54:16.106686] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:16.265048] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:54:16.432446] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:16.595170] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:16.758069] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:54:16.926869] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:54:17.090430] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:54:17.252565] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:17.252786] [INFO ] [CONFIGURE ] NU: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T00:54:17.252840] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5947 tests
[2025-10-18T00:54:17.252880] [INFO ] [CONFIGURE ] NU: Testing feature 20/29: add_price_rejection
[2025-10-18T00:54:17.252915] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-18T00:54:17.421167] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:54:17.631150] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:17.803123] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:17.979417] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:54:18.158402] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:18.334582] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:18.510795] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:54:18.688021] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:54:18.870980] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:54:19.046874] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:19.047047] [INFO ] [CONFIGURE ] NU: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T00:54:19.047140] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5946 tests
[2025-10-18T00:54:19.047195] [INFO ] [CONFIGURE ] NU: Testing feature 21/29: add_range_position
[2025-10-18T00:54:19.047231] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-18T00:54:19.229725] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:54:19.420475] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:19.603452] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:54:19.789969] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:54:19.977279] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:20.159902] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:20.342959] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:54:20.526873] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:54:20.713964] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:54:20.897214] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:54:20.897383] [INFO ] [CONFIGURE ] NU: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:54:20.897461] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5945 tests
[2025-10-18T00:54:20.897535] [INFO ] [CONFIGURE ] NU: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:54:20.897578] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-18T00:54:21.092933] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:54:21.287070] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:54:21.483194] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:54:21.672838] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:54:21.866059] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:22.060197] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:22.255790] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:54:22.458033] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:22.658511] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:54:22.861397] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:22.861576] [INFO ] [CONFIGURE ] NU: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:54:22.861622] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5944 tests
[2025-10-18T00:54:22.861690] [INFO ] [CONFIGURE ] NU: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:54:22.861739] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-18T00:54:23.031956] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:54:23.200611] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:23.367421] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:23.534889] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:54:23.705826] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:54:23.874428] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:24.042272] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:54:24.211529] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:24.381841] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:54:24.551183] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:24.551348] [INFO ] [CONFIGURE ] NU: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T00:54:24.551393] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5943 tests
[2025-10-18T00:54:24.551428] [INFO ] [CONFIGURE ] NU: Testing feature 24/29: add_rsi
[2025-10-18T00:54:24.551460] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_rsi']
[2025-10-18T00:54:24.718195] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:54:24.890202] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:54:25.058165] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:54:25.227891] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:54:25.398538] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:25.568244] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:25.735169] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:54:25.900835] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:54:26.070825] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:54:26.239372] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:26.239607] [INFO ] [CONFIGURE ] NU: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T00:54:26.239686] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5942 tests
[2025-10-18T00:54:26.239739] [INFO ] [CONFIGURE ] NU: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:54:26.239774] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-18T00:54:26.400144] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:54:26.559355] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:26.722157] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:54:26.890094] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:54:27.089184] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:27.314544] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:27.572743] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:54:27.770899] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:54:27.969123] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:54:28.161812] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:28.162011] [INFO ] [CONFIGURE ] NU: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:54:28.162077] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5941 tests
[2025-10-18T00:54:28.162140] [INFO ] [CONFIGURE ] NU: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:54:28.162176] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-18T00:54:28.334755] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:54:28.509160] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:28.683084] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:28.849037] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:54:29.018125] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:29.185494] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:29.355742] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:54:29.526572] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:29.750817] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:54:29.923960] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:29.924141] [INFO ] [CONFIGURE ] NU: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:54:29.924185] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5940 tests
[2025-10-18T00:54:29.924219] [INFO ] [CONFIGURE ] NU: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:54:29.924252] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-18T00:54:30.107473] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:54:30.279862] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:54:30.454584] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:54:30.629722] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:54:30.814342] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:54:30.997119] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:31.181290] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:54:31.383513] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:31.578066] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:54:31.777451] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:54:31.777671] [INFO ] [CONFIGURE ] NU: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:54:31.777736] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5939 tests
[2025-10-18T00:54:31.777778] [INFO ] [CONFIGURE ] NU: Testing feature 28/29: add_volume_profile
[2025-10-18T00:54:31.777814] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-18T00:54:31.955996] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:54:32.147719] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:32.324824] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:32.498405] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:54:32.672951] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:32.847290] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:33.018206] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:54:33.187529] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:33.353807] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:54:33.522414] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:54:33.522600] [INFO ] [CONFIGURE ] NU: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:54:33.522668] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5938 tests
[2025-10-18T00:54:33.522730] [INFO ] [CONFIGURE ] NU: Testing feature 29/29: add_vwap
[2025-10-18T00:54:33.522766] [INFO ] [CONFIGURE ] NU: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_vwap']
[2025-10-18T00:54:33.689542] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:54:33.859727] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:54:34.030794] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:34.199367] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:54:34.373371] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:34.541835] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:34.713488] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:54:34.885422] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:35.057226] [DEBUG] [FORECASTER] NU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:54:35.229430] [DEBUG] [FORECASTER] NU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:54:35.229581] [INFO ] [CONFIGURE ] NU: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T00:54:35.229624] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5937 tests
[2025-10-18T00:54:35.229715] [INFO ] [CONFIGURE ] NU: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:54:35.229775] [INFO ] [CONFIGURE ] NU: Best accuracy: 80.00%
[2025-10-18T00:54:35.229809] [INFO ] [CONFIGURE ] NU: Best feature set (4 features): ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-18T00:54:35.229838] [INFO ] [CONFIGURE ] NU: Improvement over baseline: 60.00%
[2025-10-18T00:54:35.229865] [INFO ] [CONFIGURE ] NU: Total time: 47.2 seconds
[2025-10-18T00:54:35.229890] [INFO ] [CONFIGURE ] NU: Average time per feature: 1.6 seconds
[2025-10-18T00:54:35.229917] [INFO ] [CONFIGURE ] NU: Average speed: 0.61 features/sec
[2025-10-18T00:54:35.230429] [INFO ] [LOCAL     ] Saved configuration for NU: 4 features, 80.00% accuracy -> ./output/feature-sets/NU.json
[2025-10-18T00:54:35.230498] [INFO ] [CONFIGURE ] NU: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-18T00:54:35.230575] [INFO ] [sig       ] [177/380] Successfully configured NU | 0.02 sym/s | Total: 2.1h | ETA: 2.4h
[2025-10-18T00:54:35.230658] [INFO ] [sig       ] [178/380] Configuring NUS...
[2025-10-18T00:54:35.230729] [INFO ] [CONFIGURE ] NUS: Configurate test run.
[2025-10-18T00:54:35.230784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-10-18T00:54:35.243519] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NUS'.
[2025-10-18T00:54:35.243908] [INFO ] [CONFIGURE ] NUS: Testing with 29 available features
[2025-10-18T00:54:35.243979] [INFO ] [CONFIGURE ] NUS: Establishing baseline with no features...
[2025-10-18T00:54:35.350025] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:54:35.452761] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:35.564257] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:35.669482] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:35.774979] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:54:35.885903] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:54:35.988241] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:54:36.095180] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:36.202915] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:54:36.311976] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:54:36.312149] [INFO ] [CONFIGURE ] NUS: Baseline score (no features): 50.00%
[2025-10-18T00:54:36.312196] [INFO ] [CONFIGURE ] NUS: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:54:36.312231] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:54:36.428740] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:54:36.545891] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:36.663811] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:36.781053] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:36.898171] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:54:37.014605] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:54:37.132892] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:54:37.248673] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:37.365222] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:54:37.484791] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:54:37.484989] [INFO ] [CONFIGURE ] NUS: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T00:54:37.485033] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5936 tests
[2025-10-18T00:54:37.485068] [INFO ] [CONFIGURE ] NUS: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:54:37.485099] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:54:37.613438] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:54:37.740441] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:37.869985] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:38.013418] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:38.143591] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:38.270794] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:54:38.400423] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:54:38.532145] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:38.661456] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:54:38.811018] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:38.811185] [INFO ] [CONFIGURE ] NUS: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-18T00:54:38.811228] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5935 tests
[2025-10-18T00:54:38.811262] [INFO ] [CONFIGURE ] NUS: Testing feature 3/29: add_daily_returns
[2025-10-18T00:54:38.811296] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T00:54:38.938074] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:54:39.071326] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:39.202938] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:39.333415] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:39.467266] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:39.601728] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:54:39.759228] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:54:39.892328] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:40.028701] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:54:40.164473] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:40.164677] [INFO ] [CONFIGURE ] NUS: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T00:54:40.164769] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5934 tests
[2025-10-18T00:54:40.164833] [INFO ] [CONFIGURE ] NUS: Testing feature 4/29: add_ema
[2025-10-18T00:54:40.164878] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T00:54:40.327843] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:54:40.466978] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:40.607329] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:40.758470] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:40.900359] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:41.045244] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:41.188329] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:54:41.335142] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:41.480337] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:54:41.630069] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:41.630309] [INFO ] [CONFIGURE ] NUS: DISCARDED add_ema (score: 70.00%)
[2025-10-18T00:54:41.630376] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5933 tests
[2025-10-18T00:54:41.630418] [INFO ] [CONFIGURE ] NUS: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:54:41.630485] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:54:41.782137] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:54:41.934869] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:42.085366] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:42.236375] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:42.386156] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:42.535504] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:54:42.685583] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:54:42.848245] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:43.019953] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:54:43.189396] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:54:43.189596] [INFO ] [CONFIGURE ] NUS: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T00:54:43.189665] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5932 tests
[2025-10-18T00:54:43.189727] [INFO ] [CONFIGURE ] NUS: Testing feature 6/29: add_failed_moves
[2025-10-18T00:54:43.189837] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T00:54:43.331468] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:54:43.473301] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:43.617522] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:43.757623] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:43.906436] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:44.047751] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:54:44.180687] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:54:44.313038] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:44.443837] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:54:44.574477] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:44.574665] [INFO ] [CONFIGURE ] NUS: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T00:54:44.574727] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5931 tests
[2025-10-18T00:54:44.574764] [INFO ] [CONFIGURE ] NUS: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:54:44.574795] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T00:54:44.694772] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:54:44.843755] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:44.962468] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:45.088251] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:45.211761] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:45.336468] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:54:45.457547] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:54:45.579188] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:45.703840] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:54:45.828508] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:45.828667] [INFO ] [CONFIGURE ] NUS: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T00:54:45.828729] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5930 tests
[2025-10-18T00:54:45.828766] [INFO ] [CONFIGURE ] NUS: Testing feature 8/29: add_macd
[2025-10-18T00:54:45.828849] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T00:54:45.990359] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:54:46.152631] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:46.330175] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:46.496489] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:46.658515] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:46.823522] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:54:46.987217] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:54:47.151337] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:47.319694] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:54:47.492811] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:54:47.493048] [INFO ] [CONFIGURE ] NUS: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:54:47.493122] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5929 tests
[2025-10-18T00:54:47.493168] [INFO ] [CONFIGURE ] NUS: Testing feature 9/29: add_mfi
[2025-10-18T00:54:47.493202] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T00:54:47.635540] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:54:47.773344] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:47.919231] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:48.062524] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:48.202924] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:54:48.344473] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:54:48.485323] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:54:48.625079] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:48.769549] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:54:48.911119] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:48.911318] [INFO ] [CONFIGURE ] NUS: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:54:48.911363] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5928 tests
[2025-10-18T00:54:48.911398] [INFO ] [CONFIGURE ] NUS: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:54:48.911430] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:54:49.063081] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:54:49.222428] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:49.388119] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:49.550990] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:49.710352] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:49.870035] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:50.030510] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:54:50.186990] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:50.343546] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:54:50.501779] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:50.502001] [INFO ] [CONFIGURE ] NUS: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T00:54:50.502132] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5927 tests
[2025-10-18T00:54:50.502178] [INFO ] [CONFIGURE ] NUS: Testing feature 11/29: add_obv_daily
[2025-10-18T00:54:50.502215] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T00:54:50.633784] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:54:50.765083] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:50.924344] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:51.056327] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:51.191471] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:51.323727] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:51.460942] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:54:51.603468] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:51.741870] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:54:51.883202] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:51.883365] [INFO ] [CONFIGURE ] NUS: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T00:54:51.883411] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5926 tests
[2025-10-18T00:54:51.883447] [INFO ] [CONFIGURE ] NUS: Testing feature 12/29: add_obv_interval
[2025-10-18T00:54:51.883480] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T00:54:52.013450] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:54:52.143932] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:52.279377] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:52.415712] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:52.553255] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:52.706092] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:52.842427] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:54:52.979232] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:53.117919] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:54:53.255155] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:53.255331] [INFO ] [CONFIGURE ] NUS: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:54:53.255375] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5925 tests
[2025-10-18T00:54:53.255409] [INFO ] [CONFIGURE ] NUS: Testing feature 13/29: add_opening_strength
[2025-10-18T00:54:53.255440] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:54:53.396771] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:54:53.547372] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:53.692382] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:53.834462] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:53.982078] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:54.121894] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:54:54.263268] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:54:54.404491] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:54.547810] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:54:54.696268] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:54.696493] [INFO ] [CONFIGURE ] NUS: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T00:54:54.696547] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5924 tests
[2025-10-18T00:54:54.696603] [INFO ] [CONFIGURE ] NUS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:54:54.696686] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T00:54:54.837905] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:54:54.981803] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:55.123514] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:55.262922] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:55.405313] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:55.548904] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:54:55.693562] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:54:55.836867] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:55.987155] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:54:56.133487] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:56.133670] [INFO ] [CONFIGURE ] NUS: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T00:54:56.133732] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5923 tests
[2025-10-18T00:54:56.133770] [INFO ] [CONFIGURE ] NUS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:54:56.133803] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T00:54:56.255993] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:54:56.378567] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:56.502435] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:56.626581] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:56.753865] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:56.883788] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:54:57.017780] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:54:57.154216] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:57.285997] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:54:57.417865] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:57.418068] [INFO ] [CONFIGURE ] NUS: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T00:54:57.418122] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5922 tests
[2025-10-18T00:54:57.418181] [INFO ] [CONFIGURE ] NUS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:54:57.418240] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T00:54:57.552377] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:54:57.685816] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:57.821295] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:57.958724] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:58.095330] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:58.236413] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:54:58.380757] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:54:58.519350] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:54:58.657506] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:54:58.803961] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:54:58.804131] [INFO ] [CONFIGURE ] NUS: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T00:54:58.804177] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5921 tests
[2025-10-18T00:54:58.804211] [INFO ] [CONFIGURE ] NUS: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:54:58.804242] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T00:54:58.939221] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:54:59.072921] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:54:59.205367] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:54:59.343498] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:54:59.485226] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:54:59.620564] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:54:59.755218] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:54:59.895019] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:00.046957] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:55:00.192796] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:55:00.192968] [INFO ] [CONFIGURE ] NUS: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:55:00.193013] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5920 tests
[2025-10-18T00:55:00.193048] [INFO ] [CONFIGURE ] NUS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:55:00.193082] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T00:55:00.323170] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:00.455509] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:55:00.586158] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:00.720835] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:00.851871] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:55:00.984733] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:55:01.129165] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:55:01.291713] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:01.451184] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:55:01.599663] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:55:01.599874] [INFO ] [CONFIGURE ] NUS: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:55:01.599947] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5919 tests
[2025-10-18T00:55:01.600002] [INFO ] [CONFIGURE ] NUS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:55:01.600039] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T00:55:01.747173] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:01.901359] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:55:02.051010] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:02.199115] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:02.341676] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:55:02.503489] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:55:02.634863] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:55:02.766762] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:02.901386] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:55:03.067352] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:55:03.067549] [INFO ] [CONFIGURE ] NUS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:55:03.067595] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5918 tests
[2025-10-18T00:55:03.067628] [INFO ] [CONFIGURE ] NUS: Testing feature 20/29: add_price_rejection
[2025-10-18T00:55:03.067699] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-18T00:55:03.215099] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:03.355473] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:55:03.495114] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:03.629398] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:03.765310] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:55:03.900983] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:55:04.037197] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:55:04.173316] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:04.314778] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:55:04.454554] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:55:04.454752] [INFO ] [CONFIGURE ] NUS: KEPT add_price_rejection (score: 80.00%)
[2025-10-18T00:55:04.454826] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5917 tests
[2025-10-18T00:55:04.454937] [INFO ] [CONFIGURE ] NUS: Testing feature 21/29: add_range_position
[2025-10-18T00:55:04.454991] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_range_position']
[2025-10-18T00:55:04.621476] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:04.782014] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:55:04.947485] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:05.113442] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:05.275172] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:55:05.435192] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:55:05.596855] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:55:05.757202] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:05.923868] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:55:06.127166] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:55:06.127341] [INFO ] [CONFIGURE ] NUS: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T00:55:06.127386] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5916 tests
[2025-10-18T00:55:06.127419] [INFO ] [CONFIGURE ] NUS: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:55:06.127452] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_realized_volatility']
[2025-10-18T00:55:06.321895] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:06.520327] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:55:06.701563] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:06.880409] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:07.058629] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:55:07.238395] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:55:07.420744] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:55:07.599435] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:07.779401] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:55:07.960839] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:55:07.961021] [INFO ] [CONFIGURE ] NUS: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T00:55:07.961072] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5915 tests
[2025-10-18T00:55:07.961106] [INFO ] [CONFIGURE ] NUS: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:55:07.961136] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_recent_range_context']
[2025-10-18T00:55:08.109169] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:08.268114] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:55:08.417328] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:08.567981] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:08.718626] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:55:08.869068] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:55:09.025145] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:55:09.182496] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:09.353290] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:55:09.509479] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:55:09.509732] [INFO ] [CONFIGURE ] NUS: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T00:55:09.509795] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5914 tests
[2025-10-18T00:55:09.509833] [INFO ] [CONFIGURE ] NUS: Testing feature 24/29: add_rsi
[2025-10-18T00:55:09.509865] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_ema', 'add_rsi']
[2025-10-18T00:55:09.683378] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:09.878057] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:55:10.052329] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:10.225488] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:10.405017] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:55:10.584743] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:55:10.755165] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:55:10.930523] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:11.109084] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:55:11.280840] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:11.281037] [INFO ] [CONFIGURE ] NUS: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:55:11.281088] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5913 tests
[2025-10-18T00:55:11.281124] [INFO ] [CONFIGURE ] NUS: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:55:11.281155] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_tick_distribution']
[2025-10-18T00:55:11.428815] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:11.578304] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:55:11.725096] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:11.870147] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:12.019578] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:55:12.167961] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:55:12.342068] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:55:12.491761] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:12.640504] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:55:12.793203] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:55:12.793366] [INFO ] [CONFIGURE ] NUS: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T00:55:12.793410] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5912 tests
[2025-10-18T00:55:12.793444] [INFO ] [CONFIGURE ] NUS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:55:12.793475] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_volume_momentum_confirmation']
[2025-10-18T00:55:12.938765] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:13.090002] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:55:13.248572] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:13.399048] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:13.570240] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:55:13.736535] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:55:13.906169] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:55:14.057524] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:14.208319] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:55:14.357213] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:55:14.357355] [INFO ] [CONFIGURE ] NUS: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:55:14.357398] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5911 tests
[2025-10-18T00:55:14.357433] [INFO ] [CONFIGURE ] NUS: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:55:14.357464] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_volume_price_divergence']
[2025-10-18T00:55:14.509880] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:14.666032] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:55:14.822623] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:14.981301] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:15.142950] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:55:15.298740] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:55:15.456736] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:55:15.615118] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:15.771783] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:55:15.927791] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:55:15.927967] [INFO ] [CONFIGURE ] NUS: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:55:15.928038] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5910 tests
[2025-10-18T00:55:15.928084] [INFO ] [CONFIGURE ] NUS: Testing feature 28/29: add_volume_profile
[2025-10-18T00:55:15.928120] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_volume_profile']
[2025-10-18T00:55:16.073047] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:16.222127] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:55:16.370812] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:16.516412] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:16.664358] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:55:16.811933] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:55:16.963826] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:55:17.114995] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:17.263463] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:55:17.412458] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:55:17.412677] [INFO ] [CONFIGURE ] NUS: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T00:55:17.412753] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5909 tests
[2025-10-18T00:55:17.412799] [INFO ] [CONFIGURE ] NUS: Testing feature 29/29: add_vwap
[2025-10-18T00:55:17.412834] [INFO ] [CONFIGURE ] NUS: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_vwap']
[2025-10-18T00:55:17.562095] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:17.711633] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:55:17.860825] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:18.010705] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:18.161147] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:55:18.321059] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:55:18.470795] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:55:18.624088] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:18.775197] [DEBUG] [FORECASTER] NUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:55:18.925670] [DEBUG] [FORECASTER] NUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:18.925836] [INFO ] [CONFIGURE ] NUS: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T00:55:18.925880] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5908 tests
[2025-10-18T00:55:18.925940] [INFO ] [CONFIGURE ] NUS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:55:18.925995] [INFO ] [CONFIGURE ] NUS: Best accuracy: 80.00%
[2025-10-18T00:55:18.926037] [INFO ] [CONFIGURE ] NUS: Best feature set (2 features): ['add_cumulative_delta', 'add_price_rejection']
[2025-10-18T00:55:18.926151] [INFO ] [CONFIGURE ] NUS: Improvement over baseline: 30.00%
[2025-10-18T00:55:18.926188] [INFO ] [CONFIGURE ] NUS: Total time: 42.6 seconds
[2025-10-18T00:55:18.926217] [INFO ] [CONFIGURE ] NUS: Average time per feature: 1.5 seconds
[2025-10-18T00:55:18.926246] [INFO ] [CONFIGURE ] NUS: Average speed: 0.68 features/sec
[2025-10-18T00:55:18.926926] [INFO ] [LOCAL     ] Saved configuration for NUS: 2 features, 80.00% accuracy -> ./output/feature-sets/NUS.json
[2025-10-18T00:55:18.926997] [INFO ] [CONFIGURE ] NUS: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T00:55:18.927075] [INFO ] [sig       ] [178/380] Successfully configured NUS | 0.02 sym/s | Total: 2.1h | ETA: 2.4h
[2025-10-18T00:55:18.927153] [INFO ] [sig       ] [179/380] Configuring NVG...
[2025-10-18T00:55:18.927220] [INFO ] [CONFIGURE ] NVG: Configurate test run.
[2025-10-18T00:55:18.927275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-10-18T00:55:18.942558] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NVG'.
[2025-10-18T00:55:18.943025] [INFO ] [CONFIGURE ] NVG: Testing with 29 available features
[2025-10-18T00:55:18.943083] [INFO ] [CONFIGURE ] NVG: Establishing baseline with no features...
[2025-10-18T00:55:19.043806] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:19.145221] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:55:19.246984] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:19.349283] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:19.446406] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:19.544305] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:19.642774] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:19.743037] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:19.843218] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:19.944731] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:19.944894] [INFO ] [CONFIGURE ] NVG: Baseline score (no features): 50.00%
[2025-10-18T00:55:19.944937] [INFO ] [CONFIGURE ] NVG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:55:19.944971] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:55:20.065991] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:20.175348] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:20.286159] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:55:20.397820] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:20.518032] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:20.637118] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:20.760057] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:55:20.885005] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:21.004356] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:21.123985] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:21.124149] [INFO ] [CONFIGURE ] NVG: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-18T00:55:21.124192] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5907 tests
[2025-10-18T00:55:21.124227] [INFO ] [CONFIGURE ] NVG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:55:21.124259] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:55:21.244363] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:21.370064] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:21.498006] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:21.615672] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:21.733592] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:55:21.856483] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:55:21.984416] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:22.111665] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:22.244173] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:22.370978] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:22.371131] [INFO ] [CONFIGURE ] NVG: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T00:55:22.371173] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5906 tests
[2025-10-18T00:55:22.371207] [INFO ] [CONFIGURE ] NVG: Testing feature 3/29: add_daily_returns
[2025-10-18T00:55:22.371425] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_daily_returns']
[2025-10-18T00:55:22.478117] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:22.586441] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:22.697860] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:55:22.809060] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:22.920329] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:23.031292] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:23.145088] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:23.257510] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:23.369942] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:23.482193] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:23.482393] [INFO ] [CONFIGURE ] NVG: DISCARDED add_daily_returns (score: 20.00%)
[2025-10-18T00:55:23.482455] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5905 tests
[2025-10-18T00:55:23.482492] [INFO ] [CONFIGURE ] NVG: Testing feature 4/29: add_ema
[2025-10-18T00:55:23.482524] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_ema']
[2025-10-18T00:55:23.602121] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:23.732134] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:23.851740] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:23.971563] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:24.095583] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:24.218837] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:24.343743] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:55:24.487714] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:24.619127] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:24.749166] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:24.749358] [INFO ] [CONFIGURE ] NVG: DISCARDED add_ema (score: 20.00%)
[2025-10-18T00:55:24.749403] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5904 tests
[2025-10-18T00:55:24.749438] [INFO ] [CONFIGURE ] NVG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:55:24.749470] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:55:24.882612] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:25.024039] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:25.165030] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:25.292447] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:25.420717] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:55:25.546784] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:55:25.679453] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:55:25.806338] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:25.933287] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:55:26.064846] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:26.064981] [INFO ] [CONFIGURE ] NVG: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T00:55:26.065024] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5903 tests
[2025-10-18T00:55:26.065073] [INFO ] [CONFIGURE ] NVG: Testing feature 6/29: add_failed_moves
[2025-10-18T00:55:26.065128] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_failed_moves']
[2025-10-18T00:55:26.175628] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:26.284950] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:55:26.395017] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:26.504850] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:26.615573] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:26.727991] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:26.842404] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:26.955243] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:27.078236] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:27.199323] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:27.199467] [INFO ] [CONFIGURE ] NVG: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T00:55:27.199510] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5902 tests
[2025-10-18T00:55:27.199545] [INFO ] [CONFIGURE ] NVG: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:55:27.199575] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_lag_shelf']
[2025-10-18T00:55:27.306993] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:27.414567] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:55:27.520017] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:27.628372] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:27.737608] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:27.849762] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:27.959481] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:28.074147] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:28.189358] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:28.301333] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:28.301492] [INFO ] [CONFIGURE ] NVG: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T00:55:28.301536] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5901 tests
[2025-10-18T00:55:28.301569] [INFO ] [CONFIGURE ] NVG: Testing feature 8/29: add_macd
[2025-10-18T00:55:28.301600] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:55:28.445089] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:28.587408] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:28.730402] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:55:28.873270] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:29.018856] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:55:29.163802] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:55:29.309183] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:55:29.455844] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:29.609790] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:55:29.767303] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:29.767499] [INFO ] [CONFIGURE ] NVG: DISCARDED add_macd (score: 20.00%)
[2025-10-18T00:55:29.767555] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5900 tests
[2025-10-18T00:55:29.767592] [INFO ] [CONFIGURE ] NVG: Testing feature 9/29: add_mfi
[2025-10-18T00:55:29.767623] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_mfi']
[2025-10-18T00:55:29.895609] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:30.025261] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:30.153904] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:55:30.289300] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:30.428873] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:30.578941] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:30.721816] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:55:30.857812] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:30.996989] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:31.142097] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:31.142294] [INFO ] [CONFIGURE ] NVG: DISCARDED add_mfi (score: 20.00%)
[2025-10-18T00:55:31.142339] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5899 tests
[2025-10-18T00:55:31.142374] [INFO ] [CONFIGURE ] NVG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:55:31.142406] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:55:31.298252] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:31.455364] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:31.594043] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:31.731757] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:31.871144] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:55:32.012674] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:32.155396] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:55:32.300299] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:32.445635] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:32.589879] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:32.590068] [INFO ] [CONFIGURE ] NVG: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T00:55:32.590116] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5898 tests
[2025-10-18T00:55:32.590178] [INFO ] [CONFIGURE ] NVG: Testing feature 11/29: add_obv_daily
[2025-10-18T00:55:32.590244] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_daily']
[2025-10-18T00:55:32.708102] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:32.832989] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:32.954822] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:33.073660] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:33.195072] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:33.318365] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:33.443203] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:33.575874] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:33.697073] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:33.819339] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:55:33.819493] [INFO ] [CONFIGURE ] NVG: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T00:55:33.819538] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5897 tests
[2025-10-18T00:55:33.819573] [INFO ] [CONFIGURE ] NVG: Testing feature 12/29: add_obv_interval
[2025-10-18T00:55:33.819604] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval']
[2025-10-18T00:55:33.936392] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:34.056957] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:55:34.189476] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:34.307051] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:34.426788] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:34.542918] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:34.660830] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:34.779489] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:34.899527] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:35.022432] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:35.022582] [INFO ] [CONFIGURE ] NVG: KEPT add_obv_interval (score: 60.00%)
[2025-10-18T00:55:35.022626] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5896 tests
[2025-10-18T00:55:35.022699] [INFO ] [CONFIGURE ] NVG: Testing feature 13/29: add_opening_strength
[2025-10-18T00:55:35.022745] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:55:35.159353] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:35.310455] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:35.475848] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:55:35.682638] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:35.871938] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:36.045398] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:55:36.201593] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:36.357567] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:36.500186] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:36.638264] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:36.638417] [INFO ] [CONFIGURE ] NVG: DISCARDED add_opening_strength (score: 20.00%)
[2025-10-18T00:55:36.638463] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5895 tests
[2025-10-18T00:55:36.638498] [INFO ] [CONFIGURE ] NVG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:55:36.638613] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-10-18T00:55:36.774544] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:36.910394] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:37.044144] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:37.182376] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:37.323004] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:37.462591] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:37.605871] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:37.746913] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:37.884805] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:38.025920] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:38.026093] [INFO ] [CONFIGURE ] NVG: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T00:55:38.026156] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5894 tests
[2025-10-18T00:55:38.026196] [INFO ] [CONFIGURE ] NVG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:55:38.026226] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-18T00:55:38.141626] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:38.262300] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:38.378917] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:38.495326] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:38.611582] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:55:38.733366] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:38.854284] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:55:38.976702] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:39.096963] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:39.218546] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:39.218748] [INFO ] [CONFIGURE ] NVG: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T00:55:39.218805] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5893 tests
[2025-10-18T00:55:39.218842] [INFO ] [CONFIGURE ] NVG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:55:39.218875] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-18T00:55:39.348763] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:39.474240] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:39.635853] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:55:39.766880] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:39.903274] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:40.049762] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:55:40.183668] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:40.327342] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:40.470553] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:40.610263] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:40.610435] [INFO ] [CONFIGURE ] NVG: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-18T00:55:40.610480] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5892 tests
[2025-10-18T00:55:40.610516] [INFO ] [CONFIGURE ] NVG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:55:40.610548] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval', 'add_pbf_return_2d']
[2025-10-18T00:55:40.746881] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:40.882882] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:41.021711] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:55:41.160314] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:41.318105] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:41.477387] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:41.613526] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:41.752624] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:41.889269] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:42.026946] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:42.027106] [INFO ] [CONFIGURE ] NVG: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-18T00:55:42.027151] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5891 tests
[2025-10-18T00:55:42.027186] [INFO ] [CONFIGURE ] NVG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:55:42.027217] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-18T00:55:42.148193] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:42.270450] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:55:42.395749] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:42.511574] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:42.663070] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:42.781823] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:42.901222] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:43.020633] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:43.140266] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:55:43.270849] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:43.271073] [INFO ] [CONFIGURE ] NVG: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:55:43.271121] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5890 tests
[2025-10-18T00:55:43.271155] [INFO ] [CONFIGURE ] NVG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:55:43.271186] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-18T00:55:43.390953] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:43.513484] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:55:43.638110] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:43.758757] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:43.876481] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:43.992612] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:44.108449] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:44.228776] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:44.346382] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:44.470363] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:44.470526] [INFO ] [CONFIGURE ] NVG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T00:55:44.470570] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5889 tests
[2025-10-18T00:55:44.470605] [INFO ] [CONFIGURE ] NVG: Testing feature 20/29: add_price_rejection
[2025-10-18T00:55:44.470637] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval', 'add_price_rejection']
[2025-10-18T00:55:44.598957] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:44.732609] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:55:44.862598] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:55:44.999272] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:45.153081] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:45.302807] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:45.433828] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:45.565920] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:45.724628] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:45.867584] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:45.867769] [INFO ] [CONFIGURE ] NVG: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:55:45.867823] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5888 tests
[2025-10-18T00:55:45.867860] [INFO ] [CONFIGURE ] NVG: Testing feature 21/29: add_range_position
[2025-10-18T00:55:45.867892] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval', 'add_range_position']
[2025-10-18T00:55:46.001235] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:46.133362] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:55:46.265769] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:46.400856] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:46.550801] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:46.701926] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:46.855836] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:55:47.030502] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:47.177543] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:47.318267] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:47.318439] [INFO ] [CONFIGURE ] NVG: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:55:47.318484] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5887 tests
[2025-10-18T00:55:47.318518] [INFO ] [CONFIGURE ] NVG: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:55:47.318549] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval', 'add_realized_volatility']
[2025-10-18T00:55:47.469210] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:47.621199] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:55:47.775956] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:47.932288] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:48.085984] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:48.242869] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:48.395837] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:48.549860] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:48.732096] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:48.885399] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:48.885531] [INFO ] [CONFIGURE ] NVG: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T00:55:48.885574] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5886 tests
[2025-10-18T00:55:48.885608] [INFO ] [CONFIGURE ] NVG: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:55:48.885638] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval', 'add_recent_range_context']
[2025-10-18T00:55:49.009411] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:49.129770] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:49.250173] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:55:49.371199] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:49.496335] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:49.618358] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:49.744709] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:49.871609] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:50.000160] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:50.128266] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:50.128377] [INFO ] [CONFIGURE ] NVG: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T00:55:50.128441] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5885 tests
[2025-10-18T00:55:50.128477] [INFO ] [CONFIGURE ] NVG: Testing feature 24/29: add_rsi
[2025-10-18T00:55:50.128508] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-18T00:55:50.271373] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:50.416797] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:50.562820] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:50.709541] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:50.857919] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:51.006847] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:51.153895] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:51.295564] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:51.439083] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:51.582025] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:51.582192] [INFO ] [CONFIGURE ] NVG: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T00:55:51.582235] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5884 tests
[2025-10-18T00:55:51.582270] [INFO ] [CONFIGURE ] NVG: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:55:51.582301] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval', 'add_tick_distribution']
[2025-10-18T00:55:51.698924] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:51.825533] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:55:51.954861] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:55:52.078591] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:52.201452] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:55:52.325319] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:52.449864] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:52.574131] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:52.698940] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:55:52.824570] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:55:52.824715] [INFO ] [CONFIGURE ] NVG: KEPT add_tick_distribution (score: 70.00%)
[2025-10-18T00:55:52.824770] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5883 tests
[2025-10-18T00:55:52.824807] [INFO ] [CONFIGURE ] NVG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:55:52.824837] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-10-18T00:55:52.956693] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:53.089131] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:53.225432] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:55:53.360498] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:53.495131] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:55:53.631717] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:53.767133] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:55:53.905369] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:54.041364] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:55:54.178696] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:54.178849] [INFO ] [CONFIGURE ] NVG: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-18T00:55:54.178893] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5882 tests
[2025-10-18T00:55:54.178929] [INFO ] [CONFIGURE ] NVG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:55:54.178959] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-10-18T00:55:54.322168] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T00:55:54.462751] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:54.603745] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:55:54.746216] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:54.889894] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:55:55.032853] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:55.176554] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:55:55.314115] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:55.453630] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:55.593455] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:55:55.593602] [INFO ] [CONFIGURE ] NVG: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T00:55:55.593678] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5881 tests
[2025-10-18T00:55:55.593734] [INFO ] [CONFIGURE ] NVG: Testing feature 28/29: add_volume_profile
[2025-10-18T00:55:55.593767] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval', 'add_tick_distribution', 'add_volume_profile']
[2025-10-18T00:55:55.725868] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:55.859676] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T00:55:55.992124] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:55:56.124202] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:56.255962] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:55:56.388793] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:56.524038] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T00:55:56.663142] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:56.799019] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:55:56.935057] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:55:56.935177] [INFO ] [CONFIGURE ] NVG: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:55:56.935220] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5880 tests
[2025-10-18T00:55:56.935255] [INFO ] [CONFIGURE ] NVG: Testing feature 29/29: add_vwap
[2025-10-18T00:55:56.935329] [INFO ] [CONFIGURE ] NVG: Testing with features: ['add_obv_interval', 'add_tick_distribution', 'add_vwap']
[2025-10-18T00:55:57.068454] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T00:55:57.203209] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T00:55:57.339939] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:55:57.475458] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:55:57.610958] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:55:57.746838] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:55:57.883224] [DEBUG] [FORECASTER] NVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T00:55:58.019797] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:55:58.157311] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:55:58.298443] [DEBUG] [FORECASTER] NVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:55:58.298606] [INFO ] [CONFIGURE ] NVG: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T00:55:58.298689] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5879 tests
[2025-10-18T00:55:58.298745] [INFO ] [CONFIGURE ] NVG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:55:58.298777] [INFO ] [CONFIGURE ] NVG: Best accuracy: 70.00%
[2025-10-18T00:55:58.298807] [INFO ] [CONFIGURE ] NVG: Best feature set (2 features): ['add_obv_interval', 'add_tick_distribution']
[2025-10-18T00:55:58.298835] [INFO ] [CONFIGURE ] NVG: Improvement over baseline: 20.00%
[2025-10-18T00:55:58.298861] [INFO ] [CONFIGURE ] NVG: Total time: 38.4 seconds
[2025-10-18T00:55:58.298888] [INFO ] [CONFIGURE ] NVG: Average time per feature: 1.3 seconds
[2025-10-18T00:55:58.298920] [INFO ] [CONFIGURE ] NVG: Average speed: 0.76 features/sec
[2025-10-18T00:55:58.299469] [INFO ] [LOCAL     ] Saved configuration for NVG: 2 features, 70.00% accuracy -> ./output/feature-sets/NVG.json
[2025-10-18T00:55:58.299538] [INFO ] [CONFIGURE ] NVG: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T00:55:58.299616] [INFO ] [sig       ] [179/380] Successfully configured NVG | 0.02 sym/s | Total: 2.1h | ETA: 2.4h
[2025-10-18T00:55:58.299712] [INFO ] [sig       ] [180/380] Configuring NVGS...
[2025-10-18T00:55:58.299779] [INFO ] [CONFIGURE ] NVGS: Configurate test run.
[2025-10-18T00:55:58.299834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-10-18T00:55:58.312305] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NVGS'.
[2025-10-18T00:55:58.312684] [INFO ] [CONFIGURE ] NVGS: Testing with 29 available features
[2025-10-18T00:55:58.312741] [INFO ] [CONFIGURE ] NVGS: Establishing baseline with no features...
[2025-10-18T00:55:58.417333] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:55:58.521030] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:55:58.625302] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:55:58.729909] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:58.834358] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:55:58.939879] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:55:59.050427] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:55:59.157019] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:55:59.263988] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:55:59.371108] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:55:59.371209] [INFO ] [CONFIGURE ] NVGS: Baseline score (no features): 50.00%
[2025-10-18T00:55:59.371250] [INFO ] [CONFIGURE ] NVGS: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:55:59.371282] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:55:59.488233] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:55:59.605670] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:55:59.723309] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:55:59.841414] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:55:59.960108] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:00.080044] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:56:00.198867] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:00.316354] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:00.434683] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:56:00.552939] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:00.553065] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T00:56:00.553125] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5878 tests
[2025-10-18T00:56:00.553183] [INFO ] [CONFIGURE ] NVGS: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:56:00.553215] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:56:00.671104] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:00.789368] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:56:00.907769] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:01.025460] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:01.148145] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:01.276221] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:01.409390] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:01.544151] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:01.671450] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:01.798543] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:01.798724] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:56:01.798780] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5877 tests
[2025-10-18T00:56:01.798815] [INFO ] [CONFIGURE ] NVGS: Testing feature 3/29: add_daily_returns
[2025-10-18T00:56:01.798847] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns']
[2025-10-18T00:56:01.910456] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:02.024271] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:02.135025] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:02.246009] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:02.358816] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:02.472600] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:02.585011] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:02.692574] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:02.801838] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:02.911340] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:02.911469] [INFO ] [CONFIGURE ] NVGS: KEPT add_daily_returns (score: 60.00%)
[2025-10-18T00:56:02.911511] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5876 tests
[2025-10-18T00:56:02.911545] [INFO ] [CONFIGURE ] NVGS: Testing feature 4/29: add_ema
[2025-10-18T00:56:02.911577] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T00:56:03.034980] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:03.160186] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:56:03.290887] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:03.416515] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:03.542260] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:03.667992] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:56:03.794609] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:03.922933] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:04.053006] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:04.182413] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:04.182576] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_ema (score: 40.00%)
[2025-10-18T00:56:04.182621] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5875 tests
[2025-10-18T00:56:04.182688] [INFO ] [CONFIGURE ] NVGS: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:56:04.182735] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:56:04.316438] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:04.450294] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:56:04.585000] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:56:04.722049] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:04.874146] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:05.025103] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:05.167807] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:05.304823] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:05.445409] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:56:05.584601] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:05.584783] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T00:56:05.584833] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5874 tests
[2025-10-18T00:56:05.584869] [INFO ] [CONFIGURE ] NVGS: Testing feature 6/29: add_failed_moves
[2025-10-18T00:56:05.584932] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-18T00:56:05.700477] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:05.819115] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:05.940601] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:06.068000] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:06.190871] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:06.310370] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:06.428671] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:06.551842] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:06.673051] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:06.793301] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:06.793446] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:56:06.793490] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5873 tests
[2025-10-18T00:56:06.793524] [INFO ] [CONFIGURE ] NVGS: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:56:06.793556] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-18T00:56:06.908403] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:07.017845] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:07.125191] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:07.233444] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:07.342116] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:07.452076] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:07.562421] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:07.673340] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:07.785735] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:07.897311] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:07.897465] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:56:07.897508] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5872 tests
[2025-10-18T00:56:07.897542] [INFO ] [CONFIGURE ] NVGS: Testing feature 8/29: add_macd
[2025-10-18T00:56:07.897572] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T00:56:08.043217] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:08.188374] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:56:08.340004] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:56:08.486698] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:08.634401] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:08.782946] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:08.942797] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:56:09.103081] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:56:09.259862] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:56:09.418713] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:09.418939] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_macd (score: 30.00%)
[2025-10-18T00:56:09.419003] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5871 tests
[2025-10-18T00:56:09.419042] [INFO ] [CONFIGURE ] NVGS: Testing feature 9/29: add_mfi
[2025-10-18T00:56:09.419072] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-18T00:56:09.549843] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:09.678924] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:09.806216] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:09.959342] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:10.089153] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:10.216845] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:10.345992] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:10.474371] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:10.610866] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:10.753990] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:10.754178] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:56:10.754231] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5870 tests
[2025-10-18T00:56:10.754270] [INFO ] [CONFIGURE ] NVGS: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:56:10.754304] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:56:10.896151] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:11.040828] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:11.183981] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:56:11.328208] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:11.472965] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:11.618359] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:11.768207] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:11.917892] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:12.068671] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:56:12.219439] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:12.219620] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:56:12.219698] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5869 tests
[2025-10-18T00:56:12.219746] [INFO ] [CONFIGURE ] NVGS: Testing feature 11/29: add_obv_daily
[2025-10-18T00:56:12.219780] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-18T00:56:12.337270] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:12.455953] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:56:12.575927] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:56:12.697028] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:12.819195] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:12.980372] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:56:13.098503] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:13.219335] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:13.353095] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:56:13.483158] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:13.483331] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_obv_daily (score: 20.00%)
[2025-10-18T00:56:13.483377] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5868 tests
[2025-10-18T00:56:13.483411] [INFO ] [CONFIGURE ] NVGS: Testing feature 12/29: add_obv_interval
[2025-10-18T00:56:13.483443] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-18T00:56:13.603093] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:13.723462] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:13.842329] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:13.966204] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:14.090798] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:14.214414] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:14.337806] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:14.463885] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:14.584716] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:14.707044] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:14.707200] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:56:14.707245] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5867 tests
[2025-10-18T00:56:14.707280] [INFO ] [CONFIGURE ] NVGS: Testing feature 13/29: add_opening_strength
[2025-10-18T00:56:14.707311] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:56:14.827145] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:14.948162] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:15.069983] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:56:15.192281] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:15.318432] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:15.443454] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:15.568632] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:15.694242] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:15.820552] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:56:15.948722] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:15.948843] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T00:56:15.948887] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5866 tests
[2025-10-18T00:56:15.948920] [INFO ] [CONFIGURE ] NVGS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:56:15.948951] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T00:56:16.080230] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:16.210918] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:16.341229] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:56:16.477624] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:16.608967] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:16.744603] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:16.883630] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:17.023423] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:17.166332] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:56:17.305505] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:17.305726] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T00:56:17.305785] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5865 tests
[2025-10-18T00:56:17.305821] [INFO ] [CONFIGURE ] NVGS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:56:17.305851] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T00:56:17.421434] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:17.538131] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:56:17.655078] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:17.770725] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:17.887449] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:18.005006] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:18.123584] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:18.243326] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:18.363870] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:18.485946] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:18.486109] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:56:18.486155] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5864 tests
[2025-10-18T00:56:18.486191] [INFO ] [CONFIGURE ] NVGS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:56:18.486223] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T00:56:18.608612] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:18.731195] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:56:18.855131] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:18.981357] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:19.112312] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:19.242340] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:19.371194] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:19.497003] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:19.620055] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:19.743671] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:19.743846] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:56:19.743891] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5863 tests
[2025-10-18T00:56:19.744008] [INFO ] [CONFIGURE ] NVGS: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:56:19.744048] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T00:56:19.870025] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:19.994881] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:20.118523] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:20.257701] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:20.383881] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:20.510561] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:20.638829] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:20.767732] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:20.897857] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:21.030552] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:21.030766] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T00:56:21.030823] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5862 tests
[2025-10-18T00:56:21.030862] [INFO ] [CONFIGURE ] NVGS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:56:21.030897] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T00:56:21.147160] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:21.262197] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:21.373261] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:56:21.482767] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:21.592865] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:21.702977] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:21.815063] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:21.927262] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:22.043851] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:22.156837] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:22.156994] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:56:22.157062] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5861 tests
[2025-10-18T00:56:22.157097] [INFO ] [CONFIGURE ] NVGS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:56:22.157133] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T00:56:22.265310] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:22.382001] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:22.491527] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:22.599457] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:22.708823] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:22.825749] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:56:22.939219] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:23.053132] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:23.167028] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:23.283249] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:23.283419] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T00:56:23.283464] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5860 tests
[2025-10-18T00:56:23.283498] [INFO ] [CONFIGURE ] NVGS: Testing feature 20/29: add_price_rejection
[2025-10-18T00:56:23.283530] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-18T00:56:23.408628] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:23.541599] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:23.668936] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:23.832467] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:23.984245] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:24.155317] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:24.284359] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:24.420110] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:24.552332] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:24.686386] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:24.686553] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T00:56:24.686615] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5859 tests
[2025-10-18T00:56:24.686681] [INFO ] [CONFIGURE ] NVGS: Testing feature 21/29: add_range_position
[2025-10-18T00:56:24.686731] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-18T00:56:24.819842] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:24.954593] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:56:25.120804] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:25.255075] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:25.390584] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:25.527079] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:25.665822] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:25.806332] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:25.950886] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:26.086306] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:26.086457] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:56:26.086501] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5858 tests
[2025-10-18T00:56:26.086535] [INFO ] [CONFIGURE ] NVGS: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:56:26.086566] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-10-18T00:56:26.231561] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:26.373423] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:56:26.514941] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:26.657594] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:26.805323] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:26.948890] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:56:27.100005] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:27.245517] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:27.390975] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:56:27.538129] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:27.538266] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T00:56:27.538310] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5857 tests
[2025-10-18T00:56:27.538344] [INFO ] [CONFIGURE ] NVGS: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:56:27.538374] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-10-18T00:56:27.659451] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:27.782344] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:56:27.907362] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:28.035326] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:28.226338] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:28.402820] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:56:28.564138] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:28.729973] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:28.870673] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:29.019150] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:29.019327] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T00:56:29.019373] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5856 tests
[2025-10-18T00:56:29.019409] [INFO ] [CONFIGURE ] NVGS: Testing feature 24/29: add_rsi
[2025-10-18T00:56:29.019723] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T00:56:29.171107] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:29.319514] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:56:29.482144] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:56:29.631181] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:29.773976] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:29.918190] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:56:30.069563] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:30.219710] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:30.369959] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:30.521103] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:30.521281] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T00:56:30.521326] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5855 tests
[2025-10-18T00:56:30.521360] [INFO ] [CONFIGURE ] NVGS: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:56:30.521393] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-10-18T00:56:30.639609] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:30.760500] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:30.880153] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:30.999723] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:31.118042] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:31.237896] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:31.356531] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:31.476860] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:31.608121] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:31.732838] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:31.732995] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T00:56:31.733038] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5854 tests
[2025-10-18T00:56:31.733073] [INFO ] [CONFIGURE ] NVGS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:56:31.733104] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T00:56:31.856097] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:31.977516] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:32.097604] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:32.218590] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:32.338623] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:32.461514] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:32.583104] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:32.712770] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:32.837208] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:32.964545] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:32.964745] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T00:56:32.964801] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5853 tests
[2025-10-18T00:56:32.964839] [INFO ] [CONFIGURE ] NVGS: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:56:32.964873] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-10-18T00:56:33.099088] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:33.234420] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:33.368836] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:33.507607] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:33.639289] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:33.771207] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:56:33.913628] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:34.073352] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:34.243228] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:34.375383] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:34.375549] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T00:56:34.375594] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5852 tests
[2025-10-18T00:56:34.375630] [INFO ] [CONFIGURE ] NVGS: Testing feature 28/29: add_volume_profile
[2025-10-18T00:56:34.375699] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-10-18T00:56:34.491747] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:34.607693] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:34.724003] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:56:34.840358] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:34.962722] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:35.080349] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:56:35.199724] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:35.320035] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:35.440437] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:35.561439] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:35.561568] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:56:35.561612] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5851 tests
[2025-10-18T00:56:35.561674] [INFO ] [CONFIGURE ] NVGS: Testing feature 29/29: add_vwap
[2025-10-18T00:56:35.561727] [INFO ] [CONFIGURE ] NVGS: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-10-18T00:56:35.683686] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:35.805273] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:56:35.927162] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T00:56:36.049622] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:36.173724] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:36.297277] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:56:36.421377] [DEBUG] [FORECASTER] NVGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:36.544932] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:36.671075] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:36.797162] [DEBUG] [FORECASTER] NVGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:36.797297] [INFO ] [CONFIGURE ] NVGS: DISCARDED add_vwap (score: 30.00%)
[2025-10-18T00:56:36.797340] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5850 tests
[2025-10-18T00:56:36.797375] [INFO ] [CONFIGURE ] NVGS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:56:36.797406] [INFO ] [CONFIGURE ] NVGS: Best accuracy: 60.00%
[2025-10-18T00:56:36.797436] [INFO ] [CONFIGURE ] NVGS: Best feature set (1 features): ['add_daily_returns']
[2025-10-18T00:56:36.797464] [INFO ] [CONFIGURE ] NVGS: Improvement over baseline: 10.00%
[2025-10-18T00:56:36.797491] [INFO ] [CONFIGURE ] NVGS: Total time: 37.4 seconds
[2025-10-18T00:56:36.797518] [INFO ] [CONFIGURE ] NVGS: Average time per feature: 1.3 seconds
[2025-10-18T00:56:36.797547] [INFO ] [CONFIGURE ] NVGS: Average speed: 0.77 features/sec
[2025-10-18T00:56:36.798109] [INFO ] [LOCAL     ] Saved configuration for NVGS: 1 features, 60.00% accuracy -> ./output/feature-sets/NVGS.json
[2025-10-18T00:56:36.798180] [INFO ] [CONFIGURE ] NVGS: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-18T00:56:36.798241] [INFO ] [sig       ] [180/380] Successfully configured NVGS | 0.02 sym/s | Total: 2.2h | ETA: 2.4h
[2025-10-18T00:56:36.798296] [INFO ] [sig       ] [181/380] Configuring NVO...
[2025-10-18T00:56:36.798351] [INFO ] [CONFIGURE ] NVO: Configurate test run.
[2025-10-18T00:56:36.798383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-10-18T00:56:36.810985] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NVO'.
[2025-10-18T00:56:36.811294] [INFO ] [CONFIGURE ] NVO: Testing with 29 available features
[2025-10-18T00:56:36.811351] [INFO ] [CONFIGURE ] NVO: Establishing baseline with no features...
[2025-10-18T00:56:36.911597] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:37.009631] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:37.109731] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:56:37.237817] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:56:37.337031] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:56:37.437707] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:56:37.537343] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:56:37.638558] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:56:37.740108] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:37.842083] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:56:37.842196] [INFO ] [CONFIGURE ] NVO: Baseline score (no features): 50.00%
[2025-10-18T00:56:37.842258] [INFO ] [CONFIGURE ] NVO: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:56:37.842292] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:56:37.966572] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:38.088634] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:56:38.210572] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:56:38.327577] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:56:38.445320] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:38.564526] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:56:38.684069] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:56:38.802750] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:56:38.936839] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:39.067750] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:56:39.068021] [INFO ] [CONFIGURE ] NVO: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T00:56:39.068086] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5849 tests
[2025-10-18T00:56:39.068126] [INFO ] [CONFIGURE ] NVO: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:56:39.068158] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:56:39.206002] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:39.343632] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:39.492373] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:56:39.630509] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:39.765870] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:56:39.894837] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:56:40.015663] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:56:40.136586] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:56:40.258853] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:40.387300] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:40.387427] [INFO ] [CONFIGURE ] NVO: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T00:56:40.387471] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5848 tests
[2025-10-18T00:56:40.387519] [INFO ] [CONFIGURE ] NVO: Testing feature 3/29: add_daily_returns
[2025-10-18T00:56:40.387576] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T00:56:40.511555] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:40.634086] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:40.757316] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:56:40.881365] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:41.005626] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:56:41.135956] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:56:41.261282] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:56:41.388149] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:56:41.515043] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:56:41.646716] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:56:41.646874] [INFO ] [CONFIGURE ] NVO: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T00:56:41.646918] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5847 tests
[2025-10-18T00:56:41.646952] [INFO ] [CONFIGURE ] NVO: Testing feature 4/29: add_ema
[2025-10-18T00:56:41.646983] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T00:56:41.782102] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:41.919840] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:42.056937] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:56:42.193848] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:56:42.337329] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:56:42.474127] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:56:42.627914] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:56:42.777920] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:56:42.929874] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:56:43.084302] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:43.084511] [INFO ] [CONFIGURE ] NVO: DISCARDED add_ema (score: 60.00%)
[2025-10-18T00:56:43.084563] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5846 tests
[2025-10-18T00:56:43.084601] [INFO ] [CONFIGURE ] NVO: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:56:43.084635] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:56:43.235042] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:43.381909] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:43.537382] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:56:43.688988] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:43.836387] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:56:43.986060] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:56:44.135918] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:56:44.287870] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:56:44.440288] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:44.596953] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:56:44.597198] [INFO ] [CONFIGURE ] NVO: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:56:44.597255] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5845 tests
[2025-10-18T00:56:44.597310] [INFO ] [CONFIGURE ] NVO: Testing feature 6/29: add_failed_moves
[2025-10-18T00:56:44.597357] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T00:56:44.727498] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:44.857476] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:44.987025] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:56:45.115831] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:45.244808] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:56:45.375863] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:56:45.506149] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:56:45.638583] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:56:45.773468] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:45.907936] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:45.908110] [INFO ] [CONFIGURE ] NVO: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:56:45.908155] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5844 tests
[2025-10-18T00:56:45.908189] [INFO ] [CONFIGURE ] NVO: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:56:45.908218] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T00:56:46.030304] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:46.153595] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:46.281136] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:56:46.410751] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:46.541869] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:56:46.674885] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:56:46.805234] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:56:46.938027] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:56:47.074207] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:47.205310] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:47.205482] [INFO ] [CONFIGURE ] NVO: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:56:47.205526] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5843 tests
[2025-10-18T00:56:47.205561] [INFO ] [CONFIGURE ] NVO: Testing feature 8/29: add_macd
[2025-10-18T00:56:47.205591] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T00:56:47.368898] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:47.532269] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:47.697160] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:56:47.862099] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:48.038574] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:56:48.206590] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:56:48.371187] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:56:48.538177] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:56:48.704543] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:56:48.872429] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:48.872683] [INFO ] [CONFIGURE ] NVO: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:56:48.872746] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5842 tests
[2025-10-18T00:56:48.872784] [INFO ] [CONFIGURE ] NVO: Testing feature 9/29: add_mfi
[2025-10-18T00:56:48.872815] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T00:56:49.014070] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:49.155861] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:49.298637] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:56:49.446238] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:49.590107] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:56:49.733828] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:56:49.877672] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:56:50.026707] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:56:50.175100] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:50.323894] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:50.324070] [INFO ] [CONFIGURE ] NVO: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T00:56:50.324115] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5841 tests
[2025-10-18T00:56:50.324151] [INFO ] [CONFIGURE ] NVO: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:56:50.324183] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:56:50.482747] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:50.646231] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:50.807328] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:56:50.974265] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:51.135761] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:56:51.296513] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:56:51.456921] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:56:51.619046] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:56:51.785294] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:51.950319] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:56:51.950522] [INFO ] [CONFIGURE ] NVO: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:56:51.950584] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5840 tests
[2025-10-18T00:56:51.950623] [INFO ] [CONFIGURE ] NVO: Testing feature 11/29: add_obv_daily
[2025-10-18T00:56:51.950685] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T00:56:52.086837] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:56:52.225835] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:52.364612] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:56:52.545669] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:52.693345] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:56:52.835561] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:56:52.981011] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:56:53.125135] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:56:53.266329] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:53.409191] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:56:53.409415] [INFO ] [CONFIGURE ] NVO: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:56:53.409479] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5839 tests
[2025-10-18T00:56:53.409538] [INFO ] [CONFIGURE ] NVO: Testing feature 12/29: add_obv_interval
[2025-10-18T00:56:53.409572] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T00:56:53.545542] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:53.682986] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:53.821122] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:56:53.990687] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:54.132343] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:56:54.276929] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:56:54.408861] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:56:54.541356] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:56:54.674566] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:54.801590] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:54.801744] [INFO ] [CONFIGURE ] NVO: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T00:56:54.801797] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5838 tests
[2025-10-18T00:56:54.801835] [INFO ] [CONFIGURE ] NVO: Testing feature 13/29: add_opening_strength
[2025-10-18T00:56:54.801865] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:56:54.934582] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:55.067165] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:55.200464] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:56:55.333827] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:55.468010] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:56:55.604428] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:56:55.739354] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:56:55.875134] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:56:56.012240] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:56.148053] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:56:56.148180] [INFO ] [CONFIGURE ] NVO: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T00:56:56.148223] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5837 tests
[2025-10-18T00:56:56.148279] [INFO ] [CONFIGURE ] NVO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:56:56.148310] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T00:56:56.282623] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:56.417699] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:56.553565] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:56:56.691223] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:56.829174] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:56:56.972349] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:56:57.117255] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:56:57.261631] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:56:57.409973] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:57.561310] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:56:57.561479] [INFO ] [CONFIGURE ] NVO: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T00:56:57.561524] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5836 tests
[2025-10-18T00:56:57.561559] [INFO ] [CONFIGURE ] NVO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:56:57.561590] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T00:56:57.688687] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:57.815149] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:57.943143] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:56:58.071354] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:58.200683] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:56:58.331466] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:56:58.461127] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:56:58.621894] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:56:58.755399] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:56:58.886254] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:56:58.886383] [INFO ] [CONFIGURE ] NVO: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:56:58.886427] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5835 tests
[2025-10-18T00:56:58.886462] [INFO ] [CONFIGURE ] NVO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:56:58.886492] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T00:56:59.020237] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:56:59.155113] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:56:59.291322] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:56:59.430796] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:56:59.572071] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:56:59.713914] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:56:59.856359] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:56:59.997930] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:00.142942] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:57:00.286631] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:57:00.286792] [INFO ] [CONFIGURE ] NVO: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T00:57:00.286839] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5834 tests
[2025-10-18T00:57:00.286875] [INFO ] [CONFIGURE ] NVO: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:57:00.286904] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T00:57:00.437755] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:00.588033] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:57:00.742397] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:00.885333] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:57:01.025458] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:01.199814] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:01.354271] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:01.505716] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:01.684091] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:57:01.835087] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:57:01.835302] [INFO ] [CONFIGURE ] NVO: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-18T00:57:01.835350] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5833 tests
[2025-10-18T00:57:01.835389] [INFO ] [CONFIGURE ] NVO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:57:01.835421] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T00:57:01.968547] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:02.101802] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:57:02.236589] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:02.370367] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:57:02.500300] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:02.629961] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:02.760382] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:02.894557] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:03.029756] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:57:03.164995] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:57:03.165152] [INFO ] [CONFIGURE ] NVO: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:57:03.165199] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5832 tests
[2025-10-18T00:57:03.165236] [INFO ] [CONFIGURE ] NVO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:57:03.165268] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T00:57:03.294527] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:03.423026] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:57:03.553245] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:03.692238] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:57:03.827324] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:03.960859] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:04.095252] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:04.246942] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:04.384923] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:57:04.521084] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:57:04.521267] [INFO ] [CONFIGURE ] NVO: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T00:57:04.521312] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5831 tests
[2025-10-18T00:57:04.521400] [INFO ] [CONFIGURE ] NVO: Testing feature 20/29: add_price_rejection
[2025-10-18T00:57:04.521440] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-18T00:57:04.694487] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:04.835062] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:57:04.977197] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:05.118827] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:57:05.260880] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:05.404779] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:05.551138] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:05.699051] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:05.845001] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:57:05.992471] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:57:05.992670] [INFO ] [CONFIGURE ] NVO: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T00:57:05.992733] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5830 tests
[2025-10-18T00:57:05.992770] [INFO ] [CONFIGURE ] NVO: Testing feature 21/29: add_range_position
[2025-10-18T00:57:05.992800] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-18T00:57:06.142744] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:06.296244] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:57:06.445398] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:06.598349] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:57:06.756311] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:06.908004] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:07.062823] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:07.233952] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:07.391659] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:57:07.558811] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:57:07.559008] [INFO ] [CONFIGURE ] NVO: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:57:07.559053] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5829 tests
[2025-10-18T00:57:07.559087] [INFO ] [CONFIGURE ] NVO: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:57:07.559118] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-18T00:57:07.755147] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:07.921681] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:57:08.093260] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:08.260407] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:57:08.427325] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:08.596719] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:08.773724] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:08.946100] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:09.119832] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:57:09.290022] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:57:09.290216] [INFO ] [CONFIGURE ] NVO: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T00:57:09.290280] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5828 tests
[2025-10-18T00:57:09.290319] [INFO ] [CONFIGURE ] NVO: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:57:09.290354] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-18T00:57:09.430281] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:09.568066] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:57:09.705007] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:09.842952] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:57:09.982143] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:10.132168] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:10.281883] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:10.422099] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:10.565808] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:57:10.712109] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:57:10.712278] [INFO ] [CONFIGURE ] NVO: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-18T00:57:10.712323] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5827 tests
[2025-10-18T00:57:10.712359] [INFO ] [CONFIGURE ] NVO: Testing feature 24/29: add_rsi
[2025-10-18T00:57:10.712391] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-18T00:57:10.887515] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:11.048106] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:57:11.210469] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:11.371198] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:57:11.536777] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:11.696762] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:11.859390] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:12.022247] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:12.188449] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:57:12.352197] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:57:12.352381] [INFO ] [CONFIGURE ] NVO: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T00:57:12.352435] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5826 tests
[2025-10-18T00:57:12.352478] [INFO ] [CONFIGURE ] NVO: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:57:12.352516] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-18T00:57:12.488843] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:12.633167] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:57:12.783075] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:12.922322] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:57:13.062165] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:13.199794] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:13.343142] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:13.487709] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:13.635243] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:57:13.830071] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:57:13.830263] [INFO ] [CONFIGURE ] NVO: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T00:57:13.830309] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5825 tests
[2025-10-18T00:57:13.830348] [INFO ] [CONFIGURE ] NVO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:57:13.830380] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-18T00:57:13.970958] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:14.112711] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:57:14.258404] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:14.403021] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:57:14.546700] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:14.688366] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:14.833264] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:14.977099] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:15.120064] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:57:15.263161] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:57:15.263323] [INFO ] [CONFIGURE ] NVO: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T00:57:15.263423] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5824 tests
[2025-10-18T00:57:15.263479] [INFO ] [CONFIGURE ] NVO: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:57:15.263515] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-18T00:57:15.408367] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:15.554471] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:57:15.702872] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:15.843886] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:57:15.991845] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:16.140972] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:16.290732] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:16.444193] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:16.596153] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:57:16.749137] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:57:16.749329] [INFO ] [CONFIGURE ] NVO: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:57:16.749392] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5823 tests
[2025-10-18T00:57:16.749431] [INFO ] [CONFIGURE ] NVO: Testing feature 28/29: add_volume_profile
[2025-10-18T00:57:16.749464] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-18T00:57:16.888475] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:17.025458] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:57:17.172902] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:17.303388] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:57:17.437660] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:17.576857] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:17.716960] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:17.863952] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:18.003949] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:57:18.145380] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:57:18.145564] [INFO ] [CONFIGURE ] NVO: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:57:18.145608] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5822 tests
[2025-10-18T00:57:18.145666] [INFO ] [CONFIGURE ] NVO: Testing feature 29/29: add_vwap
[2025-10-18T00:57:18.145723] [INFO ] [CONFIGURE ] NVO: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-18T00:57:18.284504] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:18.424468] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:57:18.570815] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:18.718917] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:57:18.864244] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:19.012184] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:19.162273] [DEBUG] [FORECASTER] NVO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:19.312327] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:19.461418] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:57:19.610179] [DEBUG] [FORECASTER] NVO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:57:19.610339] [INFO ] [CONFIGURE ] NVO: DISCARDED add_vwap (score: 30.00%)
[2025-10-18T00:57:19.610405] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5821 tests
[2025-10-18T00:57:19.610478] [INFO ] [CONFIGURE ] NVO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:57:19.610531] [INFO ] [CONFIGURE ] NVO: Best accuracy: 60.00%
[2025-10-18T00:57:19.610565] [INFO ] [CONFIGURE ] NVO: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-18T00:57:19.610594] [INFO ] [CONFIGURE ] NVO: Improvement over baseline: 10.00%
[2025-10-18T00:57:19.610620] [INFO ] [CONFIGURE ] NVO: Total time: 41.8 seconds
[2025-10-18T00:57:19.610675] [INFO ] [CONFIGURE ] NVO: Average time per feature: 1.4 seconds
[2025-10-18T00:57:19.610726] [INFO ] [CONFIGURE ] NVO: Average speed: 0.69 features/sec
[2025-10-18T00:57:19.611400] [INFO ] [LOCAL     ] Saved configuration for NVO: 1 features, 60.00% accuracy -> ./output/feature-sets/NVO.json
[2025-10-18T00:57:19.611467] [INFO ] [CONFIGURE ] NVO: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-18T00:57:19.611545] [INFO ] [sig       ] [181/380] Successfully configured NVO | 0.02 sym/s | Total: 2.2h | ETA: 2.4h
[2025-10-18T00:57:19.611602] [INFO ] [sig       ] [182/380] Configuring NVRI...
[2025-10-18T00:57:19.611660] [INFO ] [CONFIGURE ] NVRI: Configurate test run.
[2025-10-18T00:57:19.611717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-10-18T00:57:19.625905] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NVRI'.
[2025-10-18T00:57:19.626316] [INFO ] [CONFIGURE ] NVRI: Testing with 29 available features
[2025-10-18T00:57:19.626374] [INFO ] [CONFIGURE ] NVRI: Establishing baseline with no features...
[2025-10-18T00:57:19.737115] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:19.882083] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:19.990905] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:20.100466] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:20.212014] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:20.324005] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:20.437913] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:20.573282] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:20.702309] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:20.824454] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:20.824624] [INFO ] [CONFIGURE ] NVRI: Baseline score (no features): 60.00%
[2025-10-18T00:57:20.824710] [INFO ] [CONFIGURE ] NVRI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:57:20.824758] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:57:20.983489] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:57:21.143491] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:21.320164] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:21.493559] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:21.647178] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:21.787218] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:21.928530] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:57:22.059045] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:22.186305] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:22.314129] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:22.314297] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T00:57:22.314342] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5820 tests
[2025-10-18T00:57:22.314378] [INFO ] [CONFIGURE ] NVRI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:57:22.314410] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:57:22.440529] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:57:22.564793] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:22.689019] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:22.813771] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:22.938707] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:23.065326] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:23.191982] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:57:23.323966] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:23.453015] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:23.583766] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:23.583921] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:57:23.583964] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5819 tests
[2025-10-18T00:57:23.583999] [INFO ] [CONFIGURE ] NVRI: Testing feature 3/29: add_daily_returns
[2025-10-18T00:57:23.584029] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_daily_returns']
[2025-10-18T00:57:23.709969] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:57:23.839679] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:23.963136] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:24.090515] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:57:24.238397] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:24.369458] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:24.501508] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:57:24.625831] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:24.753788] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:24.882358] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:24.882685] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T00:57:24.882803] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5818 tests
[2025-10-18T00:57:24.882862] [INFO ] [CONFIGURE ] NVRI: Testing feature 4/29: add_ema
[2025-10-18T00:57:24.882900] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_ema']
[2025-10-18T00:57:25.025615] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:57:25.164891] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:25.304081] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:25.448694] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:25.598981] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:25.749796] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:25.925924] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:26.071938] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:26.221084] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:26.367284] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:57:26.367568] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_ema (score: 50.00%)
[2025-10-18T00:57:26.367630] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5817 tests
[2025-10-18T00:57:26.367714] [INFO ] [CONFIGURE ] NVRI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:57:26.367757] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:57:26.510663] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:57:26.651964] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:26.795590] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:26.942885] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:57:27.092065] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:27.238988] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:27.385450] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:27.535864] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:27.696124] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:57:27.848926] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:57:27.849166] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T00:57:27.849215] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5816 tests
[2025-10-18T00:57:27.849253] [INFO ] [CONFIGURE ] NVRI: Testing feature 6/29: add_failed_moves
[2025-10-18T00:57:27.849286] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_failed_moves']
[2025-10-18T00:57:27.972430] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:28.095121] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:28.221116] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:28.353362] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:28.480988] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:28.612307] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:28.741135] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:28.875135] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:29.012412] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:29.151899] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:29.152094] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:57:29.152144] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5815 tests
[2025-10-18T00:57:29.152210] [INFO ] [CONFIGURE ] NVRI: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:57:29.152249] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_lag_shelf']
[2025-10-18T00:57:29.258464] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:29.360729] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:29.465142] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:29.568106] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:29.670815] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:29.782211] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:29.889476] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:29.996467] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:30.103572] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:30.211092] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:30.211274] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T00:57:30.211320] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5814 tests
[2025-10-18T00:57:30.211355] [INFO ] [CONFIGURE ] NVRI: Testing feature 8/29: add_macd
[2025-10-18T00:57:30.211386] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T00:57:30.353188] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:57:30.501916] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:30.643369] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:30.785615] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:57:30.930561] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:31.076057] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:31.219700] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:57:31.363999] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:31.507810] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:57:31.651743] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:57:31.651920] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_macd (score: 50.00%)
[2025-10-18T00:57:31.651992] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5813 tests
[2025-10-18T00:57:31.652052] [INFO ] [CONFIGURE ] NVRI: Testing feature 9/29: add_mfi
[2025-10-18T00:57:31.652085] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_mfi']
[2025-10-18T00:57:31.769690] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:57:31.887544] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:32.011712] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:32.131558] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:32.251807] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:32.372831] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:32.494275] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:57:32.615354] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:32.736222] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:32.857077] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:32.857228] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T00:57:32.857273] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5812 tests
[2025-10-18T00:57:32.857308] [INFO ] [CONFIGURE ] NVRI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:57:32.857340] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:57:32.989392] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:57:33.122842] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:33.255155] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:33.388365] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:33.522182] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:33.657529] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:33.793619] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:57:33.930416] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:34.067846] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:34.206948] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:34.207115] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T00:57:34.207158] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5811 tests
[2025-10-18T00:57:34.207192] [INFO ] [CONFIGURE ] NVRI: Testing feature 11/29: add_obv_daily
[2025-10-18T00:57:34.207223] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_obv_daily']
[2025-10-18T00:57:34.318921] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:34.431258] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:34.544584] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:34.656621] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:34.769670] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:34.884362] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:35.027127] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:35.144575] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:35.259463] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:35.374089] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:35.374237] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:57:35.374281] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5810 tests
[2025-10-18T00:57:35.374315] [INFO ] [CONFIGURE ] NVRI: Testing feature 12/29: add_obv_interval
[2025-10-18T00:57:35.374352] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_obv_interval']
[2025-10-18T00:57:35.483419] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:35.596050] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:35.706227] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:35.818539] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:57:35.931617] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:36.044513] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:36.158850] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:36.272554] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:36.385251] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:36.500350] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:36.500505] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T00:57:36.500549] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5809 tests
[2025-10-18T00:57:36.500584] [INFO ] [CONFIGURE ] NVRI: Testing feature 13/29: add_opening_strength
[2025-10-18T00:57:36.500614] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T00:57:36.619630] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:36.737451] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:36.858341] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:36.981979] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:37.105305] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:37.226486] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:37.348637] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:57:37.472622] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:37.597261] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:37.721074] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:37.721229] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T00:57:37.721273] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5808 tests
[2025-10-18T00:57:37.721307] [INFO ] [CONFIGURE ] NVRI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:57:37.721337] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T00:57:37.843055] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:57:37.968557] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:38.096983] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:38.224208] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:38.350484] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:38.476488] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:38.603384] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:57:38.737669] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:38.872284] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:38.997221] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:38.997375] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T00:57:38.997420] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5807 tests
[2025-10-18T00:57:38.997454] [INFO ] [CONFIGURE ] NVRI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:57:38.997486] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T00:57:39.099354] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:39.204995] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:39.308326] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:39.444294] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:39.560633] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:39.675596] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:39.791989] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:39.909800] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:40.029380] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:40.151872] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:40.152063] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:57:40.152131] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5806 tests
[2025-10-18T00:57:40.152170] [INFO ] [CONFIGURE ] NVRI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:57:40.152210] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T00:57:40.276878] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:40.404804] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:40.539827] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:40.664481] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:40.784954] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:40.909055] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:41.027286] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:41.153008] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:41.272424] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:41.389827] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:41.389995] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T00:57:41.390042] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5805 tests
[2025-10-18T00:57:41.390139] [INFO ] [CONFIGURE ] NVRI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:57:41.390202] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_pbf_return_2d']
[2025-10-18T00:57:41.513193] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:41.638584] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:41.757019] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:41.871883] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:57:41.986063] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:42.101851] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:42.216846] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:57:42.333451] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:42.449822] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:42.565707] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:42.565828] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_pbf_return_2d (score: 20.00%)
[2025-10-18T00:57:42.565873] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5804 tests
[2025-10-18T00:57:42.565908] [INFO ] [CONFIGURE ] NVRI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:57:42.565938] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T00:57:42.664851] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:57:42.764684] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:42.865282] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:42.966822] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:43.069909] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:43.172935] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:43.278698] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:43.380803] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:43.483174] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:43.587382] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:43.587493] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T00:57:43.587536] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5803 tests
[2025-10-18T00:57:43.587571] [INFO ] [CONFIGURE ] NVRI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:57:43.587601] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T00:57:43.687596] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:43.789285] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:43.893262] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:43.995367] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:44.097103] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:44.200165] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:44.305884] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:44.409873] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:44.513794] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:44.618515] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:44.618633] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T00:57:44.618712] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5802 tests
[2025-10-18T00:57:44.618753] [INFO ] [CONFIGURE ] NVRI: Testing feature 20/29: add_price_rejection
[2025-10-18T00:57:44.618784] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_price_rejection']
[2025-10-18T00:57:44.728717] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:44.837823] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:44.947869] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:45.059462] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:45.170759] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:45.284366] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:45.400581] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:57:45.515262] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:45.629175] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:45.743279] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:45.743435] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-18T00:57:45.743480] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5801 tests
[2025-10-18T00:57:45.743514] [INFO ] [CONFIGURE ] NVRI: Testing feature 21/29: add_range_position
[2025-10-18T00:57:45.743544] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_range_position']
[2025-10-18T00:57:45.862765] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:45.992170] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:46.117212] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:46.242945] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:46.369496] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:46.495935] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:46.622044] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:57:46.749335] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:46.876388] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:47.004866] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:47.005031] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T00:57:47.005075] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5800 tests
[2025-10-18T00:57:47.005109] [INFO ] [CONFIGURE ] NVRI: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:57:47.005141] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_realized_volatility']
[2025-10-18T00:57:47.146228] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:47.312178] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:47.450863] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:47.606242] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:47.759119] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:47.903496] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:48.050311] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:57:48.194072] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:48.338154] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:48.480540] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:48.480772] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T00:57:48.480828] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5799 tests
[2025-10-18T00:57:48.480863] [INFO ] [CONFIGURE ] NVRI: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:57:48.480945] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_recent_range_context']
[2025-10-18T00:57:48.598618] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:48.717514] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:48.831799] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:48.946248] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:49.061626] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:49.181250] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:49.296270] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:57:49.411007] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:49.527984] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:49.644387] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:49.644555] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T00:57:49.644601] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5798 tests
[2025-10-18T00:57:49.644637] [INFO ] [CONFIGURE ] NVRI: Testing feature 24/29: add_rsi
[2025-10-18T00:57:49.644714] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T00:57:49.777163] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:49.911436] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:50.052992] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:50.189153] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:50.348587] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:50.487272] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:50.630922] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:50.773389] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:50.909792] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:51.047528] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:57:51.047713] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T00:57:51.047771] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5797 tests
[2025-10-18T00:57:51.047809] [INFO ] [CONFIGURE ] NVRI: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:57:51.047840] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_tick_distribution']
[2025-10-18T00:57:51.157443] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:51.268198] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:51.382241] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:51.494529] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:51.608769] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:51.724662] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:57:51.853169] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:51.967875] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:52.082360] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:52.199722] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:57:52.199893] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T00:57:52.199936] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 1.5s/test | Remaining: 5796 tests
[2025-10-18T00:57:52.199972] [INFO ] [CONFIGURE ] NVRI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:57:52.200003] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T00:57:52.313060] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:52.424776] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:52.540611] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:52.660367] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:52.775726] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:52.890496] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:53.006733] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:53.122887] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:53.243476] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:53.374328] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:53.374501] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T00:57:53.374549] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5795 tests
[2025-10-18T00:57:53.374585] [INFO ] [CONFIGURE ] NVRI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:57:53.374617] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_volume_price_divergence']
[2025-10-18T00:57:53.497686] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:57:53.618933] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:53.746788] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:53.891013] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:54.037024] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:54.177775] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:54.324957] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:57:54.451810] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:54.586439] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:54.714855] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:54.715121] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:57:54.715173] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5794 tests
[2025-10-18T00:57:54.715211] [INFO ] [CONFIGURE ] NVRI: Testing feature 28/29: add_volume_profile
[2025-10-18T00:57:54.715244] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_volume_profile']
[2025-10-18T00:57:54.824693] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:54.934080] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:55.048034] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:55.162425] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:57:55.276512] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:55.396673] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:55.513805] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:55.626760] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:57:55.739550] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:57:55.853597] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:57:55.853758] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T00:57:55.853821] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5793 tests
[2025-10-18T00:57:55.853859] [INFO ] [CONFIGURE ] NVRI: Testing feature 29/29: add_vwap
[2025-10-18T00:57:55.853891] [INFO ] [CONFIGURE ] NVRI: Testing with features: ['add_vwap']
[2025-10-18T00:57:55.966532] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:57:56.078846] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:56.191320] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:57:56.305182] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:57:56.419616] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:57:56.534708] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:57:56.650621] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:57:56.770096] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:56.886355] [DEBUG] [FORECASTER] NVRI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:57:57.003740] [DEBUG] [FORECASTER] NVRI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:57:57.003879] [INFO ] [CONFIGURE ] NVRI: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T00:57:57.003923] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5792 tests
[2025-10-18T00:57:57.003976] [INFO ] [CONFIGURE ] NVRI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:57:57.004008] [INFO ] [CONFIGURE ] NVRI: Best accuracy: 60.00%
[2025-10-18T00:57:57.004038] [INFO ] [CONFIGURE ] NVRI: Best feature set (0 features): []
[2025-10-18T00:57:57.004065] [INFO ] [CONFIGURE ] NVRI: Improvement over baseline: 0.00%
[2025-10-18T00:57:57.004092] [INFO ] [CONFIGURE ] NVRI: Total time: 36.2 seconds
[2025-10-18T00:57:57.004119] [INFO ] [CONFIGURE ] NVRI: Average time per feature: 1.2 seconds
[2025-10-18T00:57:57.004147] [INFO ] [CONFIGURE ] NVRI: Average speed: 0.80 features/sec
[2025-10-18T00:57:57.004798] [INFO ] [LOCAL     ] Saved configuration for NVRI: 0 features, 60.00% accuracy -> ./output/feature-sets/NVRI.json
[2025-10-18T00:57:57.004869] [INFO ] [CONFIGURE ] NVRI: Configuration saved successfully: 0 features, 60.00% accuracy.
[2025-10-18T00:57:57.004946] [INFO ] [sig       ] [182/380] Successfully configured NVRI | 0.02 sym/s | Total: 2.2h | ETA: 2.4h
[2025-10-18T00:57:57.005021] [INFO ] [sig       ] [183/380] Configuring NVS...
[2025-10-18T00:57:57.005087] [INFO ] [CONFIGURE ] NVS: Configurate test run.
[2025-10-18T00:57:57.005142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-10-18T00:57:57.019380] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NVS'.
[2025-10-18T00:57:57.019900] [INFO ] [CONFIGURE ] NVS: Testing with 29 available features
[2025-10-18T00:57:57.019960] [INFO ] [CONFIGURE ] NVS: Establishing baseline with no features...
[2025-10-18T00:57:57.134327] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:57:57.268672] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:57.408840] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:57.515738] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:57:57.621038] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:57.727749] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:57:57.832966] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:57.939037] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:58.046278] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:57:58.154467] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:57:58.154680] [INFO ] [CONFIGURE ] NVS: Baseline score (no features): 40.00%
[2025-10-18T00:57:58.154745] [INFO ] [CONFIGURE ] NVS: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:57:58.154782] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:57:58.274258] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:58.397375] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:57:58.513413] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:58.631015] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:57:58.748332] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:57:58.865744] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:57:58.982892] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:57:59.100817] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:57:59.219712] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:57:59.337537] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:57:59.337708] [INFO ] [CONFIGURE ] NVS: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T00:57:59.337826] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5791 tests
[2025-10-18T00:57:59.337868] [INFO ] [CONFIGURE ] NVS: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:57:59.337901] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_cumulative_delta']
[2025-10-18T00:57:59.457762] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:57:59.579465] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:57:59.708975] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:57:59.832483] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:57:59.954851] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:00.079874] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:00.211317] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:00.344431] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:00.477822] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:00.612483] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:58:00.612665] [INFO ] [CONFIGURE ] NVS: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-18T00:58:00.612729] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5790 tests
[2025-10-18T00:58:00.612790] [INFO ] [CONFIGURE ] NVS: Testing feature 3/29: add_daily_returns
[2025-10-18T00:58:00.612847] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_daily_returns']
[2025-10-18T00:58:00.729892] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:58:00.845290] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:00.962361] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:58:01.093449] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:01.222989] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:01.345052] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:01.468628] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:01.598050] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:01.735048] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:01.864055] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:58:01.864230] [INFO ] [CONFIGURE ] NVS: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T00:58:01.864274] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5789 tests
[2025-10-18T00:58:01.864308] [INFO ] [CONFIGURE ] NVS: Testing feature 4/29: add_ema
[2025-10-18T00:58:01.864339] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema']
[2025-10-18T00:58:01.989510] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:58:02.114146] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:02.241115] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:58:02.367856] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:02.499451] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:02.628122] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:58:02.756006] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:02.887111] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:03.017904] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:03.148502] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:58:03.148682] [INFO ] [CONFIGURE ] NVS: KEPT add_ema (score: 50.00%)
[2025-10-18T00:58:03.148743] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5788 tests
[2025-10-18T00:58:03.148780] [INFO ] [CONFIGURE ] NVS: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:58:03.148811] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:58:03.299790] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:03.455220] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:03.617761] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:58:03.789722] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:58:03.953348] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:04.117335] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:58:04.281950] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:04.447181] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:04.611847] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:04.777764] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:58:04.777979] [INFO ] [CONFIGURE ] NVS: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:58:04.778052] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5787 tests
[2025-10-18T00:58:04.778092] [INFO ] [CONFIGURE ] NVS: Testing feature 6/29: add_failed_moves
[2025-10-18T00:58:04.778124] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-18T00:58:04.917598] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:58:05.058726] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:05.204752] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:58:05.347373] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:05.504613] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:05.648767] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:58:05.793566] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:05.939192] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:06.079211] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:06.224425] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:58:06.224697] [INFO ] [CONFIGURE ] NVS: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T00:58:06.224774] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5786 tests
[2025-10-18T00:58:06.224833] [INFO ] [CONFIGURE ] NVS: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:58:06.224888] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-18T00:58:06.354865] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:58:06.486278] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:06.613579] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:58:06.737285] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:06.857497] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:06.979533] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:58:07.103058] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:07.227375] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:07.352486] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:07.477936] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:58:07.478112] [INFO ] [CONFIGURE ] NVS: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T00:58:07.478157] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5785 tests
[2025-10-18T00:58:07.478192] [INFO ] [CONFIGURE ] NVS: Testing feature 8/29: add_macd
[2025-10-18T00:58:07.478224] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-18T00:58:07.632069] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:07.786597] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:07.947188] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:58:08.102841] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:08.258889] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:08.415133] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:58:08.572715] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:08.735793] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:08.900689] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:09.059574] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:09.059760] [INFO ] [CONFIGURE ] NVS: DISCARDED add_macd (score: 30.00%)
[2025-10-18T00:58:09.059813] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5784 tests
[2025-10-18T00:58:09.059849] [INFO ] [CONFIGURE ] NVS: Testing feature 9/29: add_mfi
[2025-10-18T00:58:09.059879] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_mfi']
[2025-10-18T00:58:09.200593] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:58:09.336291] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:09.471383] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:58:09.606060] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:09.742420] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:09.880073] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:58:10.018234] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:10.157099] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:10.296166] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:10.436144] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:58:10.436293] [INFO ] [CONFIGURE ] NVS: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T00:58:10.436338] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5783 tests
[2025-10-18T00:58:10.436373] [INFO ] [CONFIGURE ] NVS: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:58:10.436404] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:58:10.590276] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:10.738444] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:10.886470] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:58:11.035867] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:11.186227] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:11.335398] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:11.485362] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:11.634860] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:11.785428] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:11.944119] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:58:11.944288] [INFO ] [CONFIGURE ] NVS: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-10-18T00:58:11.944332] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5782 tests
[2025-10-18T00:58:11.944366] [INFO ] [CONFIGURE ] NVS: Testing feature 11/29: add_obv_daily
[2025-10-18T00:58:11.944396] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-18T00:58:12.070166] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:12.196820] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:12.324150] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:58:12.453414] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:12.581889] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:12.710736] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:12.840914] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:12.972445] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:13.104612] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:13.242524] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:58:13.242748] [INFO ] [CONFIGURE ] NVS: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-18T00:58:13.242804] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5781 tests
[2025-10-18T00:58:13.242842] [INFO ] [CONFIGURE ] NVS: Testing feature 12/29: add_obv_interval
[2025-10-18T00:58:13.242875] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-18T00:58:13.372205] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:13.509865] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:13.668756] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:58:13.858837] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:14.049282] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:14.213822] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:58:14.354547] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:14.503519] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:14.658892] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:14.797472] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:58:14.797662] [INFO ] [CONFIGURE ] NVS: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T00:58:14.797725] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5780 tests
[2025-10-18T00:58:14.797764] [INFO ] [CONFIGURE ] NVS: Testing feature 13/29: add_opening_strength
[2025-10-18T00:58:14.797796] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:58:14.950690] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:15.100145] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:15.249579] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:58:15.400273] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:15.553499] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:15.693944] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:58:15.832959] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:15.972316] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:16.112021] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:16.251552] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:16.251715] [INFO ] [CONFIGURE ] NVS: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T00:58:16.251772] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5779 tests
[2025-10-18T00:58:16.251808] [INFO ] [CONFIGURE ] NVS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:58:16.251839] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-18T00:58:16.391405] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:16.530284] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:16.670487] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:58:16.814891] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:16.959793] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:17.105263] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:17.252244] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:17.408813] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:17.594021] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:17.743478] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:58:17.743751] [INFO ] [CONFIGURE ] NVS: DISCARDED add_order_flow_imbalance (score: 20.00%)
[2025-10-18T00:58:17.743824] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5778 tests
[2025-10-18T00:58:17.743883] [INFO ] [CONFIGURE ] NVS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:58:17.743919] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-18T00:58:17.873736] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:18.008853] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:18.137515] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:58:18.266331] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:18.396025] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:18.529520] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:18.666804] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:18.809963] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:18.948537] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:19.085199] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:58:19.085383] [INFO ] [CONFIGURE ] NVS: DISCARDED add_pbf_morning_momentum (score: 20.00%)
[2025-10-18T00:58:19.085427] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5777 tests
[2025-10-18T00:58:19.085462] [INFO ] [CONFIGURE ] NVS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:58:19.085494] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-18T00:58:19.221322] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:19.356703] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:19.490311] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:58:19.627913] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:58:19.760116] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:19.888838] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:58:20.019331] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:20.157716] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:20.294910] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:20.437290] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:20.437457] [INFO ] [CONFIGURE ] NVS: KEPT add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T00:58:20.437504] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5776 tests
[2025-10-18T00:58:20.437539] [INFO ] [CONFIGURE ] NVS: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:58:20.437570] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-18T00:58:20.594557] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:20.742014] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:20.893295] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:58:21.041776] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:58:21.197812] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:21.349418] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:58:21.505219] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:21.657669] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:21.811936] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:21.969580] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:21.969774] [INFO ] [CONFIGURE ] NVS: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T00:58:21.969848] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5775 tests
[2025-10-18T00:58:21.969907] [INFO ] [CONFIGURE ] NVS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:58:21.969942] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-18T00:58:22.104462] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:22.234949] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:22.368806] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:58:22.502090] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:58:22.644756] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:22.791809] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:58:22.936135] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:23.081976] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:23.221201] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:23.360206] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:23.360410] [INFO ] [CONFIGURE ] NVS: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T00:58:23.360465] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5774 tests
[2025-10-18T00:58:23.360500] [INFO ] [CONFIGURE ] NVS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:58:23.360532] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-18T00:58:23.496288] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:23.658209] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:23.794521] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:58:23.945378] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:58:24.082985] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:24.219793] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:24.359949] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:24.498614] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:24.636552] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:24.776550] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:24.776745] [INFO ] [CONFIGURE ] NVS: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T00:58:24.776802] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5773 tests
[2025-10-18T00:58:24.776840] [INFO ] [CONFIGURE ] NVS: Testing feature 20/29: add_price_rejection
[2025-10-18T00:58:24.776894] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-18T00:58:24.922435] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:25.069179] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:25.216134] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:58:25.364346] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:25.513618] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:25.666589] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:25.822107] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:25.971483] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:26.117320] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:26.264352] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:26.264502] [INFO ] [CONFIGURE ] NVS: DISCARDED add_price_rejection (score: 20.00%)
[2025-10-18T00:58:26.264549] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5772 tests
[2025-10-18T00:58:26.264584] [INFO ] [CONFIGURE ] NVS: Testing feature 21/29: add_range_position
[2025-10-18T00:58:26.264616] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-18T00:58:26.413201] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:26.564199] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:26.722857] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:58:26.875884] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:27.026953] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:27.178925] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:27.330446] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:27.482494] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:27.635412] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:27.790122] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:58:27.790275] [INFO ] [CONFIGURE ] NVS: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T00:58:27.790318] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5771 tests
[2025-10-18T00:58:27.790353] [INFO ] [CONFIGURE ] NVS: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:58:27.790384] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-18T00:58:27.961454] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:28.132868] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:28.305090] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:58:28.476992] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:28.649910] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:28.822540] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:29.002223] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:29.179140] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:29.357121] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:29.540225] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:29.540406] [INFO ] [CONFIGURE ] NVS: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T00:58:29.540450] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5770 tests
[2025-10-18T00:58:29.540484] [INFO ] [CONFIGURE ] NVS: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:58:29.540515] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-18T00:58:29.714637] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:29.862671] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:30.012899] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:58:30.161479] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:58:30.310061] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:30.459593] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:30.608199] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:30.757158] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:30.906462] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:31.054622] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:31.054867] [INFO ] [CONFIGURE ] NVS: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T00:58:31.054933] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5769 tests
[2025-10-18T00:58:31.054973] [INFO ] [CONFIGURE ] NVS: Testing feature 24/29: add_rsi
[2025-10-18T00:58:31.055007] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_rsi']
[2025-10-18T00:58:31.196202] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:31.343667] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:31.481428] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:58:31.620115] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:31.758718] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:31.899832] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:32.039034] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:32.181744] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:32.322842] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:32.470413] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:32.470584] [INFO ] [CONFIGURE ] NVS: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T00:58:32.470634] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5768 tests
[2025-10-18T00:58:32.470708] [INFO ] [CONFIGURE ] NVS: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:58:32.470748] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-18T00:58:32.605104] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:32.772330] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:32.908388] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:58:33.044979] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:58:33.183964] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:33.325944] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:58:33.463577] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:33.602362] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:33.740870] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:33.878753] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:58:33.878898] [INFO ] [CONFIGURE ] NVS: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T00:58:33.878942] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5767 tests
[2025-10-18T00:58:33.878977] [INFO ] [CONFIGURE ] NVS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:58:33.879007] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-18T00:58:34.013862] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:34.144548] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:34.278436] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T00:58:34.413827] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:58:34.565813] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:34.712299] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:58:34.859168] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:35.006712] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:35.155448] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:35.306548] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:58:35.306741] [INFO ] [CONFIGURE ] NVS: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T00:58:35.306798] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5766 tests
[2025-10-18T00:58:35.306836] [INFO ] [CONFIGURE ] NVS: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:58:35.306871] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-18T00:58:35.468131] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:35.626946] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:35.811081] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:58:35.967789] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:36.126161] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:36.283280] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:58:36.442973] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:36.606941] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:36.768870] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:36.933001] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:36.933158] [INFO ] [CONFIGURE ] NVS: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T00:58:36.933202] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5765 tests
[2025-10-18T00:58:36.933236] [INFO ] [CONFIGURE ] NVS: Testing feature 28/29: add_volume_profile
[2025-10-18T00:58:36.933268] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-18T00:58:37.081119] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:37.232005] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:37.384287] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:58:37.538875] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:58:37.690177] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:37.842505] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T00:58:37.999100] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:38.152229] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:38.305493] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:38.461595] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T00:58:38.461822] [INFO ] [CONFIGURE ] NVS: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T00:58:38.461874] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5764 tests
[2025-10-18T00:58:38.461910] [INFO ] [CONFIGURE ] NVS: Testing feature 29/29: add_vwap
[2025-10-18T00:58:38.461941] [INFO ] [CONFIGURE ] NVS: Testing with features: ['add_ema', 'add_pbf_overnight_gap', 'add_vwap']
[2025-10-18T00:58:38.613727] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:38.769344] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:58:38.924307] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:58:39.078868] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:58:39.236447] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:39.389095] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:39.546630] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:58:39.702842] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:58:39.860893] [DEBUG] [FORECASTER] NVS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:58:40.018744] [DEBUG] [FORECASTER] NVS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:40.018920] [INFO ] [CONFIGURE ] NVS: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T00:58:40.018965] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5763 tests
[2025-10-18T00:58:40.019001] [INFO ] [CONFIGURE ] NVS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:58:40.019031] [INFO ] [CONFIGURE ] NVS: Best accuracy: 60.00%
[2025-10-18T00:58:40.019062] [INFO ] [CONFIGURE ] NVS: Best feature set (2 features): ['add_ema', 'add_pbf_overnight_gap']
[2025-10-18T00:58:40.019090] [INFO ] [CONFIGURE ] NVS: Improvement over baseline: 20.00%
[2025-10-18T00:58:40.019116] [INFO ] [CONFIGURE ] NVS: Total time: 41.9 seconds
[2025-10-18T00:58:40.019142] [INFO ] [CONFIGURE ] NVS: Average time per feature: 1.4 seconds
[2025-10-18T00:58:40.019222] [INFO ] [CONFIGURE ] NVS: Average speed: 0.69 features/sec
[2025-10-18T00:58:40.019639] [INFO ] [LOCAL     ] Saved configuration for NVS: 2 features, 60.00% accuracy -> ./output/feature-sets/NVS.json
[2025-10-18T00:58:40.019720] [INFO ] [CONFIGURE ] NVS: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-18T00:58:40.019804] [INFO ] [sig       ] [183/380] Successfully configured NVS | 0.02 sym/s | Total: 2.2h | ETA: 2.4h
[2025-10-18T00:58:40.019872] [INFO ] [sig       ] [184/380] Configuring NVST...
[2025-10-18T00:58:40.019938] [INFO ] [CONFIGURE ] NVST: Configurate test run.
[2025-10-18T00:58:40.019994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVST' from 'https://tdm.silogroup.org/data/derivative_storage/NVST.csv'.
[2025-10-18T00:58:40.033662] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NVST'.
[2025-10-18T00:58:40.034111] [INFO ] [CONFIGURE ] NVST: Testing with 29 available features
[2025-10-18T00:58:40.034169] [INFO ] [CONFIGURE ] NVST: Establishing baseline with no features...
[2025-10-18T00:58:40.140971] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:40.245501] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:40.350884] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:58:40.457422] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:40.565162] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:40.673660] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:40.781314] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:58:40.894174] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:58:41.009735] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:58:41.120633] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:41.120796] [INFO ] [CONFIGURE ] NVST: Baseline score (no features): 40.00%
[2025-10-18T00:58:41.120843] [INFO ] [CONFIGURE ] NVST: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:58:41.120876] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:58:41.240106] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:41.357966] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:41.475222] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:58:41.596424] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:58:41.717745] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:58:41.874201] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:41.994533] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:58:42.115242] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:58:42.236932] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:58:42.359012] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:42.359167] [INFO ] [CONFIGURE ] NVST: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T00:58:42.359210] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5762 tests
[2025-10-18T00:58:42.359244] [INFO ] [CONFIGURE ] NVST: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:58:42.359276] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:58:42.496137] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:58:42.633045] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:42.769636] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:58:42.905625] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:43.042418] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:43.178988] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:43.317035] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:58:43.459389] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:58:43.604294] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:58:43.747294] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:43.747473] [INFO ] [CONFIGURE ] NVST: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:58:43.747521] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5761 tests
[2025-10-18T00:58:43.747559] [INFO ] [CONFIGURE ] NVST: Testing feature 3/29: add_daily_returns
[2025-10-18T00:58:43.747593] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:58:43.871332] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:43.995868] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:44.133785] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:58:44.262390] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:44.386439] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:44.509140] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:44.636459] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:58:44.774668] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:58:44.910623] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:58:45.044063] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:45.044233] [INFO ] [CONFIGURE ] NVST: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T00:58:45.044280] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5760 tests
[2025-10-18T00:58:45.044318] [INFO ] [CONFIGURE ] NVST: Testing feature 4/29: add_ema
[2025-10-18T00:58:45.044354] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T00:58:45.183631] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:58:45.322936] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:45.463760] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:58:45.606713] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:45.752935] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:45.884589] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:46.016007] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:58:46.148105] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:58:46.281878] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:58:46.416384] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:46.416546] [INFO ] [CONFIGURE ] NVST: DISCARDED add_ema (score: 50.00%)
[2025-10-18T00:58:46.416592] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5759 tests
[2025-10-18T00:58:46.416628] [INFO ] [CONFIGURE ] NVST: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:58:46.416765] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:58:46.554078] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:46.691797] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:46.836040] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:58:46.981397] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:47.127686] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:58:47.280030] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:47.427708] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:58:47.575166] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:58:47.725791] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:58:47.874808] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:47.874964] [INFO ] [CONFIGURE ] NVST: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T00:58:47.875009] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5758 tests
[2025-10-18T00:58:47.875044] [INFO ] [CONFIGURE ] NVST: Testing feature 6/29: add_failed_moves
[2025-10-18T00:58:47.875075] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T00:58:47.999948] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:48.128425] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:48.253360] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:58:48.379122] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:58:48.505172] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:58:48.632549] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:48.763885] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:58:48.893479] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:58:49.023486] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:58:49.154233] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:49.154434] [INFO ] [CONFIGURE ] NVST: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T00:58:49.154499] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5757 tests
[2025-10-18T00:58:49.154538] [INFO ] [CONFIGURE ] NVST: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:58:49.154568] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T00:58:49.272024] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:49.390074] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:49.515711] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:58:49.635133] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:49.756088] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:58:49.878468] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:50.000594] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:58:50.123864] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:58:50.251212] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:58:50.376685] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:50.376851] [INFO ] [CONFIGURE ] NVST: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T00:58:50.376896] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5756 tests
[2025-10-18T00:58:50.376931] [INFO ] [CONFIGURE ] NVST: Testing feature 8/29: add_macd
[2025-10-18T00:58:50.376961] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T00:58:50.532878] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:58:50.690670] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:50.851769] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:58:51.010586] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:51.172443] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:58:51.354302] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:51.512993] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:58:51.689077] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:58:51.853096] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:58:52.014961] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:52.015120] [INFO ] [CONFIGURE ] NVST: DISCARDED add_macd (score: 60.00%)
[2025-10-18T00:58:52.015166] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5755 tests
[2025-10-18T00:58:52.015200] [INFO ] [CONFIGURE ] NVST: Testing feature 9/29: add_mfi
[2025-10-18T00:58:52.015231] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T00:58:52.149739] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:58:52.282183] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:52.415061] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:58:52.548570] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:58:52.681464] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:58:52.815610] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:52.955232] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:58:53.097298] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:58:53.237779] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:58:53.403170] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:53.403477] [INFO ] [CONFIGURE ] NVST: KEPT add_mfi (score: 70.00%)
[2025-10-18T00:58:53.403540] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5754 tests
[2025-10-18T00:58:53.403581] [INFO ] [CONFIGURE ] NVST: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:58:53.403637] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:58:53.579771] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:58:53.759614] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:53.933945] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:58:54.117002] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:54.289344] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:58:54.475661] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:54.647887] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:58:54.825842] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:58:54.997059] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:58:55.167008] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:55.167165] [INFO ] [CONFIGURE ] NVST: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T00:58:55.167208] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5753 tests
[2025-10-18T00:58:55.167243] [INFO ] [CONFIGURE ] NVST: Testing feature 11/29: add_obv_daily
[2025-10-18T00:58:55.167274] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily']
[2025-10-18T00:58:55.310666] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:58:55.455191] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:55.598299] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:58:55.740429] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:55.884848] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:58:56.033595] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:56.181558] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:58:56.334738] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:58:56.485682] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:58:56.634069] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:56.634253] [INFO ] [CONFIGURE ] NVST: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T00:58:56.634298] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5752 tests
[2025-10-18T00:58:56.634333] [INFO ] [CONFIGURE ] NVST: Testing feature 12/29: add_obv_interval
[2025-10-18T00:58:56.634364] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval']
[2025-10-18T00:58:56.776695] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:56.918588] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:57.060501] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:58:57.199579] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:57.341359] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:58:57.484224] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:57.627147] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:58:57.772944] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:58:57.923481] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:58:58.069041] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:58.069242] [INFO ] [CONFIGURE ] NVST: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T00:58:58.069305] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5751 tests
[2025-10-18T00:58:58.069354] [INFO ] [CONFIGURE ] NVST: Testing feature 13/29: add_opening_strength
[2025-10-18T00:58:58.069410] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T00:58:58.218810] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:58.373129] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:58:58.532883] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:58:58.694077] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:58:58.855664] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:58:59.018566] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:58:59.179230] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:58:59.337595] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:58:59.496436] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:58:59.654478] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:58:59.654708] [INFO ] [CONFIGURE ] NVST: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T00:58:59.654768] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5750 tests
[2025-10-18T00:58:59.654806] [INFO ] [CONFIGURE ] NVST: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:58:59.654838] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T00:58:59.808320] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:58:59.962829] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:00.118012] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:59:00.276773] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:59:00.436728] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:59:00.601798] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:59:00.766047] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:00.939114] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:01.110122] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:59:01.286296] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:59:01.286486] [INFO ] [CONFIGURE ] NVST: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T00:59:01.286532] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5749 tests
[2025-10-18T00:59:01.286664] [INFO ] [CONFIGURE ] NVST: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:59:01.286725] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T00:59:01.443302] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:01.601636] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:01.780730] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:59:01.937071] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:59:02.091224] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:59:02.230616] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:59:02.378302] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:02.520545] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:02.672491] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:59:02.820799] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:59:02.820960] [INFO ] [CONFIGURE ] NVST: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T00:59:02.821003] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5748 tests
[2025-10-18T00:59:02.821038] [INFO ] [CONFIGURE ] NVST: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:59:02.821070] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T00:59:02.959189] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:03.100303] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:03.243329] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:59:03.383829] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:59:03.524932] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:59:03.678243] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:59:03.824799] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:03.977461] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:04.126920] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T00:59:04.272093] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:59:04.272249] [INFO ] [CONFIGURE ] NVST: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T00:59:04.272293] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5747 tests
[2025-10-18T00:59:04.272328] [INFO ] [CONFIGURE ] NVST: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:59:04.272359] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_return_2d']
[2025-10-18T00:59:04.413781] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:59:04.557608] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:04.700588] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:59:04.858840] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:59:05.000993] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:59:05.145234] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:59:05.298793] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:05.452663] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:05.599111] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:59:05.746168] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:59:05.746323] [INFO ] [CONFIGURE ] NVST: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T00:59:05.746367] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5746 tests
[2025-10-18T00:59:05.746401] [INFO ] [CONFIGURE ] NVST: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:59:05.746432] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T00:59:05.879816] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:59:06.011411] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:06.145106] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:59:06.279081] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:59:06.413596] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:59:06.548472] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:59:06.683009] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:06.820069] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:06.965175] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:59:07.102452] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:59:07.102594] [INFO ] [CONFIGURE ] NVST: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T00:59:07.102637] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5745 tests
[2025-10-18T00:59:07.102716] [INFO ] [CONFIGURE ] NVST: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:59:07.102752] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T00:59:07.233017] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:07.363809] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:07.495017] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:59:07.626942] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:59:07.759207] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:59:07.903989] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:59:08.047908] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:08.199766] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:08.337129] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:59:08.477885] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:59:08.478082] [INFO ] [CONFIGURE ] NVST: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T00:59:08.478133] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5744 tests
[2025-10-18T00:59:08.478168] [INFO ] [CONFIGURE ] NVST: Testing feature 20/29: add_price_rejection
[2025-10-18T00:59:08.478235] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_price_rejection']
[2025-10-18T00:59:08.621479] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:59:08.764352] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:08.906535] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:59:09.055048] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:59:09.202513] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:59:09.349350] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:59:09.505558] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:09.657289] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:09.811070] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:59:09.967835] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:59:09.968045] [INFO ] [CONFIGURE ] NVST: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T00:59:09.968101] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5743 tests
[2025-10-18T00:59:09.968139] [INFO ] [CONFIGURE ] NVST: Testing feature 21/29: add_range_position
[2025-10-18T00:59:09.968171] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_range_position']
[2025-10-18T00:59:10.127370] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:10.283963] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:10.466538] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:59:10.636799] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:59:10.807154] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:59:10.976693] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:59:11.151239] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:11.340761] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:11.517156] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:59:11.685907] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:59:11.686144] [INFO ] [CONFIGURE ] NVST: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T00:59:11.686190] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5742 tests
[2025-10-18T00:59:11.686228] [INFO ] [CONFIGURE ] NVST: Testing feature 22/29: add_realized_volatility
[2025-10-18T00:59:11.686260] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility']
[2025-10-18T00:59:11.874161] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:59:12.061027] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:12.253158] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:59:12.441173] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:59:12.629363] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:59:12.824504] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:59:13.013355] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:13.206897] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:13.400608] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:59:13.599327] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:59:13.599620] [INFO ] [CONFIGURE ] NVST: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T00:59:13.599708] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5741 tests
[2025-10-18T00:59:13.599760] [INFO ] [CONFIGURE ] NVST: Testing feature 23/29: add_recent_range_context
[2025-10-18T00:59:13.599796] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_recent_range_context']
[2025-10-18T00:59:13.759543] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:59:13.918977] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:14.077233] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:59:14.246483] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:59:14.415040] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:59:14.583462] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:59:14.746110] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:14.914572] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:15.082559] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:59:15.246906] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:59:15.247161] [INFO ] [CONFIGURE ] NVST: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T00:59:15.247229] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5740 tests
[2025-10-18T00:59:15.247294] [INFO ] [CONFIGURE ] NVST: Testing feature 24/29: add_rsi
[2025-10-18T00:59:15.247334] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_ema', 'add_rsi']
[2025-10-18T00:59:15.441246] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:15.628665] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:15.817119] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:59:16.002628] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:59:16.188425] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:59:16.373357] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:59:16.545589] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:16.713398] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:16.881614] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:59:17.052452] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:59:17.052621] [INFO ] [CONFIGURE ] NVST: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T00:59:17.052697] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5739 tests
[2025-10-18T00:59:17.052746] [INFO ] [CONFIGURE ] NVST: Testing feature 25/29: add_tick_distribution
[2025-10-18T00:59:17.052780] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution']
[2025-10-18T00:59:17.195196] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:59:17.338123] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:17.482138] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:59:17.628194] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:59:17.776310] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:59:17.922611] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:59:18.072045] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:18.219801] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:18.395484] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:59:18.544899] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:59:18.545056] [INFO ] [CONFIGURE ] NVST: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T00:59:18.545100] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5738 tests
[2025-10-18T00:59:18.545135] [INFO ] [CONFIGURE ] NVST: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T00:59:18.545167] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T00:59:18.689153] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:18.839460] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:18.990033] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:59:19.142489] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:59:19.292106] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:59:19.443910] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:59:19.601489] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:19.756099] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:19.906501] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:59:20.056584] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:59:20.056801] [INFO ] [CONFIGURE ] NVST: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T00:59:20.056850] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5737 tests
[2025-10-18T00:59:20.056886] [INFO ] [CONFIGURE ] NVST: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T00:59:20.056917] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_price_divergence']
[2025-10-18T00:59:20.211230] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:59:20.367109] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:20.522624] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:59:20.680130] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:59:20.838166] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:59:21.002055] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:59:21.163862] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:21.323972] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:21.488229] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:59:21.659669] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:59:21.659828] [INFO ] [CONFIGURE ] NVST: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T00:59:21.659873] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5736 tests
[2025-10-18T00:59:21.659906] [INFO ] [CONFIGURE ] NVST: Testing feature 28/29: add_volume_profile
[2025-10-18T00:59:21.659938] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_profile']
[2025-10-18T00:59:21.816499] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:59:21.979809] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:22.183798] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:59:22.410687] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T00:59:22.610339] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T00:59:22.778299] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:59:22.934091] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:23.084980] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:23.240566] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:59:23.391087] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:59:23.391282] [INFO ] [CONFIGURE ] NVST: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T00:59:23.391379] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5735 tests
[2025-10-18T00:59:23.391424] [INFO ] [CONFIGURE ] NVST: Testing feature 29/29: add_vwap
[2025-10-18T00:59:23.391456] [INFO ] [CONFIGURE ] NVST: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_vwap']
[2025-10-18T00:59:23.544933] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:59:23.701795] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:23.875716] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T00:59:24.033275] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T00:59:24.190141] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T00:59:24.340410] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T00:59:24.500563] [DEBUG] [FORECASTER] NVST: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:24.653588] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:24.807876] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T00:59:24.961249] [DEBUG] [FORECASTER] NVST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T00:59:24.961406] [INFO ] [CONFIGURE ] NVST: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T00:59:24.961451] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5734 tests
[2025-10-18T00:59:24.961521] [INFO ] [CONFIGURE ] NVST: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T00:59:24.961578] [INFO ] [CONFIGURE ] NVST: Best accuracy: 70.00%
[2025-10-18T00:59:24.961613] [INFO ] [CONFIGURE ] NVST: Best feature set (2 features): ['add_bollinger_bands', 'add_mfi']
[2025-10-18T00:59:24.961668] [INFO ] [CONFIGURE ] NVST: Improvement over baseline: 30.00%
[2025-10-18T00:59:24.961720] [INFO ] [CONFIGURE ] NVST: Total time: 43.8 seconds
[2025-10-18T00:59:24.961792] [INFO ] [CONFIGURE ] NVST: Average time per feature: 1.5 seconds
[2025-10-18T00:59:24.961844] [INFO ] [CONFIGURE ] NVST: Average speed: 0.66 features/sec
[2025-10-18T00:59:24.962404] [INFO ] [LOCAL     ] Saved configuration for NVST: 2 features, 70.00% accuracy -> ./output/feature-sets/NVST.json
[2025-10-18T00:59:24.962475] [INFO ] [CONFIGURE ] NVST: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T00:59:24.962579] [INFO ] [sig       ] [184/380] Successfully configured NVST | 0.02 sym/s | Total: 2.2h | ETA: 2.3h
[2025-10-18T00:59:24.962672] [INFO ] [sig       ] [185/380] Configuring NVT...
[2025-10-18T00:59:24.962741] [INFO ] [CONFIGURE ] NVT: Configurate test run.
[2025-10-18T00:59:24.962798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVT' from 'https://tdm.silogroup.org/data/derivative_storage/NVT.csv'.
[2025-10-18T00:59:24.976135] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NVT'.
[2025-10-18T00:59:24.976565] [INFO ] [CONFIGURE ] NVT: Testing with 29 available features
[2025-10-18T00:59:24.976625] [INFO ] [CONFIGURE ] NVT: Establishing baseline with no features...
[2025-10-18T00:59:25.087744] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:25.197747] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:25.308144] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:25.419260] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:59:25.532161] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:59:25.645621] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:59:25.758049] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:25.872516] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:59:25.987412] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:59:26.102227] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:59:26.102385] [INFO ] [CONFIGURE ] NVT: Baseline score (no features): 40.00%
[2025-10-18T00:59:26.102428] [INFO ] [CONFIGURE ] NVT: Testing feature 1/29: add_bollinger_bands
[2025-10-18T00:59:26.102461] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands']
[2025-10-18T00:59:26.224829] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T00:59:26.347538] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:26.470779] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:26.596137] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:59:26.724316] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:59:26.853712] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:59:26.980811] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:27.108214] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:27.237093] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:59:27.366223] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:59:27.366383] [INFO ] [CONFIGURE ] NVT: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T00:59:27.366433] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5733 tests
[2025-10-18T00:59:27.366467] [INFO ] [CONFIGURE ] NVT: Testing feature 2/29: add_cumulative_delta
[2025-10-18T00:59:27.366549] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T00:59:27.507188] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:27.648246] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:27.794984] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:27.935757] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:59:28.075248] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:59:28.218076] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:59:28.359758] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:28.504862] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T00:59:28.648619] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:59:28.791781] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:59:28.791980] [INFO ] [CONFIGURE ] NVT: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T00:59:28.792077] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5732 tests
[2025-10-18T00:59:28.792119] [INFO ] [CONFIGURE ] NVT: Testing feature 3/29: add_daily_returns
[2025-10-18T00:59:28.792150] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T00:59:28.917567] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:29.045295] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:29.172942] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:29.301416] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T00:59:29.434833] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:59:29.566172] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:59:29.696043] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:29.827421] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:29.962851] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:59:30.095672] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:59:30.095827] [INFO ] [CONFIGURE ] NVT: KEPT add_daily_returns (score: 60.00%)
[2025-10-18T00:59:30.095871] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5731 tests
[2025-10-18T00:59:30.095904] [INFO ] [CONFIGURE ] NVT: Testing feature 4/29: add_ema
[2025-10-18T00:59:30.095935] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T00:59:30.240894] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:30.387148] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:59:30.537300] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:30.691206] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:59:30.839715] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:59:30.988193] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:59:31.144709] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:31.295874] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:31.446347] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:59:31.615093] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:59:31.615289] [INFO ] [CONFIGURE ] NVT: KEPT add_ema (score: 70.00%)
[2025-10-18T00:59:31.615335] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5730 tests
[2025-10-18T00:59:31.615374] [INFO ] [CONFIGURE ] NVT: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T00:59:31.615408] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T00:59:31.799782] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:31.985062] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:32.167148] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:32.343878] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:59:32.531191] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:59:32.708104] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:59:32.884490] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:33.061555] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:33.252393] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:59:33.442497] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:59:33.442701] [INFO ] [CONFIGURE ] NVT: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T00:59:33.442761] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5729 tests
[2025-10-18T00:59:33.442798] [INFO ] [CONFIGURE ] NVT: Testing feature 6/29: add_failed_moves
[2025-10-18T00:59:33.442829] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves']
[2025-10-18T00:59:33.594535] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:33.747459] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:59:33.901282] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:34.056118] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:59:34.211520] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:59:34.369970] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:59:34.531515] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:34.690497] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:34.849042] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:59:35.006853] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:59:35.007018] [INFO ] [CONFIGURE ] NVT: KEPT add_failed_moves (score: 80.00%)
[2025-10-18T00:59:35.007061] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5728 tests
[2025-10-18T00:59:35.007095] [INFO ] [CONFIGURE ] NVT: Testing feature 7/29: add_lag_shelf
[2025-10-18T00:59:35.007126] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_lag_shelf']
[2025-10-18T00:59:35.159609] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:35.316263] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:35.471007] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:35.630065] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:59:35.788496] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:59:35.949443] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:59:36.108138] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:36.272189] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:36.435748] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:59:36.604415] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:59:36.604583] [INFO ] [CONFIGURE ] NVT: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T00:59:36.604626] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5727 tests
[2025-10-18T00:59:36.604697] [INFO ] [CONFIGURE ] NVT: Testing feature 8/29: add_macd
[2025-10-18T00:59:36.604743] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-10-18T00:59:36.793800] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:37.004545] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:59:37.212100] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:37.411717] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:59:37.611356] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:59:37.813123] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:59:38.020774] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:38.211953] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:38.409315] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:59:38.609165] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:59:38.609346] [INFO ] [CONFIGURE ] NVT: KEPT add_macd (score: 90.00%)
[2025-10-18T00:59:38.609392] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5726 tests
[2025-10-18T00:59:38.609429] [INFO ] [CONFIGURE ] NVT: Testing feature 9/29: add_mfi
[2025-10-18T00:59:38.609462] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T00:59:38.819562] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:39.031202] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:59:39.244914] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:39.457784] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:59:39.680595] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:59:39.903628] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:59:40.112188] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:40.326086] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:40.533281] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:59:40.747312] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:59:40.747572] [INFO ] [CONFIGURE ] NVT: DISCARDED add_mfi (score: 90.00%)
[2025-10-18T00:59:40.747631] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5725 tests
[2025-10-18T00:59:40.747709] [INFO ] [CONFIGURE ] NVT: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T00:59:40.747752] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T00:59:40.959238] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:41.170848] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:59:41.392312] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:41.633895] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:59:41.866560] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:59:42.100406] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:59:42.333391] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:42.571921] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:42.813190] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:59:43.047889] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:59:43.048079] [INFO ] [CONFIGURE ] NVT: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-18T00:59:43.048131] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5724 tests
[2025-10-18T00:59:43.048171] [INFO ] [CONFIGURE ] NVT: Testing feature 11/29: add_obv_daily
[2025-10-18T00:59:43.048205] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-18T00:59:43.263178] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:43.473774] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:59:43.707803] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:43.927859] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:59:44.150321] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:59:44.370604] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:59:44.594368] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:44.822927] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:45.028235] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:59:45.223813] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:59:45.223995] [INFO ] [CONFIGURE ] NVT: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-18T00:59:45.224071] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5723 tests
[2025-10-18T00:59:45.224118] [INFO ] [CONFIGURE ] NVT: Testing feature 12/29: add_obv_interval
[2025-10-18T00:59:45.224155] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-18T00:59:45.410434] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:45.599236] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:59:45.786236] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:45.973829] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:59:46.162046] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:59:46.350727] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:59:46.543724] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:46.732453] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:46.921710] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:59:47.111638] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:59:47.111843] [INFO ] [CONFIGURE ] NVT: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T00:59:47.111889] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5722 tests
[2025-10-18T00:59:47.111924] [INFO ] [CONFIGURE ] NVT: Testing feature 13/29: add_opening_strength
[2025-10-18T00:59:47.111955] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_opening_strength']
[2025-10-18T00:59:47.304162] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:47.495207] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:47.687717] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:47.880914] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:59:48.077396] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T00:59:48.269066] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T00:59:48.463743] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T00:59:48.681571] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:48.889985] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:59:49.089849] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:59:49.090065] [INFO ] [CONFIGURE ] NVT: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T00:59:49.090113] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5721 tests
[2025-10-18T00:59:49.090148] [INFO ] [CONFIGURE ] NVT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T00:59:49.090180] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-18T00:59:49.299840] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:49.512542] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:49.730939] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:49.943761] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:59:50.153773] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:59:50.362362] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:59:50.572603] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:50.781999] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:50.996151] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:59:51.207989] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:59:51.208160] [INFO ] [CONFIGURE ] NVT: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T00:59:51.208203] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5720 tests
[2025-10-18T00:59:51.208238] [INFO ] [CONFIGURE ] NVT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T00:59:51.208271] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-18T00:59:51.397475] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:51.604067] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:59:51.803122] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:51.998851] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:59:52.193259] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:59:52.388366] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:59:52.583191] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:52.774544] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:52.967544] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:59:53.160822] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:59:53.160971] [INFO ] [CONFIGURE ] NVT: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-18T00:59:53.161015] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5719 tests
[2025-10-18T00:59:53.161049] [INFO ] [CONFIGURE ] NVT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T00:59:53.161081] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-18T00:59:53.351346] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:53.544416] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:59:53.740389] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:53.955147] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:59:54.154418] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:59:54.358693] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:59:54.577489] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:54.798131] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:54.994065] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T00:59:55.191107] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T00:59:55.191266] [INFO ] [CONFIGURE ] NVT: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T00:59:55.191310] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5718 tests
[2025-10-18T00:59:55.191345] [INFO ] [CONFIGURE ] NVT: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T00:59:55.191462] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-18T00:59:55.395099] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:55.596730] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T00:59:55.794561] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:55.996684] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:59:56.198600] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:59:56.397873] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:59:56.598518] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:56.799897] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:57.011243] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:59:57.217385] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:59:57.217543] [INFO ] [CONFIGURE ] NVT: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T00:59:57.217587] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5717 tests
[2025-10-18T00:59:57.217622] [INFO ] [CONFIGURE ] NVT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T00:59:57.217683] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-18T00:59:57.407962] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:57.600237] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:59:57.823213] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:58.011522] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T00:59:58.202676] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T00:59:58.398116] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T00:59:58.590285] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T00:59:58.780215] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T00:59:58.969601] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T00:59:59.161920] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T00:59:59.162110] [INFO ] [CONFIGURE ] NVT: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T00:59:59.162156] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5716 tests
[2025-10-18T00:59:59.162191] [INFO ] [CONFIGURE ] NVT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T00:59:59.162222] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-18T00:59:59.345828] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T00:59:59.537091] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T00:59:59.725742] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T00:59:59.919538] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:00:00.105255] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:00:00.290361] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:00:00.476108] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:00:00.662939] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:00.863287] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:01.054846] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:00:01.055021] [INFO ] [CONFIGURE ] NVT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T01:00:01.055066] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5715 tests
[2025-10-18T01:00:01.055102] [INFO ] [CONFIGURE ] NVT: Testing feature 20/29: add_price_rejection
[2025-10-18T01:00:01.055135] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-18T01:00:01.303467] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:00:01.554921] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:00:01.786963] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:00:02.020126] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:00:02.244856] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:00:02.458755] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:00:02.684819] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:00:02.926415] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:03.158988] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:00:03.380963] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:00:03.381154] [INFO ] [CONFIGURE ] NVT: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T01:00:03.381226] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5714 tests
[2025-10-18T01:00:03.381287] [INFO ] [CONFIGURE ] NVT: Testing feature 21/29: add_range_position
[2025-10-18T01:00:03.381323] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-18T01:00:03.598766] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:00:03.837814] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:00:04.058481] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:00:04.273879] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:00:04.491894] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:00:04.712398] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:00:04.925300] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:00:05.140376] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:05.350395] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:05.572396] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:00:05.572586] [INFO ] [CONFIGURE ] NVT: DISCARDED add_range_position (score: 90.00%)
[2025-10-18T01:00:05.572633] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5713 tests
[2025-10-18T01:00:05.572712] [INFO ] [CONFIGURE ] NVT: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:00:05.572755] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-18T01:00:05.822311] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:00:06.046461] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:06.273214] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:00:06.498408] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:00:06.725108] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:00:06.976709] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:00:07.239905] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:00:07.502144] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:07.750219] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:00:08.013065] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:00:08.013287] [INFO ] [CONFIGURE ] NVT: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T01:00:08.013338] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5712 tests
[2025-10-18T01:00:08.013376] [INFO ] [CONFIGURE ] NVT: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:00:08.013412] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-18T01:00:08.213892] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:00:08.410548] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:08.614916] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:08.813823] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:00:09.014940] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:00:09.213160] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:00:09.417557] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:00:09.620796] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:09.820852] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:00:10.028801] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:00:10.028972] [INFO ] [CONFIGURE ] NVT: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:00:10.029016] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5711 tests
[2025-10-18T01:00:10.029052] [INFO ] [CONFIGURE ] NVT: Testing feature 24/29: add_rsi
[2025-10-18T01:00:10.029083] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_rsi']
[2025-10-18T01:00:10.234340] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:00:10.435593] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:00:10.639833] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:00:10.845039] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:00:11.057438] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:00:11.269098] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:00:11.482102] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:00:11.741506] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:11.968985] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:12.209613] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:00:12.209956] [INFO ] [CONFIGURE ] NVT: DISCARDED add_rsi (score: 90.00%)
[2025-10-18T01:00:12.210023] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5710 tests
[2025-10-18T01:00:12.210067] [INFO ] [CONFIGURE ] NVT: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:00:12.210103] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-18T01:00:12.435515] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:00:12.649617] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:00:12.860147] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:00:13.082752] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:00:13.297916] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:00:13.511978] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:00:13.738701] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:00:13.962480] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:14.221030] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:14.499245] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:00:14.499486] [INFO ] [CONFIGURE ] NVT: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T01:00:14.499560] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5709 tests
[2025-10-18T01:00:14.499624] [INFO ] [CONFIGURE ] NVT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:00:14.499701] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-18T01:00:14.774788] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:00:15.072239] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:00:15.328839] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:00:15.540087] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:00:15.735557] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:00:15.929432] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:00:16.130039] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:00:16.334003] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:16.539227] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:16.741428] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:00:16.741662] [INFO ] [CONFIGURE ] NVT: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-18T01:00:16.741729] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5708 tests
[2025-10-18T01:00:16.741771] [INFO ] [CONFIGURE ] NVT: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:00:16.741805] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-18T01:00:16.943845] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:00:17.149151] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:00:17.352325] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:00:17.551736] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:00:17.751782] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:00:17.954557] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:00:18.156254] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:00:18.356190] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:18.559926] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:18.762205] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:00:18.762366] [INFO ] [CONFIGURE ] NVT: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-18T01:00:18.762408] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5707 tests
[2025-10-18T01:00:18.762443] [INFO ] [CONFIGURE ] NVT: Testing feature 28/29: add_volume_profile
[2025-10-18T01:00:18.762474] [INFO ] [CONFIGURE ] NVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-18T01:00:18.947579] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:00:19.134173] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:19.320260] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:00:19.505843] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:00:19.693212] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:00:19.896947] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:00:20.089253] [DEBUG] [FORECASTER] NVT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:00:20.287495] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:20.487518] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:20.693514] [DEBUG] [FORECASTER] NVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:00:20.693745] [INFO ] [CONFIGURE ] NVT: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T01:00:20.693811] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5706 tests
[2025-10-18T01:00:20.693857] [INFO ] [CONFIGURE ] NVT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:00:20.693895] [INFO ] [CONFIGURE ] NVT: Best accuracy: 90.00%
[2025-10-18T01:00:20.693929] [INFO ] [CONFIGURE ] NVT: Best feature set (6 features): ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-10-18T01:00:20.693957] [INFO ] [CONFIGURE ] NVT: Improvement over baseline: 50.00%
[2025-10-18T01:00:20.693984] [INFO ] [CONFIGURE ] NVT: Total time: 54.6 seconds
[2025-10-18T01:00:20.694010] [INFO ] [CONFIGURE ] NVT: Average time per feature: 1.9 seconds
[2025-10-18T01:00:20.694036] [INFO ] [CONFIGURE ] NVT: Average speed: 0.53 features/sec
[2025-10-18T01:00:20.694524] [INFO ] [LOCAL     ] Saved configuration for NVT: 6 features, 90.00% accuracy -> ./output/feature-sets/NVT.json
[2025-10-18T01:00:20.694594] [INFO ] [CONFIGURE ] NVT: Configuration saved successfully: 6 features, 90.00% accuracy.
[2025-10-18T01:00:20.694713] [INFO ] [sig       ] [185/380] Successfully configured NVT | 0.02 sym/s | Total: 2.2h | ETA: 2.3h
[2025-10-18T01:00:20.694793] [INFO ] [sig       ] [186/380] Configuring NWG...
[2025-10-18T01:00:20.694857] [INFO ] [CONFIGURE ] NWG: Configurate test run.
[2025-10-18T01:00:20.694913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-10-18T01:00:20.707723] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NWG'.
[2025-10-18T01:00:20.708153] [INFO ] [CONFIGURE ] NWG: Testing with 29 available features
[2025-10-18T01:00:20.708211] [INFO ] [CONFIGURE ] NWG: Establishing baseline with no features...
[2025-10-18T01:00:20.811287] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:20.912546] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:00:21.015381] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:21.116568] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:00:21.218759] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:21.323511] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:21.426321] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:00:21.529309] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:21.633413] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:21.737230] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:21.737351] [INFO ] [CONFIGURE ] NWG: Baseline score (no features): 30.00%
[2025-10-18T01:00:21.737413] [INFO ] [CONFIGURE ] NWG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:00:21.737447] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:00:21.851946] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:21.980820] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:22.094824] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:22.208218] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:00:22.321400] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:22.434896] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:22.554013] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:22.674939] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:22.799868] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:22.920914] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:22.921044] [INFO ] [CONFIGURE ] NWG: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-18T01:00:22.921087] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5705 tests
[2025-10-18T01:00:22.921121] [INFO ] [CONFIGURE ] NWG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:00:22.921152] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:00:23.056236] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:00:23.191568] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:23.327670] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:23.464833] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:00:23.602361] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:23.740380] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:23.877232] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:00:24.014143] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:24.154799] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:24.290540] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:00:24.290700] [INFO ] [CONFIGURE ] NWG: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T01:00:24.290757] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5704 tests
[2025-10-18T01:00:24.290793] [INFO ] [CONFIGURE ] NWG: Testing feature 3/29: add_daily_returns
[2025-10-18T01:00:24.290824] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:00:24.410814] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:24.529863] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:24.649321] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:24.770744] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:00:24.891785] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:25.041600] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:25.162459] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:25.285580] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:25.410377] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:25.538728] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:25.538887] [INFO ] [CONFIGURE ] NWG: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T01:00:25.538932] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5703 tests
[2025-10-18T01:00:25.538967] [INFO ] [CONFIGURE ] NWG: Testing feature 4/29: add_ema
[2025-10-18T01:00:25.538999] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:00:25.673912] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:25.805161] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:25.937826] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:26.069489] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:00:26.201583] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:26.333877] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:26.466790] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:26.607503] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:26.757528] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:00:26.910974] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:26.911179] [INFO ] [CONFIGURE ] NWG: DISCARDED add_ema (score: 30.00%)
[2025-10-18T01:00:26.911239] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5702 tests
[2025-10-18T01:00:26.911360] [INFO ] [CONFIGURE ] NWG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:00:26.911417] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:00:27.070270] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:27.244990] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:27.392166] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:27.531757] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:00:27.672338] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:27.813912] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:27.956996] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:28.110452] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:28.255437] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:28.401072] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:28.401232] [INFO ] [CONFIGURE ] NWG: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T01:00:28.401276] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5701 tests
[2025-10-18T01:00:28.401310] [INFO ] [CONFIGURE ] NWG: Testing feature 6/29: add_failed_moves
[2025-10-18T01:00:28.401394] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:00:28.520620] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:28.642563] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:28.763610] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:28.887093] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:00:29.010950] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:29.138206] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:29.265034] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:29.398327] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:29.530913] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:29.660783] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:29.660940] [INFO ] [CONFIGURE ] NWG: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T01:00:29.660987] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5700 tests
[2025-10-18T01:00:29.661023] [INFO ] [CONFIGURE ] NWG: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:00:29.661054] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:00:29.783846] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:00:29.902414] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:30.020443] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:30.138431] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:00:30.259407] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:30.388551] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:30.505976] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:30.619614] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:30.733144] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:30.848198] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:30.848343] [INFO ] [CONFIGURE ] NWG: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T01:00:30.848387] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5699 tests
[2025-10-18T01:00:30.848422] [INFO ] [CONFIGURE ] NWG: Testing feature 8/29: add_macd
[2025-10-18T01:00:30.848454] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T01:00:30.995604] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:00:31.143627] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:31.291507] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:31.443798] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:00:31.592476] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:31.743681] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:31.897210] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:32.053356] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:32.204580] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:32.355796] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:32.355949] [INFO ] [CONFIGURE ] NWG: DISCARDED add_macd (score: 40.00%)
[2025-10-18T01:00:32.355993] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5698 tests
[2025-10-18T01:00:32.356028] [INFO ] [CONFIGURE ] NWG: Testing feature 9/29: add_mfi
[2025-10-18T01:00:32.356058] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:00:32.479575] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:00:32.603825] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:32.729251] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:32.859260] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:00:32.985815] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:33.112778] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:33.240425] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:33.370060] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:33.512317] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:33.651166] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:33.651368] [INFO ] [CONFIGURE ] NWG: KEPT add_mfi (score: 50.00%)
[2025-10-18T01:00:33.651415] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5697 tests
[2025-10-18T01:00:33.651451] [INFO ] [CONFIGURE ] NWG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:00:33.651484] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:00:33.813557] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:33.975430] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:34.167257] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:00:34.329260] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:00:34.487440] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:34.649147] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:34.810233] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:34.976910] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:35.140172] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:35.304529] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:35.304700] [INFO ] [CONFIGURE ] NWG: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:00:35.304832] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5696 tests
[2025-10-18T01:00:35.304874] [INFO ] [CONFIGURE ] NWG: Testing feature 11/29: add_obv_daily
[2025-10-18T01:00:35.304907] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily']
[2025-10-18T01:00:35.590857] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:00:35.733807] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:00:35.873269] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:36.013817] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:00:36.154350] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:36.294754] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:36.442224] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:36.585448] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:36.728563] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:00:36.876251] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:36.876438] [INFO ] [CONFIGURE ] NWG: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:00:36.876484] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5695 tests
[2025-10-18T01:00:36.876519] [INFO ] [CONFIGURE ] NWG: Testing feature 12/29: add_obv_interval
[2025-10-18T01:00:36.876551] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval']
[2025-10-18T01:00:37.020177] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:37.202156] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:37.342763] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:00:37.491914] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:00:37.634448] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:37.772539] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:37.920362] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:38.064002] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:38.209189] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:38.353262] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:38.353446] [INFO ] [CONFIGURE ] NWG: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:00:38.353518] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5694 tests
[2025-10-18T01:00:38.353572] [INFO ] [CONFIGURE ] NWG: Testing feature 13/29: add_opening_strength
[2025-10-18T01:00:38.353608] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:00:38.504151] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:38.666630] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:38.831271] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:38.984410] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:00:39.147263] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:39.322385] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:39.480611] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:39.643773] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:00:39.811369] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:39.968622] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:39.968828] [INFO ] [CONFIGURE ] NWG: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-18T01:00:39.968902] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5693 tests
[2025-10-18T01:00:39.968961] [INFO ] [CONFIGURE ] NWG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:00:39.968996] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T01:00:40.122880] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:40.270071] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:40.421483] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:40.577449] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:00:40.740798] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:40.898635] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:41.048346] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:41.197788] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:41.347818] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:41.508938] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:41.509204] [INFO ] [CONFIGURE ] NWG: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-18T01:00:41.509286] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5692 tests
[2025-10-18T01:00:41.509346] [INFO ] [CONFIGURE ] NWG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:00:41.509383] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T01:00:41.642797] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:41.776224] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:41.910781] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:42.053410] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:00:42.200973] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:42.348418] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:42.496207] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:42.644702] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:42.789753] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:42.938818] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:42.939071] [INFO ] [CONFIGURE ] NWG: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T01:00:42.939135] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5691 tests
[2025-10-18T01:00:42.939174] [INFO ] [CONFIGURE ] NWG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:00:42.939207] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T01:00:43.085409] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:43.235882] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:43.409018] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:00:43.558566] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:00:43.713449] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:43.863868] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:44.015460] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:44.170177] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:44.325587] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:44.478074] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:44.478237] [INFO ] [CONFIGURE ] NWG: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T01:00:44.478283] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5690 tests
[2025-10-18T01:00:44.478319] [INFO ] [CONFIGURE ] NWG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:00:44.478353] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_return_2d']
[2025-10-18T01:00:44.629387] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:44.786464] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:44.941902] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:45.096635] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:00:45.246834] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:45.405985] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:45.578257] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:45.738739] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:45.902162] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:46.062556] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:46.062804] [INFO ] [CONFIGURE ] NWG: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T01:00:46.062875] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5689 tests
[2025-10-18T01:00:46.062936] [INFO ] [CONFIGURE ] NWG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:00:46.062974] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T01:00:46.202961] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:46.341690] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:46.485766] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:46.626883] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:00:46.768582] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:46.910044] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:47.052783] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:47.196150] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:47.344802] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:47.490903] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:47.491086] [INFO ] [CONFIGURE ] NWG: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-18T01:00:47.491130] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5688 tests
[2025-10-18T01:00:47.491167] [INFO ] [CONFIGURE ] NWG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:00:47.491198] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T01:00:47.631130] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:47.771138] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:47.910971] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:48.056997] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:00:48.194632] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:48.333208] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:48.473170] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:48.614907] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:48.764115] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:48.910611] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:48.910780] [INFO ] [CONFIGURE ] NWG: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T01:00:48.910846] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5687 tests
[2025-10-18T01:00:48.910905] [INFO ] [CONFIGURE ] NWG: Testing feature 20/29: add_price_rejection
[2025-10-18T01:00:48.910940] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_price_rejection']
[2025-10-18T01:00:49.080565] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:00:49.236331] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:49.390592] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:49.544109] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:00:49.698556] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:49.853861] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:50.010457] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:50.174636] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:50.337985] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:50.498127] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:50.498297] [INFO ] [CONFIGURE ] NWG: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T01:00:50.498342] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5686 tests
[2025-10-18T01:00:50.498378] [INFO ] [CONFIGURE ] NWG: Testing feature 21/29: add_range_position
[2025-10-18T01:00:50.498409] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_range_position']
[2025-10-18T01:00:50.660274] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:00:50.823125] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:50.986311] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:51.163998] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:00:51.327497] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:51.493404] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:51.660173] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:51.829992] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:51.997930] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:00:52.167451] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:52.167615] [INFO ] [CONFIGURE ] NWG: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T01:00:52.167693] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5685 tests
[2025-10-18T01:00:52.167744] [INFO ] [CONFIGURE ] NWG: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:00:52.167777] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility']
[2025-10-18T01:00:52.348313] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:52.543787] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:52.733860] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:52.912105] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:00:53.096186] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:53.280392] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:53.474085] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:53.666937] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:53.854544] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:54.051575] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:54.051828] [INFO ] [CONFIGURE ] NWG: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T01:00:54.051883] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5684 tests
[2025-10-18T01:00:54.051961] [INFO ] [CONFIGURE ] NWG: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:00:54.052015] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_recent_range_context']
[2025-10-18T01:00:54.203844] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:54.357766] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:54.511746] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:54.664938] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:00:54.817187] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:54.970583] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:55.123371] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:55.278871] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:55.433683] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:55.591099] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:55.591268] [INFO ] [CONFIGURE ] NWG: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-18T01:00:55.591313] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5683 tests
[2025-10-18T01:00:55.591349] [INFO ] [CONFIGURE ] NWG: Testing feature 24/29: add_rsi
[2025-10-18T01:00:55.591382] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_ema', 'add_rsi']
[2025-10-18T01:00:55.760956] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:00:55.933895] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:56.111805] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:00:56.291160] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:00:56.463261] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:56.637311] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:56.814048] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:00:56.985810] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:00:57.159032] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:00:57.342693] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:57.342874] [INFO ] [CONFIGURE ] NWG: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T01:00:57.342918] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5682 tests
[2025-10-18T01:00:57.342953] [INFO ] [CONFIGURE ] NWG: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:00:57.342986] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution']
[2025-10-18T01:00:57.490024] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:57.639329] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:57.798797] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:57.949287] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:00:58.109159] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:58.261302] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:00:58.415849] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:00:58.588726] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:00:58.753469] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:00:58.929367] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:00:58.929542] [INFO ] [CONFIGURE ] NWG: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T01:00:58.929587] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5681 tests
[2025-10-18T01:00:58.929623] [INFO ] [CONFIGURE ] NWG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:00:58.929687] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T01:00:59.091995] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:00:59.251993] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:00:59.400295] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:00:59.552479] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:00:59.702898] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:00:59.853729] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:01:00.001455] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:01:00.153979] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:00.313945] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:00.461512] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:01:00.461695] [INFO ] [CONFIGURE ] NWG: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-18T01:01:00.461754] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5680 tests
[2025-10-18T01:01:00.461792] [INFO ] [CONFIGURE ] NWG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:01:00.461824] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_price_divergence']
[2025-10-18T01:01:00.623027] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:00.788444] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:01:00.944047] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:01:01.105628] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:01:01.297529] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:01:01.470321] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:01:01.646516] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:01:01.812087] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:01.970414] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:02.133226] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:01:02.133397] [INFO ] [CONFIGURE ] NWG: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-18T01:01:02.133439] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5679 tests
[2025-10-18T01:01:02.133475] [INFO ] [CONFIGURE ] NWG: Testing feature 28/29: add_volume_profile
[2025-10-18T01:01:02.133506] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_profile']
[2025-10-18T01:01:02.288984] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:02.446579] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:01:02.610293] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:01:02.779927] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:01:02.946326] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:01:03.118351] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:01:03.291579] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:01:03.459698] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:03.633563] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:03.811639] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:01:03.811841] [INFO ] [CONFIGURE ] NWG: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-18T01:01:03.811888] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5678 tests
[2025-10-18T01:01:03.811923] [INFO ] [CONFIGURE ] NWG: Testing feature 29/29: add_vwap
[2025-10-18T01:01:03.811955] [INFO ] [CONFIGURE ] NWG: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_vwap']
[2025-10-18T01:01:03.989331] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:04.167457] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:01:04.339199] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:01:04.502184] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:01:04.662497] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:01:04.823592] [DEBUG] [FORECASTER] NWG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:01:04.984519] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:01:05.141157] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:05.298218] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:05.458234] [DEBUG] [FORECASTER] NWG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:01:05.458431] [INFO ] [CONFIGURE ] NWG: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T01:01:05.458493] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5677 tests
[2025-10-18T01:01:05.458531] [INFO ] [CONFIGURE ] NWG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:01:05.458624] [INFO ] [CONFIGURE ] NWG: Best accuracy: 50.00%
[2025-10-18T01:01:05.458704] [INFO ] [CONFIGURE ] NWG: Best feature set (2 features): ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:01:05.458753] [INFO ] [CONFIGURE ] NWG: Improvement over baseline: 20.00%
[2025-10-18T01:01:05.458782] [INFO ] [CONFIGURE ] NWG: Total time: 43.7 seconds
[2025-10-18T01:01:05.458810] [INFO ] [CONFIGURE ] NWG: Average time per feature: 1.5 seconds
[2025-10-18T01:01:05.458838] [INFO ] [CONFIGURE ] NWG: Average speed: 0.66 features/sec
[2025-10-18T01:01:05.459265] [INFO ] [LOCAL     ] Saved configuration for NWG: 2 features, 50.00% accuracy -> ./output/feature-sets/NWG.json
[2025-10-18T01:01:05.459343] [INFO ] [CONFIGURE ] NWG: Configuration saved successfully: 2 features, 50.00% accuracy.
[2025-10-18T01:01:05.459423] [INFO ] [sig       ] [186/380] Successfully configured NWG | 0.02 sym/s | Total: 2.2h | ETA: 2.3h
[2025-10-18T01:01:05.459492] [INFO ] [sig       ] [187/380] Configuring NWN...
[2025-10-18T01:01:05.459577] [INFO ] [CONFIGURE ] NWN: Configurate test run.
[2025-10-18T01:01:05.459633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWN' from 'https://tdm.silogroup.org/data/derivative_storage/NWN.csv'.
[2025-10-18T01:01:05.473056] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NWN'.
[2025-10-18T01:01:05.473478] [INFO ] [CONFIGURE ] NWN: Testing with 29 available features
[2025-10-18T01:01:05.473537] [INFO ] [CONFIGURE ] NWN: Establishing baseline with no features...
[2025-10-18T01:01:05.585206] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:01:05.692894] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:05.802666] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:01:05.914369] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:06.024070] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:01:06.133467] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:01:06.246083] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:06.360752] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:06.471184] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:06.582504] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:06.582674] [INFO ] [CONFIGURE ] NWN: Baseline score (no features): 60.00%
[2025-10-18T01:01:06.582734] [INFO ] [CONFIGURE ] NWN: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:01:06.582770] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:01:06.705751] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:06.831319] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:06.963378] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:07.123742] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:07.275302] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:07.440574] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:07.608201] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:07.759412] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:07.890402] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:08.042354] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:08.042546] [INFO ] [CONFIGURE ] NWN: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T01:01:08.042592] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5676 tests
[2025-10-18T01:01:08.042629] [INFO ] [CONFIGURE ] NWN: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:01:08.042699] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:01:08.182244] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:01:08.327454] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:08.456317] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:08.585950] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:08.718690] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:08.851170] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:01:08.980175] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:01:09.111928] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:01:09.245013] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:01:09.378298] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:09.378473] [INFO ] [CONFIGURE ] NWN: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T01:01:09.378516] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5675 tests
[2025-10-18T01:01:09.378552] [INFO ] [CONFIGURE ] NWN: Testing feature 3/29: add_daily_returns
[2025-10-18T01:01:09.378583] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_daily_returns']
[2025-10-18T01:01:09.491924] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:09.605552] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:09.717305] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:09.830840] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:09.941055] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:10.052211] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:10.163413] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:10.275835] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:01:10.393305] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:01:10.508360] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:10.508531] [INFO ] [CONFIGURE ] NWN: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T01:01:10.508576] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5674 tests
[2025-10-18T01:01:10.508611] [INFO ] [CONFIGURE ] NWN: Testing feature 4/29: add_ema
[2025-10-18T01:01:10.508662] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_ema']
[2025-10-18T01:01:10.631330] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:10.755509] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:10.872546] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:10.995082] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:01:11.131618] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:11.262758] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:01:11.395513] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:11.530481] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:01:11.656783] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:11.783723] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:11.783904] [INFO ] [CONFIGURE ] NWN: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:01:11.783956] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5673 tests
[2025-10-18T01:01:11.783999] [INFO ] [CONFIGURE ] NWN: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:01:11.784036] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:01:11.912579] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:12.040732] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:12.171834] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:12.305333] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:12.438223] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:12.571413] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:01:12.705710] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:01:12.850413] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:13.003055] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:01:13.144924] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:13.145110] [INFO ] [CONFIGURE ] NWN: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T01:01:13.145156] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5672 tests
[2025-10-18T01:01:13.145191] [INFO ] [CONFIGURE ] NWN: Testing feature 6/29: add_failed_moves
[2025-10-18T01:01:13.145223] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_failed_moves']
[2025-10-18T01:01:13.271117] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:01:13.390162] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:13.510763] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:01:13.630227] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:13.774143] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:01:13.894667] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:01:14.015884] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:14.133572] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:14.250870] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:14.369878] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:14.370051] [INFO ] [CONFIGURE ] NWN: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:01:14.370097] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5671 tests
[2025-10-18T01:01:14.370132] [INFO ] [CONFIGURE ] NWN: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:01:14.370164] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_lag_shelf']
[2025-10-18T01:01:14.469770] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:01:14.571614] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:14.673611] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:01:14.777368] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:14.877568] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:01:14.977426] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:01:15.078586] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:15.181981] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:15.286425] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:15.398383] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:15.398541] [INFO ] [CONFIGURE ] NWN: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:01:15.398583] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5670 tests
[2025-10-18T01:01:15.398618] [INFO ] [CONFIGURE ] NWN: Testing feature 8/29: add_macd
[2025-10-18T01:01:15.398691] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:01:15.542836] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:15.684318] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:15.824748] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:15.978506] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:16.122472] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:01:16.268324] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:16.415460] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:16.557854] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:01:16.699503] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:01:16.842872] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:16.843045] [INFO ] [CONFIGURE ] NWN: DISCARDED add_macd (score: 30.00%)
[2025-10-18T01:01:16.843093] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5669 tests
[2025-10-18T01:01:16.843131] [INFO ] [CONFIGURE ] NWN: Testing feature 9/29: add_mfi
[2025-10-18T01:01:16.843241] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_mfi']
[2025-10-18T01:01:16.963128] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:17.082541] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:17.201172] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:17.321963] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:17.443401] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:17.563506] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:17.686207] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:17.810168] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:17.929995] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:01:18.062218] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:18.062405] [INFO ] [CONFIGURE ] NWN: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T01:01:18.062449] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5668 tests
[2025-10-18T01:01:18.062485] [INFO ] [CONFIGURE ] NWN: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:01:18.062516] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:01:18.193212] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:01:18.324127] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:18.455606] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:01:18.586725] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:18.719127] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:18.859130] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:18.993048] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:19.128748] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:19.265319] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:19.405636] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:19.405801] [INFO ] [CONFIGURE ] NWN: KEPT add_momentum_acceleration (score: 80.00%)
[2025-10-18T01:01:19.405847] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5667 tests
[2025-10-18T01:01:19.405880] [INFO ] [CONFIGURE ] NWN: Testing feature 11/29: add_obv_daily
[2025-10-18T01:01:19.405911] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T01:01:19.553937] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:01:19.694277] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:19.848228] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:19.991043] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:20.134256] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:20.279924] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:20.428288] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:20.571831] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:20.716861] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:20.862458] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:20.862659] [INFO ] [CONFIGURE ] NWN: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T01:01:20.862723] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5666 tests
[2025-10-18T01:01:20.862761] [INFO ] [CONFIGURE ] NWN: Testing feature 12/29: add_obv_interval
[2025-10-18T01:01:20.862793] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-18T01:01:21.001808] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:01:21.145217] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:21.284366] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:21.423577] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:21.563496] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:21.704401] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:21.848627] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:01:21.997585] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:22.141041] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:01:22.283936] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:22.284096] [INFO ] [CONFIGURE ] NWN: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:01:22.284140] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5665 tests
[2025-10-18T01:01:22.284221] [INFO ] [CONFIGURE ] NWN: Testing feature 13/29: add_opening_strength
[2025-10-18T01:01:22.284273] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:01:22.435544] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:22.586542] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:22.742609] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:22.893556] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:23.045206] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:23.198094] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:23.352561] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:01:23.514585] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:01:23.669956] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:01:23.826915] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:23.827170] [INFO ] [CONFIGURE ] NWN: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-18T01:01:23.827219] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5664 tests
[2025-10-18T01:01:23.827254] [INFO ] [CONFIGURE ] NWN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:01:23.827286] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-18T01:01:23.981147] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:01:24.136588] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:01:24.294796] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:01:24.448278] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:01:24.600967] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:24.755313] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:24.909691] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:01:25.069147] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:01:25.224389] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:25.381076] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:25.381280] [INFO ] [CONFIGURE ] NWN: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:01:25.381342] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5663 tests
[2025-10-18T01:01:25.381380] [INFO ] [CONFIGURE ] NWN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:01:25.381411] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-18T01:01:25.522740] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:25.667699] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:25.814956] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:25.958832] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:26.103002] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:26.246780] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:26.391943] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:26.536617] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:26.687633] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:26.836624] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:26.836841] [INFO ] [CONFIGURE ] NWN: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T01:01:26.836891] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5662 tests
[2025-10-18T01:01:26.836925] [INFO ] [CONFIGURE ] NWN: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:01:26.836956] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-18T01:01:26.983759] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:27.134505] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:27.281805] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:27.437716] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:27.589537] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:27.739512] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:27.892438] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:28.047585] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:28.205064] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:01:28.357342] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:28.357523] [INFO ] [CONFIGURE ] NWN: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T01:01:28.357566] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5661 tests
[2025-10-18T01:01:28.357601] [INFO ] [CONFIGURE ] NWN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:01:28.357633] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-18T01:01:28.494441] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:01:28.633554] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:28.773524] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:28.933259] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:29.072773] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:29.216839] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:29.361496] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:29.503160] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:29.645921] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:29.794886] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:29.795074] [INFO ] [CONFIGURE ] NWN: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:01:29.795124] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5660 tests
[2025-10-18T01:01:29.795160] [INFO ] [CONFIGURE ] NWN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:01:29.795245] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-18T01:01:29.929943] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:01:30.064557] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:30.200576] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:01:30.337775] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:30.479125] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:30.622693] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:30.760010] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:30.901569] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:31.040852] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:31.179836] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:31.180014] [INFO ] [CONFIGURE ] NWN: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T01:01:31.180059] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5659 tests
[2025-10-18T01:01:31.180094] [INFO ] [CONFIGURE ] NWN: Testing feature 20/29: add_price_rejection
[2025-10-18T01:01:31.180126] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-18T01:01:31.331864] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:01:31.479106] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:31.632807] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:31.796907] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:31.970838] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:32.126048] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:32.279930] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:32.435188] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:32.589373] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:01:32.748621] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:32.748837] [INFO ] [CONFIGURE ] NWN: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:01:32.748886] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5658 tests
[2025-10-18T01:01:32.748923] [INFO ] [CONFIGURE ] NWN: Testing feature 21/29: add_range_position
[2025-10-18T01:01:32.748955] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-18T01:01:32.909622] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:33.068628] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:33.223905] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:33.380122] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:33.537424] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:33.700535] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:33.862993] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:34.023471] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:34.183434] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:01:34.349195] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:34.349364] [INFO ] [CONFIGURE ] NWN: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:01:34.349410] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5657 tests
[2025-10-18T01:01:34.349448] [INFO ] [CONFIGURE ] NWN: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:01:34.349481] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-18T01:01:34.531696] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:34.713618] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:01:34.891395] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:35.071403] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:35.252383] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:35.435892] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:35.617399] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:35.804459] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:35.990344] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:01:36.179670] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:36.179894] [INFO ] [CONFIGURE ] NWN: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T01:01:36.179958] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5656 tests
[2025-10-18T01:01:36.180017] [INFO ] [CONFIGURE ] NWN: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:01:36.180052] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-18T01:01:36.335786] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:36.491729] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:36.645884] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:36.800061] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:36.954717] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:37.111278] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:37.266179] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:37.420545] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:37.575057] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:37.732333] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:37.732571] [INFO ] [CONFIGURE ] NWN: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:01:37.732635] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5655 tests
[2025-10-18T01:01:37.732729] [INFO ] [CONFIGURE ] NWN: Testing feature 24/29: add_rsi
[2025-10-18T01:01:37.732767] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-18T01:01:37.906473] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:38.078017] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:38.258079] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:38.431327] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:38.601406] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:38.773965] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:38.941477] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:39.109175] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:39.291300] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:39.473673] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:39.473938] [INFO ] [CONFIGURE ] NWN: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:01:39.474015] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5654 tests
[2025-10-18T01:01:39.474068] [INFO ] [CONFIGURE ] NWN: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:01:39.474132] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-18T01:01:39.632813] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:01:39.796528] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:39.950833] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:01:40.099818] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:40.248181] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:40.404700] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:40.558555] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:40.711257] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:40.865221] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:41.062117] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:41.062370] [INFO ] [CONFIGURE ] NWN: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:01:41.062424] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5653 tests
[2025-10-18T01:01:41.062463] [INFO ] [CONFIGURE ] NWN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:01:41.062497] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-18T01:01:41.216777] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:41.368903] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:41.522320] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:41.673520] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:41.826445] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:41.977669] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:42.132096] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:42.285157] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:42.438926] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:42.596679] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:42.596872] [INFO ] [CONFIGURE ] NWN: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:01:42.596918] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5652 tests
[2025-10-18T01:01:42.596958] [INFO ] [CONFIGURE ] NWN: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:01:42.596991] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-18T01:01:42.759456] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:01:42.934942] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:43.119345] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:43.290232] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:43.464255] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:43.632318] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:43.798037] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:43.965000] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:01:44.133941] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:01:44.305834] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:44.306025] [INFO ] [CONFIGURE ] NWN: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:01:44.306072] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5651 tests
[2025-10-18T01:01:44.306109] [INFO ] [CONFIGURE ] NWN: Testing feature 28/29: add_volume_profile
[2025-10-18T01:01:44.306142] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-18T01:01:44.457555] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:01:44.609285] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:44.760970] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:44.917672] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:45.079451] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:45.246677] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:01:45.413308] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:45.564782] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:45.720119] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:45.880312] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:45.880522] [INFO ] [CONFIGURE ] NWN: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:01:45.880569] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5650 tests
[2025-10-18T01:01:45.880682] [INFO ] [CONFIGURE ] NWN: Testing feature 29/29: add_vwap
[2025-10-18T01:01:45.880735] [INFO ] [CONFIGURE ] NWN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-18T01:01:46.036696] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:46.196839] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:46.356639] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:01:46.512024] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:01:46.665522] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:01:46.820039] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:46.979206] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:01:47.160678] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:47.317697] [DEBUG] [FORECASTER] NWN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:01:47.475471] [DEBUG] [FORECASTER] NWN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:01:47.475665] [INFO ] [CONFIGURE ] NWN: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T01:01:47.475730] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5649 tests
[2025-10-18T01:01:47.475771] [INFO ] [CONFIGURE ] NWN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:01:47.475803] [INFO ] [CONFIGURE ] NWN: Best accuracy: 80.00%
[2025-10-18T01:01:47.475836] [INFO ] [CONFIGURE ] NWN: Best feature set (2 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:01:47.475866] [INFO ] [CONFIGURE ] NWN: Improvement over baseline: 20.00%
[2025-10-18T01:01:47.475896] [INFO ] [CONFIGURE ] NWN: Total time: 40.9 seconds
[2025-10-18T01:01:47.475925] [INFO ] [CONFIGURE ] NWN: Average time per feature: 1.5 seconds
[2025-10-18T01:01:47.475955] [INFO ] [CONFIGURE ] NWN: Average speed: 0.71 features/sec
[2025-10-18T01:01:47.476537] [INFO ] [LOCAL     ] Saved configuration for NWN: 2 features, 80.00% accuracy -> ./output/feature-sets/NWN.json
[2025-10-18T01:01:47.476609] [INFO ] [CONFIGURE ] NWN: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T01:01:47.476713] [INFO ] [sig       ] [187/380] Successfully configured NWN | 0.02 sym/s | Total: 2.2h | ETA: 2.3h
[2025-10-18T01:01:47.476783] [INFO ] [sig       ] [188/380] Configuring NX...
[2025-10-18T01:01:47.476855] [INFO ] [CONFIGURE ] NX: Configurate test run.
[2025-10-18T01:01:47.476914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-10-18T01:01:47.490556] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NX'.
[2025-10-18T01:01:47.490948] [INFO ] [CONFIGURE ] NX: Testing with 29 available features
[2025-10-18T01:01:47.491007] [INFO ] [CONFIGURE ] NX: Establishing baseline with no features...
[2025-10-18T01:01:47.599605] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:47.705971] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:47.813992] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:01:47.925566] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:01:48.035953] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:01:48.147104] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:01:48.256117] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:01:48.365747] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:01:48.476953] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:01:48.594899] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:01:48.595090] [INFO ] [CONFIGURE ] NX: Baseline score (no features): 60.00%
[2025-10-18T01:01:48.595187] [INFO ] [CONFIGURE ] NX: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:01:48.595233] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:01:48.724301] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:48.849433] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:01:48.969506] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:01:49.097517] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:01:49.219256] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:01:49.341209] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:01:49.464105] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:01:49.589662] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:01:49.715147] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:01:49.844085] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:01:49.844245] [INFO ] [CONFIGURE ] NX: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T01:01:49.844290] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5648 tests
[2025-10-18T01:01:49.844323] [INFO ] [CONFIGURE ] NX: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:01:49.844353] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:01:49.966934] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:50.090836] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:50.242833] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:01:50.362347] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:01:50.481906] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:01:50.601990] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:01:50.735292] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:01:50.859780] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:01:50.984118] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:01:51.108375] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:01:51.108555] [INFO ] [CONFIGURE ] NX: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T01:01:51.108617] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5647 tests
[2025-10-18T01:01:51.108684] [INFO ] [CONFIGURE ] NX: Testing feature 3/29: add_daily_returns
[2025-10-18T01:01:51.108775] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_daily_returns']
[2025-10-18T01:01:51.215931] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:51.324712] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:01:51.433557] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:01:51.548519] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:01:51.670253] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:01:51.785700] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:01:51.909978] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:01:52.025173] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:01:52.145426] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:01:52.260080] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:01:52.260252] [INFO ] [CONFIGURE ] NX: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T01:01:52.260297] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5646 tests
[2025-10-18T01:01:52.260332] [INFO ] [CONFIGURE ] NX: Testing feature 4/29: add_ema
[2025-10-18T01:01:52.260364] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_ema']
[2025-10-18T01:01:52.386439] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:52.510662] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:01:52.636693] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:01:52.763187] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:01:52.889972] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:01:53.017355] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:01:53.145339] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:01:53.274115] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:01:53.398674] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:01:53.526126] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:01:53.526314] [INFO ] [CONFIGURE ] NX: DISCARDED add_ema (score: 30.00%)
[2025-10-18T01:01:53.526359] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5645 tests
[2025-10-18T01:01:53.526395] [INFO ] [CONFIGURE ] NX: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:01:53.526427] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:01:53.656465] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:53.790599] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:01:53.921342] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:01:54.053630] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:01:54.185661] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:01:54.322631] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:01:54.458315] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:01:54.599961] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:54.744734] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:01:54.883056] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:01:54.883236] [INFO ] [CONFIGURE ] NX: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:01:54.883283] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5644 tests
[2025-10-18T01:01:54.883320] [INFO ] [CONFIGURE ] NX: Testing feature 6/29: add_failed_moves
[2025-10-18T01:01:54.883352] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_failed_moves']
[2025-10-18T01:01:54.995256] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:55.110639] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:55.221210] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:01:55.403714] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:01:55.513773] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:01:55.626175] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:01:55.739380] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:01:55.852309] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:01:55.964806] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:01:56.077820] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:01:56.077999] [INFO ] [CONFIGURE ] NX: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:01:56.078059] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5643 tests
[2025-10-18T01:01:56.078094] [INFO ] [CONFIGURE ] NX: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:01:56.078124] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_lag_shelf']
[2025-10-18T01:01:56.178357] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:56.289787] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:01:56.391016] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:01:56.494223] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:01:56.596559] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:01:56.700277] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:01:56.804272] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:01:56.910935] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:01:57.015395] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:01:57.123757] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:01:57.123905] [INFO ] [CONFIGURE ] NX: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:01:57.123948] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5642 tests
[2025-10-18T01:01:57.124024] [INFO ] [CONFIGURE ] NX: Testing feature 8/29: add_macd
[2025-10-18T01:01:57.124065] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:01:57.262169] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:57.402377] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:01:57.542362] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:01:57.687084] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:01:57.829236] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:01:57.976310] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:01:58.123135] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:01:58.268059] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:01:58.416551] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:01:58.565923] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:01:58.566135] [INFO ] [CONFIGURE ] NX: DISCARDED add_macd (score: 30.00%)
[2025-10-18T01:01:58.566183] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5641 tests
[2025-10-18T01:01:58.566240] [INFO ] [CONFIGURE ] NX: Testing feature 9/29: add_mfi
[2025-10-18T01:01:58.566275] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_mfi']
[2025-10-18T01:01:58.685564] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:01:58.805314] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:01:58.934621] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:01:59.057402] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:01:59.179488] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:01:59.328482] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:01:59.451330] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:01:59.575438] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:01:59.701004] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:01:59.825162] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:01:59.825351] [INFO ] [CONFIGURE ] NX: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T01:01:59.825396] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5640 tests
[2025-10-18T01:01:59.825433] [INFO ] [CONFIGURE ] NX: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:01:59.825466] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:01:59.977563] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:00.150933] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:00.355048] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:00.550736] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:02:00.763228] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:02:00.954472] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:02:01.122206] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:01.283138] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:02:01.447379] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:02:01.620840] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:01.621070] [INFO ] [CONFIGURE ] NX: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-18T01:02:01.621130] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5639 tests
[2025-10-18T01:02:01.621176] [INFO ] [CONFIGURE ] NX: Testing feature 11/29: add_obv_daily
[2025-10-18T01:02:01.621214] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_obv_daily']
[2025-10-18T01:02:01.762666] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:01.889505] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:02.022356] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:02.143024] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:02:02.267068] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:02:02.392753] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:02:02.520308] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:02.638716] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:02:02.756721] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:02:02.875233] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:02.875412] [INFO ] [CONFIGURE ] NX: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-18T01:02:02.875458] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5638 tests
[2025-10-18T01:02:02.875493] [INFO ] [CONFIGURE ] NX: Testing feature 12/29: add_obv_interval
[2025-10-18T01:02:02.875526] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_obv_interval']
[2025-10-18T01:02:02.996747] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:03.129582] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:03.242779] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:03.356818] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:02:03.467448] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:02:03.578412] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:02:03.690007] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:02:03.803738] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:02:03.924348] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:02:04.041918] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:04.042098] [INFO ] [CONFIGURE ] NX: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T01:02:04.042286] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5637 tests
[2025-10-18T01:02:04.042329] [INFO ] [CONFIGURE ] NX: Testing feature 13/29: add_opening_strength
[2025-10-18T01:02:04.042362] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T01:02:04.162785] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:04.282978] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:04.405245] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:04.527789] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:02:04.653431] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:02:04.777329] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:02:04.904299] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:05.031624] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:05.162546] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:02:05.289206] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:05.289362] [INFO ] [CONFIGURE ] NX: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:02:05.289407] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5636 tests
[2025-10-18T01:02:05.289442] [INFO ] [CONFIGURE ] NX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:02:05.289474] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T01:02:05.417245] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:05.544324] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:05.679701] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:05.809416] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:05.940105] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:02:06.072516] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:02:06.207233] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:02:06.345446] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:02:06.484737] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:02:06.620399] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:06.620572] [INFO ] [CONFIGURE ] NX: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:02:06.620615] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5635 tests
[2025-10-18T01:02:06.620678] [INFO ] [CONFIGURE ] NX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:02:06.620732] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T01:02:06.733964] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:06.849599] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:06.968359] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:07.084981] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:02:07.202837] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:02:07.326796] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:02:07.447311] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:07.567540] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:02:07.685872] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:02:07.803612] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:07.803819] [INFO ] [CONFIGURE ] NX: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-18T01:02:07.803898] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5634 tests
[2025-10-18T01:02:07.803950] [INFO ] [CONFIGURE ] NX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:02:07.803984] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T01:02:07.925309] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:02:08.050283] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:08.176600] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:08.305999] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:02:08.434782] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:02:08.567015] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:02:08.699559] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:08.837366] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:08.971977] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:02:09.115989] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:02:09.116156] [INFO ] [CONFIGURE ] NX: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:02:09.116277] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5633 tests
[2025-10-18T01:02:09.116336] [INFO ] [CONFIGURE ] NX: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:02:09.116370] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_pbf_return_2d']
[2025-10-18T01:02:09.242573] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:09.368804] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:09.493779] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:09.619961] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:02:09.746365] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:02:09.882022] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:02:10.009999] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:02:10.136955] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:10.267388] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:02:10.397433] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:10.397618] [INFO ] [CONFIGURE ] NX: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:02:10.397702] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5632 tests
[2025-10-18T01:02:10.397750] [INFO ] [CONFIGURE ] NX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:02:10.397781] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T01:02:10.510634] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:10.624685] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:10.747717] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:10.863510] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:10.984879] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:02:11.101720] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:02:11.217054] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:02:11.331119] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:02:11.446602] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:02:11.562759] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:11.562862] [INFO ] [CONFIGURE ] NX: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T01:02:11.562905] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5631 tests
[2025-10-18T01:02:11.562938] [INFO ] [CONFIGURE ] NX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:02:11.562967] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T01:02:11.676140] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:11.790317] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:11.904755] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:12.020329] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:12.134879] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:02:12.268632] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:02:12.380190] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:02:12.493406] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:02:12.608928] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:02:12.723084] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:12.723201] [INFO ] [CONFIGURE ] NX: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T01:02:12.723242] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5630 tests
[2025-10-18T01:02:12.723276] [INFO ] [CONFIGURE ] NX: Testing feature 20/29: add_price_rejection
[2025-10-18T01:02:12.723307] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_price_rejection']
[2025-10-18T01:02:12.840465] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:12.959395] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:13.082039] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:13.200891] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:02:13.322835] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:02:13.440977] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:02:13.559125] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:02:13.677482] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:02:13.803167] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:02:13.924467] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:13.924610] [INFO ] [CONFIGURE ] NX: DISCARDED add_price_rejection (score: 20.00%)
[2025-10-18T01:02:13.924682] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5629 tests
[2025-10-18T01:02:13.924734] [INFO ] [CONFIGURE ] NX: Testing feature 21/29: add_range_position
[2025-10-18T01:02:13.924766] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_range_position']
[2025-10-18T01:02:14.049286] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:14.174592] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:14.299270] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:14.460797] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:02:14.587223] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:02:14.722575] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:02:14.856303] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:14.999712] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:15.140853] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:02:15.280721] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:15.280898] [INFO ] [CONFIGURE ] NX: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T01:02:15.280942] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5628 tests
[2025-10-18T01:02:15.280976] [INFO ] [CONFIGURE ] NX: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:02:15.281005] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_realized_volatility']
[2025-10-18T01:02:15.426072] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:15.564962] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:15.704048] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:15.842768] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:02:15.989198] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:02:16.131384] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:02:16.272903] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:02:16.413960] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:02:16.556493] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:02:16.695143] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:16.695276] [INFO ] [CONFIGURE ] NX: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:02:16.695319] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5627 tests
[2025-10-18T01:02:16.695353] [INFO ] [CONFIGURE ] NX: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:02:16.695383] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_recent_range_context']
[2025-10-18T01:02:16.802262] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:16.914872] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:17.029824] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:17.147472] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:17.264969] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:02:17.380343] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:02:17.499631] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:02:17.615906] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:02:17.729438] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:02:17.842386] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:17.842553] [INFO ] [CONFIGURE ] NX: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T01:02:17.842597] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5626 tests
[2025-10-18T01:02:17.842631] [INFO ] [CONFIGURE ] NX: Testing feature 24/29: add_rsi
[2025-10-18T01:02:17.842699] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T01:02:17.969382] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:18.100401] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:18.238478] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:18.373590] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:02:18.509517] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:02:18.650892] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:02:18.791178] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:02:18.930811] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:02:19.072989] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:02:19.216668] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:19.216896] [INFO ] [CONFIGURE ] NX: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T01:02:19.216955] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5625 tests
[2025-10-18T01:02:19.216993] [INFO ] [CONFIGURE ] NX: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:02:19.217024] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_tick_distribution']
[2025-10-18T01:02:19.331266] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:19.451356] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:19.567069] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:19.682399] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:02:19.803237] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:02:19.922037] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:02:20.049265] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:20.164601] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:20.279455] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:02:20.399424] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:20.399590] [INFO ] [CONFIGURE ] NX: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T01:02:20.399635] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5624 tests
[2025-10-18T01:02:20.399714] [INFO ] [CONFIGURE ] NX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:02:20.399755] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T01:02:20.540829] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:20.666313] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:20.785051] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:20.904362] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:21.025414] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:02:21.145505] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:02:21.262492] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:02:21.382205] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:02:21.512339] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:02:21.653308] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:21.653581] [INFO ] [CONFIGURE ] NX: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T01:02:21.653667] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5623 tests
[2025-10-18T01:02:21.653727] [INFO ] [CONFIGURE ] NX: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:02:21.653765] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_volume_price_divergence']
[2025-10-18T01:02:21.805435] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:21.941537] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:02:22.080803] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:22.214168] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:02:22.346364] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:02:22.476167] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:02:22.607882] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:22.739884] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:22.869449] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:02:23.006185] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:23.006405] [INFO ] [CONFIGURE ] NX: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:02:23.006451] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5622 tests
[2025-10-18T01:02:23.006486] [INFO ] [CONFIGURE ] NX: Testing feature 28/29: add_volume_profile
[2025-10-18T01:02:23.006518] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_volume_profile']
[2025-10-18T01:02:23.138316] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:23.263234] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:23.382095] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:23.500352] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:02:23.622233] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:02:23.747327] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:02:23.873995] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:02:23.995165] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:24.116497] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:02:24.239448] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:24.239621] [INFO ] [CONFIGURE ] NX: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T01:02:24.239698] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5621 tests
[2025-10-18T01:02:24.239746] [INFO ] [CONFIGURE ] NX: Testing feature 29/29: add_vwap
[2025-10-18T01:02:24.239778] [INFO ] [CONFIGURE ] NX: Testing with features: ['add_vwap']
[2025-10-18T01:02:24.362570] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:24.483143] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:24.604061] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:24.732371] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:02:24.857750] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:02:24.985121] [DEBUG] [FORECASTER] NX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:02:25.108121] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:25.232621] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:25.357484] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:02:25.484073] [DEBUG] [FORECASTER] NX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:02:25.484224] [INFO ] [CONFIGURE ] NX: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T01:02:25.484268] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5620 tests
[2025-10-18T01:02:25.484304] [INFO ] [CONFIGURE ] NX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:02:25.484335] [INFO ] [CONFIGURE ] NX: Best accuracy: 60.00%
[2025-10-18T01:02:25.484364] [INFO ] [CONFIGURE ] NX: Best feature set (0 features): []
[2025-10-18T01:02:25.484441] [INFO ] [CONFIGURE ] NX: Improvement over baseline: 0.00%
[2025-10-18T01:02:25.484491] [INFO ] [CONFIGURE ] NX: Total time: 36.9 seconds
[2025-10-18T01:02:25.484522] [INFO ] [CONFIGURE ] NX: Average time per feature: 1.3 seconds
[2025-10-18T01:02:25.484551] [INFO ] [CONFIGURE ] NX: Average speed: 0.79 features/sec
[2025-10-18T01:02:25.485104] [INFO ] [LOCAL     ] Saved configuration for NX: 0 features, 60.00% accuracy -> ./output/feature-sets/NX.json
[2025-10-18T01:02:25.485174] [INFO ] [CONFIGURE ] NX: Configuration saved successfully: 0 features, 60.00% accuracy.
[2025-10-18T01:02:25.485251] [INFO ] [sig       ] [188/380] Successfully configured NX | 0.02 sym/s | Total: 2.3h | ETA: 2.3h
[2025-10-18T01:02:25.485326] [INFO ] [sig       ] [189/380] Configuring NXJ...
[2025-10-18T01:02:25.485391] [INFO ] [CONFIGURE ] NXJ: Configurate test run.
[2025-10-18T01:02:25.485445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXJ' from 'https://tdm.silogroup.org/data/derivative_storage/NXJ.csv'.
[2025-10-18T01:02:25.498522] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXJ'.
[2025-10-18T01:02:25.498886] [INFO ] [CONFIGURE ] NXJ: Testing with 29 available features
[2025-10-18T01:02:25.498953] [INFO ] [CONFIGURE ] NXJ: Establishing baseline with no features...
[2025-10-18T01:02:25.606575] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:25.714718] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:25.822719] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:25.933583] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:26.048050] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:02:26.159831] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:26.274760] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:02:26.385749] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:02:26.496466] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:26.608181] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:02:26.608310] [INFO ] [CONFIGURE ] NXJ: Baseline score (no features): 30.00%
[2025-10-18T01:02:26.608353] [INFO ] [CONFIGURE ] NXJ: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:02:26.608385] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:02:26.730519] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:26.851949] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:02:26.981245] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:27.111582] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:27.234075] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:02:27.371667] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:27.498611] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:02:27.629432] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:27.761541] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:27.887750] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:02:27.887905] [INFO ] [CONFIGURE ] NXJ: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T01:02:27.887969] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5619 tests
[2025-10-18T01:02:27.888053] [INFO ] [CONFIGURE ] NXJ: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:02:27.888096] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:02:28.028941] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:28.169688] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:28.309554] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:28.451432] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:28.593404] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:02:28.736202] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:28.879736] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:29.022139] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:29.168583] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:29.315428] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:02:29.315663] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:02:29.315728] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5618 tests
[2025-10-18T01:02:29.315766] [INFO ] [CONFIGURE ] NXJ: Testing feature 3/29: add_daily_returns
[2025-10-18T01:02:29.315798] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:02:29.441112] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:29.565719] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:29.691152] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:29.818986] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:29.945883] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:02:30.072442] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:30.208510] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:30.343907] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:02:30.479986] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:30.615411] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:02:30.615581] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:02:30.615624] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5617 tests
[2025-10-18T01:02:30.615692] [INFO ] [CONFIGURE ] NXJ: Testing feature 4/29: add_ema
[2025-10-18T01:02:30.615738] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:02:30.755571] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:30.894332] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:31.030071] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:31.179403] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:31.320340] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:02:31.461576] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:31.605237] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:31.750554] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:31.894294] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:32.040005] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:02:32.040173] [INFO ] [CONFIGURE ] NXJ: KEPT add_ema (score: 60.00%)
[2025-10-18T01:02:32.040217] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5616 tests
[2025-10-18T01:02:32.040252] [INFO ] [CONFIGURE ] NXJ: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:02:32.040284] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:02:32.198721] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:32.363075] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:32.537104] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:32.702774] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:32.885603] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:02:33.061945] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:02:33.234123] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:33.411138] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:33.576134] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:02:33.742369] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:02:33.742529] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:02:33.742572] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5615 tests
[2025-10-18T01:02:33.742606] [INFO ] [CONFIGURE ] NXJ: Testing feature 6/29: add_failed_moves
[2025-10-18T01:02:33.742639] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-18T01:02:33.883411] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:34.029108] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:34.171815] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:34.316677] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:34.464471] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:02:34.612963] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:34.760985] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:34.907835] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:35.054501] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:35.201288] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:02:35.201449] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:02:35.201492] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5614 tests
[2025-10-18T01:02:35.201527] [INFO ] [CONFIGURE ] NXJ: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:02:35.201558] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-18T01:02:35.333534] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:35.466867] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:35.607422] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:35.739340] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:35.872491] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:02:36.006193] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:36.141833] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:36.280559] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:36.418421] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:36.556085] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:02:36.556245] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T01:02:36.556313] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5613 tests
[2025-10-18T01:02:36.556372] [INFO ] [CONFIGURE ] NXJ: Testing feature 8/29: add_macd
[2025-10-18T01:02:36.556407] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-18T01:02:36.722942] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:36.891573] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:37.058551] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:37.223755] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:37.390746] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:02:37.556867] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:02:37.725230] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:37.893728] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:38.061875] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:02:38.230320] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:02:38.230480] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:02:38.230524] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5612 tests
[2025-10-18T01:02:38.230559] [INFO ] [CONFIGURE ] NXJ: Testing feature 9/29: add_mfi
[2025-10-18T01:02:38.230589] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-18T01:02:38.378251] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:38.528853] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:38.709958] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:38.859342] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:39.008693] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:02:39.164445] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:39.324142] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:39.484317] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:39.647250] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:39.808843] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:02:39.809009] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:02:39.809063] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5611 tests
[2025-10-18T01:02:39.809105] [INFO ] [CONFIGURE ] NXJ: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:02:39.809144] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:02:39.965821] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:40.125448] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:40.285486] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:40.447763] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:40.609313] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:02:40.772399] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:40.933623] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:02:41.096682] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:41.271830] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:41.444946] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:02:41.445110] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:02:41.445155] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5610 tests
[2025-10-18T01:02:41.445190] [INFO ] [CONFIGURE ] NXJ: Testing feature 11/29: add_obv_daily
[2025-10-18T01:02:41.445221] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily']
[2025-10-18T01:02:41.592452] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:41.775484] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:41.925511] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:42.077754] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:42.231732] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:02:42.382827] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:42.539505] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:42.699842] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:42.859808] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:43.019370] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:02:43.019550] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:02:43.019600] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5609 tests
[2025-10-18T01:02:43.019636] [INFO ] [CONFIGURE ] NXJ: Testing feature 12/29: add_obv_interval
[2025-10-18T01:02:43.019709] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval']
[2025-10-18T01:02:43.168373] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:43.313510] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:43.460889] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:43.609956] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:43.758368] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:02:43.915324] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:44.067833] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:02:44.221374] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:44.367885] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:44.519604] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:02:44.519849] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:02:44.519899] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5608 tests
[2025-10-18T01:02:44.519936] [INFO ] [CONFIGURE ] NXJ: Testing feature 13/29: add_opening_strength
[2025-10-18T01:02:44.519967] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:02:44.674353] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:44.829252] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:02:44.985603] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:45.143511] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:45.300862] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:02:45.457750] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:45.619382] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:45.781240] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:45.954194] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:46.120729] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:02:46.120920] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:02:46.120982] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5607 tests
[2025-10-18T01:02:46.121019] [INFO ] [CONFIGURE ] NXJ: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:02:46.121050] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance']
[2025-10-18T01:02:46.275013] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:46.434265] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:46.593095] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:46.754365] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:46.916896] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:02:47.078073] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:47.241218] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:47.408984] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:47.573096] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:47.738388] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:02:47.738545] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:02:47.738609] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5606 tests
[2025-10-18T01:02:47.738669] [INFO ] [CONFIGURE ] NXJ: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:02:47.738726] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-18T01:02:47.883105] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:48.028524] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:02:48.173052] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:48.322144] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:48.469804] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:02:48.621134] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:48.773249] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:48.921231] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:49.070801] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:49.219266] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:02:49.219440] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T01:02:49.219485] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5605 tests
[2025-10-18T01:02:49.219521] [INFO ] [CONFIGURE ] NXJ: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:02:49.219556] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-18T01:02:49.383726] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:49.538378] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:49.689142] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:49.841106] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:49.993549] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:02:50.146717] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:50.296037] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:50.446611] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:50.599432] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:50.756691] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:02:50.756873] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T01:02:50.756918] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5604 tests
[2025-10-18T01:02:50.756954] [INFO ] [CONFIGURE ] NXJ: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:02:50.756986] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d']
[2025-10-18T01:02:50.913079] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:51.073231] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:51.232812] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:51.393068] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:51.546412] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:02:51.710921] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:51.881877] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:52.046688] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:52.210623] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:52.377878] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:02:52.378092] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:02:52.378144] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5603 tests
[2025-10-18T01:02:52.378181] [INFO ] [CONFIGURE ] NXJ: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:02:52.378212] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-18T01:02:52.524569] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:52.671837] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:52.820107] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:52.976908] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:53.127499] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:02:53.282840] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:53.435908] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:53.592869] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:53.751192] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:53.902459] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:02:53.902619] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:02:53.902695] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5602 tests
[2025-10-18T01:02:53.902744] [INFO ] [CONFIGURE ] NXJ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:02:53.902777] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-18T01:02:54.046388] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:54.184028] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:54.322967] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:54.470207] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:54.625637] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:02:54.768211] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:54.912283] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:55.058917] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:55.205759] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:55.353247] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:02:55.353414] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T01:02:55.353458] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5601 tests
[2025-10-18T01:02:55.353492] [INFO ] [CONFIGURE ] NXJ: Testing feature 20/29: add_price_rejection
[2025-10-18T01:02:55.353547] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection']
[2025-10-18T01:02:55.509958] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:55.665132] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:02:55.819100] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:02:55.972508] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:56.127353] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:02:56.284574] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:56.442573] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:02:56.600407] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:56.759152] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:56.937848] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:02:56.938058] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:02:56.938112] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5600 tests
[2025-10-18T01:02:56.938148] [INFO ] [CONFIGURE ] NXJ: Testing feature 21/29: add_range_position
[2025-10-18T01:02:56.938180] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position']
[2025-10-18T01:02:57.094471] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:57.253808] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:57.414225] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:57.574143] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:57.731292] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:02:57.888889] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:58.052966] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:02:58.215703] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:02:58.384018] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:02:58.562898] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:02:58.563082] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T01:02:58.563127] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5599 tests
[2025-10-18T01:02:58.563163] [INFO ] [CONFIGURE ] NXJ: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:02:58.563196] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility']
[2025-10-18T01:02:58.754336] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:02:58.938176] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:02:59.116907] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:02:59.302561] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:02:59.488243] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:02:59.683209] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:02:59.886295] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:00.069099] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:00.249614] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:03:00.432928] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:03:00.433108] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T01:03:00.433155] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5598 tests
[2025-10-18T01:03:00.433191] [INFO ] [CONFIGURE ] NXJ: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:03:00.433224] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context']
[2025-10-18T01:03:00.584661] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:03:00.736177] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:03:00.886983] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:03:01.039071] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:03:01.198402] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:03:01.370398] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:03:01.524973] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:01.684187] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:01.839163] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:03:01.996552] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:01.996827] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:03:01.996894] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5597 tests
[2025-10-18T01:03:01.996944] [INFO ] [CONFIGURE ] NXJ: Testing feature 24/29: add_rsi
[2025-10-18T01:03:01.996992] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T01:03:02.144870] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:03:02.292206] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:03:02.441782] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:03:02.591025] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:03:02.739839] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:03:02.893622] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:03:03.048558] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:03.214031] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:03.389827] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:03:03.558387] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:03:03.558602] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:03:03.558683] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5596 tests
[2025-10-18T01:03:03.558745] [INFO ] [CONFIGURE ] NXJ: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:03:03.558782] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution']
[2025-10-18T01:03:03.708787] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:03:03.851953] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:03:03.996166] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:03:04.143085] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:03:04.292702] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:03:04.434568] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:03:04.579723] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:04.730587] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:04.885533] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:03:05.042587] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:05.042794] [INFO ] [CONFIGURE ] NXJ: KEPT add_tick_distribution (score: 70.00%)
[2025-10-18T01:03:05.042913] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5595 tests
[2025-10-18T01:03:05.042957] [INFO ] [CONFIGURE ] NXJ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:03:05.042991] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-10-18T01:03:05.208902] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:03:05.370055] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:03:05.528910] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:03:05.684884] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:03:05.836253] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:03:06.014511] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:03:06.167762] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:06.328061] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:06.489904] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:03:06.651110] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:06.651314] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:03:06.651361] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5594 tests
[2025-10-18T01:03:06.651397] [INFO ] [CONFIGURE ] NXJ: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:03:06.651429] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-10-18T01:03:06.810980] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:03:06.973385] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:03:07.138584] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:03:07.308868] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:03:07.476330] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:03:07.649446] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:03:07.822712] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:08.001463] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:08.174802] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:03:08.352845] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:03:08.353024] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T01:03:08.353068] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5593 tests
[2025-10-18T01:03:08.353102] [INFO ] [CONFIGURE ] NXJ: Testing feature 28/29: add_volume_profile
[2025-10-18T01:03:08.353133] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution', 'add_volume_profile']
[2025-10-18T01:03:08.526774] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:03:08.708956] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:03:08.923539] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:03:09.165308] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:03:09.375456] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:03:09.580991] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:03:09.759288] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:09.932934] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:10.106457] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:03:10.277556] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:10.277782] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:03:10.277845] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5592 tests
[2025-10-18T01:03:10.277884] [INFO ] [CONFIGURE ] NXJ: Testing feature 29/29: add_vwap
[2025-10-18T01:03:10.277916] [INFO ] [CONFIGURE ] NXJ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution', 'add_vwap']
[2025-10-18T01:03:10.447066] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:03:10.620396] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:03:10.792598] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:03:10.957849] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:03:11.118030] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:03:11.272620] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:03:11.441358] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:11.605064] [DEBUG] [FORECASTER] NXJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:11.772474] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:03:11.936493] [DEBUG] [FORECASTER] NXJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:11.936673] [INFO ] [CONFIGURE ] NXJ: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T01:03:11.936756] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5591 tests
[2025-10-18T01:03:11.936814] [INFO ] [CONFIGURE ] NXJ: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:03:11.936848] [INFO ] [CONFIGURE ] NXJ: Best accuracy: 70.00%
[2025-10-18T01:03:11.936878] [INFO ] [CONFIGURE ] NXJ: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_tick_distribution']
[2025-10-18T01:03:11.936906] [INFO ] [CONFIGURE ] NXJ: Improvement over baseline: 40.00%
[2025-10-18T01:03:11.936964] [INFO ] [CONFIGURE ] NXJ: Total time: 45.3 seconds
[2025-10-18T01:03:11.937055] [INFO ] [CONFIGURE ] NXJ: Average time per feature: 1.6 seconds
[2025-10-18T01:03:11.937105] [INFO ] [CONFIGURE ] NXJ: Average speed: 0.64 features/sec
[2025-10-18T01:03:11.937711] [INFO ] [LOCAL     ] Saved configuration for NXJ: 3 features, 70.00% accuracy -> ./output/feature-sets/NXJ.json
[2025-10-18T01:03:11.937785] [INFO ] [CONFIGURE ] NXJ: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-18T01:03:11.937855] [INFO ] [sig       ] [189/380] Successfully configured NXJ | 0.02 sym/s | Total: 2.3h | ETA: 2.3h
[2025-10-18T01:03:11.937967] [INFO ] [sig       ] [190/380] Configuring NXRT...
[2025-10-18T01:03:11.938022] [INFO ] [CONFIGURE ] NXRT: Configurate test run.
[2025-10-18T01:03:11.938055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXRT' from 'https://tdm.silogroup.org/data/derivative_storage/NXRT.csv'.
[2025-10-18T01:03:11.952193] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NXRT'.
[2025-10-18T01:03:11.952552] [INFO ] [CONFIGURE ] NXRT: Testing with 29 available features
[2025-10-18T01:03:11.952608] [INFO ] [CONFIGURE ] NXRT: Establishing baseline with no features...
[2025-10-18T01:03:12.066152] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:12.169921] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:12.276121] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:12.379550] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:12.484115] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:03:12.588520] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:12.692076] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:12.796384] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:12.910532] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:13.022925] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:13.023102] [INFO ] [CONFIGURE ] NXRT: Baseline score (no features): 70.00%
[2025-10-18T01:03:13.023148] [INFO ] [CONFIGURE ] NXRT: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:03:13.023183] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:03:13.145211] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:13.273806] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:13.395270] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:13.526389] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:13.651383] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:03:13.774430] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:03:13.891119] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:14.006953] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:03:14.128679] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:14.249799] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:14.250011] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-18T01:03:14.250056] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5590 tests
[2025-10-18T01:03:14.250090] [INFO ] [CONFIGURE ] NXRT: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:03:14.250177] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:03:14.372907] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:14.498601] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:14.623426] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:14.756247] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:14.886254] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:03:15.012298] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:15.147048] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:03:15.281838] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:15.416797] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:15.550424] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:03:15.550588] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T01:03:15.550633] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5589 tests
[2025-10-18T01:03:15.550721] [INFO ] [CONFIGURE ] NXRT: Testing feature 3/29: add_daily_returns
[2025-10-18T01:03:15.550779] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_daily_returns']
[2025-10-18T01:03:15.659939] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:15.768258] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:15.877139] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:15.990413] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:16.114346] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:03:16.225411] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:16.342733] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:03:16.457765] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:16.573243] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:16.690399] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:03:16.690586] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T01:03:16.690660] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5588 tests
[2025-10-18T01:03:16.690721] [INFO ] [CONFIGURE ] NXRT: Testing feature 4/29: add_ema
[2025-10-18T01:03:16.690757] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_ema']
[2025-10-18T01:03:16.815851] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:16.940439] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:03:17.067451] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:17.193190] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:17.320625] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:03:17.448547] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:17.575965] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:17.700251] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:17.827230] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:03:17.957542] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:03:17.957820] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_ema (score: 60.00%)
[2025-10-18T01:03:17.957887] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5587 tests
[2025-10-18T01:03:17.957968] [INFO ] [CONFIGURE ] NXRT: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:03:17.958034] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:03:18.093327] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:18.228881] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:18.365884] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:18.506953] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:18.651439] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:03:18.791474] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:18.924924] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:03:19.060921] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:03:19.198953] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:19.335692] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:03:19.335829] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T01:03:19.335874] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5586 tests
[2025-10-18T01:03:19.335907] [INFO ] [CONFIGURE ] NXRT: Testing feature 6/29: add_failed_moves
[2025-10-18T01:03:19.335937] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_failed_moves']
[2025-10-18T01:03:19.447610] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:19.560220] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:19.674088] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:19.792948] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:19.910709] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:03:20.027406] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:20.145704] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:20.264189] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:20.381933] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:20.500607] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:20.500847] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T01:03:20.500898] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5585 tests
[2025-10-18T01:03:20.500934] [INFO ] [CONFIGURE ] NXRT: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:03:20.500966] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_lag_shelf']
[2025-10-18T01:03:20.604626] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:20.711700] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:20.817971] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:20.925377] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:21.035754] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:03:21.143266] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:21.252118] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:21.363052] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:21.475025] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:21.584208] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:21.584362] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T01:03:21.584406] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5584 tests
[2025-10-18T01:03:21.584441] [INFO ] [CONFIGURE ] NXRT: Testing feature 8/29: add_macd
[2025-10-18T01:03:21.584472] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:03:21.729101] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:21.875855] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:22.022839] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:22.170343] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:22.321319] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:03:22.471467] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:22.625244] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:22.779406] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:03:22.932204] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:03:23.086396] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:23.086635] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:03:23.086721] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5583 tests
[2025-10-18T01:03:23.086764] [INFO ] [CONFIGURE ] NXRT: Testing feature 9/29: add_mfi
[2025-10-18T01:03:23.086797] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_mfi']
[2025-10-18T01:03:23.210265] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:23.335453] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:23.461992] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:23.589484] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:23.715927] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:03:23.847123] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:23.976820] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:24.107817] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:24.240438] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:03:24.372168] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:24.372383] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T01:03:24.372448] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5582 tests
[2025-10-18T01:03:24.372528] [INFO ] [CONFIGURE ] NXRT: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:03:24.372582] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:03:24.512330] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:24.650395] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:03:24.794218] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:24.928769] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:25.064481] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:03:25.199814] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:25.335514] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:25.471521] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:25.614328] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:25.758517] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:03:25.758733] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:03:25.758792] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5581 tests
[2025-10-18T01:03:25.758830] [INFO ] [CONFIGURE ] NXRT: Testing feature 11/29: add_obv_daily
[2025-10-18T01:03:25.758862] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_obv_daily']
[2025-10-18T01:03:25.875938] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:25.995483] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:26.116390] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:26.235343] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:26.353150] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:03:26.479420] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:26.592416] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:26.709882] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:26.827082] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:03:26.944830] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:26.945004] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:03:26.945049] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5580 tests
[2025-10-18T01:03:26.945083] [INFO ] [CONFIGURE ] NXRT: Testing feature 12/29: add_obv_interval
[2025-10-18T01:03:26.945113] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_obv_interval']
[2025-10-18T01:03:27.081151] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:27.197134] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:03:27.317604] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:27.432459] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:27.546118] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:03:27.660960] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:27.776419] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:27.892558] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:28.008353] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:28.142866] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:28.143041] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:03:28.143084] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5579 tests
[2025-10-18T01:03:28.143120] [INFO ] [CONFIGURE ] NXRT: Testing feature 13/29: add_opening_strength
[2025-10-18T01:03:28.143158] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T01:03:28.266917] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:28.390441] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:28.517279] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:28.639388] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:28.762598] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:03:28.886444] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:29.012418] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:03:29.137035] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:29.265412] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:29.391340] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:03:29.391490] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:03:29.391531] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5578 tests
[2025-10-18T01:03:29.391566] [INFO ] [CONFIGURE ] NXRT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:03:29.391596] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T01:03:29.516332] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:29.643143] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:29.773339] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:29.904183] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:30.031238] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:03:30.160523] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:30.294797] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:03:30.426963] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:30.557539] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:30.685521] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:30.685718] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:03:30.685774] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5577 tests
[2025-10-18T01:03:30.685810] [INFO ] [CONFIGURE ] NXRT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:03:30.685841] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T01:03:30.790106] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:30.895246] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:03:31.002899] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:31.108842] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:31.215490] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:03:31.325439] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:31.433810] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:31.544387] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:31.653199] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:31.761346] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:31.761493] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T01:03:31.761536] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5576 tests
[2025-10-18T01:03:31.761570] [INFO ] [CONFIGURE ] NXRT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:03:31.761600] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T01:03:31.874314] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:03:31.981841] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:32.090355] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:32.206819] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:32.322552] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:03:32.439061] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:03:32.554519] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:03:32.669763] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:32.784862] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:03:32.901070] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:03:32.901199] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:03:32.901242] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5575 tests
[2025-10-18T01:03:32.901276] [INFO ] [CONFIGURE ] NXRT: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:03:32.901306] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_pbf_return_2d']
[2025-10-18T01:03:33.017426] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:33.133565] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:33.249469] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:33.369085] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:33.488493] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:03:33.606949] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:33.725526] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:03:33.844807] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:33.968133] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:03:34.089340] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:34.089474] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T01:03:34.089516] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5574 tests
[2025-10-18T01:03:34.089549] [INFO ] [CONFIGURE ] NXRT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:03:34.089580] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T01:03:34.193594] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:34.296836] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:34.403476] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:34.511313] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:34.616002] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:03:34.725244] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:34.831091] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:03:34.937079] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:35.045167] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:03:35.150790] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:35.150955] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T01:03:35.150998] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5573 tests
[2025-10-18T01:03:35.151031] [INFO ] [CONFIGURE ] NXRT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:03:35.151063] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T01:03:35.253565] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:35.356058] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:35.460929] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:35.566481] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:35.670811] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:03:35.774967] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:35.879381] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:35.992404] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:36.112120] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:36.232466] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:36.232629] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T01:03:36.232710] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5572 tests
[2025-10-18T01:03:36.232754] [INFO ] [CONFIGURE ] NXRT: Testing feature 20/29: add_price_rejection
[2025-10-18T01:03:36.232787] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_price_rejection']
[2025-10-18T01:03:36.363281] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:36.493321] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:36.615994] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:36.743419] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:36.870941] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:03:36.999619] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:37.129772] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:37.262569] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:03:37.392320] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:37.524537] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:37.524761] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T01:03:37.524826] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5571 tests
[2025-10-18T01:03:37.524865] [INFO ] [CONFIGURE ] NXRT: Testing feature 21/29: add_range_position
[2025-10-18T01:03:37.524896] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_range_position']
[2025-10-18T01:03:37.658981] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:37.798628] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:03:37.934588] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:38.075492] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:38.213079] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:03:38.351411] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:38.495700] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:38.637822] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:03:38.783018] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:38.923417] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:38.923629] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:03:38.923740] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5570 tests
[2025-10-18T01:03:38.923803] [INFO ] [CONFIGURE ] NXRT: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:03:38.923840] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_realized_volatility']
[2025-10-18T01:03:39.079837] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:39.233370] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:03:39.390360] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:39.551879] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:39.713851] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:03:39.874234] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:40.030607] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:40.190610] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:40.356057] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:40.524020] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:40.524196] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:03:40.524242] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5569 tests
[2025-10-18T01:03:40.524299] [INFO ] [CONFIGURE ] NXRT: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:03:40.524332] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_recent_range_context']
[2025-10-18T01:03:40.649602] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:40.777162] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:03:40.912690] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:41.043296] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:41.172153] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:03:41.299954] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:41.431589] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:03:41.561723] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:41.687805] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:41.804367] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:41.804554] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T01:03:41.804600] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5568 tests
[2025-10-18T01:03:41.804633] [INFO ] [CONFIGURE ] NXRT: Testing feature 24/29: add_rsi
[2025-10-18T01:03:41.804703] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T01:03:41.937927] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:42.072188] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:03:42.212367] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:42.345300] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:42.512574] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:03:42.646583] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:42.781909] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:42.918120] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:43.055832] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:43.194784] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:43.194952] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:03:43.194995] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5567 tests
[2025-10-18T01:03:43.195029] [INFO ] [CONFIGURE ] NXRT: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:03:43.195060] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_tick_distribution']
[2025-10-18T01:03:43.304135] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:43.418996] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:03:43.530053] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:43.640753] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:43.751224] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:03:43.864354] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:43.976087] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:44.088776] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:44.202983] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:03:44.319145] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:03:44.319325] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T01:03:44.319368] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5566 tests
[2025-10-18T01:03:44.319402] [INFO ] [CONFIGURE ] NXRT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:03:44.319432] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T01:03:44.431945] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:44.544431] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:44.662287] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:03:44.776320] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:44.890055] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:03:45.005451] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:45.121427] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:03:45.236962] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:45.355727] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:03:45.473906] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:45.474059] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T01:03:45.474102] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5565 tests
[2025-10-18T01:03:45.474136] [INFO ] [CONFIGURE ] NXRT: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:03:45.474167] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_volume_price_divergence']
[2025-10-18T01:03:45.593311] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:45.712615] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:45.831786] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:45.956926] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:46.083124] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:03:46.210954] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:46.337810] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:46.470732] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:03:46.606746] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:46.738476] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:03:46.738674] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T01:03:46.738735] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5564 tests
[2025-10-18T01:03:46.738771] [INFO ] [CONFIGURE ] NXRT: Testing feature 28/29: add_volume_profile
[2025-10-18T01:03:46.738804] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_volume_profile']
[2025-10-18T01:03:46.857835] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:46.978008] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:47.099762] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:47.225066] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:47.346591] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:03:47.470153] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:47.594402] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:03:47.718743] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:47.843222] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:47.968878] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:47.969039] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:03:47.969082] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5563 tests
[2025-10-18T01:03:47.969116] [INFO ] [CONFIGURE ] NXRT: Testing feature 29/29: add_vwap
[2025-10-18T01:03:47.969234] [INFO ] [CONFIGURE ] NXRT: Testing with features: ['add_vwap']
[2025-10-18T01:03:48.092835] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:48.217028] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:03:48.342734] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:48.472786] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:03:48.600191] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:03:48.726994] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:48.852922] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:03:48.978882] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:03:49.107791] [DEBUG] [FORECASTER] NXRT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:49.237298] [DEBUG] [FORECASTER] NXRT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:03:49.237460] [INFO ] [CONFIGURE ] NXRT: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T01:03:49.237505] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5562 tests
[2025-10-18T01:03:49.237540] [INFO ] [CONFIGURE ] NXRT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:03:49.237571] [INFO ] [CONFIGURE ] NXRT: Best accuracy: 70.00%
[2025-10-18T01:03:49.237600] [INFO ] [CONFIGURE ] NXRT: Best feature set (0 features): []
[2025-10-18T01:03:49.237628] [INFO ] [CONFIGURE ] NXRT: Improvement over baseline: 0.00%
[2025-10-18T01:03:49.237691] [INFO ] [CONFIGURE ] NXRT: Total time: 36.2 seconds
[2025-10-18T01:03:49.237735] [INFO ] [CONFIGURE ] NXRT: Average time per feature: 1.2 seconds
[2025-10-18T01:03:49.237766] [INFO ] [CONFIGURE ] NXRT: Average speed: 0.80 features/sec
[2025-10-18T01:03:49.238386] [INFO ] [LOCAL     ] Saved configuration for NXRT: 0 features, 70.00% accuracy -> ./output/feature-sets/NXRT.json
[2025-10-18T01:03:49.238459] [INFO ] [CONFIGURE ] NXRT: Configuration saved successfully: 0 features, 70.00% accuracy.
[2025-10-18T01:03:49.238537] [INFO ] [sig       ] [190/380] Successfully configured NXRT | 0.02 sym/s | Total: 2.3h | ETA: 2.3h
[2025-10-18T01:03:49.238613] [INFO ] [sig       ] [191/380] Configuring NYT...
[2025-10-18T01:03:49.238705] [INFO ] [CONFIGURE ] NYT: Configurate test run.
[2025-10-18T01:03:49.238762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYT' from 'https://tdm.silogroup.org/data/derivative_storage/NYT.csv'.
[2025-10-18T01:03:49.254545] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NYT'.
[2025-10-18T01:03:49.255191] [INFO ] [CONFIGURE ] NYT: Testing with 29 available features
[2025-10-18T01:03:49.255251] [INFO ] [CONFIGURE ] NYT: Establishing baseline with no features...
[2025-10-18T01:03:49.373818] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:49.493856] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:03:49.612520] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:03:49.736464] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:03:49.856115] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:03:49.985520] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:03:50.110996] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:03:50.231533] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:50.356217] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:50.481535] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:03:50.481768] [INFO ] [CONFIGURE ] NYT: Baseline score (no features): 50.00%
[2025-10-18T01:03:50.481826] [INFO ] [CONFIGURE ] NYT: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:03:50.481865] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:03:50.620159] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:50.753472] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:03:50.890541] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:51.029192] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:03:51.165309] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:03:51.300383] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:51.435223] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:03:51.612418] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:51.749719] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:51.886681] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:03:51.886939] [INFO ] [CONFIGURE ] NYT: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T01:03:51.886990] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5561 tests
[2025-10-18T01:03:51.887030] [INFO ] [CONFIGURE ] NYT: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:03:51.887064] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:03:52.038910] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:52.196573] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:03:52.350274] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:52.505175] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:03:52.664224] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:03:52.821334] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:52.978091] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:03:53.135349] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:53.289384] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:53.442905] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:03:53.443170] [INFO ] [CONFIGURE ] NYT: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T01:03:53.443218] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5560 tests
[2025-10-18T01:03:53.443256] [INFO ] [CONFIGURE ] NYT: Testing feature 3/29: add_daily_returns
[2025-10-18T01:03:53.443292] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:03:53.583195] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:53.734834] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:03:53.875734] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:54.003818] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:03:54.129951] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:03:54.262490] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:03:54.393949] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:03:54.521976] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:03:54.666820] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:54.797117] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:03:54.797304] [INFO ] [CONFIGURE ] NYT: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:03:54.797372] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5559 tests
[2025-10-18T01:03:54.797431] [INFO ] [CONFIGURE ] NYT: Testing feature 4/29: add_ema
[2025-10-18T01:03:54.797467] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:03:54.931200] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:55.065236] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:03:55.201543] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:55.337362] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:03:55.472163] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:03:55.609554] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:55.746103] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:03:55.883801] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:56.021073] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:56.159542] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:03:56.159776] [INFO ] [CONFIGURE ] NYT: DISCARDED add_ema (score: 60.00%)
[2025-10-18T01:03:56.159828] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5558 tests
[2025-10-18T01:03:56.159869] [INFO ] [CONFIGURE ] NYT: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:03:56.159901] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:03:56.301193] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:56.444073] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:03:56.600386] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:56.750805] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:03:56.901164] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:03:57.052560] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:03:57.207322] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:03:57.361678] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:57.518414] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:57.700405] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:03:57.700578] [INFO ] [CONFIGURE ] NYT: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T01:03:57.700621] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5557 tests
[2025-10-18T01:03:57.700687] [INFO ] [CONFIGURE ] NYT: Testing feature 6/29: add_failed_moves
[2025-10-18T01:03:57.700734] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:03:57.829515] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:57.959503] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:03:58.091871] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:58.223520] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:03:58.355021] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:03:58.487215] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:03:58.622377] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:03:58.754964] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:03:58.889143] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:03:59.022593] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:03:59.022781] [INFO ] [CONFIGURE ] NYT: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:03:59.022832] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5556 tests
[2025-10-18T01:03:59.022869] [INFO ] [CONFIGURE ] NYT: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:03:59.022900] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:03:59.144855] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:03:59.267792] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:03:59.391396] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:03:59.514560] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:03:59.640272] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:03:59.762759] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:03:59.891787] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:00.021101] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:00.149154] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:00.281114] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:00.281274] [INFO ] [CONFIGURE ] NYT: KEPT add_lag_shelf (score: 70.00%)
[2025-10-18T01:04:00.281318] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5555 tests
[2025-10-18T01:04:00.281407] [INFO ] [CONFIGURE ] NYT: Testing feature 8/29: add_macd
[2025-10-18T01:04:00.281448] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-10-18T01:04:00.436600] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:00.593898] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:00.755469] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:00.929195] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:04:01.112534] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:01.304361] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:01.527214] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:04:01.748598] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:04:01.973888] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:02.158975] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:04:02.159169] [INFO ] [CONFIGURE ] NYT: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:04:02.159217] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5554 tests
[2025-10-18T01:04:02.159254] [INFO ] [CONFIGURE ] NYT: Testing feature 9/29: add_mfi
[2025-10-18T01:04:02.159290] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi']
[2025-10-18T01:04:02.320330] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:02.464611] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:02.609061] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:02.750733] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:04:02.893076] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:03.036474] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:03.179846] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:03.323164] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:03.472625] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:03.616830] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:03.617013] [INFO ] [CONFIGURE ] NYT: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T01:04:03.617077] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5553 tests
[2025-10-18T01:04:03.617116] [INFO ] [CONFIGURE ] NYT: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:04:03.617148] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:04:03.777277] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:03.935330] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:04.092530] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:04.252955] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:04:04.410459] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:04.567001] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:04.724180] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:04.883733] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:05.040622] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:05.200632] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:05.200888] [INFO ] [CONFIGURE ] NYT: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:04:05.200947] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5552 tests
[2025-10-18T01:04:05.200984] [INFO ] [CONFIGURE ] NYT: Testing feature 11/29: add_obv_daily
[2025-10-18T01:04:05.201015] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_daily']
[2025-10-18T01:04:05.334539] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:05.469311] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:05.610309] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:05.747348] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:04:05.888219] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:06.025298] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:06.172464] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:06.318635] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:06.465371] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:06.610403] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:06.610562] [INFO ] [CONFIGURE ] NYT: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:04:06.610607] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5551 tests
[2025-10-18T01:04:06.610663] [INFO ] [CONFIGURE ] NYT: Testing feature 12/29: add_obv_interval
[2025-10-18T01:04:06.610721] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_interval']
[2025-10-18T01:04:06.750323] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:06.884821] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:07.019288] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:07.153673] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:04:07.291437] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:07.416617] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:07.542136] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:07.677076] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:07.804089] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:07.943319] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:07.943483] [INFO ] [CONFIGURE ] NYT: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:04:07.943528] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5550 tests
[2025-10-18T01:04:07.943584] [INFO ] [CONFIGURE ] NYT: Testing feature 13/29: add_opening_strength
[2025-10-18T01:04:07.943618] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:04:08.085156] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:08.230606] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:08.369051] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:08.504325] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:04:08.643146] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:08.780951] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:04:08.920024] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:09.066302] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:09.208965] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:09.349977] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:09.350151] [INFO ] [CONFIGURE ] NYT: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:04:09.350199] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5549 tests
[2025-10-18T01:04:09.350235] [INFO ] [CONFIGURE ] NYT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:04:09.350268] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-18T01:04:09.488551] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:09.622756] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:09.758476] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:09.932406] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:04:10.095253] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:10.258768] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:04:10.414575] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:10.569575] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:10.730027] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:10.888455] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:10.888631] [INFO ] [CONFIGURE ] NYT: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:04:10.888712] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5548 tests
[2025-10-18T01:04:10.888756] [INFO ] [CONFIGURE ] NYT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:04:10.888789] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-18T01:04:11.020401] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:11.145559] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:11.280891] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:11.415421] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:04:11.544495] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:11.679952] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:11.810238] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:11.957108] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:12.090981] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:12.228981] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:12.229163] [INFO ] [CONFIGURE ] NYT: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:04:12.229208] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5547 tests
[2025-10-18T01:04:12.229243] [INFO ] [CONFIGURE ] NYT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:04:12.229275] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-10-18T01:04:12.358829] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:12.488313] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:12.623118] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:12.757543] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:04:12.921137] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:13.051231] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:13.186991] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:13.323408] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:13.457345] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:13.589836] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:13.590018] [INFO ] [CONFIGURE ] NYT: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:04:13.590063] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5546 tests
[2025-10-18T01:04:13.590098] [INFO ] [CONFIGURE ] NYT: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:04:13.590131] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-18T01:04:13.727800] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:13.874306] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:14.018808] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:14.156735] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:04:14.289092] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:14.424714] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:14.558572] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:14.690756] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:04:14.828446] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:14.964167] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:14.964316] [INFO ] [CONFIGURE ] NYT: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T01:04:14.964358] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 1.5s/test | Remaining: 5545 tests
[2025-10-18T01:04:14.964394] [INFO ] [CONFIGURE ] NYT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:04:14.964596] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-10-18T01:04:15.082734] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:15.201344] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:15.322785] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:15.459590] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:04:15.581282] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:15.704862] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:15.828792] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:15.994910] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:16.128422] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:16.263732] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:04:16.263914] [INFO ] [CONFIGURE ] NYT: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T01:04:16.263969] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5544 tests
[2025-10-18T01:04:16.264005] [INFO ] [CONFIGURE ] NYT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:04:16.264036] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-10-18T01:04:16.385089] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:16.510600] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:16.629420] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:16.749251] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:04:16.870825] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:16.996072] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:17.124590] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:17.251160] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:17.382399] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:17.518751] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:17.518989] [INFO ] [CONFIGURE ] NYT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:04:17.519064] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5543 tests
[2025-10-18T01:04:17.519115] [INFO ] [CONFIGURE ] NYT: Testing feature 20/29: add_price_rejection
[2025-10-18T01:04:17.519160] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_price_rejection']
[2025-10-18T01:04:17.658667] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:17.791399] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:17.923049] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:18.053999] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:04:18.185173] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:18.315664] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:18.446921] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:18.579144] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:18.710541] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:18.845270] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:18.845422] [INFO ] [CONFIGURE ] NYT: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:04:18.845466] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5542 tests
[2025-10-18T01:04:18.845500] [INFO ] [CONFIGURE ] NYT: Testing feature 21/29: add_range_position
[2025-10-18T01:04:18.845531] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position']
[2025-10-18T01:04:19.007701] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:19.143164] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:19.278967] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:19.416033] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:04:19.553510] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:19.692832] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:19.838575] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:19.980690] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:20.119686] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:20.261744] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:20.261932] [INFO ] [CONFIGURE ] NYT: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:04:20.261976] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5541 tests
[2025-10-18T01:04:20.262011] [INFO ] [CONFIGURE ] NYT: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:04:20.262043] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_realized_volatility']
[2025-10-18T01:04:20.417206] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:20.575949] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:20.733422] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:20.888368] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:04:21.040322] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:21.194024] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:21.348974] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:21.506953] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:21.665242] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:21.822471] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:21.822632] [INFO ] [CONFIGURE ] NYT: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T01:04:21.822713] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5540 tests
[2025-10-18T01:04:21.822757] [INFO ] [CONFIGURE ] NYT: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:04:21.822790] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_recent_range_context']
[2025-10-18T01:04:21.950523] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:22.077122] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:22.204344] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:22.336546] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:04:22.464792] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:22.594043] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:22.724614] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:22.858269] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:22.998454] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:23.132379] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:23.132523] [INFO ] [CONFIGURE ] NYT: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T01:04:23.132569] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5539 tests
[2025-10-18T01:04:23.132605] [INFO ] [CONFIGURE ] NYT: Testing feature 24/29: add_rsi
[2025-10-18T01:04:23.132637] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-10-18T01:04:23.277618] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:23.424751] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:23.571214] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:23.721234] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:04:23.874938] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:24.025193] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:24.174232] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:24.325451] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:24.497410] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:24.658183] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:24.658394] [INFO ] [CONFIGURE ] NYT: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T01:04:24.658443] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5538 tests
[2025-10-18T01:04:24.658480] [INFO ] [CONFIGURE ] NYT: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:04:24.658517] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_tick_distribution']
[2025-10-18T01:04:24.793129] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:24.941391] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:25.080398] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:25.213885] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:04:25.341066] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:25.468848] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:25.597482] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:25.727586] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:25.854998] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:25.982937] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:25.983110] [INFO ] [CONFIGURE ] NYT: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T01:04:25.983153] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5537 tests
[2025-10-18T01:04:25.983211] [INFO ] [CONFIGURE ] NYT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:04:25.983268] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-10-18T01:04:26.112728] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:26.245471] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:26.382240] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:26.518072] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:04:26.659832] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:26.802937] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:26.938851] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:27.076404] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:27.216905] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:27.355262] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:27.355457] [INFO ] [CONFIGURE ] NYT: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:04:27.355505] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5536 tests
[2025-10-18T01:04:27.355539] [INFO ] [CONFIGURE ] NYT: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:04:27.355573] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-10-18T01:04:27.506081] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:27.674136] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:27.815850] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:27.955468] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:04:28.102171] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:28.247341] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:28.393734] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:28.539807] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:28.688331] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:28.833851] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:28.834021] [INFO ] [CONFIGURE ] NYT: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T01:04:28.834065] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5535 tests
[2025-10-18T01:04:28.834100] [INFO ] [CONFIGURE ] NYT: Testing feature 28/29: add_volume_profile
[2025-10-18T01:04:28.834130] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_profile']
[2025-10-18T01:04:28.962135] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:29.091089] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:29.221520] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:04:29.351543] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:04:29.481904] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:29.614816] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:04:29.766661] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:29.914184] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:04:30.059190] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:30.210073] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:04:30.210245] [INFO ] [CONFIGURE ] NYT: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-18T01:04:30.210292] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5534 tests
[2025-10-18T01:04:30.210328] [INFO ] [CONFIGURE ] NYT: Testing feature 29/29: add_vwap
[2025-10-18T01:04:30.210362] [INFO ] [CONFIGURE ] NYT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap']
[2025-10-18T01:04:30.359035] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:30.495863] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:04:30.628336] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:04:30.762150] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:04:30.896729] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:31.033246] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:04:31.170087] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:04:31.306357] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:31.443030] [DEBUG] [FORECASTER] NYT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:31.580033] [DEBUG] [FORECASTER] NYT: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:04:31.580184] [INFO ] [CONFIGURE ] NYT: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T01:04:31.580228] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5533 tests
[2025-10-18T01:04:31.580263] [INFO ] [CONFIGURE ] NYT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:04:31.580294] [INFO ] [CONFIGURE ] NYT: Best accuracy: 70.00%
[2025-10-18T01:04:31.580325] [INFO ] [CONFIGURE ] NYT: Best feature set (2 features): ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:04:31.580353] [INFO ] [CONFIGURE ] NYT: Improvement over baseline: 20.00%
[2025-10-18T01:04:31.580380] [INFO ] [CONFIGURE ] NYT: Total time: 41.1 seconds
[2025-10-18T01:04:31.580407] [INFO ] [CONFIGURE ] NYT: Average time per feature: 1.4 seconds
[2025-10-18T01:04:31.580435] [INFO ] [CONFIGURE ] NYT: Average speed: 0.71 features/sec
[2025-10-18T01:04:31.581107] [INFO ] [LOCAL     ] Saved configuration for NYT: 2 features, 70.00% accuracy -> ./output/feature-sets/NYT.json
[2025-10-18T01:04:31.581177] [INFO ] [CONFIGURE ] NYT: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T01:04:31.581247] [INFO ] [sig       ] [191/380] Successfully configured NYT | 0.02 sym/s | Total: 2.3h | ETA: 2.3h
[2025-10-18T01:04:31.581313] [INFO ] [sig       ] [192/380] Configuring NZF...
[2025-10-18T01:04:31.581378] [INFO ] [CONFIGURE ] NZF: Configurate test run.
[2025-10-18T01:04:31.581433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-10-18T01:04:31.594678] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'NZF'.
[2025-10-18T01:04:31.595069] [INFO ] [CONFIGURE ] NZF: Testing with 29 available features
[2025-10-18T01:04:31.595127] [INFO ] [CONFIGURE ] NZF: Establishing baseline with no features...
[2025-10-18T01:04:31.701298] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:31.808568] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:04:31.915254] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:32.020390] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:32.132068] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:32.240140] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:32.352182] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:04:32.477933] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:04:32.610372] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:32.724494] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:32.724661] [INFO ] [CONFIGURE ] NZF: Baseline score (no features): 20.00%
[2025-10-18T01:04:32.724725] [INFO ] [CONFIGURE ] NZF: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:04:32.724762] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:04:32.851616] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:32.973171] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:04:33.092170] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:33.209283] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:33.332048] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:33.452476] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:33.573446] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:04:33.694236] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:33.816929] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:33.937588] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:33.937745] [INFO ] [CONFIGURE ] NZF: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-18T01:04:33.937797] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5532 tests
[2025-10-18T01:04:33.937831] [INFO ] [CONFIGURE ] NZF: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:04:33.937861] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:04:34.074621] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:34.211288] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:34.346939] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:34.483198] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:34.625432] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:34.763923] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:34.902590] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:04:35.041851] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:04:35.183867] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:35.323575] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:35.323729] [INFO ] [CONFIGURE ] NZF: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T01:04:35.323786] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5531 tests
[2025-10-18T01:04:35.323821] [INFO ] [CONFIGURE ] NZF: Testing feature 3/29: add_daily_returns
[2025-10-18T01:04:35.323851] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:04:35.444408] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:35.567037] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:35.690553] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:35.814371] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:35.937627] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:04:36.062988] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:36.187637] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:04:36.308329] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:36.430623] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:36.579085] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:36.579274] [INFO ] [CONFIGURE ] NZF: KEPT add_daily_returns (score: 50.00%)
[2025-10-18T01:04:36.579320] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5530 tests
[2025-10-18T01:04:36.579357] [INFO ] [CONFIGURE ] NZF: Testing feature 4/29: add_ema
[2025-10-18T01:04:36.579390] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T01:04:36.721960] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:36.872125] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:37.021344] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:37.196518] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:37.347814] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:04:37.505130] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:37.670235] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:04:37.821964] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:37.976542] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:38.132533] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:38.132744] [INFO ] [CONFIGURE ] NZF: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:04:38.132812] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5529 tests
[2025-10-18T01:04:38.132861] [INFO ] [CONFIGURE ] NZF: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:04:38.132900] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:04:38.289114] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:38.444973] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:38.598976] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:38.752147] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:38.909452] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:39.064582] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:39.219799] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:04:39.376503] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:39.539171] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:39.697314] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:39.697471] [INFO ] [CONFIGURE ] NZF: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:04:39.697513] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5528 tests
[2025-10-18T01:04:39.697616] [INFO ] [CONFIGURE ] NZF: Testing feature 6/29: add_failed_moves
[2025-10-18T01:04:39.697688] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T01:04:39.830840] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:39.964282] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:40.098166] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:40.231810] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:40.367208] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:04:40.503268] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:40.642870] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:04:40.779846] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:40.919791] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:41.057038] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:41.057184] [INFO ] [CONFIGURE ] NZF: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T01:04:41.057227] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5527 tests
[2025-10-18T01:04:41.057261] [INFO ] [CONFIGURE ] NZF: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:04:41.057291] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T01:04:41.182036] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:41.307790] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:41.434046] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:41.562092] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:41.692909] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:04:41.823462] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:41.957723] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:04:42.094217] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:42.225268] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:42.358453] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:42.358683] [INFO ] [CONFIGURE ] NZF: KEPT add_lag_shelf (score: 60.00%)
[2025-10-18T01:04:42.358745] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5526 tests
[2025-10-18T01:04:42.358782] [INFO ] [CONFIGURE ] NZF: Testing feature 8/29: add_macd
[2025-10-18T01:04:42.358813] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-10-18T01:04:42.526488] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:42.691271] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:42.858313] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:43.024383] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:43.219581] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:04:43.395547] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:43.569439] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:04:43.744264] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:43.915866] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:44.083226] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:44.083393] [INFO ] [CONFIGURE ] NZF: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:04:44.083437] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5525 tests
[2025-10-18T01:04:44.083473] [INFO ] [CONFIGURE ] NZF: Testing feature 9/29: add_mfi
[2025-10-18T01:04:44.083504] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_mfi']
[2025-10-18T01:04:44.223342] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:44.365638] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:44.513875] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:44.656477] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:44.800775] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:44.944729] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:45.090262] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:04:45.236268] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:45.381366] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:45.526476] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:45.526621] [INFO ] [CONFIGURE ] NZF: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T01:04:45.526696] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5524 tests
[2025-10-18T01:04:45.526744] [INFO ] [CONFIGURE ] NZF: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:04:45.526777] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:04:45.684868] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:45.841981] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:46.001113] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:46.159497] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:46.333200] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:46.494478] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:46.656611] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:04:46.820623] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:46.990301] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:04:47.154247] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:47.154390] [INFO ] [CONFIGURE ] NZF: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:04:47.154432] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5523 tests
[2025-10-18T01:04:47.154467] [INFO ] [CONFIGURE ] NZF: Testing feature 11/29: add_obv_daily
[2025-10-18T01:04:47.154497] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily']
[2025-10-18T01:04:47.287269] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:04:47.421588] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:47.555876] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:47.693471] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:47.833458] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:47.974593] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:48.115268] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:04:48.257557] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:48.398517] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:04:48.538684] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:48.538860] [INFO ] [CONFIGURE ] NZF: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:04:48.538905] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5522 tests
[2025-10-18T01:04:48.538940] [INFO ] [CONFIGURE ] NZF: Testing feature 12/29: add_obv_interval
[2025-10-18T01:04:48.538971] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_interval']
[2025-10-18T01:04:48.675467] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:48.809923] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:48.944370] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:49.080246] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:49.215599] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:49.369942] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:49.513696] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:04:49.653298] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:49.799228] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:49.938970] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:49.939170] [INFO ] [CONFIGURE ] NZF: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:04:49.939225] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5521 tests
[2025-10-18T01:04:49.939292] [INFO ] [CONFIGURE ] NZF: Testing feature 13/29: add_opening_strength
[2025-10-18T01:04:49.939326] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_opening_strength']
[2025-10-18T01:04:50.081137] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:50.224325] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:50.365762] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:50.507477] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:50.651068] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:50.801477] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:50.946579] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:04:51.092696] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:51.240018] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:04:51.386932] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:51.387071] [INFO ] [CONFIGURE ] NZF: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T01:04:51.387114] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5520 tests
[2025-10-18T01:04:51.387148] [INFO ] [CONFIGURE ] NZF: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:04:51.387180] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-18T01:04:51.531479] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:51.676863] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:51.824800] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:51.976313] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:52.123936] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:52.271450] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:52.420493] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:04:52.569423] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:52.719776] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:52.870691] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:52.870864] [INFO ] [CONFIGURE ] NZF: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:04:52.870909] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5519 tests
[2025-10-18T01:04:52.870944] [INFO ] [CONFIGURE ] NZF: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:04:52.870975] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-18T01:04:52.996759] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:53.124460] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:53.252331] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:53.384532] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:53.523360] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:53.669281] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:53.813324] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:04:54.015429] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:54.215267] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:04:54.378958] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:54.379200] [INFO ] [CONFIGURE ] NZF: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T01:04:54.379265] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5518 tests
[2025-10-18T01:04:54.379304] [INFO ] [CONFIGURE ] NZF: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:04:54.379338] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-10-18T01:04:54.555853] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:54.720619] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:54.879906] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:55.021347] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:55.165493] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:55.310468] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:55.452802] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:04:55.594800] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:55.736594] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:55.882412] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:55.882576] [INFO ] [CONFIGURE ] NZF: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:04:55.882619] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5517 tests
[2025-10-18T01:04:55.882682] [INFO ] [CONFIGURE ] NZF: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:04:55.882732] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-18T01:04:56.022493] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:56.167359] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:56.311278] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:56.454664] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:56.598717] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:56.741197] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:56.900154] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:04:57.049560] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:57.198945] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:57.351486] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:57.351664] [INFO ] [CONFIGURE ] NZF: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T01:04:57.351726] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5516 tests
[2025-10-18T01:04:57.351818] [INFO ] [CONFIGURE ] NZF: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:04:57.351875] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-10-18T01:04:57.481766] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:57.612085] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:57.743138] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:57.875571] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:58.008481] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:58.141728] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:58.275553] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:04:58.438764] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:58.573743] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:04:58.709375] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:04:58.709539] [INFO ] [CONFIGURE ] NZF: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:04:58.709582] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5515 tests
[2025-10-18T01:04:58.709616] [INFO ] [CONFIGURE ] NZF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:04:58.709673] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-10-18T01:04:58.839690] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:04:58.975611] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:04:59.111879] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:04:59.246779] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:04:59.387916] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:04:59.525360] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:04:59.660144] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:04:59.797625] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:04:59.935136] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:00.073542] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:00.073728] [INFO ] [CONFIGURE ] NZF: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T01:05:00.073782] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5514 tests
[2025-10-18T01:05:00.073819] [INFO ] [CONFIGURE ] NZF: Testing feature 20/29: add_price_rejection
[2025-10-18T01:05:00.073851] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_price_rejection']
[2025-10-18T01:05:00.214549] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:00.354533] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:00.496565] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:05:00.639789] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:05:00.782668] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:05:00.926515] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:01.071860] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:01.218879] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:01.366233] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:01.513722] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:01.513894] [INFO ] [CONFIGURE ] NZF: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T01:05:01.513938] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5513 tests
[2025-10-18T01:05:01.513973] [INFO ] [CONFIGURE ] NZF: Testing feature 21/29: add_range_position
[2025-10-18T01:05:01.514006] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_range_position']
[2025-10-18T01:05:01.672524] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:01.854988] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:02.018787] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:05:02.178592] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:05:02.335870] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:05:02.492439] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:02.647608] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:02.801749] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:02.958779] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:03.125886] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:03.126040] [INFO ] [CONFIGURE ] NZF: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:05:03.126083] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5512 tests
[2025-10-18T01:05:03.126118] [INFO ] [CONFIGURE ] NZF: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:05:03.126149] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_realized_volatility']
[2025-10-18T01:05:03.291585] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:03.457181] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:03.623173] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:05:03.790263] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:05:03.958044] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:05:04.124710] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:04.299196] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:05:04.474059] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:04.643888] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:04.813100] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:04.813269] [INFO ] [CONFIGURE ] NZF: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:05:04.813332] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5511 tests
[2025-10-18T01:05:04.813390] [INFO ] [CONFIGURE ] NZF: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:05:04.813471] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_recent_range_context']
[2025-10-18T01:05:04.948596] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:05.087921] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:05.225470] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:05:05.364347] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:05:05.503981] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:05:05.646482] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:05.789932] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:05.932865] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:06.075916] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:06.221540] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:06.221682] [INFO ] [CONFIGURE ] NZF: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T01:05:06.221743] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5510 tests
[2025-10-18T01:05:06.221781] [INFO ] [CONFIGURE ] NZF: Testing feature 24/29: add_rsi
[2025-10-18T01:05:06.221813] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-10-18T01:05:06.379442] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:06.537434] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:06.697524] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:05:06.855951] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:05:07.014087] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:05:07.169474] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:07.322490] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:07.475486] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:07.628165] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:07.783254] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:07.783373] [INFO ] [CONFIGURE ] NZF: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T01:05:07.783464] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5509 tests
[2025-10-18T01:05:07.783511] [INFO ] [CONFIGURE ] NZF: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:05:07.783543] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_tick_distribution']
[2025-10-18T01:05:07.909804] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:08.035594] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:08.161740] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:05:08.287699] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:05:08.416271] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:05:08.544993] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:08.676230] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:05:08.805477] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:08.935398] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:09.065079] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:09.065241] [INFO ] [CONFIGURE ] NZF: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T01:05:09.065289] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5508 tests
[2025-10-18T01:05:09.065324] [INFO ] [CONFIGURE ] NZF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:05:09.065354] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-10-18T01:05:09.193588] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:09.323071] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:09.452928] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:05:09.582966] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:05:09.715402] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:05:09.846093] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:09.978339] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:10.110625] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:10.242979] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:10.384581] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:10.384731] [INFO ] [CONFIGURE ] NZF: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:05:10.384785] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5507 tests
[2025-10-18T01:05:10.384821] [INFO ] [CONFIGURE ] NZF: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:05:10.384851] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-10-18T01:05:10.524366] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:05:10.660141] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:10.796194] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:05:10.933130] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:05:11.071711] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:05:11.209234] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:11.347487] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:11.486428] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:11.626926] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:05:11.765275] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:11.765446] [INFO ] [CONFIGURE ] NZF: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:05:11.765496] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5506 tests
[2025-10-18T01:05:11.765530] [INFO ] [CONFIGURE ] NZF: Testing feature 28/29: add_volume_profile
[2025-10-18T01:05:11.765560] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_volume_profile']
[2025-10-18T01:05:11.905953] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:12.042447] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:12.178381] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:05:12.315686] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:05:12.454221] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:05:12.594438] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:12.735228] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:12.875197] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:13.017482] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:13.159048] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:13.159174] [INFO ] [CONFIGURE ] NZF: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T01:05:13.159217] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5505 tests
[2025-10-18T01:05:13.159250] [INFO ] [CONFIGURE ] NZF: Testing feature 29/29: add_vwap
[2025-10-18T01:05:13.159281] [INFO ] [CONFIGURE ] NZF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_vwap']
[2025-10-18T01:05:13.291308] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:13.424050] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:13.583161] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:05:13.718727] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:05:13.853753] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:05:13.989147] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:14.125393] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:14.261659] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:14.399047] [DEBUG] [FORECASTER] NZF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:14.551601] [DEBUG] [FORECASTER] NZF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:14.551798] [INFO ] [CONFIGURE ] NZF: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T01:05:14.551849] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5504 tests
[2025-10-18T01:05:14.551885] [INFO ] [CONFIGURE ] NZF: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:05:14.551915] [INFO ] [CONFIGURE ] NZF: Best accuracy: 60.00%
[2025-10-18T01:05:14.551946] [INFO ] [CONFIGURE ] NZF: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T01:05:14.551974] [INFO ] [CONFIGURE ] NZF: Improvement over baseline: 40.00%
[2025-10-18T01:05:14.552000] [INFO ] [CONFIGURE ] NZF: Total time: 41.8 seconds
[2025-10-18T01:05:14.552026] [INFO ] [CONFIGURE ] NZF: Average time per feature: 1.4 seconds
[2025-10-18T01:05:14.552052] [INFO ] [CONFIGURE ] NZF: Average speed: 0.69 features/sec
[2025-10-18T01:05:14.552532] [INFO ] [LOCAL     ] Saved configuration for NZF: 3 features, 60.00% accuracy -> ./output/feature-sets/NZF.json
[2025-10-18T01:05:14.552587] [INFO ] [CONFIGURE ] NZF: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-10-18T01:05:14.552661] [INFO ] [sig       ] [192/380] Successfully configured NZF | 0.02 sym/s | Total: 2.3h | ETA: 2.3h
[2025-10-18T01:05:14.552739] [INFO ] [sig       ] [193/380] Configuring OBDC...
[2025-10-18T01:05:14.552806] [INFO ] [CONFIGURE ] OBDC: Configurate test run.
[2025-10-18T01:05:14.552861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-10-18T01:05:14.565016] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OBDC'.
[2025-10-18T01:05:14.565437] [INFO ] [CONFIGURE ] OBDC: Testing with 29 available features
[2025-10-18T01:05:14.565494] [INFO ] [CONFIGURE ] OBDC: Establishing baseline with no features...
[2025-10-18T01:05:14.667575] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:14.769381] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:14.874258] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:14.978457] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:15.083144] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:15.184990] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:15.288542] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:15.390276] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:15.492502] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:15.596564] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:15.596731] [INFO ] [CONFIGURE ] OBDC: Baseline score (no features): 70.00%
[2025-10-18T01:05:15.596786] [INFO ] [CONFIGURE ] OBDC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:05:15.596819] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:05:15.709159] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:15.822056] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:15.936073] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:16.050204] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:16.165089] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:16.280088] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:05:16.396175] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:16.513872] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:16.641919] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:16.767550] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:16.767767] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T01:05:16.767831] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5503 tests
[2025-10-18T01:05:16.767869] [INFO ] [CONFIGURE ] OBDC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:05:16.767899] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:05:16.893767] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:17.020084] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:17.148908] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:05:17.274857] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:17.401252] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:05:17.529137] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:05:17.656601] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:05:17.784524] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:17.911947] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:18.039726] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:18.039872] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-18T01:05:18.039915] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5502 tests
[2025-10-18T01:05:18.039949] [INFO ] [CONFIGURE ] OBDC: Testing feature 3/29: add_daily_returns
[2025-10-18T01:05:18.039979] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_daily_returns']
[2025-10-18T01:05:18.155466] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:18.270500] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:18.385505] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:18.498516] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:18.613205] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:18.731525] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:18.851440] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:18.975088] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:19.093491] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:19.212332] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:19.212522] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T01:05:19.212569] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5501 tests
[2025-10-18T01:05:19.212605] [INFO ] [CONFIGURE ] OBDC: Testing feature 4/29: add_ema
[2025-10-18T01:05:19.212638] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_ema']
[2025-10-18T01:05:19.341245] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:19.469583] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:19.600100] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:19.731096] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:19.853459] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:19.973057] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:20.091349] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:05:20.210378] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:20.330275] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:20.452549] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:20.452750] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_ema (score: 60.00%)
[2025-10-18T01:05:20.452806] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5500 tests
[2025-10-18T01:05:20.452843] [INFO ] [CONFIGURE ] OBDC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:05:20.452893] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:05:20.578427] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:20.705881] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:20.833074] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:20.960361] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:21.087633] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:21.214424] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:05:21.342763] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:21.473136] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:21.604364] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:21.734059] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:21.734229] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T01:05:21.734293] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5499 tests
[2025-10-18T01:05:21.734361] [INFO ] [CONFIGURE ] OBDC: Testing feature 6/29: add_failed_moves
[2025-10-18T01:05:21.734398] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_failed_moves']
[2025-10-18T01:05:21.842357] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:21.949149] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:22.058520] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:22.172381] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:22.295936] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:22.410246] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:22.525840] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:22.662867] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:22.776968] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:22.889214] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:22.889384] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T01:05:22.889429] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5498 tests
[2025-10-18T01:05:22.889464] [INFO ] [CONFIGURE ] OBDC: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:05:22.889496] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_lag_shelf']
[2025-10-18T01:05:22.990341] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:23.093593] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:23.200810] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:23.305951] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:23.412168] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:23.516757] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:23.623308] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:23.724636] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:23.826741] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:23.929701] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:23.929871] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T01:05:23.929913] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5497 tests
[2025-10-18T01:05:23.929946] [INFO ] [CONFIGURE ] OBDC: Testing feature 8/29: add_macd
[2025-10-18T01:05:23.929976] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:05:24.069902] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:24.216374] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:24.362024] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:24.508827] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:24.654627] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:24.799469] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:24.945617] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:25.090334] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:25.235370] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:25.380849] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:25.381037] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:05:25.381081] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5496 tests
[2025-10-18T01:05:25.381116] [INFO ] [CONFIGURE ] OBDC: Testing feature 9/29: add_mfi
[2025-10-18T01:05:25.381147] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_mfi']
[2025-10-18T01:05:25.497789] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:25.615565] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:25.734197] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:25.853064] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:25.973318] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:26.095066] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:26.217856] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:26.341123] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:26.467063] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:26.589404] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:26.589578] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T01:05:26.589623] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5495 tests
[2025-10-18T01:05:26.589693] [INFO ] [CONFIGURE ] OBDC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:05:26.589744] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:05:26.726957] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:26.865899] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:27.003574] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:27.149721] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:27.293269] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:05:27.441569] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:27.588221] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:27.734957] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:27.880312] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:05:28.028315] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:28.028476] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:05:28.028521] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5494 tests
[2025-10-18T01:05:28.028555] [INFO ] [CONFIGURE ] OBDC: Testing feature 11/29: add_obv_daily
[2025-10-18T01:05:28.028586] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_obv_daily']
[2025-10-18T01:05:28.144156] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:28.261714] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:28.379124] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:28.499204] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:05:28.620790] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:28.758104] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:05:28.879152] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:05:29.001458] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:29.123778] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:29.244508] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:29.244720] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:05:29.244777] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5493 tests
[2025-10-18T01:05:29.244814] [INFO ] [CONFIGURE ] OBDC: Testing feature 12/29: add_obv_interval
[2025-10-18T01:05:29.244844] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_obv_interval']
[2025-10-18T01:05:29.357807] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:05:29.471202] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:29.586593] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:29.703354] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:05:29.819180] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:29.935812] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:05:30.053062] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:30.169566] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:30.286056] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:05:30.403899] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:30.404090] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T01:05:30.404156] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5492 tests
[2025-10-18T01:05:30.404192] [INFO ] [CONFIGURE ] OBDC: Testing feature 13/29: add_opening_strength
[2025-10-18T01:05:30.404223] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T01:05:30.526471] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:30.650553] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:30.774148] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:30.899128] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:31.024602] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:31.149125] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:31.272788] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:05:31.400420] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:31.527725] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:31.656027] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:31.656226] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:05:31.656272] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5491 tests
[2025-10-18T01:05:31.656307] [INFO ] [CONFIGURE ] OBDC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:05:31.656338] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T01:05:31.787064] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:31.910231] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:32.032296] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:05:32.156428] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:32.279248] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:32.401260] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:32.523753] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:32.648763] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:32.776548] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:32.903551] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:32.903773] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:05:32.903827] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5490 tests
[2025-10-18T01:05:32.903862] [INFO ] [CONFIGURE ] OBDC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:05:32.903894] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T01:05:33.008786] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:33.113388] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:33.218981] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:33.325329] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:33.432525] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:33.538830] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:33.645612] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:33.753580] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:33.860990] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:33.970179] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:33.970353] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:05:33.970395] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5489 tests
[2025-10-18T01:05:33.970428] [INFO ] [CONFIGURE ] OBDC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:05:33.970458] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T01:05:34.083130] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:34.196547] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:34.312353] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:34.427086] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:34.541847] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:34.658927] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:34.807015] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:34.924108] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:35.041462] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:35.160039] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:35.160206] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:05:35.160251] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5488 tests
[2025-10-18T01:05:35.160285] [INFO ] [CONFIGURE ] OBDC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:05:35.160314] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_pbf_return_2d']
[2025-10-18T01:05:35.278611] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:35.396861] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:35.515815] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:35.633710] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:35.753121] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:35.873238] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:35.994137] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:36.113984] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:36.234529] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:36.359167] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:36.359326] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T01:05:36.359369] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5487 tests
[2025-10-18T01:05:36.359404] [INFO ] [CONFIGURE ] OBDC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:05:36.359435] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T01:05:36.464840] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:36.569522] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:36.675628] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:36.781918] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:36.887413] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:36.999913] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:37.105436] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:37.211429] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:37.315834] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:37.420137] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:37.420289] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:05:37.420340] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5486 tests
[2025-10-18T01:05:37.420377] [INFO ] [CONFIGURE ] OBDC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:05:37.420408] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T01:05:37.525852] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:37.627607] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:37.732305] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:37.843120] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:37.948811] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:38.053546] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:38.158379] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:38.264848] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:38.373723] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:38.483830] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:38.483993] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:05:38.484036] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5485 tests
[2025-10-18T01:05:38.484068] [INFO ] [CONFIGURE ] OBDC: Testing feature 20/29: add_price_rejection
[2025-10-18T01:05:38.484099] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_price_rejection']
[2025-10-18T01:05:38.599037] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:38.715798] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:38.848508] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:38.969386] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:39.088286] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:39.208815] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:39.329815] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:05:39.453055] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:39.577933] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:39.711564] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:39.711770] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:05:39.711823] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5484 tests
[2025-10-18T01:05:39.711861] [INFO ] [CONFIGURE ] OBDC: Testing feature 21/29: add_range_position
[2025-10-18T01:05:39.711894] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_range_position']
[2025-10-18T01:05:39.837411] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:39.959592] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:40.084898] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:40.210837] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:40.335223] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:40.459956] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:40.585330] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:05:40.710381] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:40.868078] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:40.995347] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:40.995520] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:05:40.995566] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5483 tests
[2025-10-18T01:05:40.995602] [INFO ] [CONFIGURE ] OBDC: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:05:40.995633] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_realized_volatility']
[2025-10-18T01:05:41.134106] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:41.278360] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:41.417742] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:41.559052] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:41.699747] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:05:41.842963] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:41.984059] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:05:42.124664] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:42.270175] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:42.412381] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:42.412541] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:05:42.412585] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5482 tests
[2025-10-18T01:05:42.412618] [INFO ] [CONFIGURE ] OBDC: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:05:42.412682] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_recent_range_context']
[2025-10-18T01:05:42.523783] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:42.635842] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:42.747068] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:42.858625] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:42.970774] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:05:43.083367] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:43.196628] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:43.309723] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:43.423801] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:43.537219] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:43.537376] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:05:43.537423] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5481 tests
[2025-10-18T01:05:43.537457] [INFO ] [CONFIGURE ] OBDC: Testing feature 24/29: add_rsi
[2025-10-18T01:05:43.537488] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T01:05:43.670726] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:43.806905] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:43.942925] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:44.076265] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:44.210008] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:44.346132] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:44.487404] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:44.625158] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:44.761525] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:44.899728] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:44.899897] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T01:05:44.899942] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5480 tests
[2025-10-18T01:05:44.899977] [INFO ] [CONFIGURE ] OBDC: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:05:44.900012] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_tick_distribution']
[2025-10-18T01:05:45.013618] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:45.126675] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:45.240198] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:45.356786] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:45.476621] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:45.593437] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:45.711305] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:45.837187] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:45.964361] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:46.122255] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:46.123848] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T01:05:46.123932] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5479 tests
[2025-10-18T01:05:46.124163] [INFO ] [CONFIGURE ] OBDC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:05:46.124234] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T01:05:46.260218] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:46.394178] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:46.557666] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:46.710374] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:46.852938] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:46.996058] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:05:47.128103] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:47.251601] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:47.375953] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:47.498886] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:47.499044] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:05:47.499087] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5478 tests
[2025-10-18T01:05:47.499123] [INFO ] [CONFIGURE ] OBDC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:05:47.499152] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_volume_price_divergence']
[2025-10-18T01:05:47.623945] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:47.745085] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:47.865153] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:47.984422] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:48.106932] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:48.228721] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:05:48.351084] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:05:48.473030] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:48.597265] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:48.720157] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:48.720316] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:05:48.720360] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5477 tests
[2025-10-18T01:05:48.720447] [INFO ] [CONFIGURE ] OBDC: Testing feature 28/29: add_volume_profile
[2025-10-18T01:05:48.720488] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_volume_profile']
[2025-10-18T01:05:48.830905] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:48.941632] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:49.053671] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:49.166505] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:49.280708] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:49.396586] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:49.513121] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:49.630167] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:49.754935] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:49.878243] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:49.878411] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T01:05:49.878455] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5476 tests
[2025-10-18T01:05:49.878491] [INFO ] [CONFIGURE ] OBDC: Testing feature 29/29: add_vwap
[2025-10-18T01:05:49.878522] [INFO ] [CONFIGURE ] OBDC: Testing with features: ['add_vwap']
[2025-10-18T01:05:50.023687] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:05:50.154524] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:05:50.279912] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:50.402919] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:50.528013] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:50.655714] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:05:50.779618] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:50.908371] [DEBUG] [FORECASTER] OBDC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:51.040309] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:05:51.168339] [DEBUG] [FORECASTER] OBDC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:51.168551] [INFO ] [CONFIGURE ] OBDC: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T01:05:51.168627] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5475 tests
[2025-10-18T01:05:51.168717] [INFO ] [CONFIGURE ] OBDC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:05:51.168772] [INFO ] [CONFIGURE ] OBDC: Best accuracy: 70.00%
[2025-10-18T01:05:51.168805] [INFO ] [CONFIGURE ] OBDC: Best feature set (0 features): []
[2025-10-18T01:05:51.168834] [INFO ] [CONFIGURE ] OBDC: Improvement over baseline: 0.00%
[2025-10-18T01:05:51.168860] [INFO ] [CONFIGURE ] OBDC: Total time: 35.6 seconds
[2025-10-18T01:05:51.168887] [INFO ] [CONFIGURE ] OBDC: Average time per feature: 1.2 seconds
[2025-10-18T01:05:51.168914] [INFO ] [CONFIGURE ] OBDC: Average speed: 0.82 features/sec
[2025-10-18T01:05:51.169489] [INFO ] [LOCAL     ] Saved configuration for OBDC: 0 features, 70.00% accuracy -> ./output/feature-sets/OBDC.json
[2025-10-18T01:05:51.169567] [INFO ] [CONFIGURE ] OBDC: Configuration saved successfully: 0 features, 70.00% accuracy.
[2025-10-18T01:05:51.169664] [INFO ] [sig       ] [193/380] Successfully configured OBDC | 0.02 sym/s | Total: 2.3h | ETA: 2.2h
[2025-10-18T01:05:51.169724] [INFO ] [sig       ] [194/380] Configuring OBK...
[2025-10-18T01:05:51.169757] [INFO ] [CONFIGURE ] OBK: Configurate test run.
[2025-10-18T01:05:51.169787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-10-18T01:05:51.180214] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OBK'.
[2025-10-18T01:05:51.180706] [INFO ] [CONFIGURE ] OBK: Testing with 29 available features
[2025-10-18T01:05:51.180764] [INFO ] [CONFIGURE ] OBK: Establishing baseline with no features...
[2025-10-18T01:05:51.290995] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:05:51.401446] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:05:51.511289] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:05:51.628156] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:51.739325] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:05:51.860554] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:05:51.986888] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:05:52.103740] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:52.218214] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:05:52.334015] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:52.334168] [INFO ] [CONFIGURE ] OBK: Baseline score (no features): 30.00%
[2025-10-18T01:05:52.334213] [INFO ] [CONFIGURE ] OBK: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:05:52.334247] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:05:52.455385] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:05:52.576239] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:05:52.697193] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:05:52.819984] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:52.948178] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:53.073373] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:05:53.196284] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:53.319614] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:53.442467] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:05:53.569838] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:53.570042] [INFO ] [CONFIGURE ] OBK: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T01:05:53.570089] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5474 tests
[2025-10-18T01:05:53.570125] [INFO ] [CONFIGURE ] OBK: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:05:53.570244] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:05:53.705729] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:05:53.856781] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:05:53.985186] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:05:54.107713] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:54.231142] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:54.361304] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:05:54.490847] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:54.620012] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:54.749971] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:05:54.875019] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:54.875172] [INFO ] [CONFIGURE ] OBK: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T01:05:54.875217] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5473 tests
[2025-10-18T01:05:54.875275] [INFO ] [CONFIGURE ] OBK: Testing feature 3/29: add_daily_returns
[2025-10-18T01:05:54.875308] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:05:55.001796] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:05:55.128479] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:05:55.255639] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:05:55.385495] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:55.520134] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:55.657178] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:05:55.794496] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:55.932106] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:56.072234] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:05:56.214467] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:05:56.214623] [INFO ] [CONFIGURE ] OBK: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:05:56.214704] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5472 tests
[2025-10-18T01:05:56.214752] [INFO ] [CONFIGURE ] OBK: Testing feature 4/29: add_ema
[2025-10-18T01:05:56.214784] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T01:05:56.362406] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:05:56.506938] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:05:56.655752] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:05:56.804328] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:56.952883] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:05:57.105050] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:05:57.259061] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:57.417127] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:05:57.578202] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:05:57.735580] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:57.735823] [INFO ] [CONFIGURE ] OBK: DISCARDED add_ema (score: 60.00%)
[2025-10-18T01:05:57.735877] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5471 tests
[2025-10-18T01:05:57.735914] [INFO ] [CONFIGURE ] OBK: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:05:57.735946] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:05:57.892354] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:05:58.048873] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:05:58.206570] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:05:58.362016] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:58.517372] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:05:58.672701] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:05:58.825916] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:05:58.981164] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:05:59.140814] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:05:59.300203] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:05:59.300369] [INFO ] [CONFIGURE ] OBK: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:05:59.300414] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5470 tests
[2025-10-18T01:05:59.300450] [INFO ] [CONFIGURE ] OBK: Testing feature 6/29: add_failed_moves
[2025-10-18T01:05:59.300481] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T01:05:59.435252] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:05:59.569444] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:05:59.706539] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:05:59.843719] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:05:59.979260] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:00.115220] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:00.251527] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:00.385029] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:06:00.513711] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:00.641709] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:00.641895] [INFO ] [CONFIGURE ] OBK: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:06:00.641987] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5469 tests
[2025-10-18T01:06:00.642030] [INFO ] [CONFIGURE ] OBK: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:06:00.642061] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T01:06:00.759812] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:06:00.882202] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:01.007519] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:06:01.141404] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:01.274029] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:01.410494] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:01.549958] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:01.684244] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:06:01.824536] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:01.963912] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:01.964081] [INFO ] [CONFIGURE ] OBK: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:06:01.964126] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5468 tests
[2025-10-18T01:06:01.964163] [INFO ] [CONFIGURE ] OBK: Testing feature 8/29: add_macd
[2025-10-18T01:06:01.964198] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T01:06:02.133012] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:06:02.305189] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:02.479033] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:06:02.649308] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:02.815467] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:06:02.982595] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:03.152989] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:03.327155] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:03.502556] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:03.674110] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:03.674315] [INFO ] [CONFIGURE ] OBK: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:06:03.674362] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5467 tests
[2025-10-18T01:06:03.674401] [INFO ] [CONFIGURE ] OBK: Testing feature 9/29: add_mfi
[2025-10-18T01:06:03.674434] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T01:06:03.815859] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:06:03.956203] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:04.100796] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:06:04.245240] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:04.390532] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:04.536877] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:04.672535] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:04.809844] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:06:04.947802] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:05.126283] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:05.126479] [INFO ] [CONFIGURE ] OBK: KEPT add_mfi (score: 70.00%)
[2025-10-18T01:06:05.126525] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5466 tests
[2025-10-18T01:06:05.126561] [INFO ] [CONFIGURE ] OBK: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:06:05.126593] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:06:05.306839] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:06:05.486337] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:05.664144] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:06:05.851295] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:06.030062] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:06.206836] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:06:06.387722] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:06.572402] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:06:06.759990] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:06.943934] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:06.944116] [INFO ] [CONFIGURE ] OBK: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:06:06.944160] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5465 tests
[2025-10-18T01:06:06.944196] [INFO ] [CONFIGURE ] OBK: Testing feature 11/29: add_obv_daily
[2025-10-18T01:06:06.944229] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily']
[2025-10-18T01:06:07.100365] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:06:07.258412] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:07.415661] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:06:07.569134] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:07.726775] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:07.881535] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:08.038478] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:08.198437] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:08.354840] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:08.512845] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:08.513036] [INFO ] [CONFIGURE ] OBK: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:06:08.513095] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5464 tests
[2025-10-18T01:06:08.513135] [INFO ] [CONFIGURE ] OBK: Testing feature 12/29: add_obv_interval
[2025-10-18T01:06:08.513169] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_interval']
[2025-10-18T01:06:08.665874] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:06:08.826412] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:08.999670] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:06:09.171458] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:09.341780] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:09.506539] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:09.667932] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:09.826376] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:09.989346] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:10.140393] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:10.140523] [INFO ] [CONFIGURE ] OBK: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:06:10.140567] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5463 tests
[2025-10-18T01:06:10.140602] [INFO ] [CONFIGURE ] OBK: Testing feature 13/29: add_opening_strength
[2025-10-18T01:06:10.140632] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:06:10.295168] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:06:10.450426] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:10.605033] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:06:10.767542] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:10.921814] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:11.079058] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:11.239384] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:11.405484] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:11.566014] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:11.727987] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:11.728157] [INFO ] [CONFIGURE ] OBK: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:06:11.728201] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5462 tests
[2025-10-18T01:06:11.728235] [INFO ] [CONFIGURE ] OBK: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:06:11.728265] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T01:06:11.887464] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:06:12.043974] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:12.203426] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:06:12.372627] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:12.535837] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:12.693797] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:12.854112] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:13.011766] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:06:13.174430] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:13.335264] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:13.335464] [INFO ] [CONFIGURE ] OBK: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T01:06:13.335511] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5461 tests
[2025-10-18T01:06:13.335548] [INFO ] [CONFIGURE ] OBK: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:06:13.335581] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T01:06:13.476115] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:06:13.613970] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:13.754295] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:06:13.894440] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:14.033708] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:14.193589] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:06:14.334874] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:14.479298] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:06:14.623456] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:14.767967] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:14.768184] [INFO ] [CONFIGURE ] OBK: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:06:14.768292] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5460 tests
[2025-10-18T01:06:14.768348] [INFO ] [CONFIGURE ] OBK: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:06:14.768383] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T01:06:14.922873] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:06:15.071290] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:15.219911] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:06:15.369321] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:15.520732] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:15.678661] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:06:15.829858] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:15.984534] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:16.138307] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:16.294545] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:16.294740] [INFO ] [CONFIGURE ] OBK: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:06:16.294795] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5459 tests
[2025-10-18T01:06:16.294856] [INFO ] [CONFIGURE ] OBK: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:06:16.294912] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_return_2d']
[2025-10-18T01:06:16.445296] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:06:16.598938] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:16.754506] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:06:16.909824] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:17.072099] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:17.232851] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:06:17.407053] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:17.562688] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:17.720062] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:17.878069] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:17.878248] [INFO ] [CONFIGURE ] OBK: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T01:06:17.878292] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5458 tests
[2025-10-18T01:06:17.878328] [INFO ] [CONFIGURE ] OBK: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:06:17.878361] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T01:06:18.017291] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:06:18.160031] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:18.302544] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:06:18.442837] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:18.583399] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:18.726295] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:18.870185] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:19.012958] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:19.159354] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:19.313926] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:19.314104] [INFO ] [CONFIGURE ] OBK: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:06:19.314148] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5457 tests
[2025-10-18T01:06:19.314188] [INFO ] [CONFIGURE ] OBK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:06:19.314222] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T01:06:19.466663] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:06:19.619343] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:19.772938] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:06:19.925352] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:20.078759] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:20.236792] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:06:20.385149] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:20.534157] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:06:20.689401] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:20.838605] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:20.838834] [INFO ] [CONFIGURE ] OBK: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T01:06:20.838887] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5456 tests
[2025-10-18T01:06:20.838931] [INFO ] [CONFIGURE ] OBK: Testing feature 20/29: add_price_rejection
[2025-10-18T01:06:20.838971] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_price_rejection']
[2025-10-18T01:06:20.986662] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:06:21.135834] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:21.286247] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:06:21.436808] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:21.586100] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:21.737523] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:21.892060] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:22.044357] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:06:22.197608] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:22.351425] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:22.351578] [INFO ] [CONFIGURE ] OBK: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T01:06:22.351621] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5455 tests
[2025-10-18T01:06:22.351688] [INFO ] [CONFIGURE ] OBK: Testing feature 21/29: add_range_position
[2025-10-18T01:06:22.351736] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_range_position']
[2025-10-18T01:06:22.517205] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:06:22.677315] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:22.837290] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:06:22.999702] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:23.158226] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:23.316929] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:23.491872] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:23.651792] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:23.811908] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:23.971853] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:23.971986] [INFO ] [CONFIGURE ] OBK: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:06:23.972030] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5454 tests
[2025-10-18T01:06:23.972065] [INFO ] [CONFIGURE ] OBK: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:06:23.972095] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_realized_volatility']
[2025-10-18T01:06:24.145456] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:06:24.317715] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:24.490722] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:06:24.664073] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:24.838053] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:25.014833] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:06:25.192530] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:25.370076] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:25.552860] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:25.731914] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:25.732084] [INFO ] [CONFIGURE ] OBK: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T01:06:25.732129] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5453 tests
[2025-10-18T01:06:25.732165] [INFO ] [CONFIGURE ] OBK: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:06:25.732196] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_recent_range_context']
[2025-10-18T01:06:25.878577] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:06:26.027039] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:26.175167] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:06:26.323388] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:26.500294] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:26.649868] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:26.799283] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:26.949615] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:06:27.102157] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:27.258730] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:27.258885] [INFO ] [CONFIGURE ] OBK: KEPT add_recent_range_context (score: 80.00%)
[2025-10-18T01:06:27.258931] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5452 tests
[2025-10-18T01:06:27.258966] [INFO ] [CONFIGURE ] OBK: Testing feature 24/29: add_rsi
[2025-10-18T01:06:27.258998] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_recent_range_context', 'add_ema', 'add_rsi']
[2025-10-18T01:06:27.458856] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:06:27.638147] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:27.815920] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:06:27.995155] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:28.174318] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:28.353030] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:28.532547] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:28.712944] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:28.893577] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:29.078496] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:29.078681] [INFO ] [CONFIGURE ] OBK: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T01:06:29.078742] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5451 tests
[2025-10-18T01:06:29.078779] [INFO ] [CONFIGURE ] OBK: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:06:29.078811] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_recent_range_context', 'add_tick_distribution']
[2025-10-18T01:06:29.233299] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:06:29.389033] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:29.552335] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:06:29.710041] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:29.867784] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:30.026916] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:30.187046] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:30.347110] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:30.511845] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:30.672552] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:30.672738] [INFO ] [CONFIGURE ] OBK: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T01:06:30.672794] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5450 tests
[2025-10-18T01:06:30.672831] [INFO ] [CONFIGURE ] OBK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:06:30.672862] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-10-18T01:06:30.830336] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:06:30.987568] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:31.147749] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:06:31.307148] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:31.468453] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:31.631731] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:31.797144] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:31.966826] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:32.132551] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:32.295670] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:32.295847] [INFO ] [CONFIGURE ] OBK: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:06:32.295891] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5449 tests
[2025-10-18T01:06:32.295927] [INFO ] [CONFIGURE ] OBK: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:06:32.295958] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-10-18T01:06:32.469699] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:06:32.650866] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:06:32.832323] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:06:33.000871] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:33.168865] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:33.335979] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:33.503735] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:33.671860] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:33.841608] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:34.012007] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:34.012185] [INFO ] [CONFIGURE ] OBK: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:06:34.012229] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5448 tests
[2025-10-18T01:06:34.012265] [INFO ] [CONFIGURE ] OBK: Testing feature 28/29: add_volume_profile
[2025-10-18T01:06:34.012297] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_recent_range_context', 'add_volume_profile']
[2025-10-18T01:06:34.177845] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:06:34.346317] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:34.514529] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:06:34.683042] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:34.852437] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:35.025283] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:35.194768] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:35.368873] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:35.533451] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:35.698456] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:35.698664] [INFO ] [CONFIGURE ] OBK: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:06:35.698743] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5447 tests
[2025-10-18T01:06:35.698801] [INFO ] [CONFIGURE ] OBK: Testing feature 29/29: add_vwap
[2025-10-18T01:06:35.698837] [INFO ] [CONFIGURE ] OBK: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_recent_range_context', 'add_vwap']
[2025-10-18T01:06:35.859301] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:06:36.020570] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:06:36.188227] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:06:36.357140] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:36.528983] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:06:36.701494] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:06:36.873048] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:06:37.045567] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:06:37.223482] [DEBUG] [FORECASTER] OBK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:06:37.397166] [DEBUG] [FORECASTER] OBK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:37.397336] [INFO ] [CONFIGURE ] OBK: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T01:06:37.397379] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5446 tests
[2025-10-18T01:06:37.397439] [INFO ] [CONFIGURE ] OBK: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:06:37.397494] [INFO ] [CONFIGURE ] OBK: Best accuracy: 80.00%
[2025-10-18T01:06:37.397529] [INFO ] [CONFIGURE ] OBK: Best feature set (3 features): ['add_cumulative_delta', 'add_mfi', 'add_recent_range_context']
[2025-10-18T01:06:37.397557] [INFO ] [CONFIGURE ] OBK: Improvement over baseline: 50.00%
[2025-10-18T01:06:37.397583] [INFO ] [CONFIGURE ] OBK: Total time: 45.1 seconds
[2025-10-18T01:06:37.397609] [INFO ] [CONFIGURE ] OBK: Average time per feature: 1.6 seconds
[2025-10-18T01:06:37.397636] [INFO ] [CONFIGURE ] OBK: Average speed: 0.64 features/sec
[2025-10-18T01:06:37.398130] [INFO ] [LOCAL     ] Saved configuration for OBK: 3 features, 80.00% accuracy -> ./output/feature-sets/OBK.json
[2025-10-18T01:06:37.398189] [INFO ] [CONFIGURE ] OBK: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T01:06:37.398245] [INFO ] [sig       ] [194/380] Successfully configured OBK | 0.02 sym/s | Total: 2.3h | ETA: 2.2h
[2025-10-18T01:06:37.398322] [INFO ] [sig       ] [195/380] Configuring OC...
[2025-10-18T01:06:37.398388] [INFO ] [CONFIGURE ] OC: Configurate test run.
[2025-10-18T01:06:37.398442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-10-18T01:06:37.412886] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OC'.
[2025-10-18T01:06:37.413604] [INFO ] [CONFIGURE ] OC: Testing with 29 available features
[2025-10-18T01:06:37.413688] [INFO ] [CONFIGURE ] OC: Establishing baseline with no features...
[2025-10-18T01:06:37.527462] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:06:37.643605] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:37.755712] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:06:37.868564] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:06:37.981098] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:38.090673] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:38.205914] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:06:38.315570] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:38.426950] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:06:38.537900] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:38.538075] [INFO ] [CONFIGURE ] OC: Baseline score (no features): 70.00%
[2025-10-18T01:06:38.538126] [INFO ] [CONFIGURE ] OC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:06:38.538159] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:06:38.656255] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:06:38.776343] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:38.902859] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:06:39.021950] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:06:39.141114] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:39.261813] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:39.383707] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:06:39.510122] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:39.635138] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:06:39.758359] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:39.758583] [INFO ] [CONFIGURE ] OC: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T01:06:39.758668] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5445 tests
[2025-10-18T01:06:39.758731] [INFO ] [CONFIGURE ] OC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:06:39.758765] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:06:39.881815] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:06:40.005624] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:40.129579] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:06:40.252593] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:40.377276] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:40.503870] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:40.629845] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:06:40.756236] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:40.884181] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:06:41.013495] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:41.013722] [INFO ] [CONFIGURE ] OC: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T01:06:41.013779] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5444 tests
[2025-10-18T01:06:41.013816] [INFO ] [CONFIGURE ] OC: Testing feature 3/29: add_daily_returns
[2025-10-18T01:06:41.013847] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_daily_returns']
[2025-10-18T01:06:41.123375] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:06:41.233231] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:41.342438] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:06:41.452364] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:06:41.562902] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:41.670255] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:06:41.778856] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:06:41.887275] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:06:41.997305] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:06:42.106036] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:42.106176] [INFO ] [CONFIGURE ] OC: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T01:06:42.106220] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5443 tests
[2025-10-18T01:06:42.106253] [INFO ] [CONFIGURE ] OC: Testing feature 4/29: add_ema
[2025-10-18T01:06:42.106284] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_ema']
[2025-10-18T01:06:42.225069] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:06:42.344550] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:42.471523] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:06:42.595892] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:42.722973] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:06:42.848116] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:42.972396] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:06:43.098538] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:43.224964] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:06:43.350952] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:43.351099] [INFO ] [CONFIGURE ] OC: DISCARDED add_ema (score: 70.00%)
[2025-10-18T01:06:43.351143] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5442 tests
[2025-10-18T01:06:43.351178] [INFO ] [CONFIGURE ] OC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:06:43.351264] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:06:43.481120] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:06:43.612025] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:43.744751] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:06:43.877388] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:44.011938] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:44.146000] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:06:44.279592] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:06:44.418435] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:44.553617] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:06:44.689909] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:44.690081] [INFO ] [CONFIGURE ] OC: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T01:06:44.690128] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5441 tests
[2025-10-18T01:06:44.690161] [INFO ] [CONFIGURE ] OC: Testing feature 6/29: add_failed_moves
[2025-10-18T01:06:44.690198] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_failed_moves']
[2025-10-18T01:06:44.805788] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:06:44.920583] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:45.036782] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:06:45.154030] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:06:45.270839] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:45.400088] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:45.520287] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:06:45.639244] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:45.755601] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:06:45.872207] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:45.872334] [INFO ] [CONFIGURE ] OC: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T01:06:45.872377] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5440 tests
[2025-10-18T01:06:45.872411] [INFO ] [CONFIGURE ] OC: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:06:45.872440] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_lag_shelf']
[2025-10-18T01:06:45.976222] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:06:46.082048] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:46.188567] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:06:46.297535] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:06:46.405790] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:46.515432] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:46.631783] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:06:46.739584] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:46.848949] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:06:46.959009] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:46.959165] [INFO ] [CONFIGURE ] OC: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T01:06:46.959207] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5439 tests
[2025-10-18T01:06:46.959240] [INFO ] [CONFIGURE ] OC: Testing feature 8/29: add_macd
[2025-10-18T01:06:46.959271] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:06:47.105000] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:06:47.249871] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:47.397542] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:06:47.547423] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:06:47.730166] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:06:47.900594] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:48.058977] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:06:48.212522] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:06:48.368633] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:06:48.522931] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:48.523098] [INFO ] [CONFIGURE ] OC: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:06:48.523146] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5438 tests
[2025-10-18T01:06:48.523181] [INFO ] [CONFIGURE ] OC: Testing feature 9/29: add_mfi
[2025-10-18T01:06:48.523212] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_mfi']
[2025-10-18T01:06:48.649481] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:06:48.777174] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:48.905111] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:06:49.034171] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:06:49.175873] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:49.303282] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:49.431633] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:06:49.559074] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:49.685513] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:06:49.813074] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:49.813228] [INFO ] [CONFIGURE ] OC: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T01:06:49.813272] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5437 tests
[2025-10-18T01:06:49.813306] [INFO ] [CONFIGURE ] OC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:06:49.813392] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:06:49.954020] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:06:50.098354] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:50.243931] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:06:50.390870] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:06:50.535293] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:50.682399] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:50.832459] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:06:50.979007] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:51.124861] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:06:51.272204] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:51.272356] [INFO ] [CONFIGURE ] OC: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:06:51.272402] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5436 tests
[2025-10-18T01:06:51.272436] [INFO ] [CONFIGURE ] OC: Testing feature 11/29: add_obv_daily
[2025-10-18T01:06:51.272468] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily']
[2025-10-18T01:06:51.390409] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:06:51.508621] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:51.630564] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:06:51.751192] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:06:51.870334] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:51.990264] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:52.111581] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:06:52.233190] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:06:52.356705] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:06:52.479559] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:52.479729] [INFO ] [CONFIGURE ] OC: KEPT add_obv_daily (score: 90.00%)
[2025-10-18T01:06:52.479785] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5435 tests
[2025-10-18T01:06:52.479820] [INFO ] [CONFIGURE ] OC: Testing feature 12/29: add_obv_interval
[2025-10-18T01:06:52.479851] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_obv_interval']
[2025-10-18T01:06:52.607306] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:06:52.734717] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:52.863088] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:06:52.988499] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:53.115515] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:53.245023] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:53.373540] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:06:53.507765] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:06:53.638461] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:06:53.781071] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:53.781253] [INFO ] [CONFIGURE ] OC: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T01:06:53.781315] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5434 tests
[2025-10-18T01:06:53.781352] [INFO ] [CONFIGURE ] OC: Testing feature 13/29: add_opening_strength
[2025-10-18T01:06:53.781382] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:06:53.915501] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:06:54.051440] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:54.187601] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:06:54.322665] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:54.458288] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:54.595190] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:06:54.731715] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:06:54.870518] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:55.008769] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:06:55.149021] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:55.149200] [INFO ] [CONFIGURE ] OC: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:06:55.149245] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5433 tests
[2025-10-18T01:06:55.149280] [INFO ] [CONFIGURE ] OC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:06:55.149311] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T01:06:55.286770] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:06:55.420324] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:55.553801] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:06:55.687178] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:55.821347] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:06:55.957123] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:56.093670] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:06:56.231866] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:06:56.365348] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:06:56.508132] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:56.508339] [INFO ] [CONFIGURE ] OC: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:06:56.508442] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5432 tests
[2025-10-18T01:06:56.508486] [INFO ] [CONFIGURE ] OC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:06:56.508519] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T01:06:56.645784] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:06:56.830074] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:56.985307] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:06:57.144900] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:57.301329] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:57.459456] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:57.589460] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:06:57.716821] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:06:57.836404] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:06:57.956907] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:06:57.957088] [INFO ] [CONFIGURE ] OC: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T01:06:57.957139] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5431 tests
[2025-10-18T01:06:57.957175] [INFO ] [CONFIGURE ] OC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:06:57.957209] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T01:06:58.081904] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:06:58.208695] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:58.330929] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:06:58.454180] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:58.576716] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:06:58.699449] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:06:58.823986] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:06:58.957996] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:06:59.093354] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:06:59.218550] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:06:59.218741] [INFO ] [CONFIGURE ] OC: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T01:06:59.218798] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5430 tests
[2025-10-18T01:06:59.218835] [INFO ] [CONFIGURE ] OC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:06:59.218867] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T01:06:59.349974] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:06:59.488049] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:06:59.618566] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:06:59.745404] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:06:59.873500] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:00.004328] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:07:00.130632] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:00.269756] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:00.401841] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:07:00.531390] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:00.531545] [INFO ] [CONFIGURE ] OC: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T01:07:00.531588] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5429 tests
[2025-10-18T01:07:00.531621] [INFO ] [CONFIGURE ] OC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:07:00.531680] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T01:07:00.646225] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:00.760526] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:00.877921] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:00.996449] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:01.112910] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:01.233789] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:07:01.361216] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:01.487059] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:07:01.608909] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:07:01.727603] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:01.727782] [INFO ] [CONFIGURE ] OC: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T01:07:01.727832] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5428 tests
[2025-10-18T01:07:01.727867] [INFO ] [CONFIGURE ] OC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:07:01.727920] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-18T01:07:01.843443] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:01.959983] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:02.076584] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:02.191498] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:02.306863] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:02.422716] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:07:02.542793] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:02.660626] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:02.781845] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:07:02.901547] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:02.901791] [INFO ] [CONFIGURE ] OC: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T01:07:02.901840] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5427 tests
[2025-10-18T01:07:02.901875] [INFO ] [CONFIGURE ] OC: Testing feature 20/29: add_price_rejection
[2025-10-18T01:07:02.901906] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_price_rejection']
[2025-10-18T01:07:03.027969] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:03.155625] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:03.280828] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:03.405846] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:03.530827] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:03.655839] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:07:03.782079] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:03.917801] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:04.064753] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:07:04.208381] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:04.208605] [INFO ] [CONFIGURE ] OC: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-18T01:07:04.208717] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5426 tests
[2025-10-18T01:07:04.208784] [INFO ] [CONFIGURE ] OC: Testing feature 21/29: add_range_position
[2025-10-18T01:07:04.208822] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_range_position']
[2025-10-18T01:07:04.357744] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:04.507055] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:04.657831] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:04.816708] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:04.970024] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:05.124400] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:07:05.277541] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:05.431930] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:07:05.586494] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:07:05.740732] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:05.740948] [INFO ] [CONFIGURE ] OC: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T01:07:05.741030] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5425 tests
[2025-10-18T01:07:05.741100] [INFO ] [CONFIGURE ] OC: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:07:05.741142] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_realized_volatility']
[2025-10-18T01:07:05.931676] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:06.097583] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:07:06.275446] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:06.449615] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:06.615490] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:07:06.767629] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:07:06.915821] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:07.068751] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:07:07.217122] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:07:07.372346] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:07:07.372482] [INFO ] [CONFIGURE ] OC: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:07:07.372526] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5424 tests
[2025-10-18T01:07:07.372561] [INFO ] [CONFIGURE ] OC: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:07:07.372592] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_recent_range_context']
[2025-10-18T01:07:07.500496] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:07.628463] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:07.756388] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:07.887384] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:08.015590] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:08.146141] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:07:08.276719] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:08.407455] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:08.547762] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:07:08.680808] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:08.680982] [INFO ] [CONFIGURE ] OC: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T01:07:08.681025] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5423 tests
[2025-10-18T01:07:08.681059] [INFO ] [CONFIGURE ] OC: Testing feature 24/29: add_rsi
[2025-10-18T01:07:08.681089] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-18T01:07:08.827572] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:08.974847] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:09.120995] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:09.272932] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:09.420597] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:09.568547] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:07:09.718164] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:09.872574] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:10.022378] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:07:10.173460] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:10.173626] [INFO ] [CONFIGURE ] OC: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T01:07:10.173706] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5422 tests
[2025-10-18T01:07:10.173752] [INFO ] [CONFIGURE ] OC: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:07:10.173784] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_tick_distribution']
[2025-10-18T01:07:10.296169] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:10.420924] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:10.546150] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:10.676329] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:07:10.801566] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:10.930598] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:07:11.057041] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:11.184220] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:11.315111] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:07:11.445143] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:11.445330] [INFO ] [CONFIGURE ] OC: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:07:11.445377] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5421 tests
[2025-10-18T01:07:11.445412] [INFO ] [CONFIGURE ] OC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:07:11.445443] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-18T01:07:11.580072] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:11.705638] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:11.835270] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:11.984164] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:12.115348] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:12.247222] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:07:12.382935] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:12.523013] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:12.661080] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:07:12.795792] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:12.795950] [INFO ] [CONFIGURE ] OC: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-18T01:07:12.796053] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5420 tests
[2025-10-18T01:07:12.796109] [INFO ] [CONFIGURE ] OC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:07:12.796145] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_volume_price_divergence']
[2025-10-18T01:07:12.935825] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:07:13.075847] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:13.214475] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:13.364301] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:07:13.508275] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:13.652884] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:07:13.795414] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:13.940608] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:14.081481] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:07:14.221728] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:07:14.221889] [INFO ] [CONFIGURE ] OC: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:07:14.221954] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5419 tests
[2025-10-18T01:07:14.222012] [INFO ] [CONFIGURE ] OC: Testing feature 28/29: add_volume_profile
[2025-10-18T01:07:14.222047] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_volume_profile']
[2025-10-18T01:07:14.351570] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:14.481564] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:14.610038] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:07:14.745184] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:07:14.875471] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:15.018832] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:07:15.151798] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:15.284906] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:15.420515] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:07:15.554037] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:15.554200] [INFO ] [CONFIGURE ] OC: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-18T01:07:15.554243] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5418 tests
[2025-10-18T01:07:15.554278] [INFO ] [CONFIGURE ] OC: Testing feature 29/29: add_vwap
[2025-10-18T01:07:15.554309] [INFO ] [CONFIGURE ] OC: Testing with features: ['add_obv_daily', 'add_vwap']
[2025-10-18T01:07:15.684439] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:15.814994] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:15.946922] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:16.087500] [DEBUG] [FORECASTER] OC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:07:16.220234] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:16.353785] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:07:16.488522] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:16.627487] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:16.769384] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:07:16.911850] [DEBUG] [FORECASTER] OC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:16.912028] [INFO ] [CONFIGURE ] OC: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T01:07:16.912097] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5417 tests
[2025-10-18T01:07:16.912174] [INFO ] [CONFIGURE ] OC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:07:16.912230] [INFO ] [CONFIGURE ] OC: Best accuracy: 90.00%
[2025-10-18T01:07:16.912265] [INFO ] [CONFIGURE ] OC: Best feature set (1 features): ['add_obv_daily']
[2025-10-18T01:07:16.912295] [INFO ] [CONFIGURE ] OC: Improvement over baseline: 20.00%
[2025-10-18T01:07:16.912324] [INFO ] [CONFIGURE ] OC: Total time: 38.4 seconds
[2025-10-18T01:07:16.912352] [INFO ] [CONFIGURE ] OC: Average time per feature: 1.3 seconds
[2025-10-18T01:07:16.912382] [INFO ] [CONFIGURE ] OC: Average speed: 0.76 features/sec
[2025-10-18T01:07:16.913063] [INFO ] [LOCAL     ] Saved configuration for OC: 1 features, 90.00% accuracy -> ./output/feature-sets/OC.json
[2025-10-18T01:07:16.913135] [INFO ] [CONFIGURE ] OC: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-18T01:07:16.913223] [INFO ] [sig       ] [195/380] Successfully configured OC | 0.02 sym/s | Total: 2.3h | ETA: 2.2h
[2025-10-18T01:07:16.913292] [INFO ] [sig       ] [196/380] Configuring OEC...
[2025-10-18T01:07:16.913358] [INFO ] [CONFIGURE ] OEC: Configurate test run.
[2025-10-18T01:07:16.913416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-10-18T01:07:16.928393] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OEC'.
[2025-10-18T01:07:16.928849] [INFO ] [CONFIGURE ] OEC: Testing with 29 available features
[2025-10-18T01:07:16.928915] [INFO ] [CONFIGURE ] OEC: Establishing baseline with no features...
[2025-10-18T01:07:17.033876] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:17.138748] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:07:17.248131] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:17.353779] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:17.464441] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:17.570449] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:17.677726] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:07:17.785520] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:17.895384] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:18.038329] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:18.038499] [INFO ] [CONFIGURE ] OEC: Baseline score (no features): 60.00%
[2025-10-18T01:07:18.038542] [INFO ] [CONFIGURE ] OEC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:07:18.038578] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:07:18.155149] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:18.271462] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:18.387720] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:18.509939] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:18.640023] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:18.780480] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:18.916879] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:07:19.053173] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:19.192783] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:19.327730] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:07:19.327881] [INFO ] [CONFIGURE ] OEC: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T01:07:19.327924] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5416 tests
[2025-10-18T01:07:19.327986] [INFO ] [CONFIGURE ] OEC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:07:19.328041] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:07:19.452193] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:19.576675] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:19.705029] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:07:19.830557] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:19.955248] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:20.080269] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:20.205846] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:07:20.331966] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:20.459357] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:20.586834] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:20.586960] [INFO ] [CONFIGURE ] OEC: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-18T01:07:20.587003] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5415 tests
[2025-10-18T01:07:20.587037] [INFO ] [CONFIGURE ] OEC: Testing feature 3/29: add_daily_returns
[2025-10-18T01:07:20.587067] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:07:20.715920] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:20.846182] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:20.981902] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:07:21.114099] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:21.248558] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:21.383371] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:21.515837] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:21.649139] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:21.783913] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:21.951272] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:21.951484] [INFO ] [CONFIGURE ] OEC: KEPT add_daily_returns (score: 90.00%)
[2025-10-18T01:07:21.951556] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5414 tests
[2025-10-18T01:07:21.951691] [INFO ] [CONFIGURE ] OEC: Testing feature 4/29: add_ema
[2025-10-18T01:07:21.951773] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-18T01:07:22.120605] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:22.290599] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:22.455851] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:22.608118] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:22.757775] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:22.904012] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:23.049498] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:23.194963] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:07:23.340240] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:07:23.486600] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:23.486822] [INFO ] [CONFIGURE ] OEC: DISCARDED add_ema (score: 80.00%)
[2025-10-18T01:07:23.486872] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5413 tests
[2025-10-18T01:07:23.486908] [INFO ] [CONFIGURE ] OEC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:07:23.486940] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:07:23.640502] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:23.796628] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:07:23.966028] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:24.138981] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:24.297120] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:24.454262] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:24.613162] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:24.772224] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:07:24.948927] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:07:25.119918] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:25.120135] [INFO ] [CONFIGURE ] OEC: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T01:07:25.120186] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5412 tests
[2025-10-18T01:07:25.120222] [INFO ] [CONFIGURE ] OEC: Testing feature 6/29: add_failed_moves
[2025-10-18T01:07:25.120254] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T01:07:25.254696] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:25.389389] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:25.523920] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:07:25.661294] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:25.796806] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:25.930856] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:26.068314] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:26.208843] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:26.340835] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:26.478337] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:26.478546] [INFO ] [CONFIGURE ] OEC: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-18T01:07:26.478596] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5411 tests
[2025-10-18T01:07:26.478632] [INFO ] [CONFIGURE ] OEC: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:07:26.478714] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T01:07:26.602712] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:26.732578] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:26.861765] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:07:26.991003] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:27.145295] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:27.278267] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:27.415780] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:27.562812] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:27.698994] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:27.835386] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:27.835563] [INFO ] [CONFIGURE ] OEC: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-18T01:07:27.835624] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5410 tests
[2025-10-18T01:07:27.835697] [INFO ] [CONFIGURE ] OEC: Testing feature 8/29: add_macd
[2025-10-18T01:07:27.835742] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T01:07:28.000864] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:28.166892] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:28.332919] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:28.503853] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:07:28.675957] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:28.850269] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:07:29.020236] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:29.189034] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:29.359380] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:07:29.546556] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:29.546775] [INFO ] [CONFIGURE ] OEC: DISCARDED add_macd (score: 70.00%)
[2025-10-18T01:07:29.546833] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5409 tests
[2025-10-18T01:07:29.546874] [INFO ] [CONFIGURE ] OEC: Testing feature 9/29: add_mfi
[2025-10-18T01:07:29.546906] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-18T01:07:29.691828] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:29.836918] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:29.980868] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:07:30.156395] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:30.308104] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:30.455574] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:30.606088] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:30.761403] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:30.921752] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:31.077874] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:31.078065] [INFO ] [CONFIGURE ] OEC: DISCARDED add_mfi (score: 90.00%)
[2025-10-18T01:07:31.078119] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5408 tests
[2025-10-18T01:07:31.078156] [INFO ] [CONFIGURE ] OEC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:07:31.078189] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:07:31.241474] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:07:31.406349] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:31.572859] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:31.738249] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:07:31.909416] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:32.074416] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:32.240097] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:32.405731] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:07:32.572777] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:32.741461] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:32.741630] [INFO ] [CONFIGURE ] OEC: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:07:32.741708] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5407 tests
[2025-10-18T01:07:32.741754] [INFO ] [CONFIGURE ] OEC: Testing feature 11/29: add_obv_daily
[2025-10-18T01:07:32.741787] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T01:07:32.882580] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:33.026490] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:33.199531] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:07:33.340694] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:33.486237] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:33.643274] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:33.801798] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:33.944478] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:34.089737] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:07:34.247778] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:34.248159] [INFO ] [CONFIGURE ] OEC: KEPT add_obv_daily (score: 100.00%)
[2025-10-18T01:07:34.248237] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5406 tests
[2025-10-18T01:07:34.248288] [INFO ] [CONFIGURE ] OEC: Testing feature 12/29: add_obv_interval
[2025-10-18T01:07:34.248323] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_obv_interval']
[2025-10-18T01:07:34.417127] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:34.577012] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:34.727629] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:34.875242] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:35.025502] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:35.174271] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:35.321801] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:35.477672] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:07:35.631235] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:07:35.790496] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:35.790693] [INFO ] [CONFIGURE ] OEC: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T01:07:35.790756] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5405 tests
[2025-10-18T01:07:35.790795] [INFO ] [CONFIGURE ] OEC: Testing feature 13/29: add_opening_strength
[2025-10-18T01:07:35.790829] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength']
[2025-10-18T01:07:35.943921] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:36.095022] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:36.264559] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:36.417125] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:36.570431] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:36.723994] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:36.878411] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:37.032570] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:37.188028] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:37.340392] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:37.340548] [INFO ] [CONFIGURE ] OEC: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-18T01:07:37.340591] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5404 tests
[2025-10-18T01:07:37.340625] [INFO ] [CONFIGURE ] OEC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:07:37.340691] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T01:07:37.503101] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:37.666556] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:37.828336] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:07:37.985101] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:38.140635] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:38.297536] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:38.454767] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:38.617476] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:38.781707] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:38.941158] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:38.941347] [INFO ] [CONFIGURE ] OEC: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-10-18T01:07:38.941392] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5403 tests
[2025-10-18T01:07:38.941428] [INFO ] [CONFIGURE ] OEC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:07:38.941461] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T01:07:39.080340] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:07:39.222526] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:39.360894] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:07:39.499667] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:39.637581] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:39.777421] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:39.924061] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:40.065859] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:40.207119] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:40.349381] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:40.349562] [INFO ] [CONFIGURE ] OEC: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T01:07:40.349621] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5402 tests
[2025-10-18T01:07:40.349693] [INFO ] [CONFIGURE ] OEC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:07:40.349739] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T01:07:40.497426] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:40.642033] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:40.787723] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:40.934058] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:41.084490] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:41.233898] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:41.381752] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:41.530277] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:07:41.679516] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:41.832299] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:41.832477] [INFO ] [CONFIGURE ] OEC: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:07:41.832538] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5401 tests
[2025-10-18T01:07:41.832576] [INFO ] [CONFIGURE ] OEC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:07:41.832606] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T01:07:41.987434] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:42.141992] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:42.323274] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:07:42.475714] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:42.628959] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:42.784991] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:42.937842] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:43.089008] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:07:43.256421] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:43.413549] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:43.413764] [INFO ] [CONFIGURE ] OEC: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T01:07:43.413818] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5400 tests
[2025-10-18T01:07:43.413855] [INFO ] [CONFIGURE ] OEC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:07:43.413887] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T01:07:43.550622] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:43.686999] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:43.824325] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:07:43.961913] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:44.099838] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:44.238331] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:44.378708] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:44.520587] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:44.666664] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:07:44.806948] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:44.807094] [INFO ] [CONFIGURE ] OEC: DISCARDED add_pbf_volatility_5d (score: 100.00%)
[2025-10-18T01:07:44.807136] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5399 tests
[2025-10-18T01:07:44.807192] [INFO ] [CONFIGURE ] OEC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:07:44.807249] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-18T01:07:44.945163] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:45.083787] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:45.221673] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:07:45.360350] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:45.499069] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:45.639085] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:45.799526] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:45.960621] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:46.102993] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:46.244662] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:46.244829] [INFO ] [CONFIGURE ] OEC: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T01:07:46.244872] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5398 tests
[2025-10-18T01:07:46.244907] [INFO ] [CONFIGURE ] OEC: Testing feature 20/29: add_price_rejection
[2025-10-18T01:07:46.244937] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_price_rejection']
[2025-10-18T01:07:46.393333] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:07:46.541366] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:46.690807] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:46.849142] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:47.004670] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:47.163568] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:47.331023] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:47.500151] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:07:47.671708] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:07:47.851197] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:47.851400] [INFO ] [CONFIGURE ] OEC: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T01:07:47.851445] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5397 tests
[2025-10-18T01:07:47.851481] [INFO ] [CONFIGURE ] OEC: Testing feature 21/29: add_range_position
[2025-10-18T01:07:47.851512] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_range_position']
[2025-10-18T01:07:48.040140] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:07:48.222022] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:48.407148] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:48.582255] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:07:48.760404] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:48.927419] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:49.092384] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:49.288856] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:49.498101] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:49.745634] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:49.745990] [INFO ] [CONFIGURE ] OEC: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:07:49.746069] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5396 tests
[2025-10-18T01:07:49.746135] [INFO ] [CONFIGURE ] OEC: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:07:49.746194] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_realized_volatility']
[2025-10-18T01:07:49.942338] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:07:50.143581] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:50.333604] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:07:50.520692] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:50.697365] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:50.874436] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:51.053450] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:51.234850] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:07:51.414370] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:51.588902] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:51.589067] [INFO ] [CONFIGURE ] OEC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T01:07:51.589193] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5395 tests
[2025-10-18T01:07:51.589237] [INFO ] [CONFIGURE ] OEC: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:07:51.589270] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_recent_range_context']
[2025-10-18T01:07:51.737184] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:51.903550] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:52.048851] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:07:52.194793] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:52.341941] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:52.490907] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:52.639975] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:52.791491] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:52.943669] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:07:53.102468] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:53.102668] [INFO ] [CONFIGURE ] OEC: DISCARDED add_recent_range_context (score: 100.00%)
[2025-10-18T01:07:53.102733] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5394 tests
[2025-10-18T01:07:53.102773] [INFO ] [CONFIGURE ] OEC: Testing feature 24/29: add_rsi
[2025-10-18T01:07:53.102808] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-18T01:07:53.280733] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:53.449065] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:07:53.617928] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:07:53.789332] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:53.957936] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:54.129026] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:54.295998] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:54.460968] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:07:54.627510] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:54.792164] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:54.792335] [INFO ] [CONFIGURE ] OEC: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:07:54.792380] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5393 tests
[2025-10-18T01:07:54.792416] [INFO ] [CONFIGURE ] OEC: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:07:54.792449] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_tick_distribution']
[2025-10-18T01:07:54.938116] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:55.081203] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:55.223011] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:07:55.367384] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:55.514573] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:55.661595] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:55.806048] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:55.952147] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:56.102552] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:56.249079] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:56.249247] [INFO ] [CONFIGURE ] OEC: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T01:07:56.249290] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5392 tests
[2025-10-18T01:07:56.249324] [INFO ] [CONFIGURE ] OEC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:07:56.249355] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-18T01:07:56.394961] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:56.541739] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:56.696190] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:07:56.844003] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:56.992451] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:57.154473] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:57.307767] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:07:57.456377] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:57.618057] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:07:57.770933] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:57.771122] [INFO ] [CONFIGURE ] OEC: DISCARDED add_volume_momentum_confirmation (score: 100.00%)
[2025-10-18T01:07:57.771207] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5391 tests
[2025-10-18T01:07:57.771263] [INFO ] [CONFIGURE ] OEC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:07:57.771299] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_volume_price_divergence']
[2025-10-18T01:07:57.933728] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:58.093621] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:58.257852] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:07:58.445435] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:07:58.621633] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:07:58.796312] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:07:58.974557] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:07:59.131845] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:07:59.288519] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:07:59.446086] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:07:59.446296] [INFO ] [CONFIGURE ] OEC: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T01:07:59.446340] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5390 tests
[2025-10-18T01:07:59.446375] [INFO ] [CONFIGURE ] OEC: Testing feature 28/29: add_volume_profile
[2025-10-18T01:07:59.446406] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_volume_profile']
[2025-10-18T01:07:59.595843] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:07:59.742171] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:07:59.908385] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:08:00.081722] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:08:00.253524] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:00.426506] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:08:00.631457] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:08:00.804230] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:00.959525] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:08:01.111191] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:01.111366] [INFO ] [CONFIGURE ] OEC: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-18T01:08:01.111409] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5389 tests
[2025-10-18T01:08:01.111444] [INFO ] [CONFIGURE ] OEC: Testing feature 29/29: add_vwap
[2025-10-18T01:08:01.111475] [INFO ] [CONFIGURE ] OEC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_vwap']
[2025-10-18T01:08:01.301112] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:08:01.486038] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:01.656582] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:08:01.828492] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:08:02.012671] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:02.187040] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:08:02.354802] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:08:02.518917] [DEBUG] [FORECASTER] OEC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:08:02.677245] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:08:02.842735] [DEBUG] [FORECASTER] OEC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:02.842897] [INFO ] [CONFIGURE ] OEC: DISCARDED add_vwap (score: 90.00%)
[2025-10-18T01:08:02.842943] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5388 tests
[2025-10-18T01:08:02.842997] [INFO ] [CONFIGURE ] OEC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:08:02.843052] [INFO ] [CONFIGURE ] OEC: Best accuracy: 100.00%
[2025-10-18T01:08:02.843099] [INFO ] [CONFIGURE ] OEC: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T01:08:02.843155] [INFO ] [CONFIGURE ] OEC: Improvement over baseline: 40.00%
[2025-10-18T01:08:02.843186] [INFO ] [CONFIGURE ] OEC: Total time: 44.8 seconds
[2025-10-18T01:08:02.843215] [INFO ] [CONFIGURE ] OEC: Average time per feature: 1.5 seconds
[2025-10-18T01:08:02.843243] [INFO ] [CONFIGURE ] OEC: Average speed: 0.65 features/sec
[2025-10-18T01:08:02.843896] [INFO ] [LOCAL     ] Saved configuration for OEC: 3 features, 100.00% accuracy -> ./output/feature-sets/OEC.json
[2025-10-18T01:08:02.843967] [INFO ] [CONFIGURE ] OEC: Configuration saved successfully: 3 features, 100.00% accuracy.
[2025-10-18T01:08:02.844060] [INFO ] [sig       ] [196/380] Successfully configured OEC | 0.02 sym/s | Total: 2.3h | ETA: 2.2h
[2025-10-18T01:08:02.844138] [INFO ] [sig       ] [197/380] Configuring OFG...
[2025-10-18T01:08:02.844205] [INFO ] [CONFIGURE ] OFG: Configurate test run.
[2025-10-18T01:08:02.844261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-10-18T01:08:02.858340] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OFG'.
[2025-10-18T01:08:02.858784] [INFO ] [CONFIGURE ] OFG: Testing with 29 available features
[2025-10-18T01:08:02.858843] [INFO ] [CONFIGURE ] OFG: Establishing baseline with no features...
[2025-10-18T01:08:02.971106] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:08:03.090160] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:08:03.201813] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:08:03.313847] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:03.430427] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:08:03.541152] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:08:03.660336] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:03.772066] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:03.886816] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:08:03.998792] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:08:03.998956] [INFO ] [CONFIGURE ] OFG: Baseline score (no features): 30.00%
[2025-10-18T01:08:03.998999] [INFO ] [CONFIGURE ] OFG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:08:03.999031] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:08:04.128251] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:08:04.262788] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:08:04.386552] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:08:04.516568] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:04.644552] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:04.765039] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:08:04.889357] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:05.016267] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:05.138525] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:08:05.262817] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:05.262994] [INFO ] [CONFIGURE ] OFG: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T01:08:05.263038] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5387 tests
[2025-10-18T01:08:05.263071] [INFO ] [CONFIGURE ] OFG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:08:05.263101] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:08:05.404606] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:08:05.545268] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:08:05.683732] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:05.823413] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:05.962983] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:06.104851] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:08:06.257529] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:06.408175] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:06.563594] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:08:06.714552] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:06.714753] [INFO ] [CONFIGURE ] OFG: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T01:08:06.714827] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5386 tests
[2025-10-18T01:08:06.714886] [INFO ] [CONFIGURE ] OFG: Testing feature 3/29: add_daily_returns
[2025-10-18T01:08:06.714922] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:08:06.862809] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:08:07.010613] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:08:07.163753] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:08:07.313911] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:07.463923] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:07.616495] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:08:07.760713] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:07.904613] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:08.049396] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:08:08.205631] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:08.205883] [INFO ] [CONFIGURE ] OFG: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:08:08.205943] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5385 tests
[2025-10-18T01:08:08.205983] [INFO ] [CONFIGURE ] OFG: Testing feature 4/29: add_ema
[2025-10-18T01:08:08.206016] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-18T01:08:08.366410] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:08.527498] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:08:08.679577] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:08.859423] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:09.043939] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:08:09.217180] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:08:09.370869] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:09.525560] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:09.709113] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:08:09.867285] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:09.867483] [INFO ] [CONFIGURE ] OFG: DISCARDED add_ema (score: 40.00%)
[2025-10-18T01:08:09.867531] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5384 tests
[2025-10-18T01:08:09.867567] [INFO ] [CONFIGURE ] OFG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:08:09.867600] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:08:10.025936] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:10.184237] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:10.346737] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:10.510894] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:10.676528] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:08:10.842217] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:08:11.008956] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:11.168838] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:11.325832] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:08:11.484066] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:11.484283] [INFO ] [CONFIGURE ] OFG: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-18T01:08:11.484333] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5383 tests
[2025-10-18T01:08:11.484369] [INFO ] [CONFIGURE ] OFG: Testing feature 6/29: add_failed_moves
[2025-10-18T01:08:11.484404] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T01:08:11.646900] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:11.810792] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:08:11.979768] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:12.143631] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:12.308274] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:08:12.474109] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:08:12.639716] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:12.804753] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:12.969945] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:08:13.136213] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:13.136371] [INFO ] [CONFIGURE ] OFG: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T01:08:13.136413] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5382 tests
[2025-10-18T01:08:13.136448] [INFO ] [CONFIGURE ] OFG: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:08:13.136480] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T01:08:13.298177] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:08:13.461667] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:08:13.632268] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:08:13.803496] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:13.972529] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:08:14.146565] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:08:14.327631] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:14.492185] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:14.657494] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:08:14.822100] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:14.822301] [INFO ] [CONFIGURE ] OFG: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:08:14.822363] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5381 tests
[2025-10-18T01:08:14.822403] [INFO ] [CONFIGURE ] OFG: Testing feature 8/29: add_macd
[2025-10-18T01:08:14.822435] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T01:08:14.999740] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:15.179625] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:15.359894] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:15.540533] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:15.721184] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:15.904538] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:08:16.090679] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:16.275026] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:16.460500] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:08:16.643563] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:16.643756] [INFO ] [CONFIGURE ] OFG: KEPT add_macd (score: 80.00%)
[2025-10-18T01:08:16.643856] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5380 tests
[2025-10-18T01:08:16.643911] [INFO ] [CONFIGURE ] OFG: Testing feature 9/29: add_mfi
[2025-10-18T01:08:16.643946] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi']
[2025-10-18T01:08:16.842729] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:17.045054] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:17.252256] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:17.464302] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:17.668305] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:17.873630] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:08:18.080703] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:18.294862] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:18.505238] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:08:18.720446] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:18.720619] [INFO ] [CONFIGURE ] OFG: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T01:08:18.720697] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5379 tests
[2025-10-18T01:08:18.720747] [INFO ] [CONFIGURE ] OFG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:08:18.720781] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:08:18.944841] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:19.170207] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:19.395967] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:19.618989] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:19.840353] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:20.065468] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:08:20.287898] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:20.514952] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:20.741895] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:08:20.967684] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:20.967874] [INFO ] [CONFIGURE ] OFG: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:08:20.967920] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5378 tests
[2025-10-18T01:08:20.967981] [INFO ] [CONFIGURE ] OFG: Testing feature 11/29: add_obv_daily
[2025-10-18T01:08:20.968039] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_daily']
[2025-10-18T01:08:21.166018] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:21.367101] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:21.564118] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:21.763107] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:21.966215] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:22.171058] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:08:22.372317] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:22.592141] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:22.805545] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:08:23.016234] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:08:23.016420] [INFO ] [CONFIGURE ] OFG: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:08:23.016468] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5377 tests
[2025-10-18T01:08:23.016505] [INFO ] [CONFIGURE ] OFG: Testing feature 12/29: add_obv_interval
[2025-10-18T01:08:23.016539] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_interval']
[2025-10-18T01:08:23.220038] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:23.435546] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:23.639351] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:23.846484] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:24.049478] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:08:24.251820] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:08:24.455893] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:24.659418] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:24.889447] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:08:25.096387] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:25.096594] [INFO ] [CONFIGURE ] OFG: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T01:08:25.096638] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5376 tests
[2025-10-18T01:08:25.096720] [INFO ] [CONFIGURE ] OFG: Testing feature 13/29: add_opening_strength
[2025-10-18T01:08:25.096758] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:08:25.307150] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:25.513854] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:25.732398] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:25.944005] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:26.150840] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:26.358559] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:08:26.569595] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:26.776899] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:26.989963] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:08:27.204344] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:27.204527] [INFO ] [CONFIGURE ] OFG: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T01:08:27.204595] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5375 tests
[2025-10-18T01:08:27.204632] [INFO ] [CONFIGURE ] OFG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:08:27.204703] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance']
[2025-10-18T01:08:27.411909] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:27.620373] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:27.829409] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:08:28.038675] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:28.257368] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:28.477595] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:08:28.691888] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:08:28.910590] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:29.130524] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:08:29.352506] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:29.352839] [INFO ] [CONFIGURE ] OFG: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T01:08:29.352901] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5374 tests
[2025-10-18T01:08:29.352941] [INFO ] [CONFIGURE ] OFG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:08:29.352974] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-18T01:08:29.550753] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:29.747380] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:29.941938] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:30.139272] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:30.336719] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:08:30.538611] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:08:30.739659] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:30.970926] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:31.176055] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:08:31.376887] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:31.377064] [INFO ] [CONFIGURE ] OFG: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:08:31.377110] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5373 tests
[2025-10-18T01:08:31.377145] [INFO ] [CONFIGURE ] OFG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:08:31.377177] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-18T01:08:31.580307] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:31.781549] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:31.990426] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:32.194096] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:08:32.401289] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:08:32.606462] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:08:32.811267] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:33.016316] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:33.229897] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:08:33.439365] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:33.439567] [INFO ] [CONFIGURE ] OFG: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T01:08:33.439631] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5372 tests
[2025-10-18T01:08:33.439712] [INFO ] [CONFIGURE ] OFG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:08:33.439769] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_return_2d']
[2025-10-18T01:08:33.643509] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:33.849866] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:34.055169] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:34.261601] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:34.471997] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:34.683753] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:08:34.888841] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:35.094371] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:35.299572] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:08:35.509910] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:35.510087] [INFO ] [CONFIGURE ] OFG: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T01:08:35.510132] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5371 tests
[2025-10-18T01:08:35.510167] [INFO ] [CONFIGURE ] OFG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:08:35.510198] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-18T01:08:35.705122] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:35.904421] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:36.099052] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:36.295016] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:36.493497] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:36.691991] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:08:36.895214] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:37.102327] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:37.312039] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:08:37.521830] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:37.522083] [INFO ] [CONFIGURE ] OFG: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T01:08:37.522143] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5370 tests
[2025-10-18T01:08:37.522182] [INFO ] [CONFIGURE ] OFG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:08:37.522216] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-18T01:08:37.715788] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:37.909385] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:38.108186] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:38.311914] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:38.512051] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:38.721808] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:08:38.925663] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:39.129926] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:39.331602] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:08:39.532877] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:39.533046] [INFO ] [CONFIGURE ] OFG: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T01:08:39.533091] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5369 tests
[2025-10-18T01:08:39.533125] [INFO ] [CONFIGURE ] OFG: Testing feature 20/29: add_price_rejection
[2025-10-18T01:08:39.533156] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_price_rejection']
[2025-10-18T01:08:39.736923] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:39.945064] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:40.147617] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:40.350994] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:40.555068] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:40.759865] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:08:40.966185] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:41.176597] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:41.389978] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:08:41.605794] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:41.605977] [INFO ] [CONFIGURE ] OFG: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T01:08:41.606023] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5368 tests
[2025-10-18T01:08:41.606059] [INFO ] [CONFIGURE ] OFG: Testing feature 21/29: add_range_position
[2025-10-18T01:08:41.606091] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_range_position']
[2025-10-18T01:08:41.828123] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:42.080278] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:08:42.398389] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:08:42.718184] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:42.936250] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:08:43.155954] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:08:43.381232] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:43.597023] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:43.811970] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:08:44.032855] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:44.033066] [INFO ] [CONFIGURE ] OFG: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T01:08:44.033113] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5367 tests
[2025-10-18T01:08:44.033152] [INFO ] [CONFIGURE ] OFG: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:08:44.033185] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_realized_volatility']
[2025-10-18T01:08:44.267242] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:44.502395] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:44.740243] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:44.973154] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:45.204503] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:08:45.430199] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:08:45.659139] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:45.895923] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:46.144956] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:08:46.388492] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:46.388685] [INFO ] [CONFIGURE ] OFG: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T01:08:46.388748] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5366 tests
[2025-10-18T01:08:46.388786] [INFO ] [CONFIGURE ] OFG: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:08:46.388819] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_recent_range_context']
[2025-10-18T01:08:46.606391] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:46.815580] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:47.035893] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:47.252075] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:47.456578] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:47.676343] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:08:47.892607] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:48.103804] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:48.322770] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:08:48.527304] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:48.527505] [INFO ] [CONFIGURE ] OFG: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T01:08:48.527553] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5365 tests
[2025-10-18T01:08:48.527589] [INFO ] [CONFIGURE ] OFG: Testing feature 24/29: add_rsi
[2025-10-18T01:08:48.527622] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-18T01:08:48.745162] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:48.965474] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:49.229090] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:08:49.491587] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:49.749463] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:08:49.985107] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:08:50.217443] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:50.446722] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:50.673473] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:08:50.901544] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:50.901777] [INFO ] [CONFIGURE ] OFG: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T01:08:50.901834] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5364 tests
[2025-10-18T01:08:50.901873] [INFO ] [CONFIGURE ] OFG: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:08:50.901908] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_tick_distribution']
[2025-10-18T01:08:51.106225] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:51.310940] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:51.510414] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:51.713088] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:51.918894] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:52.121573] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:08:52.344670] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:52.550468] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:52.750242] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:08:52.951399] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:52.951584] [INFO ] [CONFIGURE ] OFG: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:08:52.951629] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5363 tests
[2025-10-18T01:08:52.951701] [INFO ] [CONFIGURE ] OFG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:08:52.951745] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-18T01:08:53.145848] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:53.348387] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:53.555158] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:53.791233] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:54.027225] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:54.242730] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:08:54.457561] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:54.683689] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:54.902809] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:08:55.112008] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:55.112233] [INFO ] [CONFIGURE ] OFG: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:08:55.112279] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5362 tests
[2025-10-18T01:08:55.112315] [INFO ] [CONFIGURE ] OFG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:08:55.112349] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_price_divergence']
[2025-10-18T01:08:55.352522] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:55.566546] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:55.774467] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:55.979981] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:56.183748] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:08:56.388238] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:08:56.593194] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:56.800545] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:57.003283] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:08:57.207156] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:57.207316] [INFO ] [CONFIGURE ] OFG: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:08:57.207361] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5361 tests
[2025-10-18T01:08:57.207394] [INFO ] [CONFIGURE ] OFG: Testing feature 28/29: add_volume_profile
[2025-10-18T01:08:57.207425] [INFO ] [CONFIGURE ] OFG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_profile']
[2025-10-18T01:08:57.403155] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:08:57.595204] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:08:57.786570] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:08:57.981557] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:08:58.182398] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:08:58.406863] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:08:58.604737] [DEBUG] [FORECASTER] OFG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:08:58.800584] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:08:59.003508] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:08:59.202126] [DEBUG] [FORECASTER] OFG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:08:59.202286] [INFO ] [CONFIGURE ] OFG: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T01:08:59.202348] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5360 tests
[2025-10-18T01:08:59.202421] [INFO ] [CONFIGURE ] OFG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:08:59.202476] [INFO ] [CONFIGURE ] OFG: Best accuracy: 80.00%
[2025-10-18T01:08:59.202510] [INFO ] [CONFIGURE ] OFG: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T01:08:59.202539] [INFO ] [CONFIGURE ] OFG: Improvement over baseline: 50.00%
[2025-10-18T01:08:59.202566] [INFO ] [CONFIGURE ] OFG: Total time: 55.2 seconds
[2025-10-18T01:08:59.202595] [INFO ] [CONFIGURE ] OFG: Average time per feature: 2.0 seconds
[2025-10-18T01:08:59.202622] [INFO ] [CONFIGURE ] OFG: Average speed: 0.53 features/sec
[2025-10-18T01:08:59.203261] [INFO ] [LOCAL     ] Saved configuration for OFG: 5 features, 80.00% accuracy -> ./output/feature-sets/OFG.json
[2025-10-18T01:08:59.203329] [INFO ] [CONFIGURE ] OFG: Configuration saved successfully: 5 features, 80.00% accuracy.
[2025-10-18T01:08:59.203406] [INFO ] [sig       ] [197/380] Successfully configured OFG | 0.02 sym/s | Total: 2.4h | ETA: 2.2h
[2025-10-18T01:08:59.203481] [INFO ] [sig       ] [198/380] Configuring OGE...
[2025-10-18T01:08:59.203547] [INFO ] [CONFIGURE ] OGE: Configurate test run.
[2025-10-18T01:08:59.203669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-10-18T01:08:59.216964] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OGE'.
[2025-10-18T01:08:59.217341] [INFO ] [CONFIGURE ] OGE: Testing with 29 available features
[2025-10-18T01:08:59.217399] [INFO ] [CONFIGURE ] OGE: Establishing baseline with no features...
[2025-10-18T01:08:59.318628] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:08:59.419590] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:08:59.522342] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:08:59.627109] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:08:59.729016] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:08:59.831885] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:08:59.934980] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:00.039795] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:09:00.145302] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:00.250759] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:00.250892] [INFO ] [CONFIGURE ] OGE: Baseline score (no features): 60.00%
[2025-10-18T01:09:00.250936] [INFO ] [CONFIGURE ] OGE: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:09:00.250973] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:09:00.365387] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:00.479933] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:00.594771] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:00.712630] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:09:00.831800] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:00.949490] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:01.071001] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:01.214588] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:09:01.386898] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:01.517399] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:01.517586] [INFO ] [CONFIGURE ] OGE: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T01:09:01.517631] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5359 tests
[2025-10-18T01:09:01.517703] [INFO ] [CONFIGURE ] OGE: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:09:01.517745] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:09:01.664879] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:09:01.807922] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:01.945563] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:02.066928] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:02.198727] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:02.329425] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:02.455919] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:02.585632] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:09:02.715841] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:02.841455] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:02.841636] [INFO ] [CONFIGURE ] OGE: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:09:02.841724] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5358 tests
[2025-10-18T01:09:02.841764] [INFO ] [CONFIGURE ] OGE: Testing feature 3/29: add_daily_returns
[2025-10-18T01:09:02.841797] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_daily_returns']
[2025-10-18T01:09:02.950083] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:03.058784] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:03.166285] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:03.274884] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:03.387143] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:03.499774] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:03.610939] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:03.733918] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:09:03.844887] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:03.957472] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:03.957667] [INFO ] [CONFIGURE ] OGE: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:09:03.957730] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5357 tests
[2025-10-18T01:09:03.957767] [INFO ] [CONFIGURE ] OGE: Testing feature 4/29: add_ema
[2025-10-18T01:09:03.957799] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_ema']
[2025-10-18T01:09:04.082557] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:04.205178] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:04.331365] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:04.453996] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:04.576898] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:04.707616] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:04.836782] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:09:04.975048] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:05.102821] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:05.231760] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:05.231943] [INFO ] [CONFIGURE ] OGE: DISCARDED add_ema (score: 20.00%)
[2025-10-18T01:09:05.231988] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5356 tests
[2025-10-18T01:09:05.232023] [INFO ] [CONFIGURE ] OGE: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:09:05.232055] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:09:05.365155] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:05.494977] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:05.626119] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:05.759792] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:09:05.893584] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:06.026827] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:06.165400] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:09:06.299792] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:06.432724] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:06.569208] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:06.569397] [INFO ] [CONFIGURE ] OGE: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:09:06.569445] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5355 tests
[2025-10-18T01:09:06.569482] [INFO ] [CONFIGURE ] OGE: Testing feature 6/29: add_failed_moves
[2025-10-18T01:09:06.569515] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_failed_moves']
[2025-10-18T01:09:06.682488] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:06.800848] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:09:06.913897] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:07.030348] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:07.150210] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:07.261964] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:07.373604] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:07.489874] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:09:07.602946] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:07.717686] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:07.717860] [INFO ] [CONFIGURE ] OGE: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:09:07.717904] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5354 tests
[2025-10-18T01:09:07.717937] [INFO ] [CONFIGURE ] OGE: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:09:07.718001] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_lag_shelf']
[2025-10-18T01:09:07.818480] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:07.920383] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:09:08.022896] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:08.125289] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:08.230544] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:08.336564] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:08.443933] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:08.552254] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:09:08.660293] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:08.770834] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:08.770977] [INFO ] [CONFIGURE ] OGE: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:09:08.771020] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5353 tests
[2025-10-18T01:09:08.771054] [INFO ] [CONFIGURE ] OGE: Testing feature 8/29: add_macd
[2025-10-18T01:09:08.771085] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:09:08.914214] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:09.057981] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:09.200428] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:09.344533] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:09.490298] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:09:09.633470] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:09.776480] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:09:09.921817] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:10.072026] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:10.218445] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:10.218616] [INFO ] [CONFIGURE ] OGE: DISCARDED add_macd (score: 20.00%)
[2025-10-18T01:09:10.218691] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5352 tests
[2025-10-18T01:09:10.218740] [INFO ] [CONFIGURE ] OGE: Testing feature 9/29: add_mfi
[2025-10-18T01:09:10.218772] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_mfi']
[2025-10-18T01:09:10.336098] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:10.484162] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:10.603009] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:10.721956] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:10.845413] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:09:10.967988] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:11.092366] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:09:11.215327] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:11.338719] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:11.464711] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:11.464892] [INFO ] [CONFIGURE ] OGE: DISCARDED add_mfi (score: 20.00%)
[2025-10-18T01:09:11.464954] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5351 tests
[2025-10-18T01:09:11.464991] [INFO ] [CONFIGURE ] OGE: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:09:11.465023] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:09:11.598257] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:11.734123] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:09:11.871069] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:12.009183] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:12.153552] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:12.289775] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:12.427402] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:12.571688] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:12.726497] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:12.888970] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:12.889184] [INFO ] [CONFIGURE ] OGE: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:09:12.889233] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5350 tests
[2025-10-18T01:09:12.889272] [INFO ] [CONFIGURE ] OGE: Testing feature 11/29: add_obv_daily
[2025-10-18T01:09:12.889303] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_obv_daily']
[2025-10-18T01:09:13.016841] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:13.143078] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:13.261837] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:13.379129] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:13.526351] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:13.643341] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:13.755094] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:09:13.867776] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:13.979182] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:14.092155] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:14.092332] [INFO ] [CONFIGURE ] OGE: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T01:09:14.092377] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5349 tests
[2025-10-18T01:09:14.092411] [INFO ] [CONFIGURE ] OGE: Testing feature 12/29: add_obv_interval
[2025-10-18T01:09:14.092497] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_obv_interval']
[2025-10-18T01:09:14.204868] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:14.312977] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:14.420768] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:14.528448] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:14.636307] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:14.745841] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:14.855793] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:14.966857] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:09:15.077395] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:15.190987] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:15.191144] [INFO ] [CONFIGURE ] OGE: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:09:15.191187] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5348 tests
[2025-10-18T01:09:15.191222] [INFO ] [CONFIGURE ] OGE: Testing feature 13/29: add_opening_strength
[2025-10-18T01:09:15.191252] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T01:09:15.306768] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:15.422819] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:15.539439] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:15.657047] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:15.781131] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:15.904462] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:16.024475] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:09:16.143416] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:16.266428] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:16.387336] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:16.387494] [INFO ] [CONFIGURE ] OGE: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T01:09:16.387539] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5347 tests
[2025-10-18T01:09:16.387573] [INFO ] [CONFIGURE ] OGE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:09:16.387604] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T01:09:16.537869] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:16.665193] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:16.786778] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:16.908887] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:17.033454] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:17.155414] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:17.278769] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:17.401290] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:17.527552] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:17.650958] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:17.651092] [INFO ] [CONFIGURE ] OGE: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:09:17.651135] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5346 tests
[2025-10-18T01:09:17.651186] [INFO ] [CONFIGURE ] OGE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:09:17.651242] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T01:09:17.752333] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:17.854559] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:17.957151] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:18.061579] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:18.171537] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:18.275770] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:18.379633] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:18.483844] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:18.588954] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:18.696433] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:18.696566] [INFO ] [CONFIGURE ] OGE: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T01:09:18.696608] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5345 tests
[2025-10-18T01:09:18.696662] [INFO ] [CONFIGURE ] OGE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:09:18.696726] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T01:09:18.813525] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:18.929103] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:19.038919] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:19.152080] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:19.266510] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:19.379522] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:19.493017] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:19.613484] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:19.729410] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:19.844780] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:19.844923] [INFO ] [CONFIGURE ] OGE: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:09:19.844967] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5344 tests
[2025-10-18T01:09:19.845001] [INFO ] [CONFIGURE ] OGE: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:09:19.845031] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_pbf_return_2d']
[2025-10-18T01:09:19.960056] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:20.076035] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:20.197005] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:20.318992] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:20.436875] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:20.554297] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:20.676901] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:20.795271] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:20.917557] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:21.038447] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:21.038608] [INFO ] [CONFIGURE ] OGE: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T01:09:21.038698] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5343 tests
[2025-10-18T01:09:21.038756] [INFO ] [CONFIGURE ] OGE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:09:21.038790] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T01:09:21.141888] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:21.246532] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:21.350824] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:21.458482] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:09:21.571287] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:21.679746] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:21.789181] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:09:21.899067] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:22.008325] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:22.118510] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:22.118689] [INFO ] [CONFIGURE ] OGE: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T01:09:22.118750] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5342 tests
[2025-10-18T01:09:22.118786] [INFO ] [CONFIGURE ] OGE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:09:22.118817] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T01:09:22.224421] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:22.335401] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:22.442670] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:22.551028] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:22.660682] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:22.769632] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:22.878588] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:22.993850] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:23.104503] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:23.214599] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:23.214772] [INFO ] [CONFIGURE ] OGE: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T01:09:23.214842] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5341 tests
[2025-10-18T01:09:23.214879] [INFO ] [CONFIGURE ] OGE: Testing feature 20/29: add_price_rejection
[2025-10-18T01:09:23.214910] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_price_rejection']
[2025-10-18T01:09:23.329555] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:23.446043] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:23.565355] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:23.687288] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:23.803719] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:23.919670] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:24.036532] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:09:24.154039] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:24.275218] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:24.394989] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:24.395172] [INFO ] [CONFIGURE ] OGE: DISCARDED add_price_rejection (score: 20.00%)
[2025-10-18T01:09:24.395218] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5340 tests
[2025-10-18T01:09:24.395253] [INFO ] [CONFIGURE ] OGE: Testing feature 21/29: add_range_position
[2025-10-18T01:09:24.395283] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_range_position']
[2025-10-18T01:09:24.518344] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:24.642217] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:24.774666] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:24.899223] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:25.029374] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:25.154785] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:25.279729] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:25.405590] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:09:25.531459] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:25.662105] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:25.662369] [INFO ] [CONFIGURE ] OGE: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:09:25.662440] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5339 tests
[2025-10-18T01:09:25.662497] [INFO ] [CONFIGURE ] OGE: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:09:25.662531] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_realized_volatility']
[2025-10-18T01:09:25.799974] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:25.937343] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:26.075554] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:26.214767] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:26.355160] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:26.495557] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:26.632552] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:26.771852] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:26.910562] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:27.061671] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:27.061819] [INFO ] [CONFIGURE ] OGE: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:09:27.061863] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5338 tests
[2025-10-18T01:09:27.061896] [INFO ] [CONFIGURE ] OGE: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:09:27.061925] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_recent_range_context']
[2025-10-18T01:09:27.179624] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:27.299377] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:27.418816] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:27.538337] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:27.659509] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:27.781956] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:27.904172] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:28.028572] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:09:28.153527] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:28.272995] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:28.273140] [INFO ] [CONFIGURE ] OGE: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T01:09:28.273184] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5337 tests
[2025-10-18T01:09:28.273218] [INFO ] [CONFIGURE ] OGE: Testing feature 24/29: add_rsi
[2025-10-18T01:09:28.273250] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T01:09:28.406249] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:28.539860] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:28.705485] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:28.843190] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:28.985380] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:29.125083] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:29.266244] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:09:29.426887] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:29.587281] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:29.733876] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:29.734037] [INFO ] [CONFIGURE ] OGE: DISCARDED add_rsi (score: 20.00%)
[2025-10-18T01:09:29.734083] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5336 tests
[2025-10-18T01:09:29.734118] [INFO ] [CONFIGURE ] OGE: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:09:29.734150] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_tick_distribution']
[2025-10-18T01:09:29.852255] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:29.975105] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:30.095532] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:30.214627] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:30.335567] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:30.456630] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:30.577948] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:30.699966] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:09:30.826232] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:30.944297] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:30.944480] [INFO ] [CONFIGURE ] OGE: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T01:09:30.944530] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5335 tests
[2025-10-18T01:09:30.944565] [INFO ] [CONFIGURE ] OGE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:09:30.944595] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T01:09:31.060514] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:31.175604] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:31.291817] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:31.408668] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:31.526406] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:09:31.642203] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:31.761462] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:31.881438] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:32.000154] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:32.120467] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:32.120621] [INFO ] [CONFIGURE ] OGE: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T01:09:32.120696] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5334 tests
[2025-10-18T01:09:32.120743] [INFO ] [CONFIGURE ] OGE: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:09:32.120775] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_volume_price_divergence']
[2025-10-18T01:09:32.245760] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:32.372091] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:32.499389] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:32.628768] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:32.755043] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:09:32.882949] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:33.011160] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:33.139240] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:33.267853] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:33.397213] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:33.397381] [INFO ] [CONFIGURE ] OGE: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-18T01:09:33.397442] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5333 tests
[2025-10-18T01:09:33.397478] [INFO ] [CONFIGURE ] OGE: Testing feature 28/29: add_volume_profile
[2025-10-18T01:09:33.397508] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_volume_profile']
[2025-10-18T01:09:33.512779] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:33.632710] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:33.751248] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:33.872471] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:33.987011] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:09:34.106096] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:34.229584] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:34.352985] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:09:34.486335] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:34.660231] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:34.660460] [INFO ] [CONFIGURE ] OGE: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-18T01:09:34.660532] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5332 tests
[2025-10-18T01:09:34.660596] [INFO ] [CONFIGURE ] OGE: Testing feature 29/29: add_vwap
[2025-10-18T01:09:34.660682] [INFO ] [CONFIGURE ] OGE: Testing with features: ['add_vwap']
[2025-10-18T01:09:34.839897] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:09:35.016064] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:09:35.176306] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:35.331189] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:09:35.468986] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:09:35.597313] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:35.729944] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:09:35.858171] [DEBUG] [FORECASTER] OGE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:09:35.976725] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:36.096921] [DEBUG] [FORECASTER] OGE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:36.097075] [INFO ] [CONFIGURE ] OGE: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T01:09:36.097118] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5331 tests
[2025-10-18T01:09:36.097153] [INFO ] [CONFIGURE ] OGE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:09:36.097183] [INFO ] [CONFIGURE ] OGE: Best accuracy: 60.00%
[2025-10-18T01:09:36.097211] [INFO ] [CONFIGURE ] OGE: Best feature set (0 features): []
[2025-10-18T01:09:36.097238] [INFO ] [CONFIGURE ] OGE: Improvement over baseline: 0.00%
[2025-10-18T01:09:36.097264] [INFO ] [CONFIGURE ] OGE: Total time: 35.8 seconds
[2025-10-18T01:09:36.097291] [INFO ] [CONFIGURE ] OGE: Average time per feature: 1.2 seconds
[2025-10-18T01:09:36.097318] [INFO ] [CONFIGURE ] OGE: Average speed: 0.81 features/sec
[2025-10-18T01:09:36.097972] [INFO ] [LOCAL     ] Saved configuration for OGE: 0 features, 60.00% accuracy -> ./output/feature-sets/OGE.json
[2025-10-18T01:09:36.098045] [INFO ] [CONFIGURE ] OGE: Configuration saved successfully: 0 features, 60.00% accuracy.
[2025-10-18T01:09:36.098123] [INFO ] [sig       ] [198/380] Successfully configured OGE | 0.02 sym/s | Total: 2.4h | ETA: 2.2h
[2025-10-18T01:09:36.098189] [INFO ] [sig       ] [199/380] Configuring OGN...
[2025-10-18T01:09:36.098255] [INFO ] [CONFIGURE ] OGN: Configurate test run.
[2025-10-18T01:09:36.098311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-10-18T01:09:36.111483] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OGN'.
[2025-10-18T01:09:36.111986] [INFO ] [CONFIGURE ] OGN: Testing with 29 available features
[2025-10-18T01:09:36.112046] [INFO ] [CONFIGURE ] OGN: Establishing baseline with no features...
[2025-10-18T01:09:36.214355] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:09:36.320263] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:09:36.423676] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:36.528817] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:09:36.634869] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:09:36.735793] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:36.842182] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:09:36.950633] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:37.067910] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:09:37.177329] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:37.177493] [INFO ] [CONFIGURE ] OGN: Baseline score (no features): 70.00%
[2025-10-18T01:09:37.177537] [INFO ] [CONFIGURE ] OGN: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:09:37.177571] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:09:37.289211] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:09:37.401100] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:09:37.516160] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:37.633327] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:09:37.779554] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:09:37.896307] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:38.016609] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:09:38.137014] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:38.257103] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:09:38.378872] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:38.379058] [INFO ] [CONFIGURE ] OGN: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T01:09:38.379103] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5330 tests
[2025-10-18T01:09:38.379137] [INFO ] [CONFIGURE ] OGN: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:09:38.379168] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:09:38.518200] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:09:38.644667] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:09:38.769116] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:38.898356] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:09:39.018035] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:09:39.137379] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:39.256341] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:09:39.374962] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:39.496129] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:39.616842] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:39.616994] [INFO ] [CONFIGURE ] OGN: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T01:09:39.617039] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5329 tests
[2025-10-18T01:09:39.617072] [INFO ] [CONFIGURE ] OGN: Testing feature 3/29: add_daily_returns
[2025-10-18T01:09:39.617102] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_daily_returns']
[2025-10-18T01:09:39.720558] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:09:39.824396] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:09:39.928888] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:40.033315] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:09:40.137583] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:09:40.244913] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:40.349738] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:09:40.454674] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:40.560996] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:09:40.667631] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:40.667808] [INFO ] [CONFIGURE ] OGN: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T01:09:40.667854] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5328 tests
[2025-10-18T01:09:40.667887] [INFO ] [CONFIGURE ] OGN: Testing feature 4/29: add_ema
[2025-10-18T01:09:40.667916] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_ema']
[2025-10-18T01:09:40.818567] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:09:40.949941] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:09:41.086574] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:41.220500] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:09:41.353018] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:09:41.485778] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:41.620597] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:09:41.755266] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:41.889319] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:09:42.028275] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:42.028507] [INFO ] [CONFIGURE ] OGN: DISCARDED add_ema (score: 70.00%)
[2025-10-18T01:09:42.028568] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5327 tests
[2025-10-18T01:09:42.028605] [INFO ] [CONFIGURE ] OGN: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:09:42.028637] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:09:42.170995] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:09:42.297212] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:09:42.434054] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:09:42.565894] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:09:42.695500] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:09:42.824675] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:42.955197] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:09:43.086452] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:43.220449] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:09:43.353147] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:43.353318] [INFO ] [CONFIGURE ] OGN: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T01:09:43.353365] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5326 tests
[2025-10-18T01:09:43.353399] [INFO ] [CONFIGURE ] OGN: Testing feature 6/29: add_failed_moves
[2025-10-18T01:09:43.353430] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_failed_moves']
[2025-10-18T01:09:43.464440] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:09:43.576244] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:09:43.695267] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:43.849696] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:09:43.976374] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:09:44.101890] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:44.225309] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:09:44.356631] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:44.487177] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:09:44.615396] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:44.615567] [INFO ] [CONFIGURE ] OGN: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T01:09:44.615610] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5325 tests
[2025-10-18T01:09:44.615664] [INFO ] [CONFIGURE ] OGN: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:09:44.615722] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_lag_shelf']
[2025-10-18T01:09:44.728551] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:09:44.841008] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:09:44.954992] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:45.073485] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:09:45.187397] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:09:45.306552] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:45.425244] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:09:45.548557] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:45.669600] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:09:45.788263] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:45.788430] [INFO ] [CONFIGURE ] OGN: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T01:09:45.788475] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5324 tests
[2025-10-18T01:09:45.788509] [INFO ] [CONFIGURE ] OGN: Testing feature 8/29: add_macd
[2025-10-18T01:09:45.788540] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:09:45.945275] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:09:46.112132] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:09:46.277502] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:46.446363] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:09:46.606985] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:09:46.771538] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:46.936196] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:09:47.099112] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:47.262383] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:09:47.424557] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:09:47.424779] [INFO ] [CONFIGURE ] OGN: DISCARDED add_macd (score: 40.00%)
[2025-10-18T01:09:47.424836] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5323 tests
[2025-10-18T01:09:47.424873] [INFO ] [CONFIGURE ] OGN: Testing feature 9/29: add_mfi
[2025-10-18T01:09:47.424905] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_mfi']
[2025-10-18T01:09:47.556619] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:09:47.690827] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:09:47.824933] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:47.956170] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:09:48.094688] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:09:48.223567] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:48.348224] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:09:48.469825] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:48.598888] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:09:48.742425] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:48.742689] [INFO ] [CONFIGURE ] OGN: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:09:48.742754] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5322 tests
[2025-10-18T01:09:48.742793] [INFO ] [CONFIGURE ] OGN: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:09:48.742824] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:09:48.895813] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:09:49.053084] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:09:49.206434] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:49.357754] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:09:49.510663] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:09:49.664541] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:49.815855] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:09:49.967783] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:50.128405] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:09:50.285533] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:50.285755] [INFO ] [CONFIGURE ] OGN: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:09:50.285813] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5321 tests
[2025-10-18T01:09:50.285850] [INFO ] [CONFIGURE ] OGN: Testing feature 11/29: add_obv_daily
[2025-10-18T01:09:50.285883] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_obv_daily']
[2025-10-18T01:09:50.411082] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:09:50.539389] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:09:50.662950] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:50.790456] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:09:50.916775] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:09:51.050055] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:51.180005] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:09:51.310985] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:51.439255] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:09:51.566623] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:51.566813] [INFO ] [CONFIGURE ] OGN: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:09:51.566864] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5320 tests
[2025-10-18T01:09:51.566900] [INFO ] [CONFIGURE ] OGN: Testing feature 12/29: add_obv_interval
[2025-10-18T01:09:51.566932] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_obv_interval']
[2025-10-18T01:09:51.687835] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:09:51.814182] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:09:51.936541] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:52.058585] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:09:52.184926] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:09:52.314160] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:52.440045] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:09:52.565506] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:52.692043] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:09:52.818856] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:52.819033] [INFO ] [CONFIGURE ] OGN: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T01:09:52.819078] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5319 tests
[2025-10-18T01:09:52.819112] [INFO ] [CONFIGURE ] OGN: Testing feature 13/29: add_opening_strength
[2025-10-18T01:09:52.819145] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T01:09:52.953457] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:09:53.085262] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:09:53.215669] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:53.346464] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:09:53.494386] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:09:53.614114] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:53.740175] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:09:53.861428] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:53.981409] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:09:54.109392] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:54.109544] [INFO ] [CONFIGURE ] OGN: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T01:09:54.109589] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5318 tests
[2025-10-18T01:09:54.109624] [INFO ] [CONFIGURE ] OGN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:09:54.109686] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T01:09:54.234235] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:09:54.364239] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:09:54.507779] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:54.647617] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:09:54.783983] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:09:54.923976] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:55.073192] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:09:55.214808] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:55.345710] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:09:55.483354] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:55.483549] [INFO ] [CONFIGURE ] OGN: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T01:09:55.483597] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5317 tests
[2025-10-18T01:09:55.483631] [INFO ] [CONFIGURE ] OGN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:09:55.483702] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T01:09:55.595316] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:09:55.705800] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:09:55.815288] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:55.964617] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:09:56.075957] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:09:56.187979] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:56.300899] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:09:56.420116] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:56.534213] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:09:56.649817] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:56.650002] [INFO ] [CONFIGURE ] OGN: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:09:56.650047] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5316 tests
[2025-10-18T01:09:56.650081] [INFO ] [CONFIGURE ] OGN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:09:56.650111] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T01:09:56.769502] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:09:56.888567] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:09:57.009318] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:57.132181] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:09:57.249264] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:09:57.366867] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:09:57.483778] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:09:57.601462] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:57.723968] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:09:57.842827] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:57.842983] [INFO ] [CONFIGURE ] OGN: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:09:57.843027] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5315 tests
[2025-10-18T01:09:57.843062] [INFO ] [CONFIGURE ] OGN: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:09:57.843094] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_pbf_return_2d']
[2025-10-18T01:09:57.960546] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:09:58.079090] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:09:58.197187] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:58.316462] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:09:58.435953] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:09:58.558610] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:58.678551] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:09:58.801757] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:09:58.924231] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:09:59.052167] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:09:59.052330] [INFO ] [CONFIGURE ] OGN: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T01:09:59.052374] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5314 tests
[2025-10-18T01:09:59.052418] [INFO ] [CONFIGURE ] OGN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:09:59.052566] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T01:09:59.161629] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:09:59.271029] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:09:59.383419] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:09:59.491055] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:09:59.598773] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:09:59.707033] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:09:59.815579] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:09:59.924507] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:00.035375] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:10:00.147868] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:00.148048] [INFO ] [CONFIGURE ] OGN: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:10:00.148101] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5313 tests
[2025-10-18T01:10:00.148137] [INFO ] [CONFIGURE ] OGN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:10:00.148167] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T01:10:00.256805] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:10:00.368390] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:10:00.479351] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:10:00.588161] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:10:00.696274] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:10:00.804927] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:00.914309] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:01.024457] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:01.137723] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:10:01.263460] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:01.263608] [INFO ] [CONFIGURE ] OGN: KEPT add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T01:10:01.263680] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5312 tests
[2025-10-18T01:10:01.263734] [INFO ] [CONFIGURE ] OGN: Testing feature 20/29: add_price_rejection
[2025-10-18T01:10:01.263770] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_pbf_vs_sma_5', 'add_price_rejection']
[2025-10-18T01:10:01.389771] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:10:01.518934] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:10:01.642281] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:10:01.767924] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:10:01.901317] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:02.043618] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:02.167175] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:02.292825] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:02.418209] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:10:02.542080] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:02.542247] [INFO ] [CONFIGURE ] OGN: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:10:02.542293] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5311 tests
[2025-10-18T01:10:02.542327] [INFO ] [CONFIGURE ] OGN: Testing feature 21/29: add_range_position
[2025-10-18T01:10:02.542360] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_pbf_vs_sma_5', 'add_range_position']
[2025-10-18T01:10:02.674342] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:10:02.799028] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:10:02.924239] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:10:03.049588] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:10:03.175532] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:03.301219] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:10:03.440044] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:03.572868] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:03.713915] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:10:03.852847] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:03.853001] [INFO ] [CONFIGURE ] OGN: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:10:03.853046] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5310 tests
[2025-10-18T01:10:03.853080] [INFO ] [CONFIGURE ] OGN: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:10:03.853111] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-10-18T01:10:04.000484] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:10:04.145989] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:10:04.292296] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:10:04.439607] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:10:04.586301] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:04.735828] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:10:04.885726] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:05.078868] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:05.241913] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:10:05.406107] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:05.406272] [INFO ] [CONFIGURE ] OGN: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:10:05.406392] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5309 tests
[2025-10-18T01:10:05.406437] [INFO ] [CONFIGURE ] OGN: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:10:05.406469] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-10-18T01:10:05.538076] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:10:05.669444] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:10:05.805239] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:10:05.937233] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:10:06.067404] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:10:06.198339] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:06.333511] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:06.465417] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:06.599339] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:10:06.728871] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:06.729043] [INFO ] [CONFIGURE ] OGN: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T01:10:06.729088] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5308 tests
[2025-10-18T01:10:06.729122] [INFO ] [CONFIGURE ] OGN: Testing feature 24/29: add_rsi
[2025-10-18T01:10:06.729155] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-10-18T01:10:06.869080] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:10:07.008542] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:10:07.150588] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:10:07.292054] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:10:07.432595] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:07.574253] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:10:07.716358] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:07.863161] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:08.005947] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:10:08.155189] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:08.155364] [INFO ] [CONFIGURE ] OGN: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T01:10:08.155409] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5307 tests
[2025-10-18T01:10:08.155443] [INFO ] [CONFIGURE ] OGN: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:10:08.155475] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-10-18T01:10:08.274076] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:10:08.393472] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:10:08.513767] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:10:08.634612] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:10:08.753857] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:08.879124] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:10:09.000268] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:09.123475] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:09.251495] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:10:09.373870] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:09.374071] [INFO ] [CONFIGURE ] OGN: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T01:10:09.374139] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5306 tests
[2025-10-18T01:10:09.374197] [INFO ] [CONFIGURE ] OGN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:10:09.374232] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-10-18T01:10:09.494717] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:10:09.630836] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:10:09.752390] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:10:09.879172] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:10:10.007883] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:10:10.134375] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:10.256910] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:10.378277] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:10.500163] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:10:10.621303] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:10.621456] [INFO ] [CONFIGURE ] OGN: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:10:10.621499] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5305 tests
[2025-10-18T01:10:10.621533] [INFO ] [CONFIGURE ] OGN: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:10:10.621564] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-10-18T01:10:10.747418] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:10:10.873899] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:10:10.999311] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:10:11.137977] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:10:11.265383] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:10:11.392179] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:10:11.521302] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:11.650087] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:11.779239] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:10:11.915665] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:10:11.915883] [INFO ] [CONFIGURE ] OGN: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:10:11.915935] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5304 tests
[2025-10-18T01:10:11.915970] [INFO ] [CONFIGURE ] OGN: Testing feature 28/29: add_volume_profile
[2025-10-18T01:10:11.916001] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_profile']
[2025-10-18T01:10:12.037479] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:10:12.159961] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:10:12.282325] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:10:12.404943] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:10:12.529194] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:10:12.656910] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:12.775187] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:12.893031] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:13.011533] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:10:13.133056] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:13.133210] [INFO ] [CONFIGURE ] OGN: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T01:10:13.133255] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5303 tests
[2025-10-18T01:10:13.133289] [INFO ] [CONFIGURE ] OGN: Testing feature 29/29: add_vwap
[2025-10-18T01:10:13.133320] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_pbf_vs_sma_5', 'add_vwap']
[2025-10-18T01:10:13.253787] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:10:13.375181] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:10:13.495329] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:10:13.615993] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:10:13.736614] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:13.862265] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:13.991433] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:14.144332] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:14.275759] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:10:14.402194] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:14.402360] [INFO ] [CONFIGURE ] OGN: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T01:10:14.402405] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5302 tests
[2025-10-18T01:10:14.402441] [INFO ] [CONFIGURE ] OGN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:10:14.402472] [INFO ] [CONFIGURE ] OGN: Best accuracy: 80.00%
[2025-10-18T01:10:14.402503] [INFO ] [CONFIGURE ] OGN: Best feature set (1 features): ['add_pbf_vs_sma_5']
[2025-10-18T01:10:14.402531] [INFO ] [CONFIGURE ] OGN: Improvement over baseline: 10.00%
[2025-10-18T01:10:14.402559] [INFO ] [CONFIGURE ] OGN: Total time: 37.2 seconds
[2025-10-18T01:10:14.402585] [INFO ] [CONFIGURE ] OGN: Average time per feature: 1.3 seconds
[2025-10-18T01:10:14.402613] [INFO ] [CONFIGURE ] OGN: Average speed: 0.78 features/sec
[2025-10-18T01:10:14.403359] [INFO ] [LOCAL     ] Saved configuration for OGN: 1 features, 80.00% accuracy -> ./output/feature-sets/OGN.json
[2025-10-18T01:10:14.403432] [INFO ] [CONFIGURE ] OGN: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-18T01:10:14.403511] [INFO ] [sig       ] [199/380] Successfully configured OGN | 0.02 sym/s | Total: 2.4h | ETA: 2.2h
[2025-10-18T01:10:14.403588] [INFO ] [sig       ] [200/380] Configuring OGS...
[2025-10-18T01:10:14.403672] [INFO ] [CONFIGURE ] OGS: Configurate test run.
[2025-10-18T01:10:14.403729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGS' from 'https://tdm.silogroup.org/data/derivative_storage/OGS.csv'.
[2025-10-18T01:10:14.416379] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OGS'.
[2025-10-18T01:10:14.416753] [INFO ] [CONFIGURE ] OGS: Testing with 29 available features
[2025-10-18T01:10:14.416811] [INFO ] [CONFIGURE ] OGS: Establishing baseline with no features...
[2025-10-18T01:10:14.519471] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:14.622160] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:14.725068] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:14.828864] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:14.934318] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:15.039256] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:10:15.145143] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:15.251460] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:15.355153] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:15.460264] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:15.460419] [INFO ] [CONFIGURE ] OGS: Baseline score (no features): 40.00%
[2025-10-18T01:10:15.460469] [INFO ] [CONFIGURE ] OGS: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:10:15.460502] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:10:15.573619] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:15.689922] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:15.816978] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:15.932011] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:10:16.048116] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:16.164810] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:10:16.281942] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:16.400048] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:16.517859] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:16.636192] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:16.636373] [INFO ] [CONFIGURE ] OGS: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T01:10:16.636435] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 1.5s/test | Remaining: 5301 tests
[2025-10-18T01:10:16.636479] [INFO ] [CONFIGURE ] OGS: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:10:16.636510] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:10:16.755920] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:16.876342] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:16.997493] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:17.120072] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:10:17.243863] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:17.365570] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:10:17.494228] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:17.624779] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:17.755391] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:17.886439] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:10:17.886597] [INFO ] [CONFIGURE ] OGS: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-18T01:10:17.886658] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5300 tests
[2025-10-18T01:10:17.886718] [INFO ] [CONFIGURE ] OGS: Testing feature 3/29: add_daily_returns
[2025-10-18T01:10:17.886751] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns']
[2025-10-18T01:10:17.998167] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:18.109375] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:18.224017] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:18.338735] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:18.446600] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:18.555312] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:10:18.667484] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:18.777020] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:18.888292] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:19.000156] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:19.000329] [INFO ] [CONFIGURE ] OGS: KEPT add_daily_returns (score: 50.00%)
[2025-10-18T01:10:19.000374] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5299 tests
[2025-10-18T01:10:19.000408] [INFO ] [CONFIGURE ] OGS: Testing feature 4/29: add_ema
[2025-10-18T01:10:19.000439] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T01:10:19.126153] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:19.254570] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:19.381667] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:19.508498] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:10:19.634671] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:19.766332] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:10:19.896192] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:20.025139] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:20.155246] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:20.293798] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:10:20.293953] [INFO ] [CONFIGURE ] OGS: DISCARDED add_ema (score: 20.00%)
[2025-10-18T01:10:20.293998] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5298 tests
[2025-10-18T01:10:20.294032] [INFO ] [CONFIGURE ] OGS: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:10:20.294063] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:10:20.426394] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:20.559082] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:20.692955] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:20.828550] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:20.963684] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:21.099140] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:21.234790] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:21.370858] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:21.508048] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:21.645410] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:21.645569] [INFO ] [CONFIGURE ] OGS: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-18T01:10:21.645614] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5297 tests
[2025-10-18T01:10:21.645673] [INFO ] [CONFIGURE ] OGS: Testing feature 6/29: add_failed_moves
[2025-10-18T01:10:21.645726] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T01:10:21.788847] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:21.931284] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:22.073091] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:22.217129] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:22.362320] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:22.509058] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:22.654210] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:22.799136] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:22.949671] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:23.106787] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:23.106959] [INFO ] [CONFIGURE ] OGS: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:10:23.107005] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5296 tests
[2025-10-18T01:10:23.107041] [INFO ] [CONFIGURE ] OGS: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:10:23.107074] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T01:10:23.247556] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:23.416891] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:23.566856] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:23.713152] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:23.866853] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:24.007551] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:24.147862] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:24.290592] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:24.442548] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:24.619402] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:24.619578] [INFO ] [CONFIGURE ] OGS: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:10:24.619622] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5295 tests
[2025-10-18T01:10:24.619691] [INFO ] [CONFIGURE ] OGS: Testing feature 8/29: add_macd
[2025-10-18T01:10:24.619761] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T01:10:24.791402] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:24.958426] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:25.126615] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:10:25.291074] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:10:25.456685] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:25.646215] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:25.827629] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:26.018172] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:26.215735] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:26.443610] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:26.443896] [INFO ] [CONFIGURE ] OGS: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:10:26.443951] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5294 tests
[2025-10-18T01:10:26.443989] [INFO ] [CONFIGURE ] OGS: Testing feature 9/29: add_mfi
[2025-10-18T01:10:26.444021] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T01:10:26.620952] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:26.794696] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:26.970227] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:27.134624] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:27.300745] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:27.459994] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:27.620590] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:27.778324] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:27.937419] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:28.102548] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:10:28.102765] [INFO ] [CONFIGURE ] OGS: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T01:10:28.102820] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5293 tests
[2025-10-18T01:10:28.102857] [INFO ] [CONFIGURE ] OGS: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:10:28.102890] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:10:28.274680] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:28.438752] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:28.600913] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:28.771482] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:28.941300] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:29.109028] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:29.277575] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:29.467147] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:29.629095] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:29.796757] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:10:29.796896] [INFO ] [CONFIGURE ] OGS: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:10:29.796938] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5292 tests
[2025-10-18T01:10:29.796972] [INFO ] [CONFIGURE ] OGS: Testing feature 11/29: add_obv_daily
[2025-10-18T01:10:29.797003] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T01:10:29.936328] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:30.076119] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:30.216111] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:30.357149] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:30.499377] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:30.641307] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:30.786008] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:30.928577] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:31.071740] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:31.216538] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:10:31.216698] [INFO ] [CONFIGURE ] OGS: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:10:31.216756] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5291 tests
[2025-10-18T01:10:31.216792] [INFO ] [CONFIGURE ] OGS: Testing feature 12/29: add_obv_interval
[2025-10-18T01:10:31.216823] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T01:10:31.357832] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:31.514867] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:31.670990] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:31.824495] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:10:31.966883] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:32.107495] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:32.248622] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:32.395070] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:32.539600] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:32.682896] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:32.683068] [INFO ] [CONFIGURE ] OGS: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T01:10:32.683114] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5290 tests
[2025-10-18T01:10:32.683149] [INFO ] [CONFIGURE ] OGS: Testing feature 13/29: add_opening_strength
[2025-10-18T01:10:32.683181] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength']
[2025-10-18T01:10:32.826570] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:32.971351] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:33.112092] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:33.253706] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:33.395548] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:33.539264] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:33.682214] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:33.829456] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:33.983396] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:34.134427] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:34.134573] [INFO ] [CONFIGURE ] OGS: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:10:34.134637] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5289 tests
[2025-10-18T01:10:34.134714] [INFO ] [CONFIGURE ] OGS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:10:34.134751] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T01:10:34.295782] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:34.453771] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:34.614444] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:34.775108] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:34.936502] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:35.098771] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:10:35.264076] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:35.429977] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:35.592548] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:35.756032] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:10:35.756216] [INFO ] [CONFIGURE ] OGS: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T01:10:35.756260] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5288 tests
[2025-10-18T01:10:35.756294] [INFO ] [CONFIGURE ] OGS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:10:35.756324] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T01:10:35.896181] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:36.037313] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:36.179131] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:36.332300] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:36.490087] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:36.637859] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:36.784708] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:36.936488] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:37.096046] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:37.248667] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:37.248859] [INFO ] [CONFIGURE ] OGS: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:10:37.248904] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5287 tests
[2025-10-18T01:10:37.248938] [INFO ] [CONFIGURE ] OGS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:10:37.248970] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T01:10:37.412098] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:37.574767] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:37.732632] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:37.891328] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:38.048411] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:38.209820] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:10:38.369212] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:38.567663] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:38.745510] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:38.921452] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:38.921666] [INFO ] [CONFIGURE ] OGS: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T01:10:38.921737] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5286 tests
[2025-10-18T01:10:38.921811] [INFO ] [CONFIGURE ] OGS: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:10:38.921877] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T01:10:39.096053] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:39.271628] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:39.442130] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:39.593694] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:10:39.745612] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:39.897410] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:40.055300] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:40.209322] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:40.363296] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:40.525862] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:10:40.526047] [INFO ] [CONFIGURE ] OGS: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T01:10:40.526093] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5285 tests
[2025-10-18T01:10:40.526127] [INFO ] [CONFIGURE ] OGS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:10:40.526158] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T01:10:40.668081] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:40.811061] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:40.955075] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:41.100074] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:41.246004] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:41.391344] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:41.545923] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:41.692560] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:41.841017] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:41.989882] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:10:41.990034] [INFO ] [CONFIGURE ] OGS: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:10:41.990078] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5284 tests
[2025-10-18T01:10:41.990113] [INFO ] [CONFIGURE ] OGS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:10:41.990143] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T01:10:42.132190] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:42.273273] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:42.419129] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:42.563632] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:42.719483] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:42.923612] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:43.140922] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:43.336954] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:43.525356] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:43.674708] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:43.674887] [INFO ] [CONFIGURE ] OGS: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T01:10:43.674933] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5283 tests
[2025-10-18T01:10:43.674969] [INFO ] [CONFIGURE ] OGS: Testing feature 20/29: add_price_rejection
[2025-10-18T01:10:43.675004] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T01:10:43.827569] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:43.977362] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:44.135774] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:44.297306] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:44.457050] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:44.640121] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:44.789390] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:44.937631] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:45.093062] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:45.243016] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:45.243193] [INFO ] [CONFIGURE ] OGS: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T01:10:45.243237] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5282 tests
[2025-10-18T01:10:45.243356] [INFO ] [CONFIGURE ] OGS: Testing feature 21/29: add_range_position
[2025-10-18T01:10:45.243398] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T01:10:45.395145] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:45.548527] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:45.706860] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:45.869208] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:46.028093] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:10:46.187714] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:46.347566] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:46.509989] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:46.672612] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:46.834952] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:10:46.835105] [INFO ] [CONFIGURE ] OGS: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:10:46.835149] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5281 tests
[2025-10-18T01:10:46.835183] [INFO ] [CONFIGURE ] OGS: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:10:46.835214] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T01:10:47.006375] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:47.180067] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:47.353418] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:47.533148] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:47.722950] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:47.904053] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:48.086090] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:48.265106] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:48.460871] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:48.652228] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:10:48.652453] [INFO ] [CONFIGURE ] OGS: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:10:48.652506] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5280 tests
[2025-10-18T01:10:48.652568] [INFO ] [CONFIGURE ] OGS: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:10:48.652626] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T01:10:48.814514] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:48.967086] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:49.129729] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:49.299871] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:49.467528] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:49.636337] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:49.793848] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:49.943270] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:50.095168] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:50.248996] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:10:50.249176] [INFO ] [CONFIGURE ] OGS: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T01:10:50.249220] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5279 tests
[2025-10-18T01:10:50.249254] [INFO ] [CONFIGURE ] OGS: Testing feature 24/29: add_rsi
[2025-10-18T01:10:50.249285] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-18T01:10:50.412539] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:50.584141] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:50.754432] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:50.927181] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:10:51.119143] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:51.300862] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:51.487946] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:51.672879] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:51.855371] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:52.040069] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:52.040298] [INFO ] [CONFIGURE ] OGS: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T01:10:52.040362] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5278 tests
[2025-10-18T01:10:52.040402] [INFO ] [CONFIGURE ] OGS: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:10:52.040435] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T01:10:52.188166] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:52.344301] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:52.487512] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:52.634571] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:10:52.781970] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:52.928580] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:10:53.082396] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:10:53.229597] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:53.377117] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:53.524514] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:10:53.524712] [INFO ] [CONFIGURE ] OGS: DISCARDED add_tick_distribution (score: 20.00%)
[2025-10-18T01:10:53.524769] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5277 tests
[2025-10-18T01:10:53.524805] [INFO ] [CONFIGURE ] OGS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:10:53.524837] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T01:10:53.677615] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:53.823233] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:53.971292] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:54.121541] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:54.281596] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:54.448489] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:54.612180] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:54.771933] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:54.928821] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:55.086767] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:55.086978] [INFO ] [CONFIGURE ] OGS: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:10:55.087040] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5276 tests
[2025-10-18T01:10:55.087098] [INFO ] [CONFIGURE ] OGS: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:10:55.087134] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T01:10:55.248754] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:55.411113] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:55.574958] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:55.738820] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:55.902760] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:56.070567] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:56.236962] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:56.394083] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:56.556900] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:56.756906] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:10:56.757135] [INFO ] [CONFIGURE ] OGS: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:10:56.757186] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5275 tests
[2025-10-18T01:10:56.757222] [INFO ] [CONFIGURE ] OGS: Testing feature 28/29: add_volume_profile
[2025-10-18T01:10:56.757254] [INFO ] [CONFIGURE ] OGS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-18T01:10:56.904620] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:10:57.053618] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:10:57.201757] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:57.351337] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:10:57.502342] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:10:57.652308] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:57.801119] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:10:57.952498] [DEBUG] [FORECASTER] OGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:58.111835] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:10:58.275788] [DEBUG] [FORECASTER] OGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:10:58.275964] [INFO ] [CONFIGURE ] OGS: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:10:58.276013] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5274 tests
[2025-10-18T01:10:58.276051] [INFO ] [CONFIGURE ] OGS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:10:58.276082] [INFO ] [CONFIGURE ] OGS: Best accuracy: 60.00%
[2025-10-18T01:10:58.276114] [INFO ] [CONFIGURE ] OGS: Best feature set (3 features): ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:10:58.276144] [INFO ] [CONFIGURE ] OGS: Improvement over baseline: 20.00%
[2025-10-18T01:10:58.276172] [INFO ] [CONFIGURE ] OGS: Total time: 42.8 seconds
[2025-10-18T01:10:58.276200] [INFO ] [CONFIGURE ] OGS: Average time per feature: 1.5 seconds
[2025-10-18T01:10:58.276228] [INFO ] [CONFIGURE ] OGS: Average speed: 0.68 features/sec
[2025-10-18T01:10:58.276936] [INFO ] [LOCAL     ] Saved configuration for OGS: 3 features, 60.00% accuracy -> ./output/feature-sets/OGS.json
[2025-10-18T01:10:58.277031] [INFO ] [CONFIGURE ] OGS: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-10-18T01:10:58.277144] [INFO ] [sig       ] [200/380] Successfully configured OGS | 0.02 sym/s | Total: 2.4h | ETA: 2.2h
[2025-10-18T01:10:58.277231] [INFO ] [sig       ] [201/380] Configuring OHI...
[2025-10-18T01:10:58.277309] [INFO ] [CONFIGURE ] OHI: Configurate test run.
[2025-10-18T01:10:58.277373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-10-18T01:10:58.291860] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OHI'.
[2025-10-18T01:10:58.292385] [INFO ] [CONFIGURE ] OHI: Testing with 29 available features
[2025-10-18T01:10:58.292444] [INFO ] [CONFIGURE ] OHI: Establishing baseline with no features...
[2025-10-18T01:10:58.398358] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:10:58.502834] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:10:58.605380] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:10:58.708341] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:10:58.812287] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:10:58.916986] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:10:59.020603] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:10:59.125025] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:10:59.231034] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:10:59.337272] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:10:59.337428] [INFO ] [CONFIGURE ] OHI: Baseline score (no features): 30.00%
[2025-10-18T01:10:59.337473] [INFO ] [CONFIGURE ] OHI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:10:59.337527] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:10:59.452054] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:10:59.566033] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:10:59.681039] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:10:59.808723] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:10:59.930389] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:00.056479] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:00.188461] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:00.316590] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:00.441560] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:00.566935] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:00.567104] [INFO ] [CONFIGURE ] OHI: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T01:11:00.567148] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5273 tests
[2025-10-18T01:11:00.567190] [INFO ] [CONFIGURE ] OHI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:11:00.567222] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:11:00.700704] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:00.835266] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:11:00.975445] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:11:01.110877] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:01.246765] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:01.400264] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:01.543621] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:01.688987] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:01.836225] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:01.977594] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:01.977770] [INFO ] [CONFIGURE ] OHI: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:11:01.977823] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5272 tests
[2025-10-18T01:11:01.977859] [INFO ] [CONFIGURE ] OHI: Testing feature 3/29: add_daily_returns
[2025-10-18T01:11:01.977890] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:11:02.095058] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:02.214419] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:02.337199] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:02.457750] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:02.585369] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:02.706131] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:02.826711] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:02.951391] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:03.073598] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:03.195595] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:11:03.195827] [INFO ] [CONFIGURE ] OHI: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T01:11:03.195890] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5271 tests
[2025-10-18T01:11:03.195948] [INFO ] [CONFIGURE ] OHI: Testing feature 4/29: add_ema
[2025-10-18T01:11:03.195982] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:11:03.326807] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:03.461263] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:03.593722] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:03.725815] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:03.866536] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:03.998128] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:04.129935] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:04.264194] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:04.418489] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:04.568513] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:04.568915] [INFO ] [CONFIGURE ] OHI: KEPT add_ema (score: 70.00%)
[2025-10-18T01:11:04.568978] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5270 tests
[2025-10-18T01:11:04.569017] [INFO ] [CONFIGURE ] OHI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:11:04.569052] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:11:04.731522] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:04.897109] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:05.059538] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:05.222215] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:05.387606] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:05.549219] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:05.736578] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:05.902266] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:06.072418] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:06.238249] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:06.238478] [INFO ] [CONFIGURE ] OHI: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T01:11:06.238533] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5269 tests
[2025-10-18T01:11:06.238571] [INFO ] [CONFIGURE ] OHI: Testing feature 6/29: add_failed_moves
[2025-10-18T01:11:06.238605] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-18T01:11:06.381848] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:06.526437] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:06.675830] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:06.819856] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:06.958318] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:07.099487] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:07.239212] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:07.380744] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:07.523174] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:07.665292] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:07.665495] [INFO ] [CONFIGURE ] OHI: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T01:11:07.665546] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5268 tests
[2025-10-18T01:11:07.665579] [INFO ] [CONFIGURE ] OHI: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:11:07.665610] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-18T01:11:07.794478] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:07.928096] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:08.068667] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:08.199958] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:08.331431] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:08.463579] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:08.597982] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:08.734896] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:08.888506] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:09.022311] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:09.022522] [INFO ] [CONFIGURE ] OHI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T01:11:09.022573] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5267 tests
[2025-10-18T01:11:09.022608] [INFO ] [CONFIGURE ] OHI: Testing feature 8/29: add_macd
[2025-10-18T01:11:09.022669] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-18T01:11:09.189012] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:09.360828] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:09.529459] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:09.705537] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:09.880031] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:10.045962] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:10.213141] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:10.380899] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:10.547309] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:10.715066] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:10.715285] [INFO ] [CONFIGURE ] OHI: DISCARDED add_macd (score: 70.00%)
[2025-10-18T01:11:10.715347] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5266 tests
[2025-10-18T01:11:10.715385] [INFO ] [CONFIGURE ] OHI: Testing feature 9/29: add_mfi
[2025-10-18T01:11:10.715417] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-18T01:11:10.860979] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:11.007147] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:11.154778] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:11.306861] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:11.455121] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:11.617501] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:11.768222] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:11.944296] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:12.099127] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:12.257586] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:12.257811] [INFO ] [CONFIGURE ] OHI: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T01:11:12.257863] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5265 tests
[2025-10-18T01:11:12.257902] [INFO ] [CONFIGURE ] OHI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:11:12.257936] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:11:12.420736] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:12.581365] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:12.744391] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:11:12.909062] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:13.072689] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:13.234561] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:13.397660] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:13.561755] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:13.724784] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:13.888604] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:13.888791] [INFO ] [CONFIGURE ] OHI: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T01:11:13.888841] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5264 tests
[2025-10-18T01:11:13.888875] [INFO ] [CONFIGURE ] OHI: Testing feature 11/29: add_obv_daily
[2025-10-18T01:11:13.888907] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily']
[2025-10-18T01:11:14.030990] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:14.174312] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:14.317096] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:14.465403] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:14.602084] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:14.739045] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:14.876937] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:15.020148] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:15.164487] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:15.323412] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:15.323634] [INFO ] [CONFIGURE ] OHI: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T01:11:15.323720] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5263 tests
[2025-10-18T01:11:15.323762] [INFO ] [CONFIGURE ] OHI: Testing feature 12/29: add_obv_interval
[2025-10-18T01:11:15.323794] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval']
[2025-10-18T01:11:15.469078] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:15.612546] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:15.756023] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:15.898225] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:16.041989] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:16.183538] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:16.325052] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:16.466728] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:16.611210] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:16.752532] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:16.752728] [INFO ] [CONFIGURE ] OHI: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T01:11:16.752784] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5262 tests
[2025-10-18T01:11:16.752821] [INFO ] [CONFIGURE ] OHI: Testing feature 13/29: add_opening_strength
[2025-10-18T01:11:16.752853] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:11:16.901569] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:17.051372] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:17.201749] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:17.355701] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:17.507190] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:17.662142] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:17.816982] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:17.995197] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:18.147155] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:18.301961] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:18.302155] [INFO ] [CONFIGURE ] OHI: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T01:11:18.302202] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5261 tests
[2025-10-18T01:11:18.302240] [INFO ] [CONFIGURE ] OHI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:11:18.302297] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance']
[2025-10-18T01:11:18.454457] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:18.606427] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:18.761187] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:11:18.916229] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:19.071265] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:19.231310] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:19.388800] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:19.547038] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:19.708410] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:19.873273] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:19.873450] [INFO ] [CONFIGURE ] OHI: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:11:19.873497] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5260 tests
[2025-10-18T01:11:19.873535] [INFO ] [CONFIGURE ] OHI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:11:19.873696] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-18T01:11:20.013182] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:20.154749] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:20.302751] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:20.443635] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:20.583006] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:20.722541] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:20.869388] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:21.029770] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:21.175543] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:21.318786] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:21.318951] [INFO ] [CONFIGURE ] OHI: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:11:21.318997] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5259 tests
[2025-10-18T01:11:21.319032] [INFO ] [CONFIGURE ] OHI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:11:21.319064] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-18T01:11:21.464563] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:21.608270] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:21.753928] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:21.903787] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:22.048931] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:22.198326] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:22.345591] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:22.495128] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:22.639409] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:22.783305] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:22.783461] [INFO ] [CONFIGURE ] OHI: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:11:22.783508] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5258 tests
[2025-10-18T01:11:22.783542] [INFO ] [CONFIGURE ] OHI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:11:22.783574] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d']
[2025-10-18T01:11:22.929101] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:23.075236] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:23.222858] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:23.371150] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:23.520467] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:23.669318] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:23.816879] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:23.985457] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:24.156852] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:24.325908] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:11:24.326050] [INFO ] [CONFIGURE ] OHI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:11:24.326096] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5257 tests
[2025-10-18T01:11:24.326132] [INFO ] [CONFIGURE ] OHI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:11:24.326167] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-18T01:11:24.489716] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:24.648774] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:24.809033] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:24.961306] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:25.117926] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:25.274121] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:25.422064] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:25.572207] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:25.716923] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:25.868790] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:25.869019] [INFO ] [CONFIGURE ] OHI: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:11:25.869085] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5256 tests
[2025-10-18T01:11:25.869123] [INFO ] [CONFIGURE ] OHI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:11:25.869155] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-18T01:11:26.008214] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:26.146358] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:26.285821] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:26.429525] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:26.568544] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:26.708513] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:26.844058] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:26.981401] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:27.124010] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:27.264587] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:27.264827] [INFO ] [CONFIGURE ] OHI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:11:27.264876] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5255 tests
[2025-10-18T01:11:27.264911] [INFO ] [CONFIGURE ] OHI: Testing feature 20/29: add_price_rejection
[2025-10-18T01:11:27.264943] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection']
[2025-10-18T01:11:27.418842] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:27.576613] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:27.737181] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:27.895698] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:28.053146] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:28.213728] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:28.380492] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:28.533556] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:28.678712] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:28.824451] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:28.824619] [INFO ] [CONFIGURE ] OHI: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T01:11:28.824700] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5254 tests
[2025-10-18T01:11:28.824748] [INFO ] [CONFIGURE ] OHI: Testing feature 21/29: add_range_position
[2025-10-18T01:11:28.824780] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position']
[2025-10-18T01:11:28.971948] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:29.121859] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:29.279114] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:29.439077] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:29.598860] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:29.757914] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:29.925777] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:30.138122] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:30.300801] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:30.463099] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:30.463307] [INFO ] [CONFIGURE ] OHI: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T01:11:30.463353] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5253 tests
[2025-10-18T01:11:30.463387] [INFO ] [CONFIGURE ] OHI: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:11:30.463419] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility']
[2025-10-18T01:11:30.635991] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:30.812527] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:30.985920] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:31.169483] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:31.344274] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:31.524731] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:31.700067] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:31.873704] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:32.045312] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:32.216758] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:32.216934] [INFO ] [CONFIGURE ] OHI: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T01:11:32.216979] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5252 tests
[2025-10-18T01:11:32.217013] [INFO ] [CONFIGURE ] OHI: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:11:32.217044] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context']
[2025-10-18T01:11:32.362484] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:32.507850] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:32.649415] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:32.795573] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:32.942315] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:33.103013] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:33.254258] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:33.401388] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:33.547141] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:33.693222] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:33.693401] [INFO ] [CONFIGURE ] OHI: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T01:11:33.693448] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5251 tests
[2025-10-18T01:11:33.693483] [INFO ] [CONFIGURE ] OHI: Testing feature 24/29: add_rsi
[2025-10-18T01:11:33.693516] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T01:11:33.836948] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:33.983590] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:34.138707] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:34.300623] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:34.463962] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:34.619807] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:34.764347] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:34.919807] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:35.069149] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:35.222187] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:35.222373] [INFO ] [CONFIGURE ] OHI: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T01:11:35.222451] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5250 tests
[2025-10-18T01:11:35.222506] [INFO ] [CONFIGURE ] OHI: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:11:35.222549] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution']
[2025-10-18T01:11:35.383686] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:35.553988] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:35.722246] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:35.924511] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:36.110490] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:36.325835] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:36.519956] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:36.679192] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:36.833249] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:36.980375] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:36.980525] [INFO ] [CONFIGURE ] OHI: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T01:11:36.980569] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5249 tests
[2025-10-18T01:11:36.980606] [INFO ] [CONFIGURE ] OHI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:11:36.980639] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-18T01:11:37.121242] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:37.276100] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:37.416611] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:11:37.559058] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:37.708841] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:37.852239] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:37.994751] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:38.138161] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:38.282605] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:38.429020] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:38.429168] [INFO ] [CONFIGURE ] OHI: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:11:38.429270] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5248 tests
[2025-10-18T01:11:38.429324] [INFO ] [CONFIGURE ] OHI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:11:38.429358] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence']
[2025-10-18T01:11:38.578564] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:38.730579] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:38.883527] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:39.034678] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:39.212734] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:39.367576] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:39.531915] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:39.705949] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:39.875302] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:40.047664] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:40.047856] [INFO ] [CONFIGURE ] OHI: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T01:11:40.047904] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5247 tests
[2025-10-18T01:11:40.047942] [INFO ] [CONFIGURE ] OHI: Testing feature 28/29: add_volume_profile
[2025-10-18T01:11:40.048013] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile']
[2025-10-18T01:11:40.199627] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:40.347692] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:40.499576] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:11:40.647802] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:40.798068] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:40.947292] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:41.096798] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:41.248414] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:41.403107] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:41.556399] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:11:41.556571] [INFO ] [CONFIGURE ] OHI: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T01:11:41.556621] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5246 tests
[2025-10-18T01:11:41.556708] [INFO ] [CONFIGURE ] OHI: Testing feature 29/29: add_vwap
[2025-10-18T01:11:41.556778] [INFO ] [CONFIGURE ] OHI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap']
[2025-10-18T01:11:41.705537] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:11:41.855580] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:11:42.006269] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:11:42.159963] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:42.317143] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:42.471533] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:11:42.624164] [DEBUG] [FORECASTER] OHI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:11:42.781707] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:42.937041] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:43.092228] [DEBUG] [FORECASTER] OHI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:11:43.092408] [INFO ] [CONFIGURE ] OHI: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T01:11:43.092452] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5245 tests
[2025-10-18T01:11:43.092487] [INFO ] [CONFIGURE ] OHI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:11:43.092518] [INFO ] [CONFIGURE ] OHI: Best accuracy: 70.00%
[2025-10-18T01:11:43.092550] [INFO ] [CONFIGURE ] OHI: Best feature set (2 features): ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:11:43.092579] [INFO ] [CONFIGURE ] OHI: Improvement over baseline: 40.00%
[2025-10-18T01:11:43.092607] [INFO ] [CONFIGURE ] OHI: Total time: 43.8 seconds
[2025-10-18T01:11:43.092634] [INFO ] [CONFIGURE ] OHI: Average time per feature: 1.5 seconds
[2025-10-18T01:11:43.092705] [INFO ] [CONFIGURE ] OHI: Average speed: 0.66 features/sec
[2025-10-18T01:11:43.093352] [INFO ] [LOCAL     ] Saved configuration for OHI: 2 features, 70.00% accuracy -> ./output/feature-sets/OHI.json
[2025-10-18T01:11:43.093422] [INFO ] [CONFIGURE ] OHI: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T01:11:43.093499] [INFO ] [sig       ] [201/380] Successfully configured OHI | 0.02 sym/s | Total: 2.4h | ETA: 2.1h
[2025-10-18T01:11:43.093576] [INFO ] [sig       ] [202/380] Configuring OI...
[2025-10-18T01:11:43.093631] [INFO ] [CONFIGURE ] OI: Configurate test run.
[2025-10-18T01:11:43.093702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-10-18T01:11:43.107844] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OI'.
[2025-10-18T01:11:43.108350] [INFO ] [CONFIGURE ] OI: Testing with 29 available features
[2025-10-18T01:11:43.108412] [INFO ] [CONFIGURE ] OI: Establishing baseline with no features...
[2025-10-18T01:11:43.223739] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:11:43.334030] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:43.449902] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:11:43.560888] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:11:43.679465] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:43.793355] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:11:43.910439] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:11:44.025800] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:44.139634] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:44.259380] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:11:44.259554] [INFO ] [CONFIGURE ] OI: Baseline score (no features): 40.00%
[2025-10-18T01:11:44.259608] [INFO ] [CONFIGURE ] OI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:11:44.259705] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:11:44.395885] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:11:44.530689] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:44.658639] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:11:44.787624] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:11:44.918890] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:45.047036] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:11:45.172910] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:11:45.298444] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:45.429786] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:45.562736] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:11:45.562910] [INFO ] [CONFIGURE ] OI: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T01:11:45.562960] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5244 tests
[2025-10-18T01:11:45.562995] [INFO ] [CONFIGURE ] OI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:11:45.563025] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:11:45.692278] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:11:45.821521] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:45.950821] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:11:46.077764] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:11:46.206078] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:46.336802] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:11:46.470444] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:11:46.605745] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:11:46.742638] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:46.877288] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:46.877470] [INFO ] [CONFIGURE ] OI: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-18T01:11:46.877514] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5243 tests
[2025-10-18T01:11:46.877547] [INFO ] [CONFIGURE ] OI: Testing feature 3/29: add_daily_returns
[2025-10-18T01:11:46.877578] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:11:47.016107] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:11:47.157309] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:47.294405] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:11:47.432344] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:11:47.576149] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:11:47.716004] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:11:47.861808] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:11:48.016865] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:48.160537] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:48.333069] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:48.333280] [INFO ] [CONFIGURE ] OI: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T01:11:48.333371] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5242 tests
[2025-10-18T01:11:48.333426] [INFO ] [CONFIGURE ] OI: Testing feature 4/29: add_ema
[2025-10-18T01:11:48.333462] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T01:11:48.489076] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:11:48.641707] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:48.798494] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:11:48.951112] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:11:49.104671] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:49.257637] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:11:49.411546] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:11:49.580618] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:49.738990] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:49.895180] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:49.895364] [INFO ] [CONFIGURE ] OI: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:11:49.895409] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5241 tests
[2025-10-18T01:11:49.895444] [INFO ] [CONFIGURE ] OI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:11:49.895476] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:11:50.050712] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:11:50.204887] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:50.364714] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:11:50.522050] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:11:50.680285] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:50.842006] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:11:51.002397] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:11:51.161063] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:51.322574] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:51.489424] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:51.489599] [INFO ] [CONFIGURE ] OI: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T01:11:51.489668] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5240 tests
[2025-10-18T01:11:51.489727] [INFO ] [CONFIGURE ] OI: Testing feature 6/29: add_failed_moves
[2025-10-18T01:11:51.489761] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T01:11:51.625941] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:11:51.762749] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:51.906224] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:11:52.045060] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:11:52.184405] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:52.322195] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:11:52.461201] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:11:52.600352] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:11:52.739895] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:52.880896] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:52.881075] [INFO ] [CONFIGURE ] OI: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T01:11:52.881118] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5239 tests
[2025-10-18T01:11:52.881153] [INFO ] [CONFIGURE ] OI: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:11:52.881185] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T01:11:53.010483] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:11:53.142387] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:53.270542] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:11:53.399813] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:11:53.535843] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:53.665791] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:11:53.799536] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:11:53.933939] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:11:54.071538] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:54.207925] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:54.208079] [INFO ] [CONFIGURE ] OI: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T01:11:54.208130] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5238 tests
[2025-10-18T01:11:54.208165] [INFO ] [CONFIGURE ] OI: Testing feature 8/29: add_macd
[2025-10-18T01:11:54.208196] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T01:11:54.372804] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:11:54.540170] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:11:54.703928] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:11:54.877076] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:55.052732] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:11:55.224505] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:11:55.398028] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:11:55.569866] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:55.740195] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:55.914404] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:11:55.914631] [INFO ] [CONFIGURE ] OI: DISCARDED add_macd (score: 0.00%)
[2025-10-18T01:11:55.914735] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5237 tests
[2025-10-18T01:11:55.914793] [INFO ] [CONFIGURE ] OI: Testing feature 9/29: add_mfi
[2025-10-18T01:11:55.914830] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T01:11:56.059204] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:11:56.205836] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:56.352831] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:11:56.499348] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:11:56.660916] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:56.807531] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:11:56.948607] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:11:57.095060] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:11:57.241683] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:57.385596] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:11:57.385858] [INFO ] [CONFIGURE ] OI: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T01:11:57.385910] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5236 tests
[2025-10-18T01:11:57.385945] [INFO ] [CONFIGURE ] OI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:11:57.385976] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:11:57.537333] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:11:57.692755] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:57.845915] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:11:57.998357] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:11:58.151617] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:58.304937] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:11:58.459257] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:11:58.620928] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:11:58.780713] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:11:58.940219] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:11:58.940477] [INFO ] [CONFIGURE ] OI: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-10-18T01:11:58.940530] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5235 tests
[2025-10-18T01:11:58.940567] [INFO ] [CONFIGURE ] OI: Testing feature 11/29: add_obv_daily
[2025-10-18T01:11:58.940599] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T01:11:59.073270] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:11:59.206363] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:11:59.339863] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:11:59.472926] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:11:59.612017] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:11:59.756121] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:11:59.909365] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:12:00.062964] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:00.211567] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:00.366165] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:12:00.366359] [INFO ] [CONFIGURE ] OI: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-18T01:12:00.366411] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5234 tests
[2025-10-18T01:12:00.366448] [INFO ] [CONFIGURE ] OI: Testing feature 12/29: add_obv_interval
[2025-10-18T01:12:00.366480] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T01:12:00.517009] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:00.671672] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:00.819304] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:12:00.967100] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:01.113397] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:12:01.268237] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:01.440082] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:12:01.585993] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:01.726564] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:01.869096] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:12:01.869285] [INFO ] [CONFIGURE ] OI: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T01:12:01.869330] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5233 tests
[2025-10-18T01:12:01.869369] [INFO ] [CONFIGURE ] OI: Testing feature 13/29: add_opening_strength
[2025-10-18T01:12:01.869404] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:12:02.018681] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:02.175326] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:02.321007] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:12:02.465404] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:12:02.610235] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:12:02.757007] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:02.903968] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:12:03.050577] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:03.200901] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:03.346251] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:12:03.346423] [INFO ] [CONFIGURE ] OI: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-18T01:12:03.346470] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5232 tests
[2025-10-18T01:12:03.346512] [INFO ] [CONFIGURE ] OI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:12:03.346544] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T01:12:03.490899] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:03.645592] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:03.795745] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:12:03.940981] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:04.090131] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:12:04.236391] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:04.391376] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:12:04.550045] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:04.702393] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:04.855278] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:12:04.855487] [INFO ] [CONFIGURE ] OI: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:12:04.855552] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5231 tests
[2025-10-18T01:12:04.855591] [INFO ] [CONFIGURE ] OI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:12:04.855622] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T01:12:04.988708] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:05.119815] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:05.249231] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:12:05.385256] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:05.516860] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:12:05.647882] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:05.779416] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:12:05.915994] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:06.056771] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:06.191908] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:12:06.192068] [INFO ] [CONFIGURE ] OI: KEPT add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T01:12:06.192113] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5230 tests
[2025-10-18T01:12:06.192148] [INFO ] [CONFIGURE ] OI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:12:06.192179] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-18T01:12:06.332702] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:06.479231] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:06.622434] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:12:06.764921] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:06.911556] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:12:07.056257] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:07.205519] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:12:07.357204] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:07.513470] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:07.665338] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:12:07.665519] [INFO ] [CONFIGURE ] OI: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:12:07.665569] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5229 tests
[2025-10-18T01:12:07.665627] [INFO ] [CONFIGURE ] OI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:12:07.665699] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-18T01:12:07.818553] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:07.967090] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:08.114558] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:12:08.263685] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:08.411624] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:12:08.560798] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:08.706911] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:12:08.853364] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:08.999418] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:09.150632] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:12:09.150833] [INFO ] [CONFIGURE ] OI: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T01:12:09.150882] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5228 tests
[2025-10-18T01:12:09.150916] [INFO ] [CONFIGURE ] OI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:12:09.150948] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-18T01:12:09.278222] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:09.408031] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:09.544749] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:12:09.687560] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:09.824601] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:12:09.956949] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:10.081009] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:12:10.205835] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:10.334158] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:10.464061] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:12:10.464220] [INFO ] [CONFIGURE ] OI: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T01:12:10.464265] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5227 tests
[2025-10-18T01:12:10.464300] [INFO ] [CONFIGURE ] OI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:12:10.464333] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-18T01:12:10.592250] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:10.717125] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:10.838803] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:12:10.960601] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:11.082598] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:12:11.206906] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:11.330840] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:12:11.455561] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:11.580313] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:11.705316] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:12:11.705457] [INFO ] [CONFIGURE ] OI: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T01:12:11.705501] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5226 tests
[2025-10-18T01:12:11.705536] [INFO ] [CONFIGURE ] OI: Testing feature 20/29: add_price_rejection
[2025-10-18T01:12:11.705568] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-18T01:12:11.838401] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:11.974343] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:12.112223] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:12:12.248106] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:12.384745] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:12:12.522255] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:12.659245] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:12:12.797291] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:12.937833] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:13.081194] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:12:13.081382] [INFO ] [CONFIGURE ] OI: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-18T01:12:13.081429] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5225 tests
[2025-10-18T01:12:13.081465] [INFO ] [CONFIGURE ] OI: Testing feature 21/29: add_range_position
[2025-10-18T01:12:13.081496] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-18T01:12:13.230353] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:13.382060] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:13.536502] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:12:13.691630] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:13.840552] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:12:13.987404] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:14.134420] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:12:14.282833] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:14.441303] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:14.598748] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:12:14.598895] [INFO ] [CONFIGURE ] OI: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T01:12:14.598940] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5224 tests
[2025-10-18T01:12:14.598974] [INFO ] [CONFIGURE ] OI: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:12:14.599005] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-18T01:12:14.760927] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:14.926154] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:15.089601] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:12:15.251328] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:15.414846] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:12:15.580367] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:15.746725] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:12:15.913121] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:16.087709] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:16.258145] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:12:16.258300] [INFO ] [CONFIGURE ] OI: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T01:12:16.258426] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5223 tests
[2025-10-18T01:12:16.258470] [INFO ] [CONFIGURE ] OI: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:12:16.258503] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-18T01:12:16.394003] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:16.529827] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:16.665466] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:12:16.805573] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:16.942789] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:12:17.080506] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:17.218170] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:12:17.358786] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:17.499505] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:17.639500] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:12:17.639681] [INFO ] [CONFIGURE ] OI: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T01:12:17.639743] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5222 tests
[2025-10-18T01:12:17.639780] [INFO ] [CONFIGURE ] OI: Testing feature 24/29: add_rsi
[2025-10-18T01:12:17.639814] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-18T01:12:17.796028] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:17.952355] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:18.109466] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:12:18.269481] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:12:18.426773] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:12:18.585443] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:18.744864] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:12:18.904838] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:19.065633] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:19.229732] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:12:19.229912] [INFO ] [CONFIGURE ] OI: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T01:12:19.229957] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5221 tests
[2025-10-18T01:12:19.229992] [INFO ] [CONFIGURE ] OI: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:12:19.230024] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-18T01:12:19.364880] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:19.497921] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:19.635863] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:12:19.774377] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:19.914479] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:12:20.048961] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:20.185667] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:12:20.321931] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:20.460285] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:20.599995] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:12:20.600142] [INFO ] [CONFIGURE ] OI: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T01:12:20.600185] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5220 tests
[2025-10-18T01:12:20.600219] [INFO ] [CONFIGURE ] OI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:12:20.600249] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-18T01:12:20.736371] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:20.873006] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:21.010283] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:12:21.148523] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:21.287038] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:12:21.428520] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:21.568273] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:12:21.709280] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:21.875966] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:22.015283] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:12:22.015444] [INFO ] [CONFIGURE ] OI: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T01:12:22.015506] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5219 tests
[2025-10-18T01:12:22.015543] [INFO ] [CONFIGURE ] OI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:12:22.015575] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-10-18T01:12:22.156199] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:22.299044] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:22.441897] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:12:22.585770] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:22.730334] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:12:22.874356] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:23.022773] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:12:23.167945] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:23.314294] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:23.460591] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:12:23.460761] [INFO ] [CONFIGURE ] OI: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:12:23.460814] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5218 tests
[2025-10-18T01:12:23.460849] [INFO ] [CONFIGURE ] OI: Testing feature 28/29: add_volume_profile
[2025-10-18T01:12:23.460880] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-10-18T01:12:23.596768] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:23.732084] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:23.868186] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:12:24.005218] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:24.141827] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:12:24.282035] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:24.423802] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:12:24.567535] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:24.707810] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:24.881988] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:12:24.882160] [INFO ] [CONFIGURE ] OI: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:12:24.882204] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5217 tests
[2025-10-18T01:12:24.882240] [INFO ] [CONFIGURE ] OI: Testing feature 29/29: add_vwap
[2025-10-18T01:12:24.882271] [INFO ] [CONFIGURE ] OI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_vwap']
[2025-10-18T01:12:25.027910] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:12:25.173139] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:25.321899] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:12:25.469169] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:25.619117] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:12:25.767300] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:12:25.922745] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:12:26.078956] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:26.232795] [DEBUG] [FORECASTER] OI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:12:26.389868] [DEBUG] [FORECASTER] OI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:12:26.390064] [INFO ] [CONFIGURE ] OI: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T01:12:26.390111] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5216 tests
[2025-10-18T01:12:26.390147] [INFO ] [CONFIGURE ] OI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:12:26.390177] [INFO ] [CONFIGURE ] OI: Best accuracy: 60.00%
[2025-10-18T01:12:26.390209] [INFO ] [CONFIGURE ] OI: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T01:12:26.390238] [INFO ] [CONFIGURE ] OI: Improvement over baseline: 20.00%
[2025-10-18T01:12:26.390266] [INFO ] [CONFIGURE ] OI: Total time: 42.1 seconds
[2025-10-18T01:12:26.390292] [INFO ] [CONFIGURE ] OI: Average time per feature: 1.5 seconds
[2025-10-18T01:12:26.390321] [INFO ] [CONFIGURE ] OI: Average speed: 0.69 features/sec
[2025-10-18T01:12:26.390959] [INFO ] [LOCAL     ] Saved configuration for OI: 2 features, 60.00% accuracy -> ./output/feature-sets/OI.json
[2025-10-18T01:12:26.391028] [INFO ] [CONFIGURE ] OI: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-18T01:12:26.391106] [INFO ] [sig       ] [202/380] Successfully configured OI | 0.02 sym/s | Total: 2.4h | ETA: 2.1h
[2025-10-18T01:12:26.391163] [INFO ] [sig       ] [203/380] Configuring OIA...
[2025-10-18T01:12:26.391208] [INFO ] [CONFIGURE ] OIA: Configurate test run.
[2025-10-18T01:12:26.391264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-10-18T01:12:26.406098] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OIA'.
[2025-10-18T01:12:26.406873] [INFO ] [CONFIGURE ] OIA: Testing with 29 available features
[2025-10-18T01:12:26.406936] [INFO ] [CONFIGURE ] OIA: Establishing baseline with no features...
[2025-10-18T01:12:26.530817] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:26.646962] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:26.770153] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:12:26.888947] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:27.007330] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:27.131047] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:12:27.248668] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:27.364806] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:27.487458] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:12:27.608470] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:27.608738] [INFO ] [CONFIGURE ] OIA: Baseline score (no features): 50.00%
[2025-10-18T01:12:27.608799] [INFO ] [CONFIGURE ] OIA: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:12:27.608836] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:12:27.747024] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:27.910849] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:28.064897] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:12:28.198800] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:28.327943] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:28.463577] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:12:28.628601] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:28.807989] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:28.975330] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:12:29.127411] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:29.127606] [INFO ] [CONFIGURE ] OIA: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T01:12:29.127676] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5215 tests
[2025-10-18T01:12:29.127731] [INFO ] [CONFIGURE ] OIA: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:12:29.127766] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:12:29.281255] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:29.436448] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:29.584464] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:12:29.723723] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:29.857712] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:29.993301] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:12:30.128909] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:30.263839] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:30.398727] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:12:30.535313] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:12:30.535462] [INFO ] [CONFIGURE ] OIA: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T01:12:30.535507] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5214 tests
[2025-10-18T01:12:30.535541] [INFO ] [CONFIGURE ] OIA: Testing feature 3/29: add_daily_returns
[2025-10-18T01:12:30.535572] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:12:30.664237] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:30.801005] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:30.964871] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:12:31.089510] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:31.215933] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:31.342448] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:12:31.469934] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:31.603549] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:31.739835] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:12:31.883816] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:31.883993] [INFO ] [CONFIGURE ] OIA: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:12:31.884043] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5213 tests
[2025-10-18T01:12:31.884079] [INFO ] [CONFIGURE ] OIA: Testing feature 4/29: add_ema
[2025-10-18T01:12:31.884111] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:12:32.028502] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:32.173212] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:32.322396] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:12:32.466670] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:12:32.611762] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:32.751208] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:12:32.895464] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:33.034995] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:33.182690] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:12:33.333715] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:33.333881] [INFO ] [CONFIGURE ] OIA: DISCARDED add_ema (score: 60.00%)
[2025-10-18T01:12:33.333925] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5212 tests
[2025-10-18T01:12:33.333960] [INFO ] [CONFIGURE ] OIA: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:12:33.333990] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:12:33.490272] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:33.642236] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:33.794282] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:12:34.021387] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:34.172953] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:34.322727] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:12:34.472326] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:34.636292] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:34.794077] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:12:34.945518] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:34.945739] [INFO ] [CONFIGURE ] OIA: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:12:34.945798] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5211 tests
[2025-10-18T01:12:34.945837] [INFO ] [CONFIGURE ] OIA: Testing feature 6/29: add_failed_moves
[2025-10-18T01:12:34.945870] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:12:35.076623] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:35.209109] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:35.340319] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:12:35.471600] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:35.600863] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:35.731867] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:12:35.866214] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:35.998101] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:36.133581] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:12:36.277089] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:36.277271] [INFO ] [CONFIGURE ] OIA: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:12:36.277318] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5210 tests
[2025-10-18T01:12:36.277354] [INFO ] [CONFIGURE ] OIA: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:12:36.277388] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:12:36.405097] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:36.536116] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:36.661838] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:12:36.786636] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:36.912164] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:37.048578] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:12:37.174854] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:37.298391] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:37.424502] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:12:37.548667] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:37.548824] [INFO ] [CONFIGURE ] OIA: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T01:12:37.548868] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5209 tests
[2025-10-18T01:12:37.548902] [INFO ] [CONFIGURE ] OIA: Testing feature 8/29: add_macd
[2025-10-18T01:12:37.548932] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T01:12:37.706302] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:37.863173] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:38.028336] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:12:38.189003] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:38.350386] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:38.514734] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:12:38.679042] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:38.852533] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:39.019147] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:12:39.187630] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:12:39.187915] [INFO ] [CONFIGURE ] OIA: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:12:39.188010] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5208 tests
[2025-10-18T01:12:39.188060] [INFO ] [CONFIGURE ] OIA: Testing feature 9/29: add_mfi
[2025-10-18T01:12:39.188096] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:12:39.326282] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:39.467456] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:39.617287] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:12:39.778231] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:39.931747] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:40.076236] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:12:40.216316] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:40.352801] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:40.497620] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:12:40.637757] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:40.637981] [INFO ] [CONFIGURE ] OIA: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:12:40.638051] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5207 tests
[2025-10-18T01:12:40.638090] [INFO ] [CONFIGURE ] OIA: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:12:40.638127] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:12:40.789241] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:40.949227] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:12:41.103064] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:12:41.263901] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:12:41.420071] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:41.579946] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:12:41.737234] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:41.895865] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:42.044635] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:12:42.194718] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:42.194873] [INFO ] [CONFIGURE ] OIA: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:12:42.194917] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5206 tests
[2025-10-18T01:12:42.194950] [INFO ] [CONFIGURE ] OIA: Testing feature 11/29: add_obv_daily
[2025-10-18T01:12:42.194981] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T01:12:42.315185] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:12:42.437106] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:42.559502] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:12:42.681885] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:12:42.828745] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:42.974036] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:12:43.115126] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:43.246738] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:43.376571] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:12:43.509308] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:43.509499] [INFO ] [CONFIGURE ] OIA: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-18T01:12:43.509545] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5205 tests
[2025-10-18T01:12:43.509664] [INFO ] [CONFIGURE ] OIA: Testing feature 12/29: add_obv_interval
[2025-10-18T01:12:43.509724] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T01:12:43.638473] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:43.767482] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:43.895011] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:12:44.025593] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:44.155336] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:44.284058] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:12:44.417320] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:44.552073] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:44.684714] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:12:44.819828] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:12:44.820019] [INFO ] [CONFIGURE ] OIA: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:12:44.820064] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5204 tests
[2025-10-18T01:12:44.820098] [INFO ] [CONFIGURE ] OIA: Testing feature 13/29: add_opening_strength
[2025-10-18T01:12:44.820128] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:12:44.964132] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:45.105385] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:12:45.248135] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:12:45.393595] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:45.536682] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:12:45.677660] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:12:45.821346] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:45.970820] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:12:46.144428] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:12:46.296391] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:46.296581] [INFO ] [CONFIGURE ] OIA: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:12:46.296631] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5203 tests
[2025-10-18T01:12:46.296706] [INFO ] [CONFIGURE ] OIA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:12:46.296749] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T01:12:46.446612] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:46.597382] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:46.744258] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:12:46.891444] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:47.042781] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:47.192914] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:12:47.340763] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:47.489308] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:47.662331] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:12:47.832123] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:47.832399] [INFO ] [CONFIGURE ] OIA: KEPT add_order_flow_imbalance (score: 70.00%)
[2025-10-18T01:12:47.832485] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5202 tests
[2025-10-18T01:12:47.832540] [INFO ] [CONFIGURE ] OIA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:12:47.832576] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-18T01:12:47.981562] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:48.129832] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:48.278547] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:12:48.430329] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:48.584883] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:48.731924] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:12:48.878934] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:49.026320] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:49.182174] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:12:49.334051] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:49.334221] [INFO ] [CONFIGURE ] OIA: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:12:49.334265] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5201 tests
[2025-10-18T01:12:49.334300] [INFO ] [CONFIGURE ] OIA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:12:49.334332] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-18T01:12:49.489380] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:49.650632] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:49.805479] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:12:49.961948] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:50.119956] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:50.278074] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:12:50.438954] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:50.597605] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:50.760936] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:12:50.923585] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:50.923775] [INFO ] [CONFIGURE ] OIA: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:12:50.923827] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5200 tests
[2025-10-18T01:12:50.923862] [INFO ] [CONFIGURE ] OIA: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:12:50.923892] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-18T01:12:51.082336] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:51.242500] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:12:51.404818] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:12:51.569425] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:51.735222] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:51.895350] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:12:52.050080] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:52.212553] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:52.378572] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:12:52.539799] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:52.539956] [INFO ] [CONFIGURE ] OIA: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T01:12:52.539999] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5199 tests
[2025-10-18T01:12:52.540033] [INFO ] [CONFIGURE ] OIA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:12:52.540064] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-18T01:12:52.684286] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:52.827053] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:12:52.974951] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:12:53.123340] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:53.271209] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:53.419283] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:12:53.568144] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:53.718177] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:53.868924] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:12:54.021371] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:54.021534] [INFO ] [CONFIGURE ] OIA: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T01:12:54.021579] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5198 tests
[2025-10-18T01:12:54.021613] [INFO ] [CONFIGURE ] OIA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:12:54.021664] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-18T01:12:54.168776] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:54.315377] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:54.461342] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:12:54.614100] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:54.762452] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:54.911006] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:12:55.059526] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:55.214727] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:55.403426] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:12:55.555074] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:55.555257] [INFO ] [CONFIGURE ] OIA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:12:55.555308] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5197 tests
[2025-10-18T01:12:55.555346] [INFO ] [CONFIGURE ] OIA: Testing feature 20/29: add_price_rejection
[2025-10-18T01:12:55.555381] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-18T01:12:55.713376] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:55.869800] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:12:56.027058] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:12:56.187400] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:56.347029] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:56.506955] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:12:56.665938] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:56.823322] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:56.984173] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:12:57.153099] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:57.153273] [INFO ] [CONFIGURE ] OIA: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T01:12:57.153318] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5196 tests
[2025-10-18T01:12:57.153406] [INFO ] [CONFIGURE ] OIA: Testing feature 21/29: add_range_position
[2025-10-18T01:12:57.153447] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-18T01:12:57.320428] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:57.485974] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:57.657173] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:12:57.827868] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:12:57.989899] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:58.151398] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:12:58.313878] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:12:58.480403] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:12:58.659537] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:12:58.836165] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:12:58.836351] [INFO ] [CONFIGURE ] OIA: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:12:58.836400] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5195 tests
[2025-10-18T01:12:58.836436] [INFO ] [CONFIGURE ] OIA: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:12:58.836470] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-18T01:12:59.016410] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:12:59.196608] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:12:59.377335] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:12:59.562160] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:12:59.746299] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:12:59.931968] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:13:00.118888] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:13:00.306726] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:13:00.493243] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:13:00.679635] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:00.679838] [INFO ] [CONFIGURE ] OIA: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T01:13:00.679883] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5194 tests
[2025-10-18T01:13:00.679916] [INFO ] [CONFIGURE ] OIA: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:13:00.679946] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-18T01:13:00.828049] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:13:00.977933] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:01.138964] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:13:01.299965] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:13:01.507253] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:13:01.680376] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:13:01.849839] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:13:02.006902] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:13:02.168042] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:13:02.327720] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:13:02.327890] [INFO ] [CONFIGURE ] OIA: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:13:02.327934] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5193 tests
[2025-10-18T01:13:02.328027] [INFO ] [CONFIGURE ] OIA: Testing feature 24/29: add_rsi
[2025-10-18T01:13:02.328072] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-18T01:13:02.503993] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:13:02.677805] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:13:02.850867] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:13:03.024779] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:03.200733] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:13:03.384474] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:13:03.563694] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:13:03.739412] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:13:03.916821] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:13:04.093439] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:13:04.093608] [INFO ] [CONFIGURE ] OIA: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T01:13:04.093690] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5192 tests
[2025-10-18T01:13:04.093739] [INFO ] [CONFIGURE ] OIA: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:13:04.093772] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-18T01:13:04.243346] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:13:04.400885] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:04.553058] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:13:04.704253] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:04.855975] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:13:05.009266] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:13:05.160965] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:13:05.315571] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:13:05.470670] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:13:05.634679] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:13:05.634859] [INFO ] [CONFIGURE ] OIA: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T01:13:05.634926] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5191 tests
[2025-10-18T01:13:05.634985] [INFO ] [CONFIGURE ] OIA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:13:05.635020] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-18T01:13:05.786913] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:13:05.940275] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:06.092412] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:13:06.245388] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:06.399673] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:13:06.554137] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:13:06.709838] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:13:06.863058] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:13:07.017208] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:13:07.173730] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:13:07.173944] [INFO ] [CONFIGURE ] OIA: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T01:13:07.173997] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5190 tests
[2025-10-18T01:13:07.174032] [INFO ] [CONFIGURE ] OIA: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:13:07.174064] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-18T01:13:07.333459] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:13:07.529852] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:07.688828] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:13:07.850228] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:13:08.012780] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:13:08.173700] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:13:08.338872] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:13:08.505373] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:13:08.672593] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:13:08.836282] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:13:08.836482] [INFO ] [CONFIGURE ] OIA: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T01:13:08.836532] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5189 tests
[2025-10-18T01:13:08.836568] [INFO ] [CONFIGURE ] OIA: Testing feature 28/29: add_volume_profile
[2025-10-18T01:13:08.836600] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-18T01:13:08.988863] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:13:09.137557] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:13:09.287941] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:13:09.436068] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:13:09.588203] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:13:09.745681] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:13:09.899419] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:13:10.055172] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:13:10.213851] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:13:10.372540] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:13:10.372728] [INFO ] [CONFIGURE ] OIA: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T01:13:10.372785] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5188 tests
[2025-10-18T01:13:10.372826] [INFO ] [CONFIGURE ] OIA: Testing feature 29/29: add_vwap
[2025-10-18T01:13:10.372858] [INFO ] [CONFIGURE ] OIA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-18T01:13:10.561229] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:13:10.725096] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:10.892203] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:13:11.050366] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:13:11.232313] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:13:11.392267] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:13:11.550803] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:13:11.710461] [DEBUG] [FORECASTER] OIA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:13:11.872705] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:13:12.036092] [DEBUG] [FORECASTER] OIA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:13:12.036321] [INFO ] [CONFIGURE ] OIA: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T01:13:12.036380] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5187 tests
[2025-10-18T01:13:12.036429] [INFO ] [CONFIGURE ] OIA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:13:12.036484] [INFO ] [CONFIGURE ] OIA: Best accuracy: 70.00%
[2025-10-18T01:13:12.036519] [INFO ] [CONFIGURE ] OIA: Best feature set (2 features): ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T01:13:12.036548] [INFO ] [CONFIGURE ] OIA: Improvement over baseline: 20.00%
[2025-10-18T01:13:12.036575] [INFO ] [CONFIGURE ] OIA: Total time: 44.4 seconds
[2025-10-18T01:13:12.036602] [INFO ] [CONFIGURE ] OIA: Average time per feature: 1.5 seconds
[2025-10-18T01:13:12.036628] [INFO ] [CONFIGURE ] OIA: Average speed: 0.65 features/sec
[2025-10-18T01:13:12.037117] [INFO ] [LOCAL     ] Saved configuration for OIA: 2 features, 70.00% accuracy -> ./output/feature-sets/OIA.json
[2025-10-18T01:13:12.037204] [INFO ] [CONFIGURE ] OIA: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T01:13:12.037286] [INFO ] [sig       ] [203/380] Successfully configured OIA | 0.02 sym/s | Total: 2.4h | ETA: 2.1h
[2025-10-18T01:13:12.037364] [INFO ] [sig       ] [204/380] Configuring OII...
[2025-10-18T01:13:12.037429] [INFO ] [CONFIGURE ] OII: Configurate test run.
[2025-10-18T01:13:12.037484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-10-18T01:13:12.050006] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OII'.
[2025-10-18T01:13:12.050390] [INFO ] [CONFIGURE ] OII: Testing with 29 available features
[2025-10-18T01:13:12.050447] [INFO ] [CONFIGURE ] OII: Establishing baseline with no features...
[2025-10-18T01:13:12.156164] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:12.262670] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:12.368360] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:12.475281] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:12.582104] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:12.689685] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:12.797966] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:12.908414] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:13.016746] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:13.125869] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:13.126034] [INFO ] [CONFIGURE ] OII: Baseline score (no features): 60.00%
[2025-10-18T01:13:13.126077] [INFO ] [CONFIGURE ] OII: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:13:13.126111] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:13:13.245885] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:13.365451] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:13.489074] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:13.614826] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:13:13.743371] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:13:13.865868] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:13.986809] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:14.109768] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:14.234664] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:14.369831] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:14.370029] [INFO ] [CONFIGURE ] OII: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T01:13:14.370077] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5186 tests
[2025-10-18T01:13:14.370110] [INFO ] [CONFIGURE ] OII: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:13:14.370142] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:13:14.498414] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:13:14.629424] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:14.758017] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:13:14.888004] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:15.022882] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:15.151805] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:15.279639] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:15.412092] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:15.539465] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:15.665297] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:15.665474] [INFO ] [CONFIGURE ] OII: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T01:13:15.665537] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5185 tests
[2025-10-18T01:13:15.665573] [INFO ] [CONFIGURE ] OII: Testing feature 3/29: add_daily_returns
[2025-10-18T01:13:15.665603] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_daily_returns']
[2025-10-18T01:13:15.772815] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:15.878119] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:15.984804] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:16.091516] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:16.200285] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:16.310893] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:16.422220] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:16.530307] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:16.645040] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:16.761735] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:16.761900] [INFO ] [CONFIGURE ] OII: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T01:13:16.761944] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5184 tests
[2025-10-18T01:13:16.761977] [INFO ] [CONFIGURE ] OII: Testing feature 4/29: add_ema
[2025-10-18T01:13:16.762014] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_ema']
[2025-10-18T01:13:16.891876] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:13:17.020852] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:17.152977] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:17.277688] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:17.403944] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:17.532412] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:17.661399] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:17.796917] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:17.922254] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:18.047890] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:18.048083] [INFO ] [CONFIGURE ] OII: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:13:18.048135] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5183 tests
[2025-10-18T01:13:18.048169] [INFO ] [CONFIGURE ] OII: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:13:18.048200] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:13:18.178460] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:18.308464] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:18.439693] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:18.568023] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:18.697216] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:18.826660] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:18.960389] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:19.097540] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:19.236548] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:19.373834] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:19.374002] [INFO ] [CONFIGURE ] OII: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T01:13:19.374046] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5182 tests
[2025-10-18T01:13:19.374080] [INFO ] [CONFIGURE ] OII: Testing feature 6/29: add_failed_moves
[2025-10-18T01:13:19.374112] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_failed_moves']
[2025-10-18T01:13:19.489482] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:19.643269] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:19.761190] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:19.878741] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:19.996032] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:20.113492] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:20.231188] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:20.350029] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:20.471372] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:20.594852] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:20.595051] [INFO ] [CONFIGURE ] OII: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:13:20.595119] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5181 tests
[2025-10-18T01:13:20.595155] [INFO ] [CONFIGURE ] OII: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:13:20.595186] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_lag_shelf']
[2025-10-18T01:13:20.712200] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:20.839615] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:20.981255] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:21.128131] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:21.274389] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:21.393371] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:21.542549] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:21.677474] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:21.791989] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:21.904909] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:21.905078] [INFO ] [CONFIGURE ] OII: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:13:21.905120] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5180 tests
[2025-10-18T01:13:21.905154] [INFO ] [CONFIGURE ] OII: Testing feature 8/29: add_macd
[2025-10-18T01:13:21.905186] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:13:22.051722] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:22.195922] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:22.340016] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:22.485154] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:13:22.635722] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:13:22.783396] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:22.931341] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:23.079748] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:23.228220] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:23.376678] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:23.376905] [INFO ] [CONFIGURE ] OII: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:13:23.376960] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5179 tests
[2025-10-18T01:13:23.377002] [INFO ] [CONFIGURE ] OII: Testing feature 9/29: add_mfi
[2025-10-18T01:13:23.377033] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi']
[2025-10-18T01:13:23.499215] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:23.621786] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:23.745432] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:13:23.869992] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:23.988731] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:24.114435] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:24.235221] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:24.355204] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:24.475747] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:24.596075] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:24.596263] [INFO ] [CONFIGURE ] OII: KEPT add_mfi (score: 70.00%)
[2025-10-18T01:13:24.596308] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5178 tests
[2025-10-18T01:13:24.596342] [INFO ] [CONFIGURE ] OII: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:13:24.596374] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:13:24.744040] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:24.891508] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:13:25.052519] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:13:25.209998] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:25.375633] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:25.541357] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:25.723498] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:13:25.877850] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:26.032690] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:26.196369] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:26.196590] [INFO ] [CONFIGURE ] OII: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:13:26.196679] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5177 tests
[2025-10-18T01:13:26.196746] [INFO ] [CONFIGURE ] OII: Testing feature 11/29: add_obv_daily
[2025-10-18T01:13:26.196793] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-18T01:13:26.342828] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:13:26.474241] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:13:26.608196] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:26.750406] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:26.883221] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:27.025265] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:27.159124] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:27.289734] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:27.425682] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:27.578462] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:27.578638] [INFO ] [CONFIGURE ] OII: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T01:13:27.578720] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5176 tests
[2025-10-18T01:13:27.578760] [INFO ] [CONFIGURE ] OII: Testing feature 12/29: add_obv_interval
[2025-10-18T01:13:27.578791] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-18T01:13:27.718172] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:27.842164] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:27.972763] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:28.108428] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:28.256577] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:28.392178] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:28.524024] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:28.655737] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:28.789673] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:28.922266] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:28.922447] [INFO ] [CONFIGURE ] OII: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:13:28.922492] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5175 tests
[2025-10-18T01:13:28.922526] [INFO ] [CONFIGURE ] OII: Testing feature 13/29: add_opening_strength
[2025-10-18T01:13:28.922557] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:13:29.063691] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:13:29.203690] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:29.343168] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:29.483283] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:29.624303] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:29.776166] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:29.924684] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:30.072591] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:13:30.222390] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:30.373236] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:30.373424] [INFO ] [CONFIGURE ] OII: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:13:30.373470] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5174 tests
[2025-10-18T01:13:30.373506] [INFO ] [CONFIGURE ] OII: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:13:30.373538] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-10-18T01:13:30.537057] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:13:30.698018] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:30.866819] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:13:31.027501] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:31.182826] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:31.350042] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:31.508347] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:31.666556] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:31.833636] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:31.977216] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:31.977407] [INFO ] [CONFIGURE ] OII: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:13:31.977483] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5173 tests
[2025-10-18T01:13:31.977555] [INFO ] [CONFIGURE ] OII: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:13:31.977624] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T01:13:32.102819] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:32.227068] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:32.348826] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:32.480485] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:32.602050] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:32.722621] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:32.847286] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:32.967189] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:33.088536] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:33.209473] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:33.209611] [INFO ] [CONFIGURE ] OII: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T01:13:33.209681] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5172 tests
[2025-10-18T01:13:33.209734] [INFO ] [CONFIGURE ] OII: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:13:33.209767] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T01:13:33.334985] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:33.459997] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:33.590508] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:33.720527] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:33.847793] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:33.974226] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:34.101847] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:34.232614] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:34.360541] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:34.488959] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:13:34.489121] [INFO ] [CONFIGURE ] OII: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:13:34.489184] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5171 tests
[2025-10-18T01:13:34.489222] [INFO ] [CONFIGURE ] OII: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:13:34.489254] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-10-18T01:13:34.618180] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:34.750604] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:34.888373] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:35.020444] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:35.159594] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:35.297969] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:35.436175] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:35.578803] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:35.722468] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:35.868318] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:35.868487] [INFO ] [CONFIGURE ] OII: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:13:35.868531] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5170 tests
[2025-10-18T01:13:35.868566] [INFO ] [CONFIGURE ] OII: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:13:35.868596] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T01:13:35.996875] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:36.131539] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:36.261941] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:36.393180] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:36.523790] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:36.654039] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:36.792578] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:36.924158] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:37.056631] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:37.187407] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:37.187541] [INFO ] [CONFIGURE ] OII: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T01:13:37.187586] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5169 tests
[2025-10-18T01:13:37.187620] [INFO ] [CONFIGURE ] OII: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:13:37.187680] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T01:13:37.315310] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:37.447919] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:37.575729] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:13:37.703931] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:37.851698] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:37.981233] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:38.116954] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:38.248186] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:38.380639] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:38.512194] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:38.512361] [INFO ] [CONFIGURE ] OII: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:13:38.512405] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5168 tests
[2025-10-18T01:13:38.512440] [INFO ] [CONFIGURE ] OII: Testing feature 20/29: add_price_rejection
[2025-10-18T01:13:38.512494] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-10-18T01:13:38.659169] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:13:38.821505] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:38.996739] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:39.139386] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:39.287409] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:39.440145] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:39.582178] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:39.723513] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:39.870367] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:40.018778] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:40.019002] [INFO ] [CONFIGURE ] OII: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T01:13:40.019049] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5167 tests
[2025-10-18T01:13:40.019112] [INFO ] [CONFIGURE ] OII: Testing feature 21/29: add_range_position
[2025-10-18T01:13:40.019170] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_range_position']
[2025-10-18T01:13:40.171722] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:40.320308] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:13:40.467390] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:13:40.614913] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:40.769002] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:13:40.922244] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:41.072689] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:41.226567] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:41.383799] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:41.535474] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:41.535699] [INFO ] [CONFIGURE ] OII: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:13:41.535765] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5166 tests
[2025-10-18T01:13:41.535803] [INFO ] [CONFIGURE ] OII: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:13:41.535835] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-10-18T01:13:41.707274] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:13:41.879957] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:13:42.065626] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:42.240288] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:42.404979] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:42.572239] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:42.745689] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:42.916919] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:43.088782] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:43.260041] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:43.260225] [INFO ] [CONFIGURE ] OII: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T01:13:43.260271] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5165 tests
[2025-10-18T01:13:43.260306] [INFO ] [CONFIGURE ] OII: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:13:43.260339] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-10-18T01:13:43.404858] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:43.547938] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:43.692484] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:43.837508] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:43.986322] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:44.131752] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:44.277502] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:44.422018] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:44.581031] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:44.734088] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:44.734277] [INFO ] [CONFIGURE ] OII: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:13:44.734332] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5164 tests
[2025-10-18T01:13:44.734369] [INFO ] [CONFIGURE ] OII: Testing feature 24/29: add_rsi
[2025-10-18T01:13:44.734488] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-10-18T01:13:44.912091] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:45.089998] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:45.253122] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:45.419371] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:13:45.580345] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:45.741756] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:45.903554] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:46.072186] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:46.238329] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:46.407544] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:46.407748] [INFO ] [CONFIGURE ] OII: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T01:13:46.407804] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5163 tests
[2025-10-18T01:13:46.407841] [INFO ] [CONFIGURE ] OII: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:13:46.407872] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-10-18T01:13:46.542985] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:46.686983] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:46.829338] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:46.967987] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:47.102456] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:47.245424] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:47.383019] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:47.531789] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:47.667732] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:47.803743] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:47.803932] [INFO ] [CONFIGURE ] OII: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T01:13:47.804001] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5162 tests
[2025-10-18T01:13:47.804060] [INFO ] [CONFIGURE ] OII: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:13:47.804095] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T01:13:47.937774] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:13:48.069776] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:48.202029] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:13:48.334100] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:13:48.465229] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:48.596760] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:48.728922] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:48.862753] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:48.996136] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:49.131108] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:49.131282] [INFO ] [CONFIGURE ] OII: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:13:49.131326] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5161 tests
[2025-10-18T01:13:49.131361] [INFO ] [CONFIGURE ] OII: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:13:49.131392] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_volume_price_divergence']
[2025-10-18T01:13:49.272054] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:13:49.413094] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:13:49.552715] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:49.691892] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:49.834953] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:49.993462] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:50.143724] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:50.294027] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:50.445258] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:50.592483] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:50.592708] [INFO ] [CONFIGURE ] OII: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T01:13:50.592767] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5160 tests
[2025-10-18T01:13:50.592809] [INFO ] [CONFIGURE ] OII: Testing feature 28/29: add_volume_profile
[2025-10-18T01:13:50.592840] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_volume_profile']
[2025-10-18T01:13:50.729343] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:50.868373] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:51.006351] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:51.147720] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:51.292559] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:51.444252] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:51.587233] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:51.726504] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:51.868160] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:52.006716] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:52.006922] [INFO ] [CONFIGURE ] OII: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:13:52.007020] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5159 tests
[2025-10-18T01:13:52.007064] [INFO ] [CONFIGURE ] OII: Testing feature 29/29: add_vwap
[2025-10-18T01:13:52.007097] [INFO ] [CONFIGURE ] OII: Testing with features: ['add_mfi', 'add_vwap']
[2025-10-18T01:13:52.143696] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:52.282394] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:13:52.424284] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:13:52.567120] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:52.711546] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:13:52.875153] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:13:53.032020] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:13:53.182814] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:53.328360] [DEBUG] [FORECASTER] OII: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:13:53.472822] [DEBUG] [FORECASTER] OII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:53.473005] [INFO ] [CONFIGURE ] OII: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T01:13:53.473066] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5158 tests
[2025-10-18T01:13:53.473119] [INFO ] [CONFIGURE ] OII: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:13:53.473174] [INFO ] [CONFIGURE ] OII: Best accuracy: 70.00%
[2025-10-18T01:13:53.473208] [INFO ] [CONFIGURE ] OII: Best feature set (1 features): ['add_mfi']
[2025-10-18T01:13:53.473237] [INFO ] [CONFIGURE ] OII: Improvement over baseline: 10.00%
[2025-10-18T01:13:53.473264] [INFO ] [CONFIGURE ] OII: Total time: 40.3 seconds
[2025-10-18T01:13:53.473291] [INFO ] [CONFIGURE ] OII: Average time per feature: 1.4 seconds
[2025-10-18T01:13:53.473318] [INFO ] [CONFIGURE ] OII: Average speed: 0.72 features/sec
[2025-10-18T01:13:53.473921] [INFO ] [LOCAL     ] Saved configuration for OII: 1 features, 70.00% accuracy -> ./output/feature-sets/OII.json
[2025-10-18T01:13:53.473999] [INFO ] [CONFIGURE ] OII: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-18T01:13:53.474077] [INFO ] [sig       ] [204/380] Successfully configured OII | 0.02 sym/s | Total: 2.4h | ETA: 2.1h
[2025-10-18T01:13:53.474143] [INFO ] [sig       ] [205/380] Configuring OKE...
[2025-10-18T01:13:53.474209] [INFO ] [CONFIGURE ] OKE: Configurate test run.
[2025-10-18T01:13:53.474264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-10-18T01:13:53.487692] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OKE'.
[2025-10-18T01:13:53.488114] [INFO ] [CONFIGURE ] OKE: Testing with 29 available features
[2025-10-18T01:13:53.488172] [INFO ] [CONFIGURE ] OKE: Establishing baseline with no features...
[2025-10-18T01:13:53.599164] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:13:53.712085] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:13:53.819746] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:13:53.927725] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:54.036027] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:13:54.145405] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:13:54.255323] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:13:54.369529] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:13:54.483937] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:13:54.601877] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:13:54.602080] [INFO ] [CONFIGURE ] OKE: Baseline score (no features): 20.00%
[2025-10-18T01:13:54.602127] [INFO ] [CONFIGURE ] OKE: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:13:54.602160] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:13:54.724672] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:13:54.846078] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:54.972334] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:13:55.099239] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:55.225854] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:13:55.352273] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:13:55.482977] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:13:55.608319] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:13:55.733056] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:13:55.858992] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:55.859153] [INFO ] [CONFIGURE ] OKE: KEPT add_bollinger_bands (score: 30.00%)
[2025-10-18T01:13:55.859197] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5157 tests
[2025-10-18T01:13:55.859231] [INFO ] [CONFIGURE ] OKE: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:13:55.859261] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:13:56.026347] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:13:56.165812] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:56.307881] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:13:56.450071] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:56.598395] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:13:56.740570] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:13:56.886729] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:13:57.028947] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:13:57.173888] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:13:57.317579] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:57.317762] [INFO ] [CONFIGURE ] OKE: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T01:13:57.317813] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5156 tests
[2025-10-18T01:13:57.317905] [INFO ] [CONFIGURE ] OKE: Testing feature 3/29: add_daily_returns
[2025-10-18T01:13:57.317967] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:13:57.442464] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:57.566577] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:57.691479] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:13:57.817961] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:57.947891] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:13:58.070288] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:13:58.193289] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:13:58.315724] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:13:58.439229] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:13:58.563380] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:13:58.563524] [INFO ] [CONFIGURE ] OKE: KEPT add_daily_returns (score: 40.00%)
[2025-10-18T01:13:58.563567] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5155 tests
[2025-10-18T01:13:58.563601] [INFO ] [CONFIGURE ] OKE: Testing feature 4/29: add_ema
[2025-10-18T01:13:58.563632] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T01:13:58.700422] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:13:58.837340] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:13:58.978518] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:13:59.121006] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:13:59.262186] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:13:59.404832] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:13:59.547063] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:13:59.691749] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:13:59.836219] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:13:59.987040] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:13:59.987250] [INFO ] [CONFIGURE ] OKE: DISCARDED add_ema (score: 40.00%)
[2025-10-18T01:13:59.987295] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5154 tests
[2025-10-18T01:13:59.987330] [INFO ] [CONFIGURE ] OKE: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:13:59.987361] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:14:00.140775] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:14:00.291963] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:00.446511] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:00.602026] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:00.756567] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:00.912200] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:01.067851] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:01.226630] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:01.393685] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:01.567104] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:01.567329] [INFO ] [CONFIGURE ] OKE: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T01:14:01.567398] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5153 tests
[2025-10-18T01:14:01.567438] [INFO ] [CONFIGURE ] OKE: Testing feature 6/29: add_failed_moves
[2025-10-18T01:14:01.567472] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T01:14:01.712903] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:14:01.859375] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:01.991079] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:02.123904] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:02.259544] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:02.394731] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:02.530350] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:02.671428] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:02.813199] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:02.958973] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:02.959151] [INFO ] [CONFIGURE ] OKE: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T01:14:02.959196] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5152 tests
[2025-10-18T01:14:02.959230] [INFO ] [CONFIGURE ] OKE: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:14:02.959260] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T01:14:03.087439] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:14:03.225095] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:03.352547] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:03.479964] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:03.607113] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:03.735561] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:03.863037] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:03.996551] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:04.126821] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:04.258186] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:04.258388] [INFO ] [CONFIGURE ] OKE: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T01:14:04.258433] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5151 tests
[2025-10-18T01:14:04.258467] [INFO ] [CONFIGURE ] OKE: Testing feature 8/29: add_macd
[2025-10-18T01:14:04.258499] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T01:14:04.418519] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:14:04.578439] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:14:04.748137] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:04.914051] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:05.115861] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:05.281505] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:05.444998] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:05.611460] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:05.775623] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:05.942378] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:05.942559] [INFO ] [CONFIGURE ] OKE: DISCARDED add_macd (score: 20.00%)
[2025-10-18T01:14:05.942603] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5150 tests
[2025-10-18T01:14:05.942639] [INFO ] [CONFIGURE ] OKE: Testing feature 9/29: add_mfi
[2025-10-18T01:14:05.942716] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-18T01:14:06.082615] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:14:06.221853] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:06.362110] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:06.504059] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:06.650062] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:06.792097] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:06.935368] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:07.081684] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:07.225791] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:07.371491] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:07.371695] [INFO ] [CONFIGURE ] OKE: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T01:14:07.371760] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5149 tests
[2025-10-18T01:14:07.371817] [INFO ] [CONFIGURE ] OKE: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:14:07.371851] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:14:07.527698] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:14:07.683462] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:07.842830] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:07.999393] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:08.165060] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:08.324287] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:08.483943] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:08.645566] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:08.807633] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:08.970891] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:08.971060] [INFO ] [CONFIGURE ] OKE: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-18T01:14:08.971106] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5148 tests
[2025-10-18T01:14:08.971140] [INFO ] [CONFIGURE ] OKE: Testing feature 11/29: add_obv_daily
[2025-10-18T01:14:08.971173] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T01:14:09.110781] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:14:09.246145] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:09.379023] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:09.510675] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:09.643154] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:09.777846] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:09.915835] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:10.058392] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:10.196500] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:10.335325] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:14:10.335470] [INFO ] [CONFIGURE ] OKE: DISCARDED add_obv_daily (score: 20.00%)
[2025-10-18T01:14:10.335512] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5147 tests
[2025-10-18T01:14:10.335546] [INFO ] [CONFIGURE ] OKE: Testing feature 12/29: add_obv_interval
[2025-10-18T01:14:10.335577] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T01:14:10.469151] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:14:10.599000] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:10.728543] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:10.857766] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:10.991514] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:11.125708] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:11.293100] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:11.426592] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:11.559503] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:11.696431] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:11.696628] [INFO ] [CONFIGURE ] OKE: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T01:14:11.696711] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5146 tests
[2025-10-18T01:14:11.696755] [INFO ] [CONFIGURE ] OKE: Testing feature 13/29: add_opening_strength
[2025-10-18T01:14:11.696788] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:14:11.832023] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:14:11.967465] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:12.103822] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:12.238828] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:12.375054] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:12.514743] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:12.654930] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:12.794927] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:12.934211] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:13.079373] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:14:13.079537] [INFO ] [CONFIGURE ] OKE: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-18T01:14:13.079581] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5145 tests
[2025-10-18T01:14:13.079616] [INFO ] [CONFIGURE ] OKE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:14:13.079677] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T01:14:13.224770] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:14:13.367908] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:14:13.513474] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:13.658132] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:13.804600] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:13.954046] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:14.105348] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:14.260624] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:14.418371] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:14.577069] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:14.577255] [INFO ] [CONFIGURE ] OKE: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-18T01:14:14.577302] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5144 tests
[2025-10-18T01:14:14.577342] [INFO ] [CONFIGURE ] OKE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:14:14.577375] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T01:14:14.713052] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:14:14.849180] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:14:14.989972] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:15.129410] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:15.259954] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:15.390214] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:15.521594] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:15.657629] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:15.791221] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:15.927293] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:15.927477] [INFO ] [CONFIGURE ] OKE: DISCARDED add_pbf_morning_momentum (score: 20.00%)
[2025-10-18T01:14:15.927522] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5143 tests
[2025-10-18T01:14:15.927556] [INFO ] [CONFIGURE ] OKE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:14:15.927587] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T01:14:16.063098] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:14:16.199909] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:16.337152] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:16.473807] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:16.610768] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:16.750812] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:16.899313] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:17.040566] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:17.181256] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:17.355506] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:14:17.355710] [INFO ] [CONFIGURE ] OKE: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-18T01:14:17.355769] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5142 tests
[2025-10-18T01:14:17.355806] [INFO ] [CONFIGURE ] OKE: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:14:17.355838] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T01:14:17.497825] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:14:17.637439] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:17.785858] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:17.939836] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:18.079813] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:18.232712] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:18.379449] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:18.524039] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:18.658689] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:18.791921] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:18.792070] [INFO ] [CONFIGURE ] OKE: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T01:14:18.792113] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5141 tests
[2025-10-18T01:14:18.792148] [INFO ] [CONFIGURE ] OKE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:14:18.792178] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T01:14:18.908629] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:14:19.028193] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:19.149889] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:19.273867] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:19.395263] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:19.524310] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:19.649574] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:19.776392] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:19.901914] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:20.031319] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:20.031498] [INFO ] [CONFIGURE ] OKE: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T01:14:20.031550] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5140 tests
[2025-10-18T01:14:20.031588] [INFO ] [CONFIGURE ] OKE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:14:20.031620] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T01:14:20.153841] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:14:20.276182] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:20.403121] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:20.528997] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:20.652175] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:20.783123] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:20.916578] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:21.048916] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:21.177447] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:21.308699] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:21.308899] [INFO ] [CONFIGURE ] OKE: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T01:14:21.308943] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5139 tests
[2025-10-18T01:14:21.308978] [INFO ] [CONFIGURE ] OKE: Testing feature 20/29: add_price_rejection
[2025-10-18T01:14:21.309010] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-18T01:14:21.445923] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:14:21.580713] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:21.727248] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:21.863797] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:22.005967] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:22.146516] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:22.280776] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:22.421960] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:22.562346] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:22.708814] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:22.709002] [INFO ] [CONFIGURE ] OKE: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-18T01:14:22.709047] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5138 tests
[2025-10-18T01:14:22.709085] [INFO ] [CONFIGURE ] OKE: Testing feature 21/29: add_range_position
[2025-10-18T01:14:22.709118] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-10-18T01:14:22.855369] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:14:23.004719] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:23.151933] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:23.307002] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:23.463381] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:23.613299] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:23.762784] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:23.918589] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:24.065380] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:24.213171] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:14:24.213352] [INFO ] [CONFIGURE ] OKE: DISCARDED add_range_position (score: 20.00%)
[2025-10-18T01:14:24.213398] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5137 tests
[2025-10-18T01:14:24.213433] [INFO ] [CONFIGURE ] OKE: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:14:24.213465] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-10-18T01:14:24.369522] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:14:24.523683] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:24.682414] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:24.837355] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:24.991934] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:25.153886] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:25.320246] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:25.475544] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:25.631210] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:25.792844] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:25.793033] [INFO ] [CONFIGURE ] OKE: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T01:14:25.793078] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5136 tests
[2025-10-18T01:14:25.793113] [INFO ] [CONFIGURE ] OKE: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:14:25.793144] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-10-18T01:14:25.927532] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:14:26.065106] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:26.193171] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:26.322235] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:26.452965] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:26.618716] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:26.760866] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:26.897375] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:27.039347] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:27.181145] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:27.181356] [INFO ] [CONFIGURE ] OKE: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-18T01:14:27.181410] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5135 tests
[2025-10-18T01:14:27.181448] [INFO ] [CONFIGURE ] OKE: Testing feature 24/29: add_rsi
[2025-10-18T01:14:27.181480] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T01:14:27.331508] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:14:27.486547] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:27.645931] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:14:27.806373] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:27.956217] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:28.105950] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:28.256979] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:28.412575] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:28.570901] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:28.725354] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:14:28.725500] [INFO ] [CONFIGURE ] OKE: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T01:14:28.725543] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5134 tests
[2025-10-18T01:14:28.725577] [INFO ] [CONFIGURE ] OKE: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:14:28.725608] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-10-18T01:14:28.852577] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:14:28.989511] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:29.124036] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:29.299250] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:29.463966] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:29.668544] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:29.832446] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:30.003275] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:30.158084] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:30.302306] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:30.302478] [INFO ] [CONFIGURE ] OKE: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T01:14:30.302525] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5133 tests
[2025-10-18T01:14:30.302562] [INFO ] [CONFIGURE ] OKE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:14:30.302596] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T01:14:30.454678] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:14:30.582638] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:30.710583] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:30.838773] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:30.968153] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:31.099715] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:31.232267] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:31.366482] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:31.503053] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:31.644085] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:31.644266] [INFO ] [CONFIGURE ] OKE: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-18T01:14:31.644393] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5132 tests
[2025-10-18T01:14:31.644437] [INFO ] [CONFIGURE ] OKE: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:14:31.644469] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-18T01:14:31.788199] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:14:31.933148] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:32.077393] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:32.219566] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:32.357127] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:32.496235] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:32.641317] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:32.784481] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:32.936403] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:33.078933] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:33.079147] [INFO ] [CONFIGURE ] OKE: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T01:14:33.079216] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5131 tests
[2025-10-18T01:14:33.079275] [INFO ] [CONFIGURE ] OKE: Testing feature 28/29: add_volume_profile
[2025-10-18T01:14:33.079310] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-10-18T01:14:33.203627] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:14:33.327875] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:33.453281] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:33.583285] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:33.711176] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:33.839788] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:33.967152] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:34.095802] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:34.225224] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:34.353196] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:34.353331] [INFO ] [CONFIGURE ] OKE: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T01:14:34.353374] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5130 tests
[2025-10-18T01:14:34.353409] [INFO ] [CONFIGURE ] OKE: Testing feature 29/29: add_vwap
[2025-10-18T01:14:34.353440] [INFO ] [CONFIGURE ] OKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap']
[2025-10-18T01:14:34.479682] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:14:34.606114] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:34.732801] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:14:34.860996] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:14:34.994233] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:35.125425] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:35.259526] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:14:35.403768] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:14:35.545937] [DEBUG] [FORECASTER] OKE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:35.716254] [DEBUG] [FORECASTER] OKE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:35.716414] [INFO ] [CONFIGURE ] OKE: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T01:14:35.716457] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5129 tests
[2025-10-18T01:14:35.716492] [INFO ] [CONFIGURE ] OKE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:14:35.716522] [INFO ] [CONFIGURE ] OKE: Best accuracy: 40.00%
[2025-10-18T01:14:35.716552] [INFO ] [CONFIGURE ] OKE: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:14:35.716582] [INFO ] [CONFIGURE ] OKE: Improvement over baseline: 20.00%
[2025-10-18T01:14:35.716610] [INFO ] [CONFIGURE ] OKE: Total time: 41.1 seconds
[2025-10-18T01:14:35.716637] [INFO ] [CONFIGURE ] OKE: Average time per feature: 1.4 seconds
[2025-10-18T01:14:35.716712] [INFO ] [CONFIGURE ] OKE: Average speed: 0.71 features/sec
[2025-10-18T01:14:35.717390] [INFO ] [LOCAL     ] Saved configuration for OKE: 2 features, 40.00% accuracy -> ./output/feature-sets/OKE.json
[2025-10-18T01:14:35.717459] [INFO ] [CONFIGURE ] OKE: Configuration saved successfully: 2 features, 40.00% accuracy.
[2025-10-18T01:14:35.717546] [INFO ] [sig       ] [205/380] Successfully configured OKE | 0.02 sym/s | Total: 2.5h | ETA: 2.1h
[2025-10-18T01:14:35.717622] [INFO ] [sig       ] [206/380] Configuring OLN...
[2025-10-18T01:14:35.717711] [INFO ] [CONFIGURE ] OLN: Configurate test run.
[2025-10-18T01:14:35.717766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-10-18T01:14:35.730953] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OLN'.
[2025-10-18T01:14:35.731337] [INFO ] [CONFIGURE ] OLN: Testing with 29 available features
[2025-10-18T01:14:35.731415] [INFO ] [CONFIGURE ] OLN: Establishing baseline with no features...
[2025-10-18T01:14:35.837746] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:35.944450] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:14:36.052781] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:14:36.165544] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:36.278969] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:36.388865] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:36.498566] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:14:36.618792] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:14:36.742978] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:14:36.865287] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:14:36.865469] [INFO ] [CONFIGURE ] OLN: Baseline score (no features): 40.00%
[2025-10-18T01:14:36.865522] [INFO ] [CONFIGURE ] OLN: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:14:36.865559] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:14:37.006565] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:37.141366] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:37.275344] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:14:37.404950] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:37.536886] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:37.663033] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:37.788231] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:14:37.914329] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:14:38.040951] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:14:38.166607] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:14:38.166850] [INFO ] [CONFIGURE ] OLN: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T01:14:38.166912] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5128 tests
[2025-10-18T01:14:38.166971] [INFO ] [CONFIGURE ] OLN: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:14:38.167007] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:14:38.292844] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:38.424131] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:14:38.552608] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:14:38.680421] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:38.806087] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:38.931115] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:39.056431] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:14:39.185291] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:14:39.310502] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:14:39.434866] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:14:39.435034] [INFO ] [CONFIGURE ] OLN: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T01:14:39.435077] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5127 tests
[2025-10-18T01:14:39.435111] [INFO ] [CONFIGURE ] OLN: Testing feature 3/29: add_daily_returns
[2025-10-18T01:14:39.435142] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_daily_returns']
[2025-10-18T01:14:39.540520] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:39.655564] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:14:39.776779] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:14:39.890104] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:39.995453] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:40.103203] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:40.209929] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:14:40.319470] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:14:40.429629] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:14:40.540453] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:14:40.540631] [INFO ] [CONFIGURE ] OLN: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T01:14:40.540713] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5126 tests
[2025-10-18T01:14:40.540758] [INFO ] [CONFIGURE ] OLN: Testing feature 4/29: add_ema
[2025-10-18T01:14:40.540792] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema']
[2025-10-18T01:14:40.667377] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:40.792889] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:14:40.914680] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:14:41.046599] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:41.184762] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:14:41.323364] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:41.448760] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:14:41.572615] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:14:41.697414] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:14:41.823813] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:41.823985] [INFO ] [CONFIGURE ] OLN: KEPT add_ema (score: 60.00%)
[2025-10-18T01:14:41.824029] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5125 tests
[2025-10-18T01:14:41.824064] [INFO ] [CONFIGURE ] OLN: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:14:41.824094] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:14:41.972814] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:42.120972] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:14:42.267450] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:14:42.417861] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:42.566995] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:42.715941] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:42.864438] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:14:43.017173] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:14:43.177062] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:14:43.329631] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:14:43.329828] [INFO ] [CONFIGURE ] OLN: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T01:14:43.329875] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5124 tests
[2025-10-18T01:14:43.329911] [INFO ] [CONFIGURE ] OLN: Testing feature 6/29: add_failed_moves
[2025-10-18T01:14:43.329943] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-18T01:14:43.458548] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:43.587543] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:14:43.715537] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:14:43.844960] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:43.977797] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:14:44.108049] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:44.248097] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:14:44.380752] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:14:44.513608] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:14:44.648379] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:44.648558] [INFO ] [CONFIGURE ] OLN: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:14:44.648600] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5123 tests
[2025-10-18T01:14:44.648634] [INFO ] [CONFIGURE ] OLN: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:14:44.648705] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-18T01:14:44.789570] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:44.910507] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:14:45.032316] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:14:45.154437] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:45.284343] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:14:45.414546] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:45.537207] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:14:45.675822] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:14:45.813477] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:14:45.953407] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:45.953619] [INFO ] [CONFIGURE ] OLN: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:14:45.953698] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5122 tests
[2025-10-18T01:14:45.953748] [INFO ] [CONFIGURE ] OLN: Testing feature 8/29: add_macd
[2025-10-18T01:14:45.953783] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-18T01:14:46.116456] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:46.270403] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:14:46.424237] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:14:46.587185] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:46.747914] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:14:46.912253] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:47.076045] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:14:47.238765] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:14:47.396950] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:14:47.557488] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:14:47.557691] [INFO ] [CONFIGURE ] OLN: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:14:47.557751] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5121 tests
[2025-10-18T01:14:47.557789] [INFO ] [CONFIGURE ] OLN: Testing feature 9/29: add_mfi
[2025-10-18T01:14:47.557822] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_mfi']
[2025-10-18T01:14:47.691964] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:47.860475] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:14:47.994792] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:14:48.130846] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:48.266893] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:14:48.403050] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:48.539785] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:14:48.677350] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:14:48.815496] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:14:48.954227] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:48.954397] [INFO ] [CONFIGURE ] OLN: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:14:48.954442] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5120 tests
[2025-10-18T01:14:48.954477] [INFO ] [CONFIGURE ] OLN: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:14:48.954508] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:14:49.104576] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:49.253114] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:14:49.400892] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:14:49.548777] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:49.698268] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:49.847500] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:50.000490] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:14:50.155015] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:14:50.316459] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:14:50.481073] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:50.481267] [INFO ] [CONFIGURE ] OLN: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:14:50.481330] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5119 tests
[2025-10-18T01:14:50.481369] [INFO ] [CONFIGURE ] OLN: Testing feature 11/29: add_obv_daily
[2025-10-18T01:14:50.481401] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-18T01:14:50.623730] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:50.768584] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:50.911200] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:14:51.047149] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:51.182000] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:51.318101] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:51.457474] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:14:51.601473] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:14:51.748445] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:14:51.895235] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:14:51.895435] [INFO ] [CONFIGURE ] OLN: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:14:51.895482] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5118 tests
[2025-10-18T01:14:51.895517] [INFO ] [CONFIGURE ] OLN: Testing feature 12/29: add_obv_interval
[2025-10-18T01:14:51.895548] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-18T01:14:52.032927] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:52.169121] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:14:52.303695] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:14:52.441144] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:52.577808] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:52.714620] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:52.853166] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:14:52.993795] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:14:53.137077] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:14:53.278478] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:53.278672] [INFO ] [CONFIGURE ] OLN: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:14:53.278734] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5117 tests
[2025-10-18T01:14:53.278773] [INFO ] [CONFIGURE ] OLN: Testing feature 13/29: add_opening_strength
[2025-10-18T01:14:53.278805] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:14:53.425898] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:53.572097] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:53.722966] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:14:53.884417] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:54.028797] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:54.177377] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:54.324448] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:14:54.469590] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:14:54.615449] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:14:54.764168] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:14:54.764335] [INFO ] [CONFIGURE ] OLN: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:14:54.764378] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5116 tests
[2025-10-18T01:14:54.764413] [INFO ] [CONFIGURE ] OLN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:14:54.764444] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-18T01:14:54.910400] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:55.054478] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:14:55.197379] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:14:55.346606] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:55.499850] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:55.656746] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:55.815121] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:14:55.967281] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:14:56.119555] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:56.273038] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:56.273187] [INFO ] [CONFIGURE ] OLN: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T01:14:56.273229] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5115 tests
[2025-10-18T01:14:56.273264] [INFO ] [CONFIGURE ] OLN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:14:56.273294] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-18T01:14:56.404402] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:56.539388] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:14:56.670520] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:14:56.807495] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:56.972998] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:57.109575] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:57.244261] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:14:57.380452] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:14:57.516162] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:14:57.655464] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:14:57.655625] [INFO ] [CONFIGURE ] OLN: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T01:14:57.655703] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5114 tests
[2025-10-18T01:14:57.655749] [INFO ] [CONFIGURE ] OLN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:14:57.655780] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-18T01:14:57.793873] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:57.933924] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:14:58.071751] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:14:58.211534] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:58.351061] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:58.490354] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:14:58.630759] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:14:58.772729] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:14:58.917404] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:14:59.062204] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:14:59.062371] [INFO ] [CONFIGURE ] OLN: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-18T01:14:59.062423] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5113 tests
[2025-10-18T01:14:59.062465] [INFO ] [CONFIGURE ] OLN: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:14:59.062496] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-18T01:14:59.206862] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:14:59.350859] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:14:59.493121] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:14:59.634864] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:14:59.777537] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:14:59.923208] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:15:00.070856] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:15:00.218069] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:15:00.367540] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:00.513576] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:00.513775] [INFO ] [CONFIGURE ] OLN: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T01:15:00.513875] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5112 tests
[2025-10-18T01:15:00.513929] [INFO ] [CONFIGURE ] OLN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:15:00.513963] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-18T01:15:00.642983] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:00.772380] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:15:00.902012] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:01.035131] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:01.170394] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:01.312204] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:15:01.450182] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:15:01.589563] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:15:01.737231] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:01.909304] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:01.909489] [INFO ] [CONFIGURE ] OLN: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:15:01.909536] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5111 tests
[2025-10-18T01:15:01.909574] [INFO ] [CONFIGURE ] OLN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:15:01.909607] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-18T01:15:02.053454] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:02.185496] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:15:02.321189] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:02.454342] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:02.590138] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:02.729075] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:15:02.865071] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:15:03.031209] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:15:03.176837] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:03.303748] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:03.303908] [INFO ] [CONFIGURE ] OLN: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T01:15:03.303951] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5110 tests
[2025-10-18T01:15:03.303985] [INFO ] [CONFIGURE ] OLN: Testing feature 20/29: add_price_rejection
[2025-10-18T01:15:03.304016] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-18T01:15:03.438502] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:03.573194] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:15:03.709976] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:03.847404] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:03.984628] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:04.121453] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:15:04.262457] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:15:04.405490] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:15:04.544845] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:04.683478] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:04.683674] [INFO ] [CONFIGURE ] OLN: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:15:04.683735] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5109 tests
[2025-10-18T01:15:04.683772] [INFO ] [CONFIGURE ] OLN: Testing feature 21/29: add_range_position
[2025-10-18T01:15:04.683804] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_range_position']
[2025-10-18T01:15:04.825052] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:04.967370] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:15:05.107277] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:05.248586] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:05.390927] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:05.532172] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:15:05.676195] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:15:05.819425] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:15:05.964488] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:15:06.108402] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:06.108580] [INFO ] [CONFIGURE ] OLN: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T01:15:06.108625] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5108 tests
[2025-10-18T01:15:06.108693] [INFO ] [CONFIGURE ] OLN: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:15:06.108739] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-18T01:15:06.265479] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:06.424158] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:15:06.584159] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:06.751598] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:06.915719] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:15:07.089597] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:15:07.262293] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:15:07.432176] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:15:07.606094] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:07.779020] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:07.779189] [INFO ] [CONFIGURE ] OLN: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T01:15:07.779233] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5107 tests
[2025-10-18T01:15:07.779268] [INFO ] [CONFIGURE ] OLN: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:15:07.779299] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-18T01:15:07.917555] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:08.056380] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:15:08.196826] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:08.336826] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:08.477194] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:15:08.619303] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:15:08.763116] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:15:08.908099] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:15:09.094251] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:09.251891] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:09.252098] [INFO ] [CONFIGURE ] OLN: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T01:15:09.252145] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5106 tests
[2025-10-18T01:15:09.252182] [INFO ] [CONFIGURE ] OLN: Testing feature 24/29: add_rsi
[2025-10-18T01:15:09.252217] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T01:15:09.400106] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:09.549578] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:15:09.694323] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:09.839905] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:09.984140] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:10.131497] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:15:10.291482] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:15:10.449043] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:15:10.600624] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:10.751732] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:10.751918] [INFO ] [CONFIGURE ] OLN: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:15:10.751963] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5105 tests
[2025-10-18T01:15:10.752001] [INFO ] [CONFIGURE ] OLN: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:15:10.752035] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-10-18T01:15:10.887893] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:11.025087] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:15:11.162365] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:11.297765] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:11.433463] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:15:11.574085] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:15:11.738213] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:15:11.878946] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:15:12.018574] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:15:12.167599] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:15:12.168730] [INFO ] [CONFIGURE ] OLN: DISCARDED add_tick_distribution (score: 30.00%)
[2025-10-18T01:15:12.168799] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5104 tests
[2025-10-18T01:15:12.168838] [INFO ] [CONFIGURE ] OLN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:15:12.168870] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-10-18T01:15:12.313905] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:12.464763] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:15:12.609345] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:15:12.747397] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:15:12.883614] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:15:13.022029] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:15:13.160225] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:15:13.303515] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:15:13.448940] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:15:13.594186] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:15:13.594379] [INFO ] [CONFIGURE ] OLN: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-18T01:15:13.594423] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5103 tests
[2025-10-18T01:15:13.594459] [INFO ] [CONFIGURE ] OLN: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:15:13.594492] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-10-18T01:15:13.747366] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:13.914207] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:15:14.072255] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:14.225216] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:14.384671] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:14.536564] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:15:14.694451] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:15:14.845487] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:15:14.995080] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:15.176980] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:15.177174] [INFO ] [CONFIGURE ] OLN: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:15:15.177235] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5102 tests
[2025-10-18T01:15:15.177273] [INFO ] [CONFIGURE ] OLN: Testing feature 28/29: add_volume_profile
[2025-10-18T01:15:15.177303] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_volume_profile']
[2025-10-18T01:15:15.312782] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:15.454320] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:15:15.593131] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:15.733246] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:15.872345] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:15:16.011946] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:15:16.149453] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:15:16.290245] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:15:16.430597] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:16.570786] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:16.570927] [INFO ] [CONFIGURE ] OLN: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T01:15:16.570970] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5101 tests
[2025-10-18T01:15:16.571004] [INFO ] [CONFIGURE ] OLN: Testing feature 29/29: add_vwap
[2025-10-18T01:15:16.571034] [INFO ] [CONFIGURE ] OLN: Testing with features: ['add_ema', 'add_vwap']
[2025-10-18T01:15:16.706035] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:16.840486] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:15:16.976450] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:17.114502] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:17.256483] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:15:17.396592] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:15:17.536971] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:15:17.676426] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:15:17.817810] [DEBUG] [FORECASTER] OLN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:17.960206] [DEBUG] [FORECASTER] OLN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:15:17.960393] [INFO ] [CONFIGURE ] OLN: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T01:15:17.960437] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5100 tests
[2025-10-18T01:15:17.960472] [INFO ] [CONFIGURE ] OLN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:15:17.960502] [INFO ] [CONFIGURE ] OLN: Best accuracy: 60.00%
[2025-10-18T01:15:17.960614] [INFO ] [CONFIGURE ] OLN: Best feature set (1 features): ['add_ema']
[2025-10-18T01:15:17.960684] [INFO ] [CONFIGURE ] OLN: Improvement over baseline: 20.00%
[2025-10-18T01:15:17.960730] [INFO ] [CONFIGURE ] OLN: Total time: 41.1 seconds
[2025-10-18T01:15:17.960759] [INFO ] [CONFIGURE ] OLN: Average time per feature: 1.4 seconds
[2025-10-18T01:15:17.960788] [INFO ] [CONFIGURE ] OLN: Average speed: 0.71 features/sec
[2025-10-18T01:15:17.961408] [INFO ] [LOCAL     ] Saved configuration for OLN: 1 features, 60.00% accuracy -> ./output/feature-sets/OLN.json
[2025-10-18T01:15:17.961473] [INFO ] [CONFIGURE ] OLN: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-18T01:15:17.961534] [INFO ] [sig       ] [206/380] Successfully configured OLN | 0.02 sym/s | Total: 2.5h | ETA: 2.1h
[2025-10-18T01:15:17.961569] [INFO ] [sig       ] [207/380] Configuring OMC...
[2025-10-18T01:15:17.961598] [INFO ] [CONFIGURE ] OMC: Configurate test run.
[2025-10-18T01:15:17.961627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-10-18T01:15:17.972449] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OMC'.
[2025-10-18T01:15:17.972913] [INFO ] [CONFIGURE ] OMC: Testing with 29 available features
[2025-10-18T01:15:17.972983] [INFO ] [CONFIGURE ] OMC: Establishing baseline with no features...
[2025-10-18T01:15:18.075943] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:18.200762] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:18.310052] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:18.416150] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:18.523877] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:18.630053] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:18.737311] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:18.844772] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:15:18.954828] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:19.065165] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:19.065336] [INFO ] [CONFIGURE ] OMC: Baseline score (no features): 60.00%
[2025-10-18T01:15:19.065381] [INFO ] [CONFIGURE ] OMC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:15:19.065415] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:15:19.183297] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:19.302637] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:19.420254] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:19.538211] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:19.658779] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:19.782270] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:19.906020] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:20.029602] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:20.150185] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:20.272745] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:20.272925] [INFO ] [CONFIGURE ] OMC: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-18T01:15:20.272971] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5099 tests
[2025-10-18T01:15:20.273004] [INFO ] [CONFIGURE ] OMC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:15:20.273035] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:15:20.410208] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:20.553271] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:15:20.698334] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:20.837372] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:20.976673] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:21.115773] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:15:21.271470] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:21.427933] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:21.580834] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:21.733269] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:21.733471] [INFO ] [CONFIGURE ] OMC: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T01:15:21.733516] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5098 tests
[2025-10-18T01:15:21.733551] [INFO ] [CONFIGURE ] OMC: Testing feature 3/29: add_daily_returns
[2025-10-18T01:15:21.733583] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:15:21.860789] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:22.030066] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:22.199244] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:22.391104] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:22.552529] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:22.689177] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:22.819478] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:22.961150] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:23.100833] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:23.231170] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:23.231341] [INFO ] [CONFIGURE ] OMC: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T01:15:23.231385] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5097 tests
[2025-10-18T01:15:23.231420] [INFO ] [CONFIGURE ] OMC: Testing feature 4/29: add_ema
[2025-10-18T01:15:23.231452] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:15:23.370629] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:15:23.523247] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:23.680133] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:23.817452] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:23.955490] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:24.091185] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:24.229949] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:24.390289] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:24.530274] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:24.670401] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:24.670606] [INFO ] [CONFIGURE ] OMC: DISCARDED add_ema (score: 60.00%)
[2025-10-18T01:15:24.670685] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5096 tests
[2025-10-18T01:15:24.670741] [INFO ] [CONFIGURE ] OMC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:15:24.670776] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:15:24.823326] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:24.982488] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:25.125277] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:25.269960] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:15:25.412538] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:25.557593] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:25.712680] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:25.859122] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:26.007975] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:15:26.157288] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:26.157452] [INFO ] [CONFIGURE ] OMC: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:15:26.157495] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5095 tests
[2025-10-18T01:15:26.157530] [INFO ] [CONFIGURE ] OMC: Testing feature 6/29: add_failed_moves
[2025-10-18T01:15:26.157561] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:15:26.285855] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:26.409218] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:26.532743] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:26.655063] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:26.781255] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:26.906631] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:27.031745] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:27.156476] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:27.280723] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:27.432511] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:27.432829] [INFO ] [CONFIGURE ] OMC: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T01:15:27.432888] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5094 tests
[2025-10-18T01:15:27.432925] [INFO ] [CONFIGURE ] OMC: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:15:27.432956] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:15:27.543964] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:27.656035] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:15:27.767414] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:27.878972] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:27.992464] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:28.107739] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:28.223012] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:28.339528] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:28.456377] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:15:28.574825] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:28.574979] [INFO ] [CONFIGURE ] OMC: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T01:15:28.575021] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5093 tests
[2025-10-18T01:15:28.575102] [INFO ] [CONFIGURE ] OMC: Testing feature 8/29: add_macd
[2025-10-18T01:15:28.575154] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T01:15:28.723784] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:28.873547] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:29.025124] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:29.176951] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:29.331042] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:29.487329] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:29.645175] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:29.804726] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:15:29.971455] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:15:30.127000] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:30.127178] [INFO ] [CONFIGURE ] OMC: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:15:30.127241] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5092 tests
[2025-10-18T01:15:30.127358] [INFO ] [CONFIGURE ] OMC: Testing feature 9/29: add_mfi
[2025-10-18T01:15:30.127417] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:15:30.252818] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:30.378497] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:30.499379] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:30.622081] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:30.747449] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:30.869658] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:30.989475] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:31.109217] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:31.230049] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:31.352949] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:31.353127] [INFO ] [CONFIGURE ] OMC: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T01:15:31.353172] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5091 tests
[2025-10-18T01:15:31.353208] [INFO ] [CONFIGURE ] OMC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:15:31.353239] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:15:31.487476] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:31.635045] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:31.783143] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:31.933973] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:32.082822] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:15:32.233238] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:32.384365] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:32.541897] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:32.708480] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:32.862621] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:32.862857] [INFO ] [CONFIGURE ] OMC: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T01:15:32.862909] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5090 tests
[2025-10-18T01:15:32.862945] [INFO ] [CONFIGURE ] OMC: Testing feature 11/29: add_obv_daily
[2025-10-18T01:15:32.862978] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T01:15:32.986921] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:33.111632] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:33.233305] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:33.366673] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:33.500030] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:33.628923] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:15:33.752846] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:33.874442] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:15:34.002449] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:15:34.131296] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:34.131471] [INFO ] [CONFIGURE ] OMC: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T01:15:34.131517] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5089 tests
[2025-10-18T01:15:34.131552] [INFO ] [CONFIGURE ] OMC: Testing feature 12/29: add_obv_interval
[2025-10-18T01:15:34.131583] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T01:15:34.255800] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:34.384565] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:15:34.517735] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:34.641043] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:15:34.766023] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:15:34.893662] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:35.021023] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:35.162507] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:35.308885] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:15:35.453404] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:35.453584] [INFO ] [CONFIGURE ] OMC: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:15:35.453630] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5088 tests
[2025-10-18T01:15:35.453705] [INFO ] [CONFIGURE ] OMC: Testing feature 13/29: add_opening_strength
[2025-10-18T01:15:35.453749] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:15:35.602667] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:15:35.755212] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:35.895982] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:36.031732] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:15:36.174533] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:36.311253] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:36.450695] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:36.588065] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:36.726270] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:36.864979] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:36.865233] [INFO ] [CONFIGURE ] OMC: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:15:36.865306] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5087 tests
[2025-10-18T01:15:36.865355] [INFO ] [CONFIGURE ] OMC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:15:36.865388] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T01:15:37.002139] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:15:37.141471] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:37.281826] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:37.421213] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:37.566444] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:37.709160] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:37.853506] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:37.996562] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:15:38.150221] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:15:38.297882] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:38.298100] [INFO ] [CONFIGURE ] OMC: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T01:15:38.298152] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5086 tests
[2025-10-18T01:15:38.298187] [INFO ] [CONFIGURE ] OMC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:15:38.298218] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T01:15:38.415999] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:38.537184] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:38.661105] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:38.783874] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:38.908913] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:39.029867] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:39.151107] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:39.272970] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:39.396377] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:39.550905] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:39.551058] [INFO ] [CONFIGURE ] OMC: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:15:39.551102] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5085 tests
[2025-10-18T01:15:39.551137] [INFO ] [CONFIGURE ] OMC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:15:39.551168] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T01:15:39.676858] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:39.803022] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:39.930248] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:40.058009] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:40.192109] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:40.322792] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:40.452971] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:40.580882] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:40.717239] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:40.849321] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:40.849487] [INFO ] [CONFIGURE ] OMC: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:15:40.849531] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5084 tests
[2025-10-18T01:15:40.849567] [INFO ] [CONFIGURE ] OMC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:15:40.849599] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T01:15:40.981701] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:15:41.116441] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:41.250719] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:41.385564] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:41.527015] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:41.657291] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:41.790308] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:41.925236] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:42.058306] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:42.192429] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:42.192587] [INFO ] [CONFIGURE ] OMC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:15:42.192672] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5083 tests
[2025-10-18T01:15:42.192733] [INFO ] [CONFIGURE ] OMC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:15:42.192769] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T01:15:42.308120] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:15:42.426560] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:42.580962] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:42.710163] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:42.848240] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:42.984259] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:43.119261] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:15:43.255092] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:43.381666] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:43.503907] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:43.504096] [INFO ] [CONFIGURE ] OMC: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:15:43.504139] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5082 tests
[2025-10-18T01:15:43.504174] [INFO ] [CONFIGURE ] OMC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:15:43.504206] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T01:15:43.622616] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:15:43.738396] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:43.855801] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:43.974044] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:44.101745] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:44.239894] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:44.373701] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:44.506258] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:44.648244] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:44.793552] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:44.793755] [INFO ] [CONFIGURE ] OMC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T01:15:44.793811] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5081 tests
[2025-10-18T01:15:44.793848] [INFO ] [CONFIGURE ] OMC: Testing feature 20/29: add_price_rejection
[2025-10-18T01:15:44.793881] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T01:15:44.944280] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:45.088787] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:15:45.226116] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:45.371206] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:45.513474] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:45.652905] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:45.792909] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:15:45.930388] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:46.072064] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:15:46.206749] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:46.206916] [INFO ] [CONFIGURE ] OMC: KEPT add_price_rejection (score: 80.00%)
[2025-10-18T01:15:46.206962] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5080 tests
[2025-10-18T01:15:46.207077] [INFO ] [CONFIGURE ] OMC: Testing feature 21/29: add_range_position
[2025-10-18T01:15:46.207132] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_range_position']
[2025-10-18T01:15:46.364585] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:46.520598] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:46.682811] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:46.838178] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:46.994197] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:47.164515] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:15:47.334346] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:47.494254] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:47.656160] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:15:47.815336] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:47.815479] [INFO ] [CONFIGURE ] OMC: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:15:47.815526] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5079 tests
[2025-10-18T01:15:47.815566] [INFO ] [CONFIGURE ] OMC: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:15:47.815596] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_realized_volatility']
[2025-10-18T01:15:47.989496] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:48.161517] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:15:48.338303] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:48.512385] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:48.684720] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:48.856240] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:49.028390] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:49.228772] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:49.425207] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:15:49.598999] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:49.599150] [INFO ] [CONFIGURE ] OMC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T01:15:49.599195] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5078 tests
[2025-10-18T01:15:49.599229] [INFO ] [CONFIGURE ] OMC: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:15:49.599259] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_recent_range_context']
[2025-10-18T01:15:49.739754] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:49.880283] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:15:50.023083] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:50.168054] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:50.312565] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:50.462833] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:50.607471] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:50.756977] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:50.907005] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:15:51.053987] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:51.054156] [INFO ] [CONFIGURE ] OMC: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T01:15:51.054213] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5077 tests
[2025-10-18T01:15:51.054271] [INFO ] [CONFIGURE ] OMC: Testing feature 24/29: add_rsi
[2025-10-18T01:15:51.054307] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_ema', 'add_rsi']
[2025-10-18T01:15:51.213824] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:51.390226] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:51.551083] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:51.712807] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:51.881010] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:52.051943] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:52.220795] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:52.384583] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:52.550587] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:52.716363] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:52.716534] [INFO ] [CONFIGURE ] OMC: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T01:15:52.716578] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5076 tests
[2025-10-18T01:15:52.716614] [INFO ] [CONFIGURE ] OMC: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:15:52.716670] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_tick_distribution']
[2025-10-18T01:15:52.854908] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:15:52.994751] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:15:53.130489] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:53.266026] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:53.407254] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:53.548413] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:53.689272] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:53.839130] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:53.991198] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:15:54.136084] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:54.136246] [INFO ] [CONFIGURE ] OMC: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T01:15:54.136288] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5075 tests
[2025-10-18T01:15:54.136322] [INFO ] [CONFIGURE ] OMC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:15:54.136402] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_volume_momentum_confirmation']
[2025-10-18T01:15:54.275355] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:54.414853] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:54.554639] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:54.715791] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:15:54.859637] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:55.015904] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:55.162726] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:55.302341] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:55.441471] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:15:55.581801] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:55.581948] [INFO ] [CONFIGURE ] OMC: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T01:15:55.581991] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5074 tests
[2025-10-18T01:15:55.582024] [INFO ] [CONFIGURE ] OMC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:15:55.582054] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_volume_price_divergence']
[2025-10-18T01:15:55.726851] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:15:55.874463] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:56.028754] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:56.180226] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:56.332916] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:56.490281] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:56.644192] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:56.800129] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:56.959077] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:15:57.121889] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:57.122121] [INFO ] [CONFIGURE ] OMC: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:15:57.122172] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5073 tests
[2025-10-18T01:15:57.122208] [INFO ] [CONFIGURE ] OMC: Testing feature 28/29: add_volume_profile
[2025-10-18T01:15:57.122240] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_volume_profile']
[2025-10-18T01:15:57.269503] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:15:57.413826] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:57.553581] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:57.725478] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:57.875404] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:58.030343] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:58.174495] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:58.320131] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:58.469618] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:15:58.616931] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:15:58.617096] [INFO ] [CONFIGURE ] OMC: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:15:58.617140] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5072 tests
[2025-10-18T01:15:58.617174] [INFO ] [CONFIGURE ] OMC: Testing feature 29/29: add_vwap
[2025-10-18T01:15:58.617205] [INFO ] [CONFIGURE ] OMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_vwap']
[2025-10-18T01:15:58.753593] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:15:58.893951] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:15:59.037187] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:15:59.192319] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:15:59.353222] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:15:59.518101] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:15:59.671711] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:15:59.834139] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:15:59.986503] [DEBUG] [FORECASTER] OMC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:16:00.134854] [DEBUG] [FORECASTER] OMC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:16:00.135022] [INFO ] [CONFIGURE ] OMC: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T01:16:00.135068] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5071 tests
[2025-10-18T01:16:00.135104] [INFO ] [CONFIGURE ] OMC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:16:00.135133] [INFO ] [CONFIGURE ] OMC: Best accuracy: 80.00%
[2025-10-18T01:16:00.135164] [INFO ] [CONFIGURE ] OMC: Best feature set (2 features): ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T01:16:00.135192] [INFO ] [CONFIGURE ] OMC: Improvement over baseline: 20.00%
[2025-10-18T01:16:00.135219] [INFO ] [CONFIGURE ] OMC: Total time: 41.1 seconds
[2025-10-18T01:16:00.135245] [INFO ] [CONFIGURE ] OMC: Average time per feature: 1.4 seconds
[2025-10-18T01:16:00.135271] [INFO ] [CONFIGURE ] OMC: Average speed: 0.71 features/sec
[2025-10-18T01:16:00.135735] [INFO ] [LOCAL     ] Saved configuration for OMC: 2 features, 80.00% accuracy -> ./output/feature-sets/OMC.json
[2025-10-18T01:16:00.135794] [INFO ] [CONFIGURE ] OMC: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T01:16:00.135869] [INFO ] [sig       ] [207/380] Successfully configured OMC | 0.02 sym/s | Total: 2.5h | ETA: 2.1h
[2025-10-18T01:16:00.135946] [INFO ] [sig       ] [208/380] Configuring OMF...
[2025-10-18T01:16:00.136012] [INFO ] [CONFIGURE ] OMF: Configurate test run.
[2025-10-18T01:16:00.136067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-10-18T01:16:00.149457] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OMF'.
[2025-10-18T01:16:00.149881] [INFO ] [CONFIGURE ] OMF: Testing with 29 available features
[2025-10-18T01:16:00.149938] [INFO ] [CONFIGURE ] OMF: Establishing baseline with no features...
[2025-10-18T01:16:00.250981] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:16:00.351310] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:00.451803] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:00.554239] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:00.660103] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:00.766772] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:00.868887] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:00.971168] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:01.074918] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:01.182709] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:01.182855] [INFO ] [CONFIGURE ] OMF: Baseline score (no features): 40.00%
[2025-10-18T01:16:01.182902] [INFO ] [CONFIGURE ] OMF: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:16:01.182934] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:16:01.303898] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:16:01.431495] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:01.545406] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:01.660045] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:01.780735] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:01.916782] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:02.041112] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:02.160141] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:02.279370] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:02.413096] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:02.413306] [INFO ] [CONFIGURE ] OMF: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T01:16:02.413352] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5070 tests
[2025-10-18T01:16:02.413387] [INFO ] [CONFIGURE ] OMF: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:16:02.413418] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:16:02.538692] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:16:02.659966] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:02.781573] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:02.908088] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:03.037361] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:03.164960] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:03.291461] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:03.419494] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:03.547166] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:03.675310] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:03.675490] [INFO ] [CONFIGURE ] OMF: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-18T01:16:03.675551] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5069 tests
[2025-10-18T01:16:03.675612] [INFO ] [CONFIGURE ] OMF: Testing feature 3/29: add_daily_returns
[2025-10-18T01:16:03.675669] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_daily_returns']
[2025-10-18T01:16:03.787929] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:16:03.897159] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:04.012269] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:04.131402] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:04.246308] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:04.363820] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:04.485186] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:04.607700] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:04.728086] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:04.844540] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:04.844735] [INFO ] [CONFIGURE ] OMF: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T01:16:04.844790] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5068 tests
[2025-10-18T01:16:04.844826] [INFO ] [CONFIGURE ] OMF: Testing feature 4/29: add_ema
[2025-10-18T01:16:04.844856] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_ema']
[2025-10-18T01:16:04.971704] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:16:05.105435] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:05.232568] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:05.361931] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:16:05.491192] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:05.622385] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:05.750807] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:05.882694] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:06.012991] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:06.141833] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:06.142040] [INFO ] [CONFIGURE ] OMF: DISCARDED add_ema (score: 40.00%)
[2025-10-18T01:16:06.142085] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5067 tests
[2025-10-18T01:16:06.142122] [INFO ] [CONFIGURE ] OMF: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:16:06.142152] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:16:06.279015] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:16:06.420971] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:06.557585] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:06.694045] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:16:06.829829] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:06.965170] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:07.102272] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:07.234948] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:07.369889] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:07.505506] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:07.505705] [INFO ] [CONFIGURE ] OMF: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T01:16:07.505764] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5066 tests
[2025-10-18T01:16:07.505802] [INFO ] [CONFIGURE ] OMF: Testing feature 6/29: add_failed_moves
[2025-10-18T01:16:07.505834] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_failed_moves']
[2025-10-18T01:16:07.615781] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:16:07.728328] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:07.839542] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:07.953784] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:08.065575] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:08.185814] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:08.306577] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:08.422102] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:08.546057] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:08.662133] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:08.662283] [INFO ] [CONFIGURE ] OMF: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T01:16:08.662326] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5065 tests
[2025-10-18T01:16:08.662360] [INFO ] [CONFIGURE ] OMF: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:16:08.662391] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_lag_shelf']
[2025-10-18T01:16:08.764784] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:16:08.870059] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:08.977139] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:09.084439] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:09.190622] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:09.297638] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:09.403939] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:09.510604] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:09.622554] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:09.732038] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:09.732210] [INFO ] [CONFIGURE ] OMF: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T01:16:09.732271] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5064 tests
[2025-10-18T01:16:09.732309] [INFO ] [CONFIGURE ] OMF: Testing feature 8/29: add_macd
[2025-10-18T01:16:09.732341] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:16:09.876325] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:16:10.019832] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:10.169004] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:10.311090] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:10.453215] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:10.598057] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:10.746375] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:10.902400] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:11.055086] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:11.202596] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:11.202794] [INFO ] [CONFIGURE ] OMF: DISCARDED add_macd (score: 30.00%)
[2025-10-18T01:16:11.202846] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5063 tests
[2025-10-18T01:16:11.202883] [INFO ] [CONFIGURE ] OMF: Testing feature 9/29: add_mfi
[2025-10-18T01:16:11.202915] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_mfi']
[2025-10-18T01:16:11.328471] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:16:11.448962] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:11.569116] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:11.690567] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:11.822191] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:11.946876] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:12.068993] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:12.190741] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:12.314096] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:12.438335] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:12.438519] [INFO ] [CONFIGURE ] OMF: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T01:16:12.438574] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5062 tests
[2025-10-18T01:16:12.438611] [INFO ] [CONFIGURE ] OMF: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:16:12.438669] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:16:12.573533] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:16:12.707629] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:12.877917] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:13.018084] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:16:13.153385] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:13.289473] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:13.425903] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:13.562777] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:13.705379] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:13.847481] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:13.847689] [INFO ] [CONFIGURE ] OMF: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:16:13.847810] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5061 tests
[2025-10-18T01:16:13.847875] [INFO ] [CONFIGURE ] OMF: Testing feature 11/29: add_obv_daily
[2025-10-18T01:16:13.847931] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_daily']
[2025-10-18T01:16:13.960636] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:16:14.073907] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:14.191247] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:14.306015] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:14.420274] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:14.536137] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:14.651520] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:14.779164] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:14.925929] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:15.064619] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:15.065035] [INFO ] [CONFIGURE ] OMF: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T01:16:15.065111] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5060 tests
[2025-10-18T01:16:15.065174] [INFO ] [CONFIGURE ] OMF: Testing feature 12/29: add_obv_interval
[2025-10-18T01:16:15.065231] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval']
[2025-10-18T01:16:15.233228] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:15.402795] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:15.538561] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:15.668477] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:15.792948] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:15.922286] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:16.043866] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:16.152419] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:16.264015] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:16.376465] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:16.376637] [INFO ] [CONFIGURE ] OMF: KEPT add_obv_interval (score: 50.00%)
[2025-10-18T01:16:16.376719] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5059 tests
[2025-10-18T01:16:16.376758] [INFO ] [CONFIGURE ] OMF: Testing feature 13/29: add_opening_strength
[2025-10-18T01:16:16.376791] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:16:16.501832] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:16.625924] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:16.751784] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:16.877192] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:17.008939] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:17.139718] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:17.275752] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:17.408860] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:17.550953] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:16:17.702231] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:17.702435] [INFO ] [CONFIGURE ] OMF: DISCARDED add_opening_strength (score: 20.00%)
[2025-10-18T01:16:17.702482] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5058 tests
[2025-10-18T01:16:17.702517] [INFO ] [CONFIGURE ] OMF: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:16:17.702548] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-10-18T01:16:17.839252] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:17.982928] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:18.117623] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:18.249329] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:18.381687] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:18.518258] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:18.662545] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:18.803056] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:18.972726] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:19.111139] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:19.111318] [INFO ] [CONFIGURE ] OMF: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T01:16:19.111361] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5057 tests
[2025-10-18T01:16:19.111397] [INFO ] [CONFIGURE ] OMF: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:16:19.111430] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-18T01:16:19.229491] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:19.345002] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:19.459745] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:19.573390] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:19.695148] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:19.820589] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:19.953730] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:20.079198] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:20.201856] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:20.325581] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:20.325766] [INFO ] [CONFIGURE ] OMF: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:16:20.325816] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 1.5s/test | Remaining: 5056 tests
[2025-10-18T01:16:20.325852] [INFO ] [CONFIGURE ] OMF: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:16:20.325882] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-18T01:16:20.451306] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:20.589467] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:20.733965] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:20.883924] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:21.024885] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:21.163856] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:21.301629] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:21.432699] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:21.558832] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:16:21.682972] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:21.683131] [INFO ] [CONFIGURE ] OMF: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T01:16:21.683269] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5055 tests
[2025-10-18T01:16:21.683329] [INFO ] [CONFIGURE ] OMF: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:16:21.683364] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval', 'add_pbf_return_2d']
[2025-10-18T01:16:21.808072] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:21.935551] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:22.060929] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:22.188942] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:16:22.319420] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:22.449296] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:22.577527] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:22.704254] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:22.832086] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:22.960729] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:22.960892] [INFO ] [CONFIGURE ] OMF: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T01:16:22.960936] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5054 tests
[2025-10-18T01:16:22.960971] [INFO ] [CONFIGURE ] OMF: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:16:22.961003] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-18T01:16:23.071837] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:23.185744] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:23.297856] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:23.410270] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:23.524611] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:23.645625] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:23.763483] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:23.880235] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:23.998955] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:24.125070] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:24.125258] [INFO ] [CONFIGURE ] OMF: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:16:24.125302] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5053 tests
[2025-10-18T01:16:24.125338] [INFO ] [CONFIGURE ] OMF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:16:24.125368] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-18T01:16:24.244480] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:16:24.367003] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:24.487769] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:24.603307] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:24.725316] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:24.841040] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:24.962136] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:25.083385] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:25.206246] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:25.330190] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:25.330349] [INFO ] [CONFIGURE ] OMF: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T01:16:25.330402] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5052 tests
[2025-10-18T01:16:25.330446] [INFO ] [CONFIGURE ] OMF: Testing feature 20/29: add_price_rejection
[2025-10-18T01:16:25.330484] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval', 'add_price_rejection']
[2025-10-18T01:16:25.459268] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:25.584729] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:25.706409] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:25.833017] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:25.966233] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:26.091833] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:26.221751] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:26.352455] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:26.485072] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:26.620879] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:26.621041] [INFO ] [CONFIGURE ] OMF: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T01:16:26.621084] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5051 tests
[2025-10-18T01:16:26.621119] [INFO ] [CONFIGURE ] OMF: Testing feature 21/29: add_range_position
[2025-10-18T01:16:26.621150] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval', 'add_range_position']
[2025-10-18T01:16:26.761734] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:26.904735] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:27.048764] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:27.191061] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:27.336289] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:27.482827] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:27.625930] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:27.766847] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:27.907209] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:28.076266] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:28.076448] [INFO ] [CONFIGURE ] OMF: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:16:28.076492] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5050 tests
[2025-10-18T01:16:28.076528] [INFO ] [CONFIGURE ] OMF: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:16:28.076559] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval', 'add_realized_volatility']
[2025-10-18T01:16:28.237476] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:16:28.400190] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:28.551121] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:28.700548] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:28.861510] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:29.020156] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:29.176047] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:16:29.333912] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:29.492337] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:29.650622] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:29.650844] [INFO ] [CONFIGURE ] OMF: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:16:29.650896] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5049 tests
[2025-10-18T01:16:29.650930] [INFO ] [CONFIGURE ] OMF: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:16:29.650960] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval', 'add_recent_range_context']
[2025-10-18T01:16:29.779190] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:16:29.907625] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:30.037233] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:30.166169] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:30.296778] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:30.429754] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:30.561302] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:30.691045] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:30.821602] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:30.951987] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:30.952144] [INFO ] [CONFIGURE ] OMF: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-18T01:16:30.952212] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5048 tests
[2025-10-18T01:16:30.952248] [INFO ] [CONFIGURE ] OMF: Testing feature 24/29: add_rsi
[2025-10-18T01:16:30.952279] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-18T01:16:31.111499] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:31.256919] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:31.400686] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:31.546522] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:31.693382] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:31.843835] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:31.992873] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:32.139983] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:32.287805] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:32.437731] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:32.437904] [INFO ] [CONFIGURE ] OMF: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T01:16:32.437973] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5047 tests
[2025-10-18T01:16:32.438028] [INFO ] [CONFIGURE ] OMF: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:16:32.438062] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval', 'add_tick_distribution']
[2025-10-18T01:16:32.558998] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:32.682581] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:32.801327] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:32.919782] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:33.039908] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:33.159405] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:33.280177] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:33.399309] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:33.525952] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:33.654157] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:33.654313] [INFO ] [CONFIGURE ] OMF: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T01:16:33.654359] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5046 tests
[2025-10-18T01:16:33.654394] [INFO ] [CONFIGURE ] OMF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:16:33.654426] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-18T01:16:33.781810] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:16:33.903865] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:34.023901] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:34.144784] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:16:34.265423] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:34.404027] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:34.527390] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:34.650738] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:34.775362] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:34.901386] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:34.901550] [INFO ] [CONFIGURE ] OMF: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T01:16:34.901592] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5045 tests
[2025-10-18T01:16:34.901627] [INFO ] [CONFIGURE ] OMF: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:16:34.901693] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval', 'add_volume_price_divergence']
[2025-10-18T01:16:35.028573] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:16:35.158668] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:35.306459] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:35.459881] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:35.616065] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:35.771865] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:35.924160] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:36.078917] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:36.228335] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:36.380126] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:36.380296] [INFO ] [CONFIGURE ] OMF: DISCARDED add_volume_price_divergence (score: 20.00%)
[2025-10-18T01:16:36.380342] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5044 tests
[2025-10-18T01:16:36.380378] [INFO ] [CONFIGURE ] OMF: Testing feature 28/29: add_volume_profile
[2025-10-18T01:16:36.380412] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval', 'add_volume_profile']
[2025-10-18T01:16:36.515160] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:36.647124] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:36.782672] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:36.917035] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:37.054099] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:37.189983] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:37.331632] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:37.453924] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:37.577932] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:37.702034] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:37.702191] [INFO ] [CONFIGURE ] OMF: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T01:16:37.702238] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5043 tests
[2025-10-18T01:16:37.702273] [INFO ] [CONFIGURE ] OMF: Testing feature 29/29: add_vwap
[2025-10-18T01:16:37.702329] [INFO ] [CONFIGURE ] OMF: Testing with features: ['add_obv_interval', 'add_vwap']
[2025-10-18T01:16:37.827163] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:37.956821] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:38.086460] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:38.217374] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:38.339537] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:38.462832] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:16:38.585616] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:16:38.713863] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:38.839879] [DEBUG] [FORECASTER] OMF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:16:38.972012] [DEBUG] [FORECASTER] OMF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:16:38.972153] [INFO ] [CONFIGURE ] OMF: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T01:16:38.972196] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5042 tests
[2025-10-18T01:16:38.972232] [INFO ] [CONFIGURE ] OMF: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:16:38.972263] [INFO ] [CONFIGURE ] OMF: Best accuracy: 50.00%
[2025-10-18T01:16:38.972293] [INFO ] [CONFIGURE ] OMF: Best feature set (1 features): ['add_obv_interval']
[2025-10-18T01:16:38.972321] [INFO ] [CONFIGURE ] OMF: Improvement over baseline: 10.00%
[2025-10-18T01:16:38.972348] [INFO ] [CONFIGURE ] OMF: Total time: 37.8 seconds
[2025-10-18T01:16:38.972375] [INFO ] [CONFIGURE ] OMF: Average time per feature: 1.3 seconds
[2025-10-18T01:16:38.972403] [INFO ] [CONFIGURE ] OMF: Average speed: 0.77 features/sec
[2025-10-18T01:16:38.972964] [INFO ] [LOCAL     ] Saved configuration for OMF: 1 features, 50.00% accuracy -> ./output/feature-sets/OMF.json
[2025-10-18T01:16:38.973033] [INFO ] [CONFIGURE ] OMF: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-18T01:16:38.973110] [INFO ] [sig       ] [208/380] Successfully configured OMF | 0.02 sym/s | Total: 2.5h | ETA: 2.1h
[2025-10-18T01:16:38.973184] [INFO ] [sig       ] [209/380] Configuring OMI...
[2025-10-18T01:16:38.973258] [INFO ] [CONFIGURE ] OMI: Configurate test run.
[2025-10-18T01:16:38.973313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-10-18T01:16:38.986531] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OMI'.
[2025-10-18T01:16:38.986948] [INFO ] [CONFIGURE ] OMI: Testing with 29 available features
[2025-10-18T01:16:38.987006] [INFO ] [CONFIGURE ] OMI: Establishing baseline with no features...
[2025-10-18T01:16:39.088772] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:39.189351] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:39.290942] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:16:39.392095] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:16:39.494419] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:39.596876] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:16:39.700220] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:16:39.822774] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:16:39.942893] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:16:40.059479] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:16:40.059664] [INFO ] [CONFIGURE ] OMI: Baseline score (no features): 70.00%
[2025-10-18T01:16:40.059728] [INFO ] [CONFIGURE ] OMI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:16:40.059765] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:16:40.191691] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:40.316999] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:40.440429] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:16:40.566165] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:40.692004] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:40.824197] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:16:40.953396] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:16:41.079662] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:41.205411] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:16:41.332087] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:16:41.332236] [INFO ] [CONFIGURE ] OMI: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-18T01:16:41.332280] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5041 tests
[2025-10-18T01:16:41.332314] [INFO ] [CONFIGURE ] OMI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:16:41.332345] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:16:41.459176] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:41.583951] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:41.702871] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:16:41.825218] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:41.946228] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:16:42.066753] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:16:42.187586] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:16:42.308098] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:16:42.429704] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:16:42.552282] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:16:42.552479] [INFO ] [CONFIGURE ] OMI: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:16:42.552526] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5040 tests
[2025-10-18T01:16:42.552562] [INFO ] [CONFIGURE ] OMI: Testing feature 3/29: add_daily_returns
[2025-10-18T01:16:42.552593] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_daily_returns']
[2025-10-18T01:16:42.659768] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:42.764506] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:42.868705] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:42.974289] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:16:43.082391] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:43.208823] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:16:43.316936] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:16:43.427472] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:16:43.537838] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:16:43.648348] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:16:43.648506] [INFO ] [CONFIGURE ] OMI: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:16:43.648551] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5039 tests
[2025-10-18T01:16:43.648587] [INFO ] [CONFIGURE ] OMI: Testing feature 4/29: add_ema
[2025-10-18T01:16:43.648619] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_ema']
[2025-10-18T01:16:43.768374] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:43.889320] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:44.009727] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:16:44.129016] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:44.254243] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:44.376894] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:16:44.499049] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:16:44.621350] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:44.749485] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:16:44.874121] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:16:44.874280] [INFO ] [CONFIGURE ] OMI: DISCARDED add_ema (score: 60.00%)
[2025-10-18T01:16:44.874346] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5038 tests
[2025-10-18T01:16:44.874405] [INFO ] [CONFIGURE ] OMI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:16:44.874439] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:16:45.002441] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:45.131667] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:45.260796] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:45.389262] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:45.518448] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:45.646388] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:16:45.776322] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:16:45.913457] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:46.047961] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:16:46.184286] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:16:46.184450] [INFO ] [CONFIGURE ] OMI: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T01:16:46.184495] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5037 tests
[2025-10-18T01:16:46.184532] [INFO ] [CONFIGURE ] OMI: Testing feature 6/29: add_failed_moves
[2025-10-18T01:16:46.184564] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_failed_moves']
[2025-10-18T01:16:46.297991] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:46.412981] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:46.530873] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:16:46.653590] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:16:46.772294] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:46.888309] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:16:47.015475] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:16:47.130412] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:16:47.246007] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:16:47.362690] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:16:47.362848] [INFO ] [CONFIGURE ] OMI: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T01:16:47.362892] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5036 tests
[2025-10-18T01:16:47.362929] [INFO ] [CONFIGURE ] OMI: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:16:47.362962] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_lag_shelf']
[2025-10-18T01:16:47.466103] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:47.571224] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:47.675219] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:16:47.779796] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:16:47.887561] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:48.002055] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:16:48.115853] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:16:48.228132] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:16:48.338148] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:16:48.448124] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:16:48.448275] [INFO ] [CONFIGURE ] OMI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T01:16:48.448320] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5035 tests
[2025-10-18T01:16:48.448355] [INFO ] [CONFIGURE ] OMI: Testing feature 8/29: add_macd
[2025-10-18T01:16:48.448387] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:16:48.594866] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:48.759114] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:48.909262] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:16:49.066420] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:49.221970] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:49.374238] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:16:49.525342] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:16:49.669760] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:16:49.814051] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:16:49.958401] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:16:49.958564] [INFO ] [CONFIGURE ] OMI: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:16:49.958609] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5034 tests
[2025-10-18T01:16:49.958667] [INFO ] [CONFIGURE ] OMI: Testing feature 9/29: add_mfi
[2025-10-18T01:16:49.958723] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi']
[2025-10-18T01:16:50.076507] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:50.192049] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:50.307311] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:16:50.424059] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:16:50.547297] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:50.669194] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:16:50.792777] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:16:50.929087] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:16:51.066189] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:16:51.199239] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:16:51.199491] [INFO ] [CONFIGURE ] OMI: KEPT add_mfi (score: 80.00%)
[2025-10-18T01:16:51.199555] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5033 tests
[2025-10-18T01:16:51.199594] [INFO ] [CONFIGURE ] OMI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:16:51.199626] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:16:51.363353] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:51.521285] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:51.680841] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:16:51.837840] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:52.012385] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:52.170618] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:16:52.330276] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:16:52.488727] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:52.652703] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:16:52.816854] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:16:52.817012] [INFO ] [CONFIGURE ] OMI: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:16:52.817063] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5032 tests
[2025-10-18T01:16:52.817099] [INFO ] [CONFIGURE ] OMI: Testing feature 11/29: add_obv_daily
[2025-10-18T01:16:52.817132] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-18T01:16:52.954617] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:53.098400] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:53.237042] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:16:53.384803] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:53.526897] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:53.665611] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:16:53.804231] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:16:53.943610] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:54.079889] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:16:54.214024] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:16:54.214208] [INFO ] [CONFIGURE ] OMI: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:16:54.214253] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5031 tests
[2025-10-18T01:16:54.214289] [INFO ] [CONFIGURE ] OMI: Testing feature 12/29: add_obv_interval
[2025-10-18T01:16:54.214321] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-18T01:16:54.342821] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:54.472145] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:54.608637] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:16:54.743837] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:54.880159] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:55.015039] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:16:55.155730] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:16:55.294100] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:55.430002] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:16:55.565861] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:16:55.566029] [INFO ] [CONFIGURE ] OMI: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:16:55.566072] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5030 tests
[2025-10-18T01:16:55.566107] [INFO ] [CONFIGURE ] OMI: Testing feature 13/29: add_opening_strength
[2025-10-18T01:16:55.566136] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:16:55.706563] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:55.848086] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:55.990256] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:16:56.131531] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:16:56.272382] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:56.417824] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:16:56.595173] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:16:56.770788] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:56.920175] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:16:57.074791] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:16:57.074961] [INFO ] [CONFIGURE ] OMI: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:16:57.075019] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5029 tests
[2025-10-18T01:16:57.075056] [INFO ] [CONFIGURE ] OMI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:16:57.075124] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-10-18T01:16:57.219589] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:57.364019] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:16:57.506436] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:16:57.653266] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:16:57.799834] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:57.944548] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:16:58.090118] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:16:58.238504] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:58.389380] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:16:58.546615] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:16:58.546813] [INFO ] [CONFIGURE ] OMI: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:16:58.546865] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5028 tests
[2025-10-18T01:16:58.546900] [INFO ] [CONFIGURE ] OMI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:16:58.546933] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T01:16:58.680138] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:16:58.813868] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:16:58.942169] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:16:59.070410] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:16:59.203231] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:16:59.339364] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:16:59.474877] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:16:59.607553] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:16:59.737216] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:16:59.868547] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:16:59.868753] [INFO ] [CONFIGURE ] OMI: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:16:59.868816] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5027 tests
[2025-10-18T01:16:59.868853] [INFO ] [CONFIGURE ] OMI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:16:59.868885] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T01:17:00.003259] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:17:00.139668] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:17:00.275847] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:00.409931] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:17:00.548626] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:17:00.684968] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:17:00.830673] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:17:00.973221] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:01.116388] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:17:01.276909] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:17:01.277120] [INFO ] [CONFIGURE ] OMI: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:17:01.277168] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5026 tests
[2025-10-18T01:17:01.277203] [INFO ] [CONFIGURE ] OMI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:17:01.277235] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-10-18T01:17:01.413321] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:17:01.566973] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:17:01.698512] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:01.833408] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:17:01.968068] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:17:02.101994] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:02.243229] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:17:02.378237] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:17:02.510309] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:17:02.643240] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:17:02.643391] [INFO ] [CONFIGURE ] OMI: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T01:17:02.643436] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5025 tests
[2025-10-18T01:17:02.643473] [INFO ] [CONFIGURE ] OMI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:17:02.643507] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T01:17:02.761866] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:17:02.880550] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:03.000223] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:03.118577] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:17:03.236844] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:17:03.359316] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:03.487089] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:17:03.612952] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:03.738552] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:17:03.865856] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:17:03.866026] [INFO ] [CONFIGURE ] OMI: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:17:03.866071] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5024 tests
[2025-10-18T01:17:03.866105] [INFO ] [CONFIGURE ] OMI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:17:03.866137] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T01:17:03.989857] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:17:04.113199] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:17:04.235227] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:04.359312] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:17:04.490581] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:17:04.616026] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:17:04.742614] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:17:04.866847] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:04.993159] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:17:05.120790] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:17:05.120971] [INFO ] [CONFIGURE ] OMI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:17:05.121017] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5023 tests
[2025-10-18T01:17:05.121053] [INFO ] [CONFIGURE ] OMI: Testing feature 20/29: add_price_rejection
[2025-10-18T01:17:05.121086] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-10-18T01:17:05.254200] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:17:05.393664] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:17:05.529149] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:05.663915] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:17:05.799487] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:17:05.932600] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:17:06.070969] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:17:06.204520] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:06.339608] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:17:06.474812] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:17:06.475012] [INFO ] [CONFIGURE ] OMI: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T01:17:06.475088] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5022 tests
[2025-10-18T01:17:06.475147] [INFO ] [CONFIGURE ] OMI: Testing feature 21/29: add_range_position
[2025-10-18T01:17:06.475183] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_range_position']
[2025-10-18T01:17:06.621790] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:17:06.775481] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:17:06.928120] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:07.083336] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:17:07.241136] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:17:07.413751] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:17:07.632495] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:17:07.827565] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:08.029066] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:17:08.228121] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:17:08.228387] [INFO ] [CONFIGURE ] OMI: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T01:17:08.228449] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5021 tests
[2025-10-18T01:17:08.228489] [INFO ] [CONFIGURE ] OMI: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:17:08.228522] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-10-18T01:17:08.419831] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:17:08.585047] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:17:08.749191] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:08.909135] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:17:09.068578] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:17:09.225798] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:17:09.382131] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:17:09.540926] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:09.702801] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:17:09.862722] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:17:09.862885] [INFO ] [CONFIGURE ] OMI: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T01:17:09.862929] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5020 tests
[2025-10-18T01:17:09.862964] [INFO ] [CONFIGURE ] OMI: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:17:09.862994] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-10-18T01:17:09.999583] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:17:10.132050] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:17:10.264244] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:10.395015] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:17:10.527269] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:17:10.676670] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:10.816960] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:17:10.958065] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:11.103165] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:17:11.253871] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:17:11.254072] [INFO ] [CONFIGURE ] OMI: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:17:11.254134] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5019 tests
[2025-10-18T01:17:11.254182] [INFO ] [CONFIGURE ] OMI: Testing feature 24/29: add_rsi
[2025-10-18T01:17:11.254238] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-10-18T01:17:11.413698] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:17:11.574103] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:17:11.728503] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:11.886552] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:17:12.044867] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:17:12.209211] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:12.371307] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:17:12.531745] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:17:12.695316] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:17:12.857019] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:17:12.857189] [INFO ] [CONFIGURE ] OMI: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T01:17:12.857232] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5018 tests
[2025-10-18T01:17:12.857267] [INFO ] [CONFIGURE ] OMI: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:17:12.857371] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-10-18T01:17:12.994235] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:17:13.131606] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:17:13.267444] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:13.402318] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:17:13.536492] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:17:13.707237] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:17:13.842446] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:17:13.981900] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:14.127596] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:17:14.265349] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:17:14.265545] [INFO ] [CONFIGURE ] OMI: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:17:14.265594] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5017 tests
[2025-10-18T01:17:14.265630] [INFO ] [CONFIGURE ] OMI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:17:14.265699] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T01:17:14.402414] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:17:14.540484] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:17:14.677473] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:14.815937] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:17:14.954731] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:17:15.106411] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:17:15.250578] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:17:15.388454] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:15.535402] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:17:15.682582] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:17:15.682790] [INFO ] [CONFIGURE ] OMI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:17:15.682843] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5016 tests
[2025-10-18T01:17:15.682880] [INFO ] [CONFIGURE ] OMI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:17:15.682911] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_volume_price_divergence']
[2025-10-18T01:17:15.830677] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:15.973722] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:17:16.124735] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:16.272105] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:17:16.416105] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:17:16.560149] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:17:16.734603] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:17:16.880333] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:17:17.028757] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:17:17.171110] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:17:17.171276] [INFO ] [CONFIGURE ] OMI: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:17:17.171320] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5015 tests
[2025-10-18T01:17:17.171354] [INFO ] [CONFIGURE ] OMI: Testing feature 28/29: add_volume_profile
[2025-10-18T01:17:17.171386] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_volume_profile']
[2025-10-18T01:17:17.295792] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:17:17.422237] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:17:17.556981] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:17.693027] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:17:17.826893] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:17:17.959107] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:17:18.086115] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:17:18.213172] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:18.340783] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:17:18.470275] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:17:18.470432] [INFO ] [CONFIGURE ] OMI: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T01:17:18.470496] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5014 tests
[2025-10-18T01:17:18.470533] [INFO ] [CONFIGURE ] OMI: Testing feature 29/29: add_vwap
[2025-10-18T01:17:18.470562] [INFO ] [CONFIGURE ] OMI: Testing with features: ['add_mfi', 'add_vwap']
[2025-10-18T01:17:18.598992] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:17:18.727485] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:17:18.856076] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:18.991553] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:17:19.121943] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:17:19.254517] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:17:19.385387] [DEBUG] [FORECASTER] OMI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:17:19.516589] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:19.648331] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:17:19.784847] [DEBUG] [FORECASTER] OMI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:17:19.785046] [INFO ] [CONFIGURE ] OMI: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T01:17:19.785172] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5013 tests
[2025-10-18T01:17:19.785231] [INFO ] [CONFIGURE ] OMI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:17:19.785271] [INFO ] [CONFIGURE ] OMI: Best accuracy: 80.00%
[2025-10-18T01:17:19.785302] [INFO ] [CONFIGURE ] OMI: Best feature set (1 features): ['add_mfi']
[2025-10-18T01:17:19.785331] [INFO ] [CONFIGURE ] OMI: Improvement over baseline: 10.00%
[2025-10-18T01:17:19.785358] [INFO ] [CONFIGURE ] OMI: Total time: 39.7 seconds
[2025-10-18T01:17:19.785384] [INFO ] [CONFIGURE ] OMI: Average time per feature: 1.4 seconds
[2025-10-18T01:17:19.785412] [INFO ] [CONFIGURE ] OMI: Average speed: 0.73 features/sec
[2025-10-18T01:17:19.786044] [INFO ] [LOCAL     ] Saved configuration for OMI: 1 features, 80.00% accuracy -> ./output/feature-sets/OMI.json
[2025-10-18T01:17:19.786117] [INFO ] [CONFIGURE ] OMI: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-18T01:17:19.786197] [INFO ] [sig       ] [209/380] Successfully configured OMI | 0.02 sym/s | Total: 2.5h | ETA: 2.0h
[2025-10-18T01:17:19.786264] [INFO ] [sig       ] [210/380] Configuring ONON...
[2025-10-18T01:17:19.786329] [INFO ] [CONFIGURE ] ONON: Configurate test run.
[2025-10-18T01:17:19.786385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-10-18T01:17:19.799615] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ONON'.
[2025-10-18T01:17:19.800043] [INFO ] [CONFIGURE ] ONON: Testing with 29 available features
[2025-10-18T01:17:19.800101] [INFO ] [CONFIGURE ] ONON: Establishing baseline with no features...
[2025-10-18T01:17:19.900587] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:19.999883] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:17:20.098362] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:17:20.196974] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:17:20.295794] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:17:20.394434] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:17:20.494020] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:20.593849] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:20.693968] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:17:20.795612] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:20.795755] [INFO ] [CONFIGURE ] ONON: Baseline score (no features): 20.00%
[2025-10-18T01:17:20.795804] [INFO ] [CONFIGURE ] ONON: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:17:20.795838] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:17:20.906188] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:21.015209] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:21.127920] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:17:21.243517] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:17:21.355041] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:21.466557] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:21.578585] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:21.690608] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:17:21.803584] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:21.916744] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:21.916884] [INFO ] [CONFIGURE ] ONON: KEPT add_bollinger_bands (score: 30.00%)
[2025-10-18T01:17:21.916928] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5012 tests
[2025-10-18T01:17:21.916962] [INFO ] [CONFIGURE ] ONON: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:17:21.916993] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:17:22.043726] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:22.171242] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:22.298415] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:22.428306] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:22.559787] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:22.689475] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:22.820288] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:22.951318] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:23.082439] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:23.213465] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:23.213661] [INFO ] [CONFIGURE ] ONON: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T01:17:23.213723] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5011 tests
[2025-10-18T01:17:23.213760] [INFO ] [CONFIGURE ] ONON: Testing feature 3/29: add_daily_returns
[2025-10-18T01:17:23.213790] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:17:23.345239] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:23.478243] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:23.611457] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:23.748890] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:23.883068] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:24.017494] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:24.152800] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:24.292456] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:24.430088] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:24.566971] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:24.567170] [INFO ] [CONFIGURE ] ONON: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T01:17:24.567263] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5010 tests
[2025-10-18T01:17:24.567306] [INFO ] [CONFIGURE ] ONON: Testing feature 4/29: add_ema
[2025-10-18T01:17:24.567372] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-18T01:17:24.713095] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:24.859891] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:25.007075] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:25.156620] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:25.310615] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:25.463477] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:25.628688] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:25.812282] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:25.967511] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:26.123012] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:26.123256] [INFO ] [CONFIGURE ] ONON: DISCARDED add_ema (score: 60.00%)
[2025-10-18T01:17:26.123319] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5009 tests
[2025-10-18T01:17:26.123358] [INFO ] [CONFIGURE ] ONON: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:17:26.123390] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:17:26.284603] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:26.443601] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:26.601098] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:26.759292] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:17:26.919838] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:27.089733] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:27.248058] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:27.408928] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:17:27.583330] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:27.773816] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:27.774007] [INFO ] [CONFIGURE ] ONON: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T01:17:27.774052] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5008 tests
[2025-10-18T01:17:27.774088] [INFO ] [CONFIGURE ] ONON: Testing feature 6/29: add_failed_moves
[2025-10-18T01:17:27.774120] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-18T01:17:27.931777] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:28.088694] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:28.247733] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:28.410176] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:28.551245] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:28.689269] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:28.851186] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:28.985987] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:29.121016] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:29.256114] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:29.256263] [INFO ] [CONFIGURE ] ONON: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:17:29.256306] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5007 tests
[2025-10-18T01:17:29.256339] [INFO ] [CONFIGURE ] ONON: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:17:29.256369] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T01:17:29.383210] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:29.514310] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:29.637831] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:29.762978] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:29.898089] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:30.032719] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:30.167203] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:30.301873] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:30.439721] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:30.576340] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:30.576516] [INFO ] [CONFIGURE ] ONON: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:17:30.576560] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5006 tests
[2025-10-18T01:17:30.576596] [INFO ] [CONFIGURE ] ONON: Testing feature 8/29: add_macd
[2025-10-18T01:17:30.576627] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T01:17:30.750804] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:30.920999] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:31.093962] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:31.266817] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:31.452904] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:31.636838] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:31.819102] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:32.002828] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:32.184922] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:32.368740] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:32.368946] [INFO ] [CONFIGURE ] ONON: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:17:32.368994] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5005 tests
[2025-10-18T01:17:32.369029] [INFO ] [CONFIGURE ] ONON: Testing feature 9/29: add_mfi
[2025-10-18T01:17:32.369060] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-18T01:17:32.524678] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:32.680372] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:32.838094] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:32.998005] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:33.159251] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:33.322599] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:33.490105] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:33.648956] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:33.807485] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:33.968166] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:33.968358] [INFO ] [CONFIGURE ] ONON: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:17:33.968403] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5004 tests
[2025-10-18T01:17:33.968437] [INFO ] [CONFIGURE ] ONON: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:17:33.968469] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:17:34.138358] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:34.312128] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:34.489991] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:34.666174] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:34.838506] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:35.010783] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:17:35.187260] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:35.360317] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:35.534166] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:35.708114] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:35.708279] [INFO ] [CONFIGURE ] ONON: KEPT add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:17:35.708323] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5003 tests
[2025-10-18T01:17:35.708356] [INFO ] [CONFIGURE ] ONON: Testing feature 11/29: add_obv_daily
[2025-10-18T01:17:35.708387] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T01:17:35.886867] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:36.067554] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:36.246785] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:36.430339] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:17:36.610810] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:36.793827] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:17:36.975964] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:37.161199] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:37.338149] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:37.552563] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:37.553020] [INFO ] [CONFIGURE ] ONON: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:17:37.553080] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5002 tests
[2025-10-18T01:17:37.553119] [INFO ] [CONFIGURE ] ONON: Testing feature 12/29: add_obv_interval
[2025-10-18T01:17:37.553153] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-18T01:17:37.751202] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:37.980826] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:38.168218] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:38.344053] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:38.519124] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:17:38.699363] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:38.876955] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:39.056828] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:17:39.238722] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:39.419407] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:39.419597] [INFO ] [CONFIGURE ] ONON: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T01:17:39.419662] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5001 tests
[2025-10-18T01:17:39.419722] [INFO ] [CONFIGURE ] ONON: Testing feature 13/29: add_opening_strength
[2025-10-18T01:17:39.419757] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:17:39.605548] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:39.791087] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:39.976924] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:40.163426] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:40.352639] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:17:40.544566] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:17:40.736699] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:40.924520] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:41.114363] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:41.305367] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:41.305583] [INFO ] [CONFIGURE ] ONON: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:17:41.305628] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 5000 tests
[2025-10-18T01:17:41.305699] [INFO ] [CONFIGURE ] ONON: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:17:41.305744] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-18T01:17:41.508582] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:41.701511] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:41.891598] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:42.081912] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:17:42.281720] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:42.472729] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:42.666490] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:42.863476] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:17:43.062582] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:43.263020] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:43.263201] [INFO ] [CONFIGURE ] ONON: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T01:17:43.263246] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4999 tests
[2025-10-18T01:17:43.263285] [INFO ] [CONFIGURE ] ONON: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:17:43.263320] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-18T01:17:43.447094] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:43.627244] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:43.807257] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:44.021915] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:44.206433] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:44.395761] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:44.583412] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:44.772883] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:44.962171] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:45.150095] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:45.150320] [INFO ] [CONFIGURE ] ONON: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T01:17:45.150387] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4998 tests
[2025-10-18T01:17:45.150427] [INFO ] [CONFIGURE ] ONON: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:17:45.150464] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-18T01:17:45.338001] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:45.527113] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:45.716127] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:45.903939] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:46.091580] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:46.278763] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:46.468774] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:46.663630] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:46.854705] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:47.073306] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:47.073474] [INFO ] [CONFIGURE ] ONON: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:17:47.073517] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4997 tests
[2025-10-18T01:17:47.073552] [INFO ] [CONFIGURE ] ONON: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:17:47.073584] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-18T01:17:47.249113] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:47.427798] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:47.617219] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:47.804796] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:17:47.993388] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:48.178300] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:48.384805] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:48.592389] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:48.800584] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:49.001934] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:49.002151] [INFO ] [CONFIGURE ] ONON: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:17:49.002273] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4996 tests
[2025-10-18T01:17:49.002327] [INFO ] [CONFIGURE ] ONON: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:17:49.002363] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-18T01:17:49.198842] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:49.373423] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:49.547852] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:49.723367] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:49.898215] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:50.108061] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:17:50.286731] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:50.472967] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:50.660077] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:50.848209] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:50.848382] [INFO ] [CONFIGURE ] ONON: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:17:50.848427] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4995 tests
[2025-10-18T01:17:50.848464] [INFO ] [CONFIGURE ] ONON: Testing feature 20/29: add_price_rejection
[2025-10-18T01:17:50.848545] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-18T01:17:51.035326] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:51.224309] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:51.413132] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:51.600636] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:51.789255] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:51.978947] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:17:52.165486] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:52.360261] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:52.553877] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:52.746455] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:52.746666] [INFO ] [CONFIGURE ] ONON: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T01:17:52.746729] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4994 tests
[2025-10-18T01:17:52.746767] [INFO ] [CONFIGURE ] ONON: Testing feature 21/29: add_range_position
[2025-10-18T01:17:52.746798] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-18T01:17:52.939591] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:53.162713] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:53.359660] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:53.558250] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:53.757377] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:53.955166] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:54.153368] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:54.364428] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:54.563548] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:54.763920] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:54.764105] [INFO ] [CONFIGURE ] ONON: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:17:54.764150] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4993 tests
[2025-10-18T01:17:54.764184] [INFO ] [CONFIGURE ] ONON: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:17:54.764214] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-18T01:17:54.972044] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:55.183836] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:55.396431] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:55.608487] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:55.822878] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:56.034310] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:56.252113] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:56.487438] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:56.707095] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:56.938175] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:56.938376] [INFO ] [CONFIGURE ] ONON: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T01:17:56.938447] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4992 tests
[2025-10-18T01:17:56.938507] [INFO ] [CONFIGURE ] ONON: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:17:56.938542] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-18T01:17:57.129023] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:57.331565] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:57.524228] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:57.714550] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:57.904093] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:17:58.092352] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:17:58.284703] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:17:58.476635] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:17:58.665317] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:17:58.856494] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:17:58.856858] [INFO ] [CONFIGURE ] ONON: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:17:58.856919] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4991 tests
[2025-10-18T01:17:58.856979] [INFO ] [CONFIGURE ] ONON: Testing feature 24/29: add_rsi
[2025-10-18T01:17:58.857038] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-18T01:17:59.071147] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:17:59.280671] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:17:59.525626] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:17:59.732804] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:17:59.940325] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:00.148840] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:00.353167] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:18:00.559062] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:00.768538] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:18:00.978136] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:18:00.978357] [INFO ] [CONFIGURE ] ONON: KEPT add_rsi (score: 80.00%)
[2025-10-18T01:18:00.978454] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4990 tests
[2025-10-18T01:18:00.978510] [INFO ] [CONFIGURE ] ONON: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:18:00.978546] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-10-18T01:18:01.197304] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:18:01.426674] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:01.649255] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:18:01.886775] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:18:02.102752] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:02.314841] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:02.556792] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:18:02.769043] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:02.981226] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:18:03.193549] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:18:03.193758] [INFO ] [CONFIGURE ] ONON: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T01:18:03.193811] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4989 tests
[2025-10-18T01:18:03.193847] [INFO ] [CONFIGURE ] ONON: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:18:03.193878] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-10-18T01:18:03.404920] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:18:03.619828] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:03.834830] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:18:04.062036] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:18:04.283726] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:04.523084] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:04.753445] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:18:04.977074] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:05.195357] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:18:05.439379] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:18:05.439598] [INFO ] [CONFIGURE ] ONON: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:18:05.439666] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4988 tests
[2025-10-18T01:18:05.439728] [INFO ] [CONFIGURE ] ONON: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:18:05.439764] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-10-18T01:18:05.658630] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:18:05.897015] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:06.121883] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:18:06.343636] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:18:06.592492] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:06.825255] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:07.057178] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:18:07.282137] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:07.507438] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:18:07.736824] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:18:07.737036] [INFO ] [CONFIGURE ] ONON: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:18:07.737085] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4987 tests
[2025-10-18T01:18:07.737120] [INFO ] [CONFIGURE ] ONON: Testing feature 28/29: add_volume_profile
[2025-10-18T01:18:07.737217] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-10-18T01:18:07.949358] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:18:08.161659] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:08.375552] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:18:08.631172] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:18:08.858569] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:09.078862] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:09.300254] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:18:09.526540] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:09.750132] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:18:09.974170] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:18:09.974355] [INFO ] [CONFIGURE ] ONON: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T01:18:09.974419] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4986 tests
[2025-10-18T01:18:09.974478] [INFO ] [CONFIGURE ] ONON: Testing feature 29/29: add_vwap
[2025-10-18T01:18:09.974515] [INFO ] [CONFIGURE ] ONON: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi', 'add_vwap']
[2025-10-18T01:18:10.192184] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:18:10.422482] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:10.662733] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:18:10.894968] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:18:11.125300] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:11.370067] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:11.602470] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:18:11.827510] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:12.055541] [DEBUG] [FORECASTER] ONON: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:18:12.298734] [DEBUG] [FORECASTER] ONON: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:18:12.298948] [INFO ] [CONFIGURE ] ONON: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T01:18:12.298995] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4985 tests
[2025-10-18T01:18:12.299032] [INFO ] [CONFIGURE ] ONON: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:18:12.299062] [INFO ] [CONFIGURE ] ONON: Best accuracy: 80.00%
[2025-10-18T01:18:12.299096] [INFO ] [CONFIGURE ] ONON: Best feature set (6 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-18T01:18:12.299126] [INFO ] [CONFIGURE ] ONON: Improvement over baseline: 60.00%
[2025-10-18T01:18:12.299153] [INFO ] [CONFIGURE ] ONON: Total time: 51.5 seconds
[2025-10-18T01:18:12.299181] [INFO ] [CONFIGURE ] ONON: Average time per feature: 1.8 seconds
[2025-10-18T01:18:12.299209] [INFO ] [CONFIGURE ] ONON: Average speed: 0.56 features/sec
[2025-10-18T01:18:12.299887] [INFO ] [LOCAL     ] Saved configuration for ONON: 6 features, 80.00% accuracy -> ./output/feature-sets/ONON.json
[2025-10-18T01:18:12.299958] [INFO ] [CONFIGURE ] ONON: Configuration saved successfully: 6 features, 80.00% accuracy.
[2025-10-18T01:18:12.300054] [INFO ] [sig       ] [210/380] Successfully configured ONON | 0.02 sym/s | Total: 2.5h | ETA: 2.0h
[2025-10-18T01:18:12.300122] [INFO ] [sig       ] [211/380] Configuring ONTO...
[2025-10-18T01:18:12.300196] [INFO ] [CONFIGURE ] ONTO: Configurate test run.
[2025-10-18T01:18:12.300251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-10-18T01:18:12.316200] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ONTO'.
[2025-10-18T01:18:12.316857] [INFO ] [CONFIGURE ] ONTO: Testing with 29 available features
[2025-10-18T01:18:12.316917] [INFO ] [CONFIGURE ] ONTO: Establishing baseline with no features...
[2025-10-18T01:18:12.443511] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:18:12.568527] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:12.707295] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:18:12.836284] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:12.961067] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:18:13.089714] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:13.218212] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:13.324009] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:13.432135] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:13.540823] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:13.541022] [INFO ] [CONFIGURE ] ONTO: Baseline score (no features): 30.00%
[2025-10-18T01:18:13.541073] [INFO ] [CONFIGURE ] ONTO: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:18:13.541107] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:18:13.655420] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:18:13.769228] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:13.883910] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:14.000618] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:14.118894] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:14.236722] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:14.356725] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:14.480943] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:14.632920] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:14.755626] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:14.755874] [INFO ] [CONFIGURE ] ONTO: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T01:18:14.755956] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4984 tests
[2025-10-18T01:18:14.756029] [INFO ] [CONFIGURE ] ONTO: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:18:14.756074] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:18:14.891360] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:18:15.027302] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:15.166616] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:15.303573] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:15.441374] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:15.578588] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:15.722429] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:15.909210] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:16.069576] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:16.245290] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:18:16.245551] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T01:18:16.245604] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4983 tests
[2025-10-18T01:18:16.245665] [INFO ] [CONFIGURE ] ONTO: Testing feature 3/29: add_daily_returns
[2025-10-18T01:18:16.245730] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:18:16.415100] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:18:16.592495] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:16.778861] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:16.916730] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:17.056863] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:17.188696] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:18:17.316747] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:18:17.442430] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:17.570135] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:17.696311] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:17.696446] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:18:17.696489] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4982 tests
[2025-10-18T01:18:17.696544] [INFO ] [CONFIGURE ] ONTO: Testing feature 4/29: add_ema
[2025-10-18T01:18:17.696577] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:18:17.829711] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:18:17.964609] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:18.100375] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:18.236204] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:18.369895] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:18.505353] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:18.644739] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:18.782452] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:18.920430] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:19.063195] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:19.063387] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:18:19.063437] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4981 tests
[2025-10-18T01:18:19.063473] [INFO ] [CONFIGURE ] ONTO: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:18:19.063504] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:18:19.205569] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:18:19.345963] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:19.486473] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:18:19.629948] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:19.773147] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:18:19.918002] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:20.063259] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:20.210786] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:20.357205] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:20.503794] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:20.503959] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-10-18T01:18:20.504020] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4980 tests
[2025-10-18T01:18:20.504058] [INFO ] [CONFIGURE ] ONTO: Testing feature 6/29: add_failed_moves
[2025-10-18T01:18:20.504089] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:18:20.627602] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:18:20.749735] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:20.872183] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:20.999314] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:21.123265] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:21.250569] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:21.375850] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:21.501960] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:21.630792] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:21.759104] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:21.759268] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T01:18:21.759313] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4979 tests
[2025-10-18T01:18:21.759348] [INFO ] [CONFIGURE ] ONTO: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:18:21.759379] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:18:21.871873] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:18:21.987408] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:22.103179] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:22.219884] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:22.337787] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:22.456036] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:22.574117] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:22.692381] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:22.811913] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:22.934209] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:22.934349] [INFO ] [CONFIGURE ] ONTO: KEPT add_lag_shelf (score: 60.00%)
[2025-10-18T01:18:22.934392] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4978 tests
[2025-10-18T01:18:22.934427] [INFO ] [CONFIGURE ] ONTO: Testing feature 8/29: add_macd
[2025-10-18T01:18:22.934459] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-10-18T01:18:23.087785] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:18:23.240138] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:23.401870] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:23.561453] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:23.745393] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:18:23.901136] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:24.057010] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:24.219447] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:24.377311] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:24.532901] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:24.533075] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_macd (score: 40.00%)
[2025-10-18T01:18:24.533121] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4977 tests
[2025-10-18T01:18:24.533157] [INFO ] [CONFIGURE ] ONTO: Testing feature 9/29: add_mfi
[2025-10-18T01:18:24.533191] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi']
[2025-10-18T01:18:24.665214] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:18:24.798529] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:24.933638] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:25.069445] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:25.209123] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:25.347887] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:25.482383] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:25.623111] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:25.760950] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:25.901595] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:25.901787] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:18:25.901837] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4976 tests
[2025-10-18T01:18:25.901875] [INFO ] [CONFIGURE ] ONTO: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:18:25.901906] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:18:26.047633] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:18:26.194129] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:26.339709] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:26.487294] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:26.638717] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:18:26.792433] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:26.945703] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:27.096115] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:27.246768] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:27.399993] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:27.400148] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-18T01:18:27.400192] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4975 tests
[2025-10-18T01:18:27.400231] [INFO ] [CONFIGURE ] ONTO: Testing feature 11/29: add_obv_daily
[2025-10-18T01:18:27.400262] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_daily']
[2025-10-18T01:18:27.521572] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:18:27.644104] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:27.767636] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:27.889033] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:28.025203] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:18:28.165993] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:28.296066] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:18:28.425814] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:28.556806] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:28.686917] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:28.687063] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:18:28.687106] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4974 tests
[2025-10-18T01:18:28.687141] [INFO ] [CONFIGURE ] ONTO: Testing feature 12/29: add_obv_interval
[2025-10-18T01:18:28.687172] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_interval']
[2025-10-18T01:18:28.809217] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:18:28.933713] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:29.058791] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:29.181855] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:29.306823] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:18:29.433527] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:18:29.560183] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:18:29.687873] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:29.817814] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:29.947890] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:29.948071] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:18:29.948120] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4973 tests
[2025-10-18T01:18:29.948155] [INFO ] [CONFIGURE ] ONTO: Testing feature 13/29: add_opening_strength
[2025-10-18T01:18:29.948187] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:18:30.083343] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:18:30.217170] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:30.350440] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:18:30.484282] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:30.619735] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:30.756240] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:18:30.894975] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:18:31.034440] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:31.176696] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:31.318109] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:31.318268] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:18:31.318310] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4972 tests
[2025-10-18T01:18:31.318345] [INFO ] [CONFIGURE ] ONTO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:18:31.318376] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-18T01:18:31.454942] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:18:31.594182] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:31.735548] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:18:31.879944] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:32.018810] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:18:32.158718] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:32.300094] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:18:32.441140] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:32.582044] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:32.724189] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:32.724340] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-18T01:18:32.724385] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4971 tests
[2025-10-18T01:18:32.724420] [INFO ] [CONFIGURE ] ONTO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:18:32.724452] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-18T01:18:32.843964] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:18:32.964581] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:33.088729] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:33.209232] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:33.330429] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:18:33.453952] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:33.576499] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:33.700395] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:33.825092] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:33.949438] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:33.949614] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T01:18:33.949694] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4970 tests
[2025-10-18T01:18:33.949744] [INFO ] [CONFIGURE ] ONTO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:18:33.949778] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-10-18T01:18:34.075823] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:18:34.203337] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:34.334883] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:34.463694] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:34.593638] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:18:34.723480] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:34.854338] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:18:34.982675] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:35.111927] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:35.241342] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:18:35.241499] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T01:18:35.241542] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4969 tests
[2025-10-18T01:18:35.241577] [INFO ] [CONFIGURE ] ONTO: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:18:35.241608] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-18T01:18:35.372221] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:18:35.502742] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:35.641119] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:35.775928] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:35.909966] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:36.045471] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:18:36.180843] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:36.315040] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:36.450691] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:36.587604] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:36.587796] [INFO ] [CONFIGURE ] ONTO: KEPT add_pbf_return_2d (score: 70.00%)
[2025-10-18T01:18:36.587858] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4968 tests
[2025-10-18T01:18:36.587896] [INFO ] [CONFIGURE ] ONTO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:18:36.587943] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-18T01:18:36.750870] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:18:36.900483] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:37.046275] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:18:37.196708] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:37.347220] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:37.492786] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:18:37.653047] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:37.815161] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:37.983145] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:38.160219] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:38.160458] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:18:38.160507] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4967 tests
[2025-10-18T01:18:38.160546] [INFO ] [CONFIGURE ] ONTO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:18:38.160590] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-10-18T01:18:38.313143] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:18:38.470840] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:38.606834] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:38.745151] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:38.885176] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:39.041809] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:18:39.186589] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:39.333267] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:39.485411] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:39.629985] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:39.630148] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:18:39.630202] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4966 tests
[2025-10-18T01:18:39.630238] [INFO ] [CONFIGURE ] ONTO: Testing feature 20/29: add_price_rejection
[2025-10-18T01:18:39.630270] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d', 'add_price_rejection']
[2025-10-18T01:18:39.772787] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:18:39.917139] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:40.069904] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:40.214104] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:40.359034] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:40.506097] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:40.659469] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:40.808409] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:40.957831] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:41.107030] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:41.107190] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:18:41.107315] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4965 tests
[2025-10-18T01:18:41.107359] [INFO ] [CONFIGURE ] ONTO: Testing feature 21/29: add_range_position
[2025-10-18T01:18:41.107390] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d', 'add_range_position']
[2025-10-18T01:18:41.261159] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:18:41.411331] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:41.560779] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:41.718740] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:41.904670] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:42.055586] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:42.207551] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:18:42.361635] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:42.509120] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:42.658912] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:42.659159] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T01:18:42.659221] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4964 tests
[2025-10-18T01:18:42.659272] [INFO ] [CONFIGURE ] ONTO: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:18:42.659331] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-10-18T01:18:42.840215] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:18:43.031529] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:43.205078] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:43.386819] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:43.564275] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:43.742870] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:18:43.927572] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:44.107057] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:44.288128] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:44.477604] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:44.477830] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T01:18:44.477894] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4963 tests
[2025-10-18T01:18:44.477966] [INFO ] [CONFIGURE ] ONTO: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:18:44.478033] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-10-18T01:18:44.626611] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:18:44.775939] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:44.963225] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:45.115415] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:45.266846] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:45.421155] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:45.579460] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:45.734890] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:45.888629] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:46.048028] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:46.048224] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:18:46.048282] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4962 tests
[2025-10-18T01:18:46.048322] [INFO ] [CONFIGURE ] ONTO: Testing feature 24/29: add_rsi
[2025-10-18T01:18:46.048366] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-10-18T01:18:46.213509] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:18:46.380564] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:46.547148] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:46.731486] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:46.900212] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:47.069574] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:47.246464] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:47.419309] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:47.589865] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:47.764390] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:18:47.764610] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T01:18:47.764705] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4961 tests
[2025-10-18T01:18:47.764767] [INFO ] [CONFIGURE ] ONTO: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:18:47.764803] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-10-18T01:18:47.909328] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:18:48.052527] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:48.201285] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:48.347090] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:48.495530] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:48.643710] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:48.792386] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:48.944420] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:49.098219] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:49.254254] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:49.254442] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T01:18:49.254488] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4960 tests
[2025-10-18T01:18:49.254526] [INFO ] [CONFIGURE ] ONTO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:18:49.254560] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-10-18T01:18:49.406699] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:18:49.557395] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:49.708512] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:49.860874] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:50.011962] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:18:50.165838] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:50.323014] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:50.480079] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:50.637712] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:50.803471] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:50.803776] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T01:18:50.803835] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4959 tests
[2025-10-18T01:18:50.803874] [INFO ] [CONFIGURE ] ONTO: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:18:50.803908] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-18T01:18:51.007730] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:18:51.183343] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:51.345252] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:51.507210] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:51.670322] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:51.838894] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:52.004950] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:52.170028] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:52.337448] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:52.507605] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:52.507810] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:18:52.507861] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4958 tests
[2025-10-18T01:18:52.507897] [INFO ] [CONFIGURE ] ONTO: Testing feature 28/29: add_volume_profile
[2025-10-18T01:18:52.507951] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d', 'add_volume_profile']
[2025-10-18T01:18:52.659162] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:18:52.810189] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:18:52.964813] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:53.123411] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:53.280564] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:18:53.433445] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:18:53.585041] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:18:53.738068] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:53.890884] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:54.074246] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:54.074408] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:18:54.074453] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4957 tests
[2025-10-18T01:18:54.074488] [INFO ] [CONFIGURE ] ONTO: Testing feature 29/29: add_vwap
[2025-10-18T01:18:54.074520] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d', 'add_vwap']
[2025-10-18T01:18:54.226849] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:18:54.379364] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:54.535892] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:54.689749] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:18:54.847142] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:18:55.009290] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:55.174405] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:18:55.339097] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:18:55.504567] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:55.667476] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:18:55.667735] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_vwap (score: 30.00%)
[2025-10-18T01:18:55.667799] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4956 tests
[2025-10-18T01:18:55.667837] [INFO ] [CONFIGURE ] ONTO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:18:55.667867] [INFO ] [CONFIGURE ] ONTO: Best accuracy: 70.00%
[2025-10-18T01:18:55.667896] [INFO ] [CONFIGURE ] ONTO: Best feature set (3 features): ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-18T01:18:55.667942] [INFO ] [CONFIGURE ] ONTO: Improvement over baseline: 40.00%
[2025-10-18T01:18:55.667995] [INFO ] [CONFIGURE ] ONTO: Total time: 42.1 seconds
[2025-10-18T01:18:55.668078] [INFO ] [CONFIGURE ] ONTO: Average time per feature: 1.5 seconds
[2025-10-18T01:18:55.668117] [INFO ] [CONFIGURE ] ONTO: Average speed: 0.69 features/sec
[2025-10-18T01:18:55.668711] [INFO ] [LOCAL     ] Saved configuration for ONTO: 3 features, 70.00% accuracy -> ./output/feature-sets/ONTO.json
[2025-10-18T01:18:55.668781] [INFO ] [CONFIGURE ] ONTO: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-18T01:18:55.668858] [INFO ] [sig       ] [211/380] Successfully configured ONTO | 0.02 sym/s | Total: 2.5h | ETA: 2.0h
[2025-10-18T01:18:55.668934] [INFO ] [sig       ] [212/380] Configuring OOMA...
[2025-10-18T01:18:55.669000] [INFO ] [CONFIGURE ] OOMA: Configurate test run.
[2025-10-18T01:18:55.669055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-10-18T01:18:55.683699] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OOMA'.
[2025-10-18T01:18:55.684116] [INFO ] [CONFIGURE ] OOMA: Testing with 29 available features
[2025-10-18T01:18:55.684174] [INFO ] [CONFIGURE ] OOMA: Establishing baseline with no features...
[2025-10-18T01:18:55.798877] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:18:55.905954] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:56.015903] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:56.128457] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:18:56.242287] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:18:56.358627] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:56.474019] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:18:56.592720] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:56.712961] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:56.832115] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:18:56.832272] [INFO ] [CONFIGURE ] OOMA: Baseline score (no features): 40.00%
[2025-10-18T01:18:56.832315] [INFO ] [CONFIGURE ] OOMA: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:18:56.832349] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:18:56.954117] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:18:57.079165] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:57.222813] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:57.348224] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:18:57.478183] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:18:57.604190] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:57.730065] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:18:57.864471] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:57.996156] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:58.124915] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:18:58.125074] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T01:18:58.125116] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4955 tests
[2025-10-18T01:18:58.125150] [INFO ] [CONFIGURE ] OOMA: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:18:58.125180] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:18:58.251058] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:18:58.377172] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:58.508518] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:58.639611] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:18:58.773262] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:18:58.906137] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:18:59.037312] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:18:59.177759] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:18:59.332941] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:18:59.468042] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:18:59.468227] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T01:18:59.468271] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4954 tests
[2025-10-18T01:18:59.468305] [INFO ] [CONFIGURE ] OOMA: Testing feature 3/29: add_daily_returns
[2025-10-18T01:18:59.468335] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_daily_returns']
[2025-10-18T01:18:59.584617] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:18:59.700979] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:18:59.815036] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:18:59.931004] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:00.054077] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:00.186167] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:00.310852] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:00.430302] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:00.549870] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:00.672574] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:19:00.672852] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T01:19:00.672904] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4953 tests
[2025-10-18T01:19:00.672942] [INFO ] [CONFIGURE ] OOMA: Testing feature 4/29: add_ema
[2025-10-18T01:19:00.672975] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_ema']
[2025-10-18T01:19:00.799624] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:00.927844] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:01.059304] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:01.187616] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:19:01.325956] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:01.473590] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:01.610160] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:01.744936] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:01.890455] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:02.033562] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:02.033802] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_ema (score: 30.00%)
[2025-10-18T01:19:02.033858] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4952 tests
[2025-10-18T01:19:02.033898] [INFO ] [CONFIGURE ] OOMA: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:19:02.033931] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:19:02.173366] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:02.312838] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:02.447855] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:02.590097] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:02.725863] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:02.860560] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:02.996435] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:03.134911] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:03.298813] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:03.438511] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:03.438706] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T01:19:03.438764] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4951 tests
[2025-10-18T01:19:03.438801] [INFO ] [CONFIGURE ] OOMA: Testing feature 6/29: add_failed_moves
[2025-10-18T01:19:03.438831] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_failed_moves']
[2025-10-18T01:19:03.553844] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:03.670039] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:03.788525] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:03.905965] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:04.028082] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:04.144819] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:04.263200] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:04.384585] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:04.503431] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:04.625633] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:04.625842] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T01:19:04.625888] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4950 tests
[2025-10-18T01:19:04.625922] [INFO ] [CONFIGURE ] OOMA: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:19:04.625952] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_lag_shelf']
[2025-10-18T01:19:04.732077] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:04.838847] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:04.947079] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:05.058952] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:05.167732] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:05.279582] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:05.390554] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:05.503035] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:05.615882] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:05.728044] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:05.728194] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T01:19:05.728237] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4949 tests
[2025-10-18T01:19:05.728270] [INFO ] [CONFIGURE ] OOMA: Testing feature 8/29: add_macd
[2025-10-18T01:19:05.728300] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:19:05.873234] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:06.021199] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:06.173764] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:06.344863] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:19:06.508794] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:06.661902] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:06.826972] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:06.983008] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:19:07.139558] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:07.294009] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:07.294188] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_macd (score: 20.00%)
[2025-10-18T01:19:07.294366] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4948 tests
[2025-10-18T01:19:07.294429] [INFO ] [CONFIGURE ] OOMA: Testing feature 9/29: add_mfi
[2025-10-18T01:19:07.294486] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_mfi']
[2025-10-18T01:19:07.420588] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:07.548212] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:07.688260] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:07.817017] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:07.943994] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:08.072897] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:08.204033] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:08.338845] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:08.485013] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:08.663763] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:08.664099] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T01:19:08.664182] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4947 tests
[2025-10-18T01:19:08.664245] [INFO ] [CONFIGURE ] OOMA: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:19:08.664299] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:19:08.845051] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:09.038902] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:09.242334] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:09.414009] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:09.553134] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:09.694993] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:09.827142] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:09.965132] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:19:10.099467] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:10.233711] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:19:10.233896] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-10-18T01:19:10.233959] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4946 tests
[2025-10-18T01:19:10.233996] [INFO ] [CONFIGURE ] OOMA: Testing feature 11/29: add_obv_daily
[2025-10-18T01:19:10.234026] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_obv_daily']
[2025-10-18T01:19:10.341159] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:10.448982] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:10.556430] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:10.666210] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:10.775712] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:10.885570] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:10.996203] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:11.106978] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:19:11.218976] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:11.335352] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:11.335512] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-18T01:19:11.335556] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4945 tests
[2025-10-18T01:19:11.335591] [INFO ] [CONFIGURE ] OOMA: Testing feature 12/29: add_obv_interval
[2025-10-18T01:19:11.335622] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_obv_interval']
[2025-10-18T01:19:11.441305] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:11.547758] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:11.655312] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:11.766598] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:11.885308] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:11.998558] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:12.108823] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:12.223142] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:12.349250] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:12.466077] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:12.466245] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T01:19:12.466298] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4944 tests
[2025-10-18T01:19:12.466356] [INFO ] [CONFIGURE ] OOMA: Testing feature 13/29: add_opening_strength
[2025-10-18T01:19:12.466402] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T01:19:12.583184] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:12.700150] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:12.817452] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:12.936484] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:13.055419] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:19:13.172057] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:13.289232] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:13.408288] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:13.532473] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:13.651537] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:19:13.651743] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T01:19:13.651797] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4943 tests
[2025-10-18T01:19:13.651832] [INFO ] [CONFIGURE ] OOMA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:19:13.651861] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T01:19:13.768922] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:13.887496] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:14.005105] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:14.123535] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:14.242554] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:14.364323] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:14.492612] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:14.622587] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:14.754303] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:14.885317] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:14.885478] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T01:19:14.885525] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4942 tests
[2025-10-18T01:19:14.885560] [INFO ] [CONFIGURE ] OOMA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:19:14.885591] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T01:19:14.992628] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:15.100888] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:15.208316] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:15.314571] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:15.418758] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:15.521694] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:15.624622] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:15.728569] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:15.833224] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:15.942406] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:19:15.942602] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-18T01:19:15.942686] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4941 tests
[2025-10-18T01:19:15.942739] [INFO ] [CONFIGURE ] OOMA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:19:15.942773] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T01:19:16.054995] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:16.166248] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:16.278033] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:16.392600] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:16.510600] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:16.634547] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:16.752228] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:16.871315] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:16.995548] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:17.110786] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:17.110960] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T01:19:17.111004] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4940 tests
[2025-10-18T01:19:17.111038] [INFO ] [CONFIGURE ] OOMA: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:19:17.111068] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_pbf_return_2d']
[2025-10-18T01:19:17.230738] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:17.346330] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:17.462612] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:17.580015] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:17.700108] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:17.824987] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:17.950583] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:18.080200] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:18.200536] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:18.318489] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:18.318662] [INFO ] [CONFIGURE ] OOMA: KEPT add_pbf_return_2d (score: 50.00%)
[2025-10-18T01:19:18.318723] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4939 tests
[2025-10-18T01:19:18.318760] [INFO ] [CONFIGURE ] OOMA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:19:18.318791] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-18T01:19:18.456301] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:18.571864] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:18.688118] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:18.812903] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:18.931051] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:19.051818] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:19.172342] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:19.291978] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:19.411285] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:19.531448] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:19.531600] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:19:19.531724] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4938 tests
[2025-10-18T01:19:19.531767] [INFO ] [CONFIGURE ] OOMA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:19:19.531799] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-10-18T01:19:19.649819] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:19.765977] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:19.887850] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:20.006730] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:20.130168] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:20.254332] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:20.380921] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:20.506845] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:20.631129] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:20.756784] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:20.756979] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T01:19:20.757024] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4937 tests
[2025-10-18T01:19:20.757058] [INFO ] [CONFIGURE ] OOMA: Testing feature 20/29: add_price_rejection
[2025-10-18T01:19:20.757089] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_pbf_return_2d', 'add_price_rejection']
[2025-10-18T01:19:20.889543] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:21.019207] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:21.149458] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:21.281614] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:19:21.411994] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:21.543370] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:21.673854] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:21.804478] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:21.936546] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:22.074963] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:22.075154] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T01:19:22.075219] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4936 tests
[2025-10-18T01:19:22.075276] [INFO ] [CONFIGURE ] OOMA: Testing feature 21/29: add_range_position
[2025-10-18T01:19:22.075310] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_pbf_return_2d', 'add_range_position']
[2025-10-18T01:19:22.211441] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:22.348809] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:22.485985] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:22.623662] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:19:22.761702] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:22.899750] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:23.043669] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:23.184396] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:19:23.326132] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:23.466936] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:23.467093] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_range_position (score: 20.00%)
[2025-10-18T01:19:23.467197] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4935 tests
[2025-10-18T01:19:23.467251] [INFO ] [CONFIGURE ] OOMA: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:19:23.467284] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_pbf_return_2d', 'add_realized_volatility']
[2025-10-18T01:19:23.623869] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:23.781527] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:23.938326] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:24.100546] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:19:24.260866] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:24.419927] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:24.577725] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:24.737278] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:24.898161] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:25.072982] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:25.073173] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T01:19:25.073220] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4934 tests
[2025-10-18T01:19:25.073258] [INFO ] [CONFIGURE ] OOMA: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:19:25.073292] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_pbf_return_2d', 'add_recent_range_context']
[2025-10-18T01:19:25.219471] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:25.354570] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:25.484768] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:25.615373] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:19:25.746490] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:25.879487] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:26.011946] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:26.146469] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:26.285962] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:26.420603] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:26.420743] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T01:19:26.420809] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4933 tests
[2025-10-18T01:19:26.420867] [INFO ] [CONFIGURE ] OOMA: Testing feature 24/29: add_rsi
[2025-10-18T01:19:26.420901] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-10-18T01:19:26.571011] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:26.723903] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:19:26.875149] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:27.031554] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:27.183572] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:27.336340] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:27.488384] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:27.641127] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:27.795685] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:27.950997] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:27.951120] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T01:19:27.951164] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4932 tests
[2025-10-18T01:19:27.951198] [INFO ] [CONFIGURE ] OOMA: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:19:27.951227] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_pbf_return_2d', 'add_tick_distribution']
[2025-10-18T01:19:28.079452] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:28.208235] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:28.337236] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:28.465479] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:28.594145] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:28.725275] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:28.855098] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:28.987283] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:29.119697] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:29.253693] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:29.253817] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T01:19:29.253861] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4931 tests
[2025-10-18T01:19:29.253895] [INFO ] [CONFIGURE ] OOMA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:19:29.253924] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-10-18T01:19:29.382390] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:29.512080] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:29.641805] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:29.772225] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:29.902912] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:30.034201] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:30.166860] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:30.301909] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:19:30.436720] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:30.587191] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:30.587301] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-18T01:19:30.587343] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4930 tests
[2025-10-18T01:19:30.587377] [INFO ] [CONFIGURE ] OOMA: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:19:30.587451] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-18T01:19:30.721460] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:30.857635] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:30.993797] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:31.130135] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:19:31.266195] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:31.403873] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:31.543541] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:19:31.684563] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:31.824106] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:31.963499] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:31.963618] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:19:31.963692] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4929 tests
[2025-10-18T01:19:31.963742] [INFO ] [CONFIGURE ] OOMA: Testing feature 28/29: add_volume_profile
[2025-10-18T01:19:31.963772] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_pbf_return_2d', 'add_volume_profile']
[2025-10-18T01:19:32.094146] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:32.231460] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:32.363050] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:32.494690] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:19:32.627731] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:32.761466] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:32.897941] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:33.034344] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:33.171508] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:33.310412] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:33.310599] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-18T01:19:33.310673] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4928 tests
[2025-10-18T01:19:33.310729] [INFO ] [CONFIGURE ] OOMA: Testing feature 29/29: add_vwap
[2025-10-18T01:19:33.310763] [INFO ] [CONFIGURE ] OOMA: Testing with features: ['add_pbf_return_2d', 'add_vwap']
[2025-10-18T01:19:33.445019] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:19:33.612213] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:33.747482] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:19:33.883044] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:19:34.019862] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:34.156944] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:34.294679] [DEBUG] [FORECASTER] OOMA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:34.433468] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:19:34.573369] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:34.711932] [DEBUG] [FORECASTER] OOMA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:34.712043] [INFO ] [CONFIGURE ] OOMA: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T01:19:34.712086] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4927 tests
[2025-10-18T01:19:34.712120] [INFO ] [CONFIGURE ] OOMA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:19:34.712148] [INFO ] [CONFIGURE ] OOMA: Best accuracy: 50.00%
[2025-10-18T01:19:34.712177] [INFO ] [CONFIGURE ] OOMA: Best feature set (1 features): ['add_pbf_return_2d']
[2025-10-18T01:19:34.712205] [INFO ] [CONFIGURE ] OOMA: Improvement over baseline: 10.00%
[2025-10-18T01:19:34.712231] [INFO ] [CONFIGURE ] OOMA: Total time: 37.9 seconds
[2025-10-18T01:19:34.712257] [INFO ] [CONFIGURE ] OOMA: Average time per feature: 1.3 seconds
[2025-10-18T01:19:34.712283] [INFO ] [CONFIGURE ] OOMA: Average speed: 0.77 features/sec
[2025-10-18T01:19:34.712878] [INFO ] [LOCAL     ] Saved configuration for OOMA: 1 features, 50.00% accuracy -> ./output/feature-sets/OOMA.json
[2025-10-18T01:19:34.712949] [INFO ] [CONFIGURE ] OOMA: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-18T01:19:34.713028] [INFO ] [sig       ] [212/380] Successfully configured OOMA | 0.02 sym/s | Total: 2.5h | ETA: 2.0h
[2025-10-18T01:19:34.713096] [INFO ] [sig       ] [213/380] Configuring OPFI...
[2025-10-18T01:19:34.713162] [INFO ] [CONFIGURE ] OPFI: Configurate test run.
[2025-10-18T01:19:34.713218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-10-18T01:19:34.731399] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OPFI'.
[2025-10-18T01:19:34.732194] [INFO ] [CONFIGURE ] OPFI: Testing with 29 available features
[2025-10-18T01:19:34.732262] [INFO ] [CONFIGURE ] OPFI: Establishing baseline with no features...
[2025-10-18T01:19:34.851733] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:19:34.974401] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:19:35.095208] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:19:35.213511] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:19:35.331575] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:35.451409] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:19:35.578472] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:35.703480] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:19:35.829258] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:35.956436] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:19:35.956723] [INFO ] [CONFIGURE ] OPFI: Baseline score (no features): 40.00%
[2025-10-18T01:19:35.956790] [INFO ] [CONFIGURE ] OPFI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:19:35.956829] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:19:36.093607] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:19:36.234119] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:19:36.366926] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:19:36.507859] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:19:36.654986] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:19:36.779528] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:19:36.905716] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:37.033510] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:19:37.162756] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:37.292999] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:37.293130] [INFO ] [CONFIGURE ] OPFI: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-18T01:19:37.293174] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4926 tests
[2025-10-18T01:19:37.293208] [INFO ] [CONFIGURE ] OPFI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:19:37.293238] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:19:37.446826] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:19:37.587562] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:19:37.730338] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:19:37.873596] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:19:38.016572] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:19:38.157489] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:19:38.300265] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:38.443347] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:19:38.586960] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:38.732256] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:38.732396] [INFO ] [CONFIGURE ] OPFI: KEPT add_cumulative_delta (score: 90.00%)
[2025-10-18T01:19:38.732441] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4925 tests
[2025-10-18T01:19:38.732475] [INFO ] [CONFIGURE ] OPFI: Testing feature 3/29: add_daily_returns
[2025-10-18T01:19:38.732505] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:19:38.878133] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:19:39.025008] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:39.203033] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:19:39.362943] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:19:39.527103] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:19:39.713282] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:19:39.868014] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:40.022112] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:19:40.169470] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:40.319871] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:40.320054] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T01:19:40.320153] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4924 tests
[2025-10-18T01:19:40.320208] [INFO ] [CONFIGURE ] OPFI: Testing feature 4/29: add_ema
[2025-10-18T01:19:40.320242] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-18T01:19:40.481056] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:19:40.659496] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:19:40.818793] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:19:40.984567] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:19:41.153446] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:41.313450] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:19:41.479829] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:41.647227] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:19:41.812710] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:41.976386] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:41.976533] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_ema (score: 80.00%)
[2025-10-18T01:19:41.976577] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4923 tests
[2025-10-18T01:19:41.976614] [INFO ] [CONFIGURE ] OPFI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:19:41.976667] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:19:42.141298] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:19:42.305672] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:42.470448] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:19:42.654820] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:19:42.828818] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:19:42.999131] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:19:43.168524] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:43.340257] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:19:43.509850] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:43.678738] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:43.678880] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-18T01:19:43.678924] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4922 tests
[2025-10-18T01:19:43.678957] [INFO ] [CONFIGURE ] OPFI: Testing feature 6/29: add_failed_moves
[2025-10-18T01:19:43.678987] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-18T01:19:43.832130] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:19:43.981995] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:19:44.129922] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:19:44.278988] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:19:44.430966] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:19:44.587950] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:19:44.739043] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:44.894193] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:19:45.046480] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:45.199246] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:45.199458] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-18T01:19:45.199521] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4921 tests
[2025-10-18T01:19:45.199560] [INFO ] [CONFIGURE ] OPFI: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:19:45.199593] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T01:19:45.344511] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:19:45.493355] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:19:45.637501] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:19:45.783706] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:19:45.928707] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:19:46.078285] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:19:46.223986] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:46.370257] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:19:46.523298] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:46.673602] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:46.673783] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T01:19:46.673834] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4920 tests
[2025-10-18T01:19:46.673870] [INFO ] [CONFIGURE ] OPFI: Testing feature 8/29: add_macd
[2025-10-18T01:19:46.673902] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T01:19:46.853804] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:19:47.033619] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:47.226094] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:19:47.418231] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:19:47.628664] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:47.815713] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:19:48.002714] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:48.193586] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:19:48.380528] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:48.566933] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:48.567105] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_macd (score: 70.00%)
[2025-10-18T01:19:48.567154] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4919 tests
[2025-10-18T01:19:48.567210] [INFO ] [CONFIGURE ] OPFI: Testing feature 9/29: add_mfi
[2025-10-18T01:19:48.567267] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-18T01:19:48.768520] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:19:48.927171] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:19:49.086465] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:19:49.252867] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:19:49.414878] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:19:49.577747] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:19:49.740604] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:49.909165] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:19:50.072985] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:50.237993] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:50.238214] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_mfi (score: 90.00%)
[2025-10-18T01:19:50.238277] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4918 tests
[2025-10-18T01:19:50.238330] [INFO ] [CONFIGURE ] OPFI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:19:50.238387] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:19:50.418774] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:19:50.603096] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:19:50.781027] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:19:50.962544] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:19:51.139891] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:19:51.318029] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:51.500837] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:51.683807] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:19:51.867816] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:52.053941] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:52.054137] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:19:52.054187] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4917 tests
[2025-10-18T01:19:52.054223] [INFO ] [CONFIGURE ] OPFI: Testing feature 11/29: add_obv_daily
[2025-10-18T01:19:52.054254] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-18T01:19:52.199754] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:19:52.349441] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:19:52.530389] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:19:52.701032] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:19:52.869230] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:19:53.041580] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:19:53.213449] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:53.388576] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:19:53.566221] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:53.738678] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:53.738872] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-18T01:19:53.738919] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4916 tests
[2025-10-18T01:19:53.738956] [INFO ] [CONFIGURE ] OPFI: Testing feature 12/29: add_obv_interval
[2025-10-18T01:19:53.739105] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-18T01:19:53.904561] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:19:54.056416] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:54.208072] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:19:54.361410] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:19:54.523676] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:19:54.682856] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:19:54.869329] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:55.024014] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:19:55.180837] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:55.336846] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:55.337017] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T01:19:55.337077] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4915 tests
[2025-10-18T01:19:55.337138] [INFO ] [CONFIGURE ] OPFI: Testing feature 13/29: add_opening_strength
[2025-10-18T01:19:55.337173] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:19:55.496271] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:19:55.651305] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:19:55.805593] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:19:55.960567] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:19:56.117559] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:19:56.279758] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:56.436224] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:56.594916] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:19:56.753049] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:19:56.912475] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:56.912631] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T01:19:56.912842] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4914 tests
[2025-10-18T01:19:56.912899] [INFO ] [CONFIGURE ] OPFI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:19:56.912935] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T01:19:57.072108] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:19:57.231858] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:19:57.394855] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:19:57.553546] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:19:57.712023] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:19:57.898818] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:19:58.058092] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:58.220290] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:19:58.381331] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:58.544112] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:58.544266] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T01:19:58.544311] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4913 tests
[2025-10-18T01:19:58.544346] [INFO ] [CONFIGURE ] OPFI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:19:58.544378] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T01:19:58.690211] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:19:58.837630] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:19:58.986153] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:19:59.131839] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:19:59.278411] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:19:59.418528] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:19:59.561598] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:19:59.704203] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:19:59.850856] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:19:59.996038] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:19:59.996203] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:19:59.996247] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4912 tests
[2025-10-18T01:19:59.996281] [INFO ] [CONFIGURE ] OPFI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:19:59.996311] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T01:20:00.144177] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:20:00.290047] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:20:00.435917] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:00.581101] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:20:00.730257] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:00.915540] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:01.071466] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:20:01.277817] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:01.543836] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:20:01.776811] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:20:01.777008] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:20:01.777054] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4911 tests
[2025-10-18T01:20:01.777092] [INFO ] [CONFIGURE ] OPFI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:20:01.777127] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T01:20:01.962760] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:20:02.137059] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:20:02.299714] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:02.454461] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:20:02.611955] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:02.771264] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:02.934288] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:20:03.094447] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:03.249732] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:20:03.401953] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:20:03.402102] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T01:20:03.402145] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4910 tests
[2025-10-18T01:20:03.402179] [INFO ] [CONFIGURE ] OPFI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:20:03.402210] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T01:20:03.540197] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:20:03.680056] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:20:03.820110] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:20:03.969425] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:20:04.113812] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:04.254635] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:04.400337] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:20:04.543393] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:04.690021] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:20:04.834792] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:20:04.834963] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:20:04.835007] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4909 tests
[2025-10-18T01:20:04.835043] [INFO ] [CONFIGURE ] OPFI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:20:04.835074] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T01:20:04.979473] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:20:05.120274] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:20:05.265396] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:05.413385] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:20:05.562946] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:05.716201] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:05.863257] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:20:06.011627] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:20:06.161749] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:20:06.313952] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:20:06.314138] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T01:20:06.314183] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4908 tests
[2025-10-18T01:20:06.314220] [INFO ] [CONFIGURE ] OPFI: Testing feature 20/29: add_price_rejection
[2025-10-18T01:20:06.314255] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-18T01:20:06.469501] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:20:06.634097] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:20:06.789595] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:20:06.973514] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:20:07.130162] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:07.287068] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:07.449497] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:20:07.614499] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:07.795772] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:20:07.982682] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:20:07.982926] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T01:20:07.982986] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4907 tests
[2025-10-18T01:20:07.983036] [INFO ] [CONFIGURE ] OPFI: Testing feature 21/29: add_range_position
[2025-10-18T01:20:07.983081] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-10-18T01:20:08.151611] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:20:08.316751] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:20:08.482056] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:08.651124] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:20:08.812852] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:08.969679] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:09.124534] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:20:09.286175] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:09.449240] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:20:09.610464] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:20:09.610670] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T01:20:09.610733] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4906 tests
[2025-10-18T01:20:09.610774] [INFO ] [CONFIGURE ] OPFI: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:20:09.610805] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-18T01:20:09.788327] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:20:09.967595] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:20:10.146288] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:20:10.326930] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:20:10.508736] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:10.691259] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:10.871615] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:20:11.057780] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:11.242113] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:20:11.426185] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:20:11.426334] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T01:20:11.426379] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4905 tests
[2025-10-18T01:20:11.426414] [INFO ] [CONFIGURE ] OPFI: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:20:11.426444] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-10-18T01:20:11.579799] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:20:11.735546] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:20:11.892635] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:12.051095] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:20:12.208638] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:12.368386] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:12.533040] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:20:12.693983] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:12.853728] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:20:13.041527] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:20:13.041739] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T01:20:13.041794] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4904 tests
[2025-10-18T01:20:13.041831] [INFO ] [CONFIGURE ] OPFI: Testing feature 24/29: add_rsi
[2025-10-18T01:20:13.041862] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-18T01:20:13.215609] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:20:13.389176] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:20:13.562279] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:13.739095] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:20:13.914894] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:20:14.085880] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:14.257940] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:20:14.431081] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:14.604421] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:20:14.774339] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:20:14.774501] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T01:20:14.774546] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4903 tests
[2025-10-18T01:20:14.774584] [INFO ] [CONFIGURE ] OPFI: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:20:14.774617] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-10-18T01:20:14.922620] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:20:15.067314] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:20:15.219093] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:15.366068] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:20:15.514155] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:15.660583] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:15.807144] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:20:15.954726] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:16.103361] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:20:16.258132] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:20:16.258321] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:20:16.258379] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4902 tests
[2025-10-18T01:20:16.258419] [INFO ] [CONFIGURE ] OPFI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:20:16.258451] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-18T01:20:16.406119] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:20:16.558204] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:20:16.710852] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:20:16.860143] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:20:17.013567] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:17.160608] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:17.309791] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:20:17.458798] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:20:17.613761] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:20:17.759333] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:20:17.759540] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:20:17.759586] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4901 tests
[2025-10-18T01:20:17.759622] [INFO ] [CONFIGURE ] OPFI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:20:17.759689] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-18T01:20:17.921723] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:20:18.073670] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:20:18.226729] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:20:18.379279] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:20:18.546081] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:18.705251] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:20:18.862208] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:20:19.031789] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:19.192002] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:20:19.357040] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:20:19.357222] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:20:19.357268] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4900 tests
[2025-10-18T01:20:19.357304] [INFO ] [CONFIGURE ] OPFI: Testing feature 28/29: add_volume_profile
[2025-10-18T01:20:19.357336] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-10-18T01:20:19.512567] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:20:19.662749] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:20:19.812821] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:19.967887] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:20:20.115371] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:20:20.273275] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:20.441388] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:20:20.607753] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:20.759001] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:20:20.915621] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:20:20.915854] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:20:20.915918] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4899 tests
[2025-10-18T01:20:20.915960] [INFO ] [CONFIGURE ] OPFI: Testing feature 29/29: add_vwap
[2025-10-18T01:20:20.915993] [INFO ] [CONFIGURE ] OPFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-10-18T01:20:21.080942] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:20:21.246797] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:20:21.414756] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:21.586964] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:20:21.750914] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:21.903414] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:20:22.056121] [DEBUG] [FORECASTER] OPFI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:20:22.216267] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:20:22.367322] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:20:22.520013] [DEBUG] [FORECASTER] OPFI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:20:22.520170] [INFO ] [CONFIGURE ] OPFI: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T01:20:22.520215] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4898 tests
[2025-10-18T01:20:22.520250] [INFO ] [CONFIGURE ] OPFI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:20:22.520280] [INFO ] [CONFIGURE ] OPFI: Best accuracy: 90.00%
[2025-10-18T01:20:22.520312] [INFO ] [CONFIGURE ] OPFI: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:20:22.520341] [INFO ] [CONFIGURE ] OPFI: Improvement over baseline: 50.00%
[2025-10-18T01:20:22.520368] [INFO ] [CONFIGURE ] OPFI: Total time: 46.6 seconds
[2025-10-18T01:20:22.520395] [INFO ] [CONFIGURE ] OPFI: Average time per feature: 1.6 seconds
[2025-10-18T01:20:22.520423] [INFO ] [CONFIGURE ] OPFI: Average speed: 0.62 features/sec
[2025-10-18T01:20:22.521028] [INFO ] [LOCAL     ] Saved configuration for OPFI: 2 features, 90.00% accuracy -> ./output/feature-sets/OPFI.json
[2025-10-18T01:20:22.521117] [INFO ] [CONFIGURE ] OPFI: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-18T01:20:22.521218] [INFO ] [sig       ] [213/380] Successfully configured OPFI | 0.02 sym/s | Total: 2.6h | ETA: 2.0h
[2025-10-18T01:20:22.521294] [INFO ] [sig       ] [214/380] Configuring OR...
[2025-10-18T01:20:22.521359] [INFO ] [CONFIGURE ] OR: Configurate test run.
[2025-10-18T01:20:22.521431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OR' from 'https://tdm.silogroup.org/data/derivative_storage/OR.csv'.
[2025-10-18T01:20:22.534860] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OR'.
[2025-10-18T01:20:22.535271] [INFO ] [CONFIGURE ] OR: Testing with 29 available features
[2025-10-18T01:20:22.535331] [INFO ] [CONFIGURE ] OR: Establishing baseline with no features...
[2025-10-18T01:20:22.645019] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:22.746134] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:22.850522] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:20:22.955010] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:23.059573] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:20:23.165622] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:23.276982] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:20:23.389582] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:23.502565] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:23.616821] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:23.616978] [INFO ] [CONFIGURE ] OR: Baseline score (no features): 30.00%
[2025-10-18T01:20:23.617023] [INFO ] [CONFIGURE ] OR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:20:23.617056] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:20:23.746735] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:23.870629] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:23.994289] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:24.119271] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:24.245862] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:24.372618] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:24.499099] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:24.634686] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:24.753778] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:24.865173] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:24.865345] [INFO ] [CONFIGURE ] OR: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T01:20:24.865389] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4897 tests
[2025-10-18T01:20:24.865424] [INFO ] [CONFIGURE ] OR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:20:24.865456] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:20:24.994137] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:25.156323] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:25.307609] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:25.439075] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:25.578867] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:20:25.719866] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:25.868024] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:26.010568] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:26.153123] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:26.307113] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:26.307295] [INFO ] [CONFIGURE ] OR: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:20:26.307402] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4896 tests
[2025-10-18T01:20:26.307463] [INFO ] [CONFIGURE ] OR: Testing feature 3/29: add_daily_returns
[2025-10-18T01:20:26.307500] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:20:26.444578] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:26.578813] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:26.707604] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:26.839082] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:26.971181] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:20:27.104589] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:27.234995] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:20:27.369036] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:27.502907] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:27.640887] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:27.641050] [INFO ] [CONFIGURE ] OR: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T01:20:27.641094] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4895 tests
[2025-10-18T01:20:27.641129] [INFO ] [CONFIGURE ] OR: Testing feature 4/29: add_ema
[2025-10-18T01:20:27.641162] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:20:27.783815] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:20:27.922786] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:28.058745] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:28.195216] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:28.347263] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:20:28.484447] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:28.621992] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:28.760107] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:28.897803] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:29.042870] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:29.043050] [INFO ] [CONFIGURE ] OR: DISCARDED add_ema (score: 60.00%)
[2025-10-18T01:20:29.043103] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4894 tests
[2025-10-18T01:20:29.043150] [INFO ] [CONFIGURE ] OR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:20:29.043208] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:20:29.185480] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:20:29.329262] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:29.474883] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:29.620339] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:29.769347] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:20:29.918203] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:20:30.069441] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:30.217328] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:20:30.374627] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:30.524392] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:30.524585] [INFO ] [CONFIGURE ] OR: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T01:20:30.524630] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4893 tests
[2025-10-18T01:20:30.524704] [INFO ] [CONFIGURE ] OR: Testing feature 6/29: add_failed_moves
[2025-10-18T01:20:30.524747] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:20:30.648324] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:30.773577] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:30.900981] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:31.028341] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:31.161867] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:31.291170] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:31.421312] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:31.552541] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:31.681586] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:31.812870] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:31.813052] [INFO ] [CONFIGURE ] OR: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:20:31.813095] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4892 tests
[2025-10-18T01:20:31.813130] [INFO ] [CONFIGURE ] OR: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:20:31.813162] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:20:31.931433] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:32.048221] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:32.173324] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:32.291179] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:32.407865] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:20:32.529297] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:32.648502] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:32.776397] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:32.900118] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:33.020558] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:33.020771] [INFO ] [CONFIGURE ] OR: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T01:20:33.020822] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4891 tests
[2025-10-18T01:20:33.020857] [INFO ] [CONFIGURE ] OR: Testing feature 8/29: add_macd
[2025-10-18T01:20:33.020888] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T01:20:33.176832] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:20:33.337474] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:33.492059] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:33.652242] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:33.814466] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:20:33.973191] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:20:34.131722] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:34.290264] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:20:34.453487] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:34.612169] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:34.612347] [INFO ] [CONFIGURE ] OR: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:20:34.612390] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4890 tests
[2025-10-18T01:20:34.612427] [INFO ] [CONFIGURE ] OR: Testing feature 9/29: add_mfi
[2025-10-18T01:20:34.612508] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:20:34.745747] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:34.878271] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:35.010265] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:20:35.145286] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:35.278269] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:35.412461] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:35.551038] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:35.685459] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:35.822720] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:35.956485] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:35.956703] [INFO ] [CONFIGURE ] OR: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T01:20:35.956765] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4889 tests
[2025-10-18T01:20:35.956803] [INFO ] [CONFIGURE ] OR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:20:35.956916] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:20:36.100911] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:36.245976] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:36.391827] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:36.543117] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:36.692378] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:20:36.843862] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:36.995170] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:37.147336] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:37.297804] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:37.464431] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:37.464604] [INFO ] [CONFIGURE ] OR: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:20:37.464680] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4888 tests
[2025-10-18T01:20:37.464737] [INFO ] [CONFIGURE ] OR: Testing feature 11/29: add_obv_daily
[2025-10-18T01:20:37.464772] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T01:20:37.595633] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:37.718368] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:37.843703] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:37.970089] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:38.094212] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:38.218314] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:38.345258] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:38.471847] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:38.597988] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:38.729060] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:38.729260] [INFO ] [CONFIGURE ] OR: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:20:38.729323] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4887 tests
[2025-10-18T01:20:38.729360] [INFO ] [CONFIGURE ] OR: Testing feature 12/29: add_obv_interval
[2025-10-18T01:20:38.729392] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T01:20:38.852145] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:20:38.976404] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:39.101217] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:39.224533] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:39.347430] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:20:39.472325] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:39.597114] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:39.727815] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:39.853964] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:39.982448] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:39.982709] [INFO ] [CONFIGURE ] OR: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:20:39.982783] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4886 tests
[2025-10-18T01:20:39.982841] [INFO ] [CONFIGURE ] OR: Testing feature 13/29: add_opening_strength
[2025-10-18T01:20:39.982877] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:20:40.113239] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:40.242228] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:20:40.370946] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:40.502629] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:40.638109] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:20:40.768248] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:40.901579] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:41.031803] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:41.162770] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:41.295778] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:41.295925] [INFO ] [CONFIGURE ] OR: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T01:20:41.295971] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4885 tests
[2025-10-18T01:20:41.296006] [INFO ] [CONFIGURE ] OR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:20:41.296036] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T01:20:41.431298] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:41.567289] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:41.704674] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:41.843901] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:41.980022] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:42.120243] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:42.259012] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:42.398035] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:42.541452] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:42.682839] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:42.683052] [INFO ] [CONFIGURE ] OR: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:20:42.683150] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4884 tests
[2025-10-18T01:20:42.683209] [INFO ] [CONFIGURE ] OR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:20:42.683244] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T01:20:42.799347] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:42.915908] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:43.033434] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:43.151167] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:43.269235] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:20:43.389357] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:43.510257] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:43.630297] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:43.749812] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:43.870600] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:43.870783] [INFO ] [CONFIGURE ] OR: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:20:43.870833] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4883 tests
[2025-10-18T01:20:43.870868] [INFO ] [CONFIGURE ] OR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:20:43.870898] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T01:20:43.995773] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:44.120417] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:44.246711] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:20:44.373240] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:44.502479] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:44.630969] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:44.757828] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:44.888340] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:45.017909] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:45.146587] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:45.146788] [INFO ] [CONFIGURE ] OR: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:20:45.146840] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4882 tests
[2025-10-18T01:20:45.146876] [INFO ] [CONFIGURE ] OR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:20:45.146908] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T01:20:45.283269] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:45.419963] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:45.556096] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:45.689528] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:45.836361] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:20:45.973049] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:46.109718] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:46.248459] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:46.387182] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:46.540481] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:46.540740] [INFO ] [CONFIGURE ] OR: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T01:20:46.540797] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4881 tests
[2025-10-18T01:20:46.540835] [INFO ] [CONFIGURE ] OR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:20:46.540867] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T01:20:46.666584] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:20:46.800387] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:46.931486] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:47.059987] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:47.198587] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:47.327239] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:20:47.453670] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:20:47.587394] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:47.714737] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:47.844865] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:47.845042] [INFO ] [CONFIGURE ] OR: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:20:47.845104] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4880 tests
[2025-10-18T01:20:47.845143] [INFO ] [CONFIGURE ] OR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:20:47.845176] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T01:20:47.966377] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:48.087256] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:48.207755] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:48.330156] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:48.453523] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:20:48.577186] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:48.703728] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:48.828787] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:48.955251] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:49.081812] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:49.081993] [INFO ] [CONFIGURE ] OR: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T01:20:49.082038] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4879 tests
[2025-10-18T01:20:49.082073] [INFO ] [CONFIGURE ] OR: Testing feature 20/29: add_price_rejection
[2025-10-18T01:20:49.082104] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T01:20:49.208562] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:49.333583] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:49.459619] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:49.586526] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:49.715673] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:49.845336] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:49.976490] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:50.108450] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:50.239143] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:50.371821] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:50.371973] [INFO ] [CONFIGURE ] OR: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:20:50.372018] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4878 tests
[2025-10-18T01:20:50.372053] [INFO ] [CONFIGURE ] OR: Testing feature 21/29: add_range_position
[2025-10-18T01:20:50.372085] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T01:20:50.506296] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:50.641467] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:20:50.785280] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:50.924248] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:51.062869] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:20:51.201771] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:51.340386] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:51.481876] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:51.634586] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:20:51.792614] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:51.792800] [INFO ] [CONFIGURE ] OR: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T01:20:51.792852] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4877 tests
[2025-10-18T01:20:51.792889] [INFO ] [CONFIGURE ] OR: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:20:51.792922] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T01:20:51.953477] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:20:52.110535] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:52.267621] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:52.452205] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:52.624100] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:52.793412] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:52.962918] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:53.137358] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:53.308580] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:53.478797] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:53.478959] [INFO ] [CONFIGURE ] OR: KEPT add_realized_volatility (score: 70.00%)
[2025-10-18T01:20:53.479004] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4876 tests
[2025-10-18T01:20:53.479038] [INFO ] [CONFIGURE ] OR: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:20:53.479069] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_realized_volatility', 'add_recent_range_context']
[2025-10-18T01:20:53.652429] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:20:53.826479] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:54.004783] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:54.188636] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:54.438862] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:54.691338] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:54.961492] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:55.179478] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:55.394245] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:20:55.618734] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:55.618942] [INFO ] [CONFIGURE ] OR: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:20:55.618987] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4875 tests
[2025-10-18T01:20:55.619021] [INFO ] [CONFIGURE ] OR: Testing feature 24/29: add_rsi
[2025-10-18T01:20:55.619053] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-18T01:20:55.815618] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:20:56.019164] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:56.210909] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:56.402548] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:56.594099] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:20:56.799740] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:57.023165] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:57.235607] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:57.473223] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:57.687724] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:57.687916] [INFO ] [CONFIGURE ] OR: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T01:20:57.687990] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4874 tests
[2025-10-18T01:20:57.688029] [INFO ] [CONFIGURE ] OR: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:20:57.688061] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_realized_volatility', 'add_tick_distribution']
[2025-10-18T01:20:57.851838] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:20:58.017632] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:20:58.186458] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:20:58.355196] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:20:58.527597] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:20:58.697216] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:20:58.868029] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:20:59.040292] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:20:59.212916] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:20:59.394868] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:20:59.395040] [INFO ] [CONFIGURE ] OR: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T01:20:59.395085] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4873 tests
[2025-10-18T01:20:59.395121] [INFO ] [CONFIGURE ] OR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:20:59.395155] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-18T01:20:59.571547] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:20:59.756327] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:20:59.940118] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:00.110086] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:00.290757] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:00.462792] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:00.633619] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:00.810538] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:21:01.002480] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:21:01.206046] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:01.206229] [INFO ] [CONFIGURE ] OR: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T01:21:01.206276] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4872 tests
[2025-10-18T01:21:01.206313] [INFO ] [CONFIGURE ] OR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:21:01.206346] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-10-18T01:21:01.412134] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:01.614321] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:01.817405] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:02.018245] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:02.224488] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:02.405323] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:02.582224] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:02.757108] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:21:02.943357] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:21:03.125004] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:03.125168] [INFO ] [CONFIGURE ] OR: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:21:03.125213] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4871 tests
[2025-10-18T01:21:03.125249] [INFO ] [CONFIGURE ] OR: Testing feature 28/29: add_volume_profile
[2025-10-18T01:21:03.125281] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_realized_volatility', 'add_volume_profile']
[2025-10-18T01:21:03.285150] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:03.447725] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:03.609095] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:03.772820] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:03.943989] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:04.114061] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:04.296474] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:04.473572] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:21:04.651149] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:21:04.818466] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:04.818624] [INFO ] [CONFIGURE ] OR: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T01:21:04.818702] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4870 tests
[2025-10-18T01:21:04.818749] [INFO ] [CONFIGURE ] OR: Testing feature 29/29: add_vwap
[2025-10-18T01:21:04.818783] [INFO ] [CONFIGURE ] OR: Testing with features: ['add_bollinger_bands', 'add_realized_volatility', 'add_vwap']
[2025-10-18T01:21:04.980744] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:05.148934] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:05.316382] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:05.481180] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:05.648758] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:05.815175] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:05.987132] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:06.151439] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:21:06.319865] [DEBUG] [FORECASTER] OR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:06.492127] [DEBUG] [FORECASTER] OR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:06.492291] [INFO ] [CONFIGURE ] OR: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T01:21:06.492353] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4869 tests
[2025-10-18T01:21:06.492392] [INFO ] [CONFIGURE ] OR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:21:06.492423] [INFO ] [CONFIGURE ] OR: Best accuracy: 70.00%
[2025-10-18T01:21:06.492454] [INFO ] [CONFIGURE ] OR: Best feature set (2 features): ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T01:21:06.492483] [INFO ] [CONFIGURE ] OR: Improvement over baseline: 40.00%
[2025-10-18T01:21:06.492509] [INFO ] [CONFIGURE ] OR: Total time: 42.9 seconds
[2025-10-18T01:21:06.492536] [INFO ] [CONFIGURE ] OR: Average time per feature: 1.5 seconds
[2025-10-18T01:21:06.492563] [INFO ] [CONFIGURE ] OR: Average speed: 0.68 features/sec
[2025-10-18T01:21:06.493324] [INFO ] [LOCAL     ] Saved configuration for OR: 2 features, 70.00% accuracy -> ./output/feature-sets/OR.json
[2025-10-18T01:21:06.493392] [INFO ] [CONFIGURE ] OR: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T01:21:06.493488] [INFO ] [sig       ] [214/380] Successfully configured OR | 0.02 sym/s | Total: 2.6h | ETA: 2.0h
[2025-10-18T01:21:06.493564] [INFO ] [sig       ] [215/380] Configuring ORA...
[2025-10-18T01:21:06.493629] [INFO ] [CONFIGURE ] ORA: Configurate test run.
[2025-10-18T01:21:06.493733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-10-18T01:21:06.506450] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ORA'.
[2025-10-18T01:21:06.506848] [INFO ] [CONFIGURE ] ORA: Testing with 29 available features
[2025-10-18T01:21:06.506913] [INFO ] [CONFIGURE ] ORA: Establishing baseline with no features...
[2025-10-18T01:21:06.605119] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:21:06.702570] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:06.801300] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:06.899738] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:21:06.997435] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:07.097097] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:21:07.196571] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:07.296743] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:07.398296] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:07.496711] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:07.496845] [INFO ] [CONFIGURE ] ORA: Baseline score (no features): 50.00%
[2025-10-18T01:21:07.496889] [INFO ] [CONFIGURE ] ORA: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:21:07.496922] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:21:07.618373] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:07.731949] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:07.848972] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:07.961546] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:08.073719] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:08.189420] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:08.306882] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:08.423618] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:08.541196] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:08.660165] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:08.660325] [INFO ] [CONFIGURE ] ORA: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T01:21:08.660368] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4868 tests
[2025-10-18T01:21:08.660403] [INFO ] [CONFIGURE ] ORA: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:21:08.660434] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:21:08.790558] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:21:08.920903] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:09.052807] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:09.190011] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:09.322302] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:09.454361] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:09.588319] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:09.722992] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:09.860015] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:09.999070] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:09.999230] [INFO ] [CONFIGURE ] ORA: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:21:09.999273] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4867 tests
[2025-10-18T01:21:09.999306] [INFO ] [CONFIGURE ] ORA: Testing feature 3/29: add_daily_returns
[2025-10-18T01:21:09.999338] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:21:10.117376] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:21:10.235758] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:10.356514] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:10.476253] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:10.602789] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:10.744461] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:10.871196] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:10.999013] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:11.136432] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:11.271189] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:11.271344] [INFO ] [CONFIGURE ] ORA: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:21:11.271387] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4866 tests
[2025-10-18T01:21:11.271423] [INFO ] [CONFIGURE ] ORA: Testing feature 4/29: add_ema
[2025-10-18T01:21:11.271456] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:21:11.406111] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:11.540817] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:11.677426] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:11.816307] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:11.958950] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:12.100339] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:12.239995] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:12.383158] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:12.537888] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:12.706390] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:12.706568] [INFO ] [CONFIGURE ] ORA: DISCARDED add_ema (score: 60.00%)
[2025-10-18T01:21:12.706613] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4865 tests
[2025-10-18T01:21:12.706673] [INFO ] [CONFIGURE ] ORA: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:21:12.706727] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:21:12.846446] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:12.984663] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:21:13.122298] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:13.265139] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:13.404735] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:13.545108] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:13.693050] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:13.843592] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:13.993630] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:14.145917] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:14.146096] [INFO ] [CONFIGURE ] ORA: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:21:14.146145] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4864 tests
[2025-10-18T01:21:14.146204] [INFO ] [CONFIGURE ] ORA: Testing feature 6/29: add_failed_moves
[2025-10-18T01:21:14.146263] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:21:14.270628] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:14.399131] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:14.526609] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:14.659163] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:14.786663] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:14.914720] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:15.064022] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:15.204188] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:15.343398] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:15.470734] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:15.470921] [INFO ] [CONFIGURE ] ORA: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:21:15.470965] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4863 tests
[2025-10-18T01:21:15.470998] [INFO ] [CONFIGURE ] ORA: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:21:15.471028] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:21:15.586454] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:15.701319] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:15.813765] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:15.927215] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:16.047164] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:16.163622] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:16.279504] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:16.396214] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:16.515068] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:16.632961] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:16.633106] [INFO ] [CONFIGURE ] ORA: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:21:16.633149] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4862 tests
[2025-10-18T01:21:16.633183] [INFO ] [CONFIGURE ] ORA: Testing feature 8/29: add_macd
[2025-10-18T01:21:16.633215] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T01:21:16.785417] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:16.937473] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:17.095502] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:17.271019] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:17.434785] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:17.612850] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:21:17.794961] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:17.968978] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:18.129042] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:18.286276] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:18.286472] [INFO ] [CONFIGURE ] ORA: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:21:18.286520] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4861 tests
[2025-10-18T01:21:18.286557] [INFO ] [CONFIGURE ] ORA: Testing feature 9/29: add_mfi
[2025-10-18T01:21:18.286589] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:21:18.418161] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:18.549836] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:18.688301] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:18.820741] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:18.954389] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:19.086668] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:19.220524] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:19.354430] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:19.485666] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:19.616690] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:19.616896] [INFO ] [CONFIGURE ] ORA: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:21:19.616941] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4860 tests
[2025-10-18T01:21:19.616976] [INFO ] [CONFIGURE ] ORA: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:21:19.617007] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:21:19.760433] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:19.905728] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:21:20.056392] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:20.204473] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:20.350932] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:20.497348] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:20.644413] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:20.796888] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:20.950051] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:21.101811] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:21.101999] [INFO ] [CONFIGURE ] ORA: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:21:21.102043] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4859 tests
[2025-10-18T01:21:21.102079] [INFO ] [CONFIGURE ] ORA: Testing feature 11/29: add_obv_daily
[2025-10-18T01:21:21.102110] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T01:21:21.232049] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:21.366791] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:21.495170] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:21.621100] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:21.752755] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:21.889866] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:22.021045] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:22.156782] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:22.287509] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:22.417627] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:22.417838] [INFO ] [CONFIGURE ] ORA: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:21:22.417888] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4858 tests
[2025-10-18T01:21:22.417957] [INFO ] [CONFIGURE ] ORA: Testing feature 12/29: add_obv_interval
[2025-10-18T01:21:22.418034] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T01:21:22.554620] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:22.685879] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:22.827764] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:22.957852] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:23.083017] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:23.211888] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:23.341555] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:23.474094] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:23.601242] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:23.727760] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:23.727893] [INFO ] [CONFIGURE ] ORA: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:21:23.727966] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4857 tests
[2025-10-18T01:21:23.728015] [INFO ] [CONFIGURE ] ORA: Testing feature 13/29: add_opening_strength
[2025-10-18T01:21:23.728047] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:21:23.856387] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:21:23.985278] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:24.118985] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:24.251767] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:21:24.381612] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:24.511143] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:24.642598] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:24.773447] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:24.904381] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:25.035690] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:25.035856] [INFO ] [CONFIGURE ] ORA: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:21:25.035901] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4856 tests
[2025-10-18T01:21:25.035935] [INFO ] [CONFIGURE ] ORA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:21:25.035964] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T01:21:25.167720] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:21:25.305741] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:21:25.448825] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:25.588887] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:25.725613] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:25.873227] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:26.011388] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:26.149739] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:26.292731] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:26.431817] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:26.431968] [INFO ] [CONFIGURE ] ORA: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T01:21:26.432012] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4855 tests
[2025-10-18T01:21:26.432047] [INFO ] [CONFIGURE ] ORA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:21:26.432078] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T01:21:26.548603] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:26.666345] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:26.782179] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:26.906176] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:27.026297] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:27.149282] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:27.273383] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:27.397758] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:27.522161] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:27.649184] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:27.649348] [INFO ] [CONFIGURE ] ORA: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T01:21:27.649392] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4854 tests
[2025-10-18T01:21:27.649428] [INFO ] [CONFIGURE ] ORA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:21:27.649463] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T01:21:27.773509] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:27.900523] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:28.028164] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:28.158246] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:28.294484] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:28.427209] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:28.564732] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:28.698919] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:28.836029] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:28.982361] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:28.982556] [INFO ] [CONFIGURE ] ORA: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T01:21:28.982601] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4853 tests
[2025-10-18T01:21:28.982636] [INFO ] [CONFIGURE ] ORA: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:21:28.982710] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T01:21:29.117614] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:21:29.255573] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:29.394262] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:29.535633] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:21:29.681456] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:29.825779] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:29.963008] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:30.101324] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:30.242048] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:30.383239] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:30.383402] [INFO ] [CONFIGURE ] ORA: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:21:30.383561] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4852 tests
[2025-10-18T01:21:30.383632] [INFO ] [CONFIGURE ] ORA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:21:30.383713] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T01:21:30.508084] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:21:30.631070] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:30.754447] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:30.878028] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:31.001102] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:31.119950] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:31.240712] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:31.360530] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:31.481857] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:31.604202] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:31.604369] [INFO ] [CONFIGURE ] ORA: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:21:31.604413] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4851 tests
[2025-10-18T01:21:31.604446] [INFO ] [CONFIGURE ] ORA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:21:31.604476] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T01:21:31.731145] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:31.856032] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:32.001999] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:32.119619] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:32.237835] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:32.358498] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:32.479843] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:32.604785] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:32.742915] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:32.879313] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:32.879512] [INFO ] [CONFIGURE ] ORA: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T01:21:32.879588] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4850 tests
[2025-10-18T01:21:32.879638] [INFO ] [CONFIGURE ] ORA: Testing feature 20/29: add_price_rejection
[2025-10-18T01:21:32.879717] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T01:21:33.026911] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:33.170393] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:33.306064] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:33.446087] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:33.589214] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:33.719353] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:33.850708] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:33.981816] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:34.110607] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:34.241166] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:34.241331] [INFO ] [CONFIGURE ] ORA: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:21:34.241374] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4849 tests
[2025-10-18T01:21:34.241411] [INFO ] [CONFIGURE ] ORA: Testing feature 21/29: add_range_position
[2025-10-18T01:21:34.241442] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T01:21:34.377555] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:34.513822] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:34.650209] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:34.786460] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:21:34.923201] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:35.060564] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:35.201949] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:35.342898] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:21:35.484015] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:35.626376] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:35.626602] [INFO ] [CONFIGURE ] ORA: KEPT add_range_position (score: 80.00%)
[2025-10-18T01:21:35.626679] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4848 tests
[2025-10-18T01:21:35.626734] [INFO ] [CONFIGURE ] ORA: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:21:35.626768] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_realized_volatility']
[2025-10-18T01:21:35.798764] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:35.971499] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:36.146464] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:36.330488] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:36.529717] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:36.728190] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:36.928098] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:37.117477] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:37.295566] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:37.474477] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:21:37.474707] [INFO ] [CONFIGURE ] ORA: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T01:21:37.474782] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4847 tests
[2025-10-18T01:21:37.474836] [INFO ] [CONFIGURE ] ORA: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:21:37.474882] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_recent_range_context']
[2025-10-18T01:21:37.625484] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:37.773888] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:37.924571] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:38.076743] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:21:38.229214] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:38.382528] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:38.536997] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:38.693926] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:21:38.849851] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:39.031032] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:39.031214] [INFO ] [CONFIGURE ] ORA: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T01:21:39.031265] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4846 tests
[2025-10-18T01:21:39.031300] [INFO ] [CONFIGURE ] ORA: Testing feature 24/29: add_rsi
[2025-10-18T01:21:39.031332] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_ema', 'add_rsi']
[2025-10-18T01:21:39.199118] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:39.367850] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:39.536666] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:39.703937] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:21:39.871361] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:40.059719] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:40.231115] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:40.400358] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:40.567043] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:21:40.735873] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:40.736064] [INFO ] [CONFIGURE ] ORA: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:21:40.736131] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4845 tests
[2025-10-18T01:21:40.736169] [INFO ] [CONFIGURE ] ORA: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:21:40.736203] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_tick_distribution']
[2025-10-18T01:21:40.880911] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:41.031912] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:41.178528] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:41.322425] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:41.472182] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:41.620725] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:41.772584] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:41.922048] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:21:42.084559] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:42.237868] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:21:42.238075] [INFO ] [CONFIGURE ] ORA: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:21:42.238125] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4844 tests
[2025-10-18T01:21:42.238162] [INFO ] [CONFIGURE ] ORA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:21:42.238194] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-10-18T01:21:42.384117] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:42.533566] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:42.705880] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:42.862742] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:43.021906] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:43.180755] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:43.336753] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:43.492438] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:43.650240] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:43.812628] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:21:43.812827] [INFO ] [CONFIGURE ] ORA: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:21:43.812874] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4843 tests
[2025-10-18T01:21:43.812908] [INFO ] [CONFIGURE ] ORA: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:21:43.812938] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_price_divergence']
[2025-10-18T01:21:43.973453] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:44.137208] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:44.297030] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:44.460269] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:21:44.621595] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:44.782068] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:44.944793] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:45.107955] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:21:45.272436] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:45.436496] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:21:45.436714] [INFO ] [CONFIGURE ] ORA: KEPT add_volume_price_divergence (score: 90.00%)
[2025-10-18T01:21:45.436776] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4842 tests
[2025-10-18T01:21:45.436813] [INFO ] [CONFIGURE ] ORA: Testing feature 28/29: add_volume_profile
[2025-10-18T01:21:45.436845] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_price_divergence', 'add_volume_profile']
[2025-10-18T01:21:45.609356] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:45.778478] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:45.949688] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:46.123363] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:21:46.294854] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:46.465824] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:46.638114] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:46.821046] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:21:46.995671] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:47.172732] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:21:47.172907] [INFO ] [CONFIGURE ] ORA: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-18T01:21:47.172951] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4841 tests
[2025-10-18T01:21:47.172986] [INFO ] [CONFIGURE ] ORA: Testing feature 29/29: add_vwap
[2025-10-18T01:21:47.173016] [INFO ] [CONFIGURE ] ORA: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_price_divergence', 'add_vwap']
[2025-10-18T01:21:47.342104] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:47.512281] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:47.685898] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:21:47.859855] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:48.037839] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:48.217115] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:21:48.400834] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:21:48.580190] [DEBUG] [FORECASTER] ORA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:21:48.761058] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:21:48.938390] [DEBUG] [FORECASTER] ORA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:21:48.938591] [INFO ] [CONFIGURE ] ORA: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T01:21:48.938637] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4840 tests
[2025-10-18T01:21:48.938739] [INFO ] [CONFIGURE ] ORA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:21:48.938818] [INFO ] [CONFIGURE ] ORA: Best accuracy: 90.00%
[2025-10-18T01:21:48.938855] [INFO ] [CONFIGURE ] ORA: Best feature set (3 features): ['add_bollinger_bands', 'add_range_position', 'add_volume_price_divergence']
[2025-10-18T01:21:48.938884] [INFO ] [CONFIGURE ] ORA: Improvement over baseline: 40.00%
[2025-10-18T01:21:48.938912] [INFO ] [CONFIGURE ] ORA: Total time: 41.4 seconds
[2025-10-18T01:21:48.938943] [INFO ] [CONFIGURE ] ORA: Average time per feature: 1.4 seconds
[2025-10-18T01:21:48.938972] [INFO ] [CONFIGURE ] ORA: Average speed: 0.70 features/sec
[2025-10-18T01:21:48.939385] [INFO ] [LOCAL     ] Saved configuration for ORA: 3 features, 90.00% accuracy -> ./output/feature-sets/ORA.json
[2025-10-18T01:21:48.939443] [INFO ] [CONFIGURE ] ORA: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-18T01:21:48.939498] [INFO ] [sig       ] [215/380] Successfully configured ORA | 0.02 sym/s | Total: 2.6h | ETA: 2.0h
[2025-10-18T01:21:48.939565] [INFO ] [sig       ] [216/380] Configuring OSCR...
[2025-10-18T01:21:48.939630] [INFO ] [CONFIGURE ] OSCR: Configurate test run.
[2025-10-18T01:21:48.939707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSCR' from 'https://tdm.silogroup.org/data/derivative_storage/OSCR.csv'.
[2025-10-18T01:21:48.952860] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OSCR'.
[2025-10-18T01:21:48.953243] [INFO ] [CONFIGURE ] OSCR: Testing with 29 available features
[2025-10-18T01:21:48.953312] [INFO ] [CONFIGURE ] OSCR: Establishing baseline with no features...
[2025-10-18T01:21:49.061565] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:49.166974] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:21:49.273671] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:21:49.375574] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:21:49.477192] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:49.580378] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:21:49.683615] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:21:49.788219] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:21:49.891834] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:21:49.997146] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:21:49.997301] [INFO ] [CONFIGURE ] OSCR: Baseline score (no features): 60.00%
[2025-10-18T01:21:49.997344] [INFO ] [CONFIGURE ] OSCR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:21:49.997378] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:21:50.152977] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:50.273208] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:21:50.390466] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:21:50.503298] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:50.616363] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:50.729551] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:21:50.844305] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:21:50.958747] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:21:51.074456] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:21:51.191606] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:21:51.191785] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T01:21:51.191834] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4839 tests
[2025-10-18T01:21:51.191868] [INFO ] [CONFIGURE ] OSCR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:21:51.191898] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:21:51.310126] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:51.431845] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:21:51.550158] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:21:51.668707] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:51.788517] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:51.910477] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:21:52.031368] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:21:52.152632] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:21:52.274825] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:21:52.397127] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:21:52.397276] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T01:21:52.397320] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4838 tests
[2025-10-18T01:21:52.397354] [INFO ] [CONFIGURE ] OSCR: Testing feature 3/29: add_daily_returns
[2025-10-18T01:21:52.397384] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_daily_returns']
[2025-10-18T01:21:52.501906] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:52.612302] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:21:52.717479] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:21:52.825552] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:21:52.932631] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:53.038369] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:21:53.174507] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:21:53.285882] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:21:53.407996] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:21:53.528932] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:21:53.529135] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T01:21:53.529181] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4837 tests
[2025-10-18T01:21:53.529216] [INFO ] [CONFIGURE ] OSCR: Testing feature 4/29: add_ema
[2025-10-18T01:21:53.529248] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_ema']
[2025-10-18T01:21:53.654495] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:53.771197] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:21:53.889411] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:21:54.014834] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:54.137934] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:54.263625] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:21:54.390210] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:21:54.514626] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:21:54.640092] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:21:54.766791] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:21:54.766973] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:21:54.767019] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4836 tests
[2025-10-18T01:21:54.767053] [INFO ] [CONFIGURE ] OSCR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:21:54.767084] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:21:54.899164] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:55.026350] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:21:55.157691] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:21:55.287521] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:21:55.422586] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:55.561316] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:21:55.699115] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:21:55.839238] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:21:55.971053] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:21:56.106025] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:21:56.106215] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:21:56.106260] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4835 tests
[2025-10-18T01:21:56.106294] [INFO ] [CONFIGURE ] OSCR: Testing feature 6/29: add_failed_moves
[2025-10-18T01:21:56.106325] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_failed_moves']
[2025-10-18T01:21:56.227278] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:56.336180] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:21:56.445862] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:21:56.556509] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:21:56.667148] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:56.778677] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:21:56.890314] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:21:57.002954] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:21:57.117126] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:21:57.236142] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:21:57.236957] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:21:57.237018] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4834 tests
[2025-10-18T01:21:57.237192] [INFO ] [CONFIGURE ] OSCR: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:21:57.237244] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_lag_shelf']
[2025-10-18T01:21:57.339570] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:57.443406] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:21:57.547718] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:21:57.652797] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:21:57.755639] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:57.862888] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:21:57.966637] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:21:58.071268] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:21:58.179372] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:21:58.286495] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:21:58.286663] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:21:58.286726] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4833 tests
[2025-10-18T01:21:58.286764] [INFO ] [CONFIGURE ] OSCR: Testing feature 8/29: add_macd
[2025-10-18T01:21:58.286797] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:21:58.431083] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:58.574434] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:21:58.717228] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:21:58.857522] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:21:59.003888] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:21:59.144356] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:21:59.289181] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:21:59.444560] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:21:59.591744] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:21:59.734480] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:21:59.734702] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:21:59.734767] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4832 tests
[2025-10-18T01:21:59.734804] [INFO ] [CONFIGURE ] OSCR: Testing feature 9/29: add_mfi
[2025-10-18T01:21:59.734835] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_mfi']
[2025-10-18T01:21:59.851605] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:21:59.968196] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:22:00.088208] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:00.207184] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:00.330558] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:00.451481] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:00.582062] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:00.709788] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:00.841622] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:00.964109] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:00.964325] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:22:00.964376] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4831 tests
[2025-10-18T01:22:00.964412] [INFO ] [CONFIGURE ] OSCR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:22:00.964443] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:22:01.106835] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:01.246426] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:22:01.385719] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:01.532105] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:22:01.670706] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:01.808903] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:01.959749] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:02.099339] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:02.240290] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:02.383790] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:02.383959] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:22:02.384005] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4830 tests
[2025-10-18T01:22:02.384038] [INFO ] [CONFIGURE ] OSCR: Testing feature 11/29: add_obv_daily
[2025-10-18T01:22:02.384069] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily']
[2025-10-18T01:22:02.498990] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:02.617159] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:22:02.745698] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:02.877891] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:03.008241] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:03.174016] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:03.306667] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:03.456110] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:03.603488] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:03.729991] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:03.730180] [INFO ] [CONFIGURE ] OSCR: KEPT add_obv_daily (score: 70.00%)
[2025-10-18T01:22:03.730224] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4829 tests
[2025-10-18T01:22:03.730263] [INFO ] [CONFIGURE ] OSCR: Testing feature 12/29: add_obv_interval
[2025-10-18T01:22:03.730297] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_obv_interval']
[2025-10-18T01:22:03.852464] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:03.978008] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:22:04.096945] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:04.225332] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:04.346089] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:04.463137] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:04.583202] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:04.712550] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:04.837346] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:04.958836] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:04.959050] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T01:22:04.959097] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4828 tests
[2025-10-18T01:22:04.959134] [INFO ] [CONFIGURE ] OSCR: Testing feature 13/29: add_opening_strength
[2025-10-18T01:22:04.959167] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:22:05.088992] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:05.219207] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:22:05.351920] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:05.512120] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:05.644054] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:05.776997] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:05.912164] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:06.048260] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:06.186993] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:06.319176] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:06.319320] [INFO ] [CONFIGURE ] OSCR: KEPT add_opening_strength (score: 80.00%)
[2025-10-18T01:22:06.319368] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4827 tests
[2025-10-18T01:22:06.319403] [INFO ] [CONFIGURE ] OSCR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:22:06.319435] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T01:22:06.468679] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:06.620899] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:22:06.770780] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:06.921696] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:07.076099] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:07.230533] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:07.380605] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:07.545816] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:07.717561] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:07.881524] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:07.881709] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T01:22:07.881768] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4826 tests
[2025-10-18T01:22:07.881804] [INFO ] [CONFIGURE ] OSCR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:22:07.881836] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-18T01:22:08.013304] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:08.144378] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:22:08.276995] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:08.406453] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:08.548942] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:08.678296] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:08.808527] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:08.942220] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:09.074203] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:09.209728] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:09.209931] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:22:09.209977] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4825 tests
[2025-10-18T01:22:09.210012] [INFO ] [CONFIGURE ] OSCR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:22:09.210129] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T01:22:09.347609] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:09.485301] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:22:09.622838] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:09.762004] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:09.899755] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:10.045469] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:10.187192] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:10.326804] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:22:10.468385] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:10.610114] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:10.610288] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:22:10.610333] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4824 tests
[2025-10-18T01:22:10.610367] [INFO ] [CONFIGURE ] OSCR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:22:10.610398] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-18T01:22:10.751848] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:10.892203] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:22:11.032750] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:11.176364] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:11.324403] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:11.467165] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:11.611472] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:11.755096] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:11.900394] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:12.055929] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:12.056134] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T01:22:12.056181] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4823 tests
[2025-10-18T01:22:12.056217] [INFO ] [CONFIGURE ] OSCR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:22:12.056250] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-18T01:22:12.196137] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:12.339830] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:22:12.501224] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:12.649908] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:12.793459] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:12.932766] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:13.064626] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:13.202034] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:13.336571] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:13.470623] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:13.470821] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T01:22:13.470871] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4822 tests
[2025-10-18T01:22:13.470905] [INFO ] [CONFIGURE ] OSCR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:22:13.470937] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-18T01:22:13.610623] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:13.747257] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:22:13.885799] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:14.023285] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:14.155895] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:14.290278] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:14.426101] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:14.589752] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:14.728127] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:14.862638] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:14.862839] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T01:22:14.862885] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4821 tests
[2025-10-18T01:22:14.862919] [INFO ] [CONFIGURE ] OSCR: Testing feature 20/29: add_price_rejection
[2025-10-18T01:22:14.862950] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-18T01:22:15.005562] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:15.152451] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:22:15.292778] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:15.433009] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:15.574305] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:15.718428] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:15.863348] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:16.019819] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:16.163169] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:16.308738] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:16.308952] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T01:22:16.308998] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4820 tests
[2025-10-18T01:22:16.309035] [INFO ] [CONFIGURE ] OSCR: Testing feature 21/29: add_range_position
[2025-10-18T01:22:16.309067] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-18T01:22:16.468117] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:16.619307] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:22:16.774371] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:16.933051] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:17.093056] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:17.249456] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:17.401367] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:17.553338] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:17.706713] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:17.863497] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:17.863678] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T01:22:17.863755] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4819 tests
[2025-10-18T01:22:17.863796] [INFO ] [CONFIGURE ] OSCR: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:22:17.863833] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-18T01:22:18.033813] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:18.206467] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:22:18.372476] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:18.537635] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:18.704970] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:18.873348] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:19.040315] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:19.207604] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:19.399431] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:19.581202] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:19.581366] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T01:22:19.581409] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4818 tests
[2025-10-18T01:22:19.581443] [INFO ] [CONFIGURE ] OSCR: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:22:19.581473] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-18T01:22:19.721129] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:19.863223] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:22:20.004118] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:20.145815] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:20.288002] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:20.429931] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:20.576859] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:20.715474] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:20.855811] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:20.996445] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:20.996626] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T01:22:20.996710] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4817 tests
[2025-10-18T01:22:20.996757] [INFO ] [CONFIGURE ] OSCR: Testing feature 24/29: add_rsi
[2025-10-18T01:22:20.996793] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-18T01:22:21.154099] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:21.312294] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:22:21.471089] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:21.631345] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:21.796919] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:21.960501] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:22.122881] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:22.289859] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:22:22.454111] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:22.620573] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:22.620822] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T01:22:22.620896] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4816 tests
[2025-10-18T01:22:22.620954] [INFO ] [CONFIGURE ] OSCR: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:22:22.620991] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-18T01:22:22.760403] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:22.901116] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:22:23.049229] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:23.185555] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:23.323019] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:23.459348] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:23.596547] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:23.735805] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:23.877439] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:24.017670] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:24.017810] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:22:24.017854] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4815 tests
[2025-10-18T01:22:24.017889] [INFO ] [CONFIGURE ] OSCR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:22:24.017947] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-18T01:22:24.155717] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:24.292319] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:22:24.431527] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:24.570737] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:24.709014] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:24.850550] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:24.990149] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:25.130383] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:25.270445] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:22:25.409864] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:25.410023] [INFO ] [CONFIGURE ] OSCR: KEPT add_volume_momentum_confirmation (score: 90.00%)
[2025-10-18T01:22:25.410067] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4814 tests
[2025-10-18T01:22:25.410101] [INFO ] [CONFIGURE ] OSCR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:22:25.410131] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-10-18T01:22:25.564696] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:25.725389] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:22:25.882543] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:26.043361] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:26.215037] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:26.389224] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:26.547791] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:26.729493] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:26.887733] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:22:27.049588] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:27.049789] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-18T01:22:27.049841] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4813 tests
[2025-10-18T01:22:27.049878] [INFO ] [CONFIGURE ] OSCR: Testing feature 28/29: add_volume_profile
[2025-10-18T01:22:27.049911] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-10-18T01:22:27.204731] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:27.354205] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:22:27.507767] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:27.662528] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:27.815457] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:27.971014] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:28.134100] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:28.301425] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:28.464361] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:22:28.627024] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:22:28.627194] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-18T01:22:28.627237] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4812 tests
[2025-10-18T01:22:28.627272] [INFO ] [CONFIGURE ] OSCR: Testing feature 29/29: add_vwap
[2025-10-18T01:22:28.627305] [INFO ] [CONFIGURE ] OSCR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation', 'add_vwap']
[2025-10-18T01:22:28.788563] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:22:28.946689] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:22:29.111541] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:22:29.271322] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:29.433526] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:29.594967] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:22:29.776317] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:29.933356] [DEBUG] [FORECASTER] OSCR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:22:30.087154] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:22:30.246198] [DEBUG] [FORECASTER] OSCR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:22:30.246441] [INFO ] [CONFIGURE ] OSCR: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T01:22:30.246501] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4811 tests
[2025-10-18T01:22:30.246539] [INFO ] [CONFIGURE ] OSCR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:22:30.246572] [INFO ] [CONFIGURE ] OSCR: Best accuracy: 90.00%
[2025-10-18T01:22:30.246605] [INFO ] [CONFIGURE ] OSCR: Best feature set (4 features): ['add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-18T01:22:30.246719] [INFO ] [CONFIGURE ] OSCR: Improvement over baseline: 30.00%
[2025-10-18T01:22:30.246775] [INFO ] [CONFIGURE ] OSCR: Total time: 40.2 seconds
[2025-10-18T01:22:30.246807] [INFO ] [CONFIGURE ] OSCR: Average time per feature: 1.4 seconds
[2025-10-18T01:22:30.246837] [INFO ] [CONFIGURE ] OSCR: Average speed: 0.72 features/sec
[2025-10-18T01:22:30.247416] [INFO ] [LOCAL     ] Saved configuration for OSCR: 4 features, 90.00% accuracy -> ./output/feature-sets/OSCR.json
[2025-10-18T01:22:30.247502] [INFO ] [CONFIGURE ] OSCR: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-18T01:22:30.247595] [INFO ] [sig       ] [216/380] Successfully configured OSCR | 0.02 sym/s | Total: 2.6h | ETA: 2.0h
[2025-10-18T01:22:30.247695] [INFO ] [sig       ] [217/380] Configuring OTIS...
[2025-10-18T01:22:30.247763] [INFO ] [CONFIGURE ] OTIS: Configurate test run.
[2025-10-18T01:22:30.247821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-10-18T01:22:30.260626] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OTIS'.
[2025-10-18T01:22:30.261010] [INFO ] [CONFIGURE ] OTIS: Testing with 29 available features
[2025-10-18T01:22:30.261068] [INFO ] [CONFIGURE ] OTIS: Establishing baseline with no features...
[2025-10-18T01:22:30.363222] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:30.464618] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:30.568374] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:30.674391] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:30.778340] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:30.883282] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:30.991475] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:22:31.095152] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:31.207142] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:22:31.318824] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:31.318965] [INFO ] [CONFIGURE ] OTIS: Baseline score (no features): 50.00%
[2025-10-18T01:22:31.319008] [INFO ] [CONFIGURE ] OTIS: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:22:31.319040] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:22:31.441782] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:31.564787] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:31.688096] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:31.813556] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:31.936115] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:32.063784] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:32.191972] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:22:32.319262] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:32.449414] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:22:32.578822] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:32.579006] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T01:22:32.579060] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4810 tests
[2025-10-18T01:22:32.579100] [INFO ] [CONFIGURE ] OTIS: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:22:32.579133] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:22:32.708792] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:32.841863] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:32.972127] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:33.108758] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:33.240817] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:33.375471] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:22:33.508635] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:33.639558] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:33.777215] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:22:33.907709] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:33.907891] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:22:33.907965] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4809 tests
[2025-10-18T01:22:33.908013] [INFO ] [CONFIGURE ] OTIS: Testing feature 3/29: add_daily_returns
[2025-10-18T01:22:33.908045] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_daily_returns']
[2025-10-18T01:22:34.021632] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:34.135528] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:34.249103] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:34.365817] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:34.482803] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:34.598973] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:22:34.716157] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:34.834678] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:34.956563] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:22:35.089743] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:35.089957] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T01:22:35.090044] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 1.5s/test | Remaining: 4808 tests
[2025-10-18T01:22:35.090114] [INFO ] [CONFIGURE ] OTIS: Testing feature 4/29: add_ema
[2025-10-18T01:22:35.090155] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_ema']
[2025-10-18T01:22:35.231130] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:35.372881] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:35.520577] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:35.668227] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:35.844095] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:36.007342] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:36.156843] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:22:36.294077] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:36.431243] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:22:36.565925] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:36.566121] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:22:36.566167] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4807 tests
[2025-10-18T01:22:36.566201] [INFO ] [CONFIGURE ] OTIS: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:22:36.566233] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:22:36.702959] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:36.844474] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:36.989176] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:37.131148] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:22:37.271062] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:37.407320] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:37.545275] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:22:37.685162] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:37.824246] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:22:37.963312] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:37.963478] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T01:22:37.963522] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4806 tests
[2025-10-18T01:22:37.963556] [INFO ] [CONFIGURE ] OTIS: Testing feature 6/29: add_failed_moves
[2025-10-18T01:22:37.963587] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_failed_moves']
[2025-10-18T01:22:38.082292] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:38.198314] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:38.314800] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:38.435071] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:38.556675] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:38.674635] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:38.813468] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:22:38.935823] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:39.059033] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:22:39.180827] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:39.180989] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T01:22:39.181033] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4805 tests
[2025-10-18T01:22:39.181066] [INFO ] [CONFIGURE ] OTIS: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:22:39.181096] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_lag_shelf']
[2025-10-18T01:22:39.290505] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:39.400915] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:39.510759] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:39.622436] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:39.733894] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:39.845903] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:39.957210] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:22:40.070091] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:40.184975] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:22:40.298369] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:40.298506] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T01:22:40.298549] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4804 tests
[2025-10-18T01:22:40.298583] [INFO ] [CONFIGURE ] OTIS: Testing feature 8/29: add_macd
[2025-10-18T01:22:40.298615] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:22:40.446276] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:40.595059] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:40.744163] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:40.893252] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:41.042922] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:22:41.195078] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:41.346430] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:41.498524] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:41.651073] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:22:41.805148] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:41.805530] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:22:41.805592] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4803 tests
[2025-10-18T01:22:41.805631] [INFO ] [CONFIGURE ] OTIS: Testing feature 9/29: add_mfi
[2025-10-18T01:22:41.805710] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_mfi']
[2025-10-18T01:22:41.932255] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:42.057892] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:42.183445] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:42.310777] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:42.437624] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:42.565169] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:42.693661] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:22:42.819328] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:42.945942] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:22:43.070199] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:43.070343] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T01:22:43.070387] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4802 tests
[2025-10-18T01:22:43.070422] [INFO ] [CONFIGURE ] OTIS: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:22:43.070453] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:22:43.206057] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:43.343556] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:43.494829] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:43.642709] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:43.796121] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:43.939786] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:44.088334] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:44.242630] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:44.399435] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:22:44.545422] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:44.545575] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:22:44.545618] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4801 tests
[2025-10-18T01:22:44.545680] [INFO ] [CONFIGURE ] OTIS: Testing feature 11/29: add_obv_daily
[2025-10-18T01:22:44.545731] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_obv_daily']
[2025-10-18T01:22:44.663817] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:22:44.850547] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:44.969311] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:45.103036] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:45.228838] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:45.349510] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:45.468852] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:45.590833] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:45.713252] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:22:45.834755] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:45.834936] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:22:45.834981] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4800 tests
[2025-10-18T01:22:45.835015] [INFO ] [CONFIGURE ] OTIS: Testing feature 12/29: add_obv_interval
[2025-10-18T01:22:45.835069] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_obv_interval']
[2025-10-18T01:22:45.953457] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:46.068881] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:46.183402] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:46.300914] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:46.416573] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:46.532123] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:46.649738] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:22:46.766558] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:46.883999] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:22:47.003737] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:22:47.003910] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:22:47.003953] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4799 tests
[2025-10-18T01:22:47.003989] [INFO ] [CONFIGURE ] OTIS: Testing feature 13/29: add_opening_strength
[2025-10-18T01:22:47.004019] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T01:22:47.121759] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:47.238672] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:47.355471] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:47.476075] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:47.595126] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:47.714958] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:22:47.838570] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:47.959075] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:48.079857] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:22:48.201632] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:48.201800] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T01:22:48.201845] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4798 tests
[2025-10-18T01:22:48.201932] [INFO ] [CONFIGURE ] OTIS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:22:48.201972] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T01:22:48.322180] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:22:48.445048] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:48.574289] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:48.697799] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:48.820296] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:48.944129] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:49.067711] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:49.193471] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:49.323420] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:22:49.455200] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:49.455383] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:22:49.455426] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4797 tests
[2025-10-18T01:22:49.455460] [INFO ] [CONFIGURE ] OTIS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:22:49.455491] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T01:22:49.562234] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:49.668173] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:49.775090] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:49.883509] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:49.992375] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:50.099017] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:50.206579] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:50.313814] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:50.420980] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:22:50.529144] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:50.529269] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T01:22:50.529311] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4796 tests
[2025-10-18T01:22:50.529348] [INFO ] [CONFIGURE ] OTIS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:22:50.529385] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T01:22:50.642424] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:50.757167] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:50.873429] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:50.993994] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:51.112316] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:51.227789] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:51.344402] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:51.462002] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:51.579934] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:22:51.697439] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:51.697593] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-18T01:22:51.697636] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4795 tests
[2025-10-18T01:22:51.697712] [INFO ] [CONFIGURE ] OTIS: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:22:51.697750] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_pbf_return_2d']
[2025-10-18T01:22:51.814291] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:51.931957] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:52.051160] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:52.172140] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:52.292663] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:52.413216] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:52.533902] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:52.655407] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:52.777357] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:22:52.900553] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:52.900777] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-18T01:22:52.900829] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4794 tests
[2025-10-18T01:22:52.900864] [INFO ] [CONFIGURE ] OTIS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:22:52.900895] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T01:22:53.008475] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:53.121389] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:53.230804] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:53.338099] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:53.445989] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:53.564148] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:53.672674] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:22:53.783417] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:53.900993] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:22:54.013195] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:54.013428] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:22:54.013476] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4793 tests
[2025-10-18T01:22:54.013510] [INFO ] [CONFIGURE ] OTIS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:22:54.013548] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T01:22:54.120977] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:54.230279] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:54.341998] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:54.451414] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:54.561341] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:54.676206] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:54.788108] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:22:54.900834] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:55.010698] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:22:55.120984] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:55.121225] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T01:22:55.121289] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4792 tests
[2025-10-18T01:22:55.121328] [INFO ] [CONFIGURE ] OTIS: Testing feature 20/29: add_price_rejection
[2025-10-18T01:22:55.121360] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_price_rejection']
[2025-10-18T01:22:55.239464] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:55.361542] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:55.495828] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:55.653090] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:55.793703] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:55.953853] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:56.126937] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:22:56.290412] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:56.423377] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:22:56.551600] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:56.552021] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T01:22:56.552070] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4791 tests
[2025-10-18T01:22:56.552107] [INFO ] [CONFIGURE ] OTIS: Testing feature 21/29: add_range_position
[2025-10-18T01:22:56.552137] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_range_position']
[2025-10-18T01:22:56.677241] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:56.801903] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:56.927724] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:57.056308] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:57.181252] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:57.306567] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:57.432066] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:22:57.558474] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:57.685586] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:22:57.811951] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:57.812098] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T01:22:57.812141] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4790 tests
[2025-10-18T01:22:57.812175] [INFO ] [CONFIGURE ] OTIS: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:22:57.812206] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_realized_volatility']
[2025-10-18T01:22:57.950114] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:58.095118] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:58.241081] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:58.381900] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:58.527228] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:58.673463] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:22:58.819490] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:22:58.966040] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:22:59.117027] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:22:59.266627] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:22:59.266822] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:22:59.266875] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4789 tests
[2025-10-18T01:22:59.266910] [INFO ] [CONFIGURE ] OTIS: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:22:59.266941] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_recent_range_context']
[2025-10-18T01:22:59.377252] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:22:59.487421] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:22:59.598149] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:22:59.709079] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:22:59.820541] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:22:59.937598] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:23:00.051250] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:23:00.167488] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:00.281325] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:00.394024] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:23:00.394189] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T01:23:00.394233] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4788 tests
[2025-10-18T01:23:00.394268] [INFO ] [CONFIGURE ] OTIS: Testing feature 24/29: add_rsi
[2025-10-18T01:23:00.394299] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T01:23:00.523972] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:23:00.661014] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:00.793272] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:23:00.924197] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:01.056582] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:23:01.200371] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:23:01.354000] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:23:01.539124] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:01.709824] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:01.857214] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:23:01.857387] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T01:23:01.857431] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4787 tests
[2025-10-18T01:23:01.857468] [INFO ] [CONFIGURE ] OTIS: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:23:01.857549] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_tick_distribution']
[2025-10-18T01:23:01.969190] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:23:02.080005] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:02.195499] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:23:02.305511] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:02.417693] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:23:02.529309] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:23:02.642324] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:23:02.756307] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:02.869363] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:02.988821] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:23:02.988977] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T01:23:02.989034] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4786 tests
[2025-10-18T01:23:02.989093] [INFO ] [CONFIGURE ] OTIS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:23:02.989126] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T01:23:03.108612] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:23:03.230027] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:03.342148] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:23:03.453699] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:03.566134] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:23:03.680983] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:23:03.799841] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:23:03.915203] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:04.028408] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:04.143397] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:23:04.143534] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T01:23:04.143576] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4785 tests
[2025-10-18T01:23:04.143610] [INFO ] [CONFIGURE ] OTIS: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:23:04.143662] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_volume_price_divergence']
[2025-10-18T01:23:04.262447] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:23:04.383124] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:04.507746] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:23:04.627815] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:04.747929] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:23:04.869400] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:23:04.990017] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:23:05.110084] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:05.230458] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:05.357520] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:23:05.357758] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:23:05.357812] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4784 tests
[2025-10-18T01:23:05.357848] [INFO ] [CONFIGURE ] OTIS: Testing feature 28/29: add_volume_profile
[2025-10-18T01:23:05.357880] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_volume_profile']
[2025-10-18T01:23:05.468019] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:23:05.577104] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:05.687020] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:23:05.798632] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:05.912456] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:23:06.035425] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:23:06.154360] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:23:06.269192] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:06.387070] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:06.509447] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:23:06.509606] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T01:23:06.509675] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4783 tests
[2025-10-18T01:23:06.509730] [INFO ] [CONFIGURE ] OTIS: Testing feature 29/29: add_vwap
[2025-10-18T01:23:06.509768] [INFO ] [CONFIGURE ] OTIS: Testing with features: ['add_vwap']
[2025-10-18T01:23:06.629057] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:23:06.749217] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:06.876036] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:23:06.999095] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:23:07.121239] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:23:07.242350] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:23:07.363803] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:23:07.486039] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:07.613442] [DEBUG] [FORECASTER] OTIS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:07.740194] [DEBUG] [FORECASTER] OTIS: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:23:07.740336] [INFO ] [CONFIGURE ] OTIS: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T01:23:07.740380] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4782 tests
[2025-10-18T01:23:07.740448] [INFO ] [CONFIGURE ] OTIS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:23:07.740505] [INFO ] [CONFIGURE ] OTIS: Best accuracy: 50.00%
[2025-10-18T01:23:07.740538] [INFO ] [CONFIGURE ] OTIS: Best feature set (0 features): []
[2025-10-18T01:23:07.740568] [INFO ] [CONFIGURE ] OTIS: Improvement over baseline: 0.00%
[2025-10-18T01:23:07.740595] [INFO ] [CONFIGURE ] OTIS: Total time: 36.4 seconds
[2025-10-18T01:23:07.740679] [INFO ] [CONFIGURE ] OTIS: Average time per feature: 1.3 seconds
[2025-10-18T01:23:07.740731] [INFO ] [CONFIGURE ] OTIS: Average speed: 0.80 features/sec
[2025-10-18T01:23:07.741305] [INFO ] [LOCAL     ] Saved configuration for OTIS: 0 features, 50.00% accuracy -> ./output/feature-sets/OTIS.json
[2025-10-18T01:23:07.741374] [INFO ] [CONFIGURE ] OTIS: Configuration saved successfully: 0 features, 50.00% accuracy.
[2025-10-18T01:23:07.741462] [INFO ] [sig       ] [217/380] Successfully configured OTIS | 0.02 sym/s | Total: 2.6h | ETA: 2.0h
[2025-10-18T01:23:07.741529] [INFO ] [sig       ] [218/380] Configuring OUT...
[2025-10-18T01:23:07.741594] [INFO ] [CONFIGURE ] OUT: Configurate test run.
[2025-10-18T01:23:07.741671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OUT' from 'https://tdm.silogroup.org/data/derivative_storage/OUT.csv'.
[2025-10-18T01:23:07.755524] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OUT'.
[2025-10-18T01:23:07.755898] [INFO ] [CONFIGURE ] OUT: Testing with 29 available features
[2025-10-18T01:23:07.755972] [INFO ] [CONFIGURE ] OUT: Establishing baseline with no features...
[2025-10-18T01:23:07.866044] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:23:07.978102] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:08.104152] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:23:08.218069] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:08.334702] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:08.439575] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:08.546188] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:23:08.653486] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:08.763001] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:23:08.871413] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:08.871560] [INFO ] [CONFIGURE ] OUT: Baseline score (no features): 50.00%
[2025-10-18T01:23:08.871604] [INFO ] [CONFIGURE ] OUT: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:23:08.871637] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:23:08.989918] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:23:09.142892] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:09.261477] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:23:09.380008] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:09.498563] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:23:09.615851] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:23:09.732776] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:23:09.849867] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:09.974269] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:23:10.090566] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:10.090750] [INFO ] [CONFIGURE ] OUT: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T01:23:10.090802] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4781 tests
[2025-10-18T01:23:10.090837] [INFO ] [CONFIGURE ] OUT: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:23:10.090920] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:23:10.209865] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:23:10.329487] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:10.450469] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:23:10.571044] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:10.701233] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:10.827350] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:23:10.955105] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:11.084557] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:11.215037] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:11.347014] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:11.347180] [INFO ] [CONFIGURE ] OUT: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T01:23:11.347246] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4780 tests
[2025-10-18T01:23:11.347305] [INFO ] [CONFIGURE ] OUT: Testing feature 3/29: add_daily_returns
[2025-10-18T01:23:11.347339] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:23:11.476255] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:23:11.603694] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:11.731579] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:11.861331] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:11.989445] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:12.117070] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:23:12.244416] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:12.373161] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:12.503919] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:12.634381] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:12.634548] [INFO ] [CONFIGURE ] OUT: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:23:12.634592] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4779 tests
[2025-10-18T01:23:12.634625] [INFO ] [CONFIGURE ] OUT: Testing feature 4/29: add_ema
[2025-10-18T01:23:12.634692] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T01:23:12.773517] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:23:12.914817] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:13.055983] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:13.202488] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:13.360358] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:13.527529] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:23:13.682588] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:13.832859] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:13.981847] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:14.133803] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:14.133989] [INFO ] [CONFIGURE ] OUT: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:23:14.134035] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4778 tests
[2025-10-18T01:23:14.134071] [INFO ] [CONFIGURE ] OUT: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:23:14.134101] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:23:14.286064] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:14.445932] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:14.601141] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:14.748594] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:14.898202] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:15.049247] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:15.223418] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:15.385884] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:15.539531] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:23:15.693724] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:15.693959] [INFO ] [CONFIGURE ] OUT: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-18T01:23:15.694022] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4777 tests
[2025-10-18T01:23:15.694066] [INFO ] [CONFIGURE ] OUT: Testing feature 6/29: add_failed_moves
[2025-10-18T01:23:15.694105] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T01:23:15.852994] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:16.015919] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:16.175159] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:16.337829] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:16.503548] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:16.671538] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:16.836759] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:16.998106] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:17.165482] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:23:17.325385] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:17.325538] [INFO ] [CONFIGURE ] OUT: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:23:17.325582] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4776 tests
[2025-10-18T01:23:17.325615] [INFO ] [CONFIGURE ] OUT: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:23:17.325671] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T01:23:17.477331] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:17.625285] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:17.774612] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:17.925973] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:18.077834] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:18.255328] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:18.408957] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:18.561315] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:18.717937] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:23:18.874385] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:18.874572] [INFO ] [CONFIGURE ] OUT: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T01:23:18.874617] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4775 tests
[2025-10-18T01:23:18.874684] [INFO ] [CONFIGURE ] OUT: Testing feature 8/29: add_macd
[2025-10-18T01:23:18.874737] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T01:23:19.053941] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:23:19.222880] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:19.393488] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:19.564054] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:19.735840] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:19.903096] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:20.074109] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:23:20.241161] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:20.410712] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:20.584537] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:20.584754] [INFO ] [CONFIGURE ] OUT: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:23:20.584818] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4774 tests
[2025-10-18T01:23:20.584858] [INFO ] [CONFIGURE ] OUT: Testing feature 9/29: add_mfi
[2025-10-18T01:23:20.584893] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T01:23:20.745610] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:20.917053] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:21.087693] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:21.287031] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:21.462150] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:21.637956] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:21.815762] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:21.995235] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:22.168841] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:23:22.338363] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:22.338586] [INFO ] [CONFIGURE ] OUT: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:23:22.338632] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4773 tests
[2025-10-18T01:23:22.338713] [INFO ] [CONFIGURE ] OUT: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:23:22.338756] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:23:22.518793] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:22.702909] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:22.886062] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:23.067927] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:23.250296] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:23.443011] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:23.635138] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:23.821283] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:24.007886] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:23:24.194923] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:24.195125] [INFO ] [CONFIGURE ] OUT: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T01:23:24.195173] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4772 tests
[2025-10-18T01:23:24.195212] [INFO ] [CONFIGURE ] OUT: Testing feature 11/29: add_obv_daily
[2025-10-18T01:23:24.195244] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T01:23:24.363959] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:24.534250] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:24.695255] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:24.858304] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:25.025369] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:25.187445] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:25.351489] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:25.514933] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:25.679775] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:23:25.845545] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:25.845724] [INFO ] [CONFIGURE ] OUT: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:23:25.845779] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4771 tests
[2025-10-18T01:23:25.845816] [INFO ] [CONFIGURE ] OUT: Testing feature 12/29: add_obv_interval
[2025-10-18T01:23:25.845849] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T01:23:26.003604] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:26.161425] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:26.319908] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:26.480609] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:26.641412] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:26.798462] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:26.956434] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:27.116183] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:27.275180] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:23:27.436675] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:27.436888] [INFO ] [CONFIGURE ] OUT: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:23:27.436952] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4770 tests
[2025-10-18T01:23:27.436992] [INFO ] [CONFIGURE ] OUT: Testing feature 13/29: add_opening_strength
[2025-10-18T01:23:27.437025] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:23:27.605954] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:23:27.774877] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:27.941299] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:28.110932] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:28.279597] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:28.444938] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:28.616113] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:28.783914] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:28.951069] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:29.119006] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:29.119199] [INFO ] [CONFIGURE ] OUT: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:23:29.119244] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4769 tests
[2025-10-18T01:23:29.119278] [INFO ] [CONFIGURE ] OUT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:23:29.119310] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T01:23:29.282083] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:29.449377] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:29.615980] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:23:29.782719] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:29.947864] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:30.121106] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:23:30.291191] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:30.459094] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:30.627884] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:30.803427] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:30.803676] [INFO ] [CONFIGURE ] OUT: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T01:23:30.803736] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4768 tests
[2025-10-18T01:23:30.803775] [INFO ] [CONFIGURE ] OUT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:23:30.803806] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T01:23:30.953234] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:31.104775] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:31.255284] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:31.407239] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:31.566024] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:31.721016] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:31.875614] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:23:32.029171] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:32.186549] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:23:32.342430] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:32.342618] [INFO ] [CONFIGURE ] OUT: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:23:32.342696] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4767 tests
[2025-10-18T01:23:32.342744] [INFO ] [CONFIGURE ] OUT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:23:32.342775] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T01:23:32.503930] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:23:32.673866] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:32.837486] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:32.998633] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:33.165311] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:33.330354] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:33.496479] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:33.664893] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:33.832475] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:23:34.002038] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:34.002276] [INFO ] [CONFIGURE ] OUT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:23:34.002322] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4766 tests
[2025-10-18T01:23:34.002455] [INFO ] [CONFIGURE ] OUT: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:23:34.002497] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T01:23:34.172521] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:34.340977] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:34.507752] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:34.674480] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:34.843056] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:35.017254] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:35.196407] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:35.365086] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:35.532013] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:35.703730] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:35.703907] [INFO ] [CONFIGURE ] OUT: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:23:35.703968] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4765 tests
[2025-10-18T01:23:35.704006] [INFO ] [CONFIGURE ] OUT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:23:35.704037] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T01:23:35.855767] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:36.013242] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:36.173733] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:36.336868] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:36.498242] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:36.660226] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:36.821902] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:36.987359] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:37.160936] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:37.335125] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:37.335326] [INFO ] [CONFIGURE ] OUT: KEPT add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T01:23:37.335373] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4764 tests
[2025-10-18T01:23:37.335410] [INFO ] [CONFIGURE ] OUT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:23:37.335443] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-18T01:23:37.507055] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:37.686011] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:37.861935] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:38.032982] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:38.202799] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:38.378334] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:23:38.554388] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:38.720690] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:38.878619] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:39.038205] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:39.038367] [INFO ] [CONFIGURE ] OUT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:23:39.038457] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4763 tests
[2025-10-18T01:23:39.038512] [INFO ] [CONFIGURE ] OUT: Testing feature 20/29: add_price_rejection
[2025-10-18T01:23:39.038550] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-18T01:23:39.201436] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:39.365569] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:39.528408] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:39.691396] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:39.856108] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:40.021537] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:40.193525] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:40.360628] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:40.526062] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:23:40.692961] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:40.693129] [INFO ] [CONFIGURE ] OUT: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T01:23:40.693173] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4762 tests
[2025-10-18T01:23:40.693208] [INFO ] [CONFIGURE ] OUT: Testing feature 21/29: add_range_position
[2025-10-18T01:23:40.693239] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-18T01:23:40.867979] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:41.042666] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:41.219466] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:41.397608] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:41.576108] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:23:41.758860] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:23:41.938306] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:42.121362] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:42.304660] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:42.493385] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:42.493578] [INFO ] [CONFIGURE ] OUT: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:23:42.493624] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4761 tests
[2025-10-18T01:23:42.493698] [INFO ] [CONFIGURE ] OUT: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:23:42.493747] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-18T01:23:42.689058] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:42.894224] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:43.087111] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:23:43.283529] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:43.474739] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:43.673823] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:23:43.868614] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:44.063695] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:44.259284] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:44.452821] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:44.453002] [INFO ] [CONFIGURE ] OUT: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T01:23:44.453047] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4760 tests
[2025-10-18T01:23:44.453082] [INFO ] [CONFIGURE ] OUT: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:23:44.453113] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-18T01:23:44.616168] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:44.783338] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:44.961672] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:45.120446] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:45.281038] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:45.442330] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:45.607101] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:45.769336] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:45.933728] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:46.104059] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:46.104246] [INFO ] [CONFIGURE ] OUT: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T01:23:46.104289] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4759 tests
[2025-10-18T01:23:46.104325] [INFO ] [CONFIGURE ] OUT: Testing feature 24/29: add_rsi
[2025-10-18T01:23:46.104357] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-18T01:23:46.292407] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:46.492456] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:46.681418] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:46.888383] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:47.109473] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:47.325573] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:47.542694] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:23:47.745634] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:47.960128] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:48.163754] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:48.163957] [INFO ] [CONFIGURE ] OUT: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T01:23:48.164080] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4758 tests
[2025-10-18T01:23:48.164137] [INFO ] [CONFIGURE ] OUT: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:23:48.164173] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-18T01:23:48.369788] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:48.602256] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:48.914462] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:49.164817] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:49.365792] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:49.536322] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:49.712013] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:49.897589] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:50.078385] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:23:50.259349] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:50.259595] [INFO ] [CONFIGURE ] OUT: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T01:23:50.260043] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4757 tests
[2025-10-18T01:23:50.260539] [INFO ] [CONFIGURE ] OUT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:23:50.260594] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-18T01:23:50.437532] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:23:50.618105] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:50.792519] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:23:50.965479] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:51.131694] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:51.297663] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:51.466351] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:51.634264] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:51.801318] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:23:51.976023] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:51.976227] [INFO ] [CONFIGURE ] OUT: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:23:51.976272] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4756 tests
[2025-10-18T01:23:51.976308] [INFO ] [CONFIGURE ] OUT: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:23:51.976341] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-18T01:23:52.150109] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:23:52.323410] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:52.497788] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:23:52.677115] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:52.854721] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:53.035312] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:53.216919] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:53.393719] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:53.578111] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:23:53.756182] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:53.756385] [INFO ] [CONFIGURE ] OUT: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:23:53.756431] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4755 tests
[2025-10-18T01:23:53.756468] [INFO ] [CONFIGURE ] OUT: Testing feature 28/29: add_volume_profile
[2025-10-18T01:23:53.756501] [INFO ] [CONFIGURE ] OUT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-18T01:23:53.926390] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:23:54.091404] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:54.264454] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:23:54.431524] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:54.599226] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:54.768242] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:23:54.967696] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:23:55.139122] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:23:55.311299] [DEBUG] [FORECASTER] OUT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:55.481820] [DEBUG] [FORECASTER] OUT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:55.481986] [INFO ] [CONFIGURE ] OUT: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T01:23:55.482051] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4754 tests
[2025-10-18T01:23:55.482123] [INFO ] [CONFIGURE ] OUT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:23:55.482178] [INFO ] [CONFIGURE ] OUT: Best accuracy: 80.00%
[2025-10-18T01:23:55.482213] [INFO ] [CONFIGURE ] OUT: Best feature set (4 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T01:23:55.482243] [INFO ] [CONFIGURE ] OUT: Improvement over baseline: 30.00%
[2025-10-18T01:23:55.482270] [INFO ] [CONFIGURE ] OUT: Total time: 46.6 seconds
[2025-10-18T01:23:55.482298] [INFO ] [CONFIGURE ] OUT: Average time per feature: 1.7 seconds
[2025-10-18T01:23:55.482325] [INFO ] [CONFIGURE ] OUT: Average speed: 0.62 features/sec
[2025-10-18T01:23:55.482915] [INFO ] [LOCAL     ] Saved configuration for OUT: 4 features, 80.00% accuracy -> ./output/feature-sets/OUT.json
[2025-10-18T01:23:55.482985] [INFO ] [CONFIGURE ] OUT: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-18T01:23:55.483088] [INFO ] [sig       ] [218/380] Successfully configured OUT | 0.02 sym/s | Total: 2.6h | ETA: 1.9h
[2025-10-18T01:23:55.483155] [INFO ] [sig       ] [219/380] Configuring OVV...
[2025-10-18T01:23:55.483220] [INFO ] [CONFIGURE ] OVV: Configurate test run.
[2025-10-18T01:23:55.483275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVV' from 'https://tdm.silogroup.org/data/derivative_storage/OVV.csv'.
[2025-10-18T01:23:55.497033] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OVV'.
[2025-10-18T01:23:55.497423] [INFO ] [CONFIGURE ] OVV: Testing with 29 available features
[2025-10-18T01:23:55.497481] [INFO ] [CONFIGURE ] OVV: Establishing baseline with no features...
[2025-10-18T01:23:55.600180] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:23:55.700356] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:55.803121] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:23:55.909512] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:56.012541] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:23:56.114383] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:23:56.213832] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:23:56.316594] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:56.422076] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:23:56.526469] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:56.526612] [INFO ] [CONFIGURE ] OVV: Baseline score (no features): 40.00%
[2025-10-18T01:23:56.526690] [INFO ] [CONFIGURE ] OVV: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:23:56.526741] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:23:56.656277] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:23:56.777785] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:23:56.897132] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:23:57.018513] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:57.141317] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:57.262163] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:23:57.385538] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:23:57.514020] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:57.636304] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:23:57.759886] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:57.760055] [INFO ] [CONFIGURE ] OVV: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T01:23:57.760122] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4753 tests
[2025-10-18T01:23:57.760180] [INFO ] [CONFIGURE ] OVV: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:23:57.760214] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:23:57.897638] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:23:58.036377] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:58.177108] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:23:58.318267] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:23:58.460737] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:58.606464] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:23:58.751492] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:23:58.891541] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:23:59.032413] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:23:59.168405] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:23:59.168615] [INFO ] [CONFIGURE ] OVV: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T01:23:59.168696] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4752 tests
[2025-10-18T01:23:59.168767] [INFO ] [CONFIGURE ] OVV: Testing feature 3/29: add_daily_returns
[2025-10-18T01:23:59.168823] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:23:59.286836] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:23:59.403893] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:23:59.522254] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:23:59.641371] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:23:59.759610] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:23:59.879149] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:00.000391] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:00.121851] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:00.246153] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:00.368135] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:00.368288] [INFO ] [CONFIGURE ] OVV: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T01:24:00.368333] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4751 tests
[2025-10-18T01:24:00.368370] [INFO ] [CONFIGURE ] OVV: Testing feature 4/29: add_ema
[2025-10-18T01:24:00.368402] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:24:00.499185] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:00.633988] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:24:00.775036] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:00.915953] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:24:01.053262] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:24:01.192043] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:01.339953] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:01.486391] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:01.627619] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:01.771483] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:01.771750] [INFO ] [CONFIGURE ] OVV: DISCARDED add_ema (score: 30.00%)
[2025-10-18T01:24:01.771810] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4750 tests
[2025-10-18T01:24:01.771850] [INFO ] [CONFIGURE ] OVV: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:24:01.771885] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:24:01.920168] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:02.070944] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:24:02.218067] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:02.362074] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:02.507592] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:24:02.653289] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:02.797661] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:02.948268] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:03.095136] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:03.242474] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:03.242632] [INFO ] [CONFIGURE ] OVV: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T01:24:03.242712] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4749 tests
[2025-10-18T01:24:03.242755] [INFO ] [CONFIGURE ] OVV: Testing feature 6/29: add_failed_moves
[2025-10-18T01:24:03.242788] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:24:03.365995] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:03.488297] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:24:03.611359] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:03.734796] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:03.862845] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:04.015528] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:04.140504] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:04.266532] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:04.392586] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:04.522131] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:04.522283] [INFO ] [CONFIGURE ] OVV: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T01:24:04.522327] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4748 tests
[2025-10-18T01:24:04.522362] [INFO ] [CONFIGURE ] OVV: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:24:04.522394] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:24:04.636252] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:04.751612] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:24:04.866432] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:04.981838] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:05.100522] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:05.227515] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:05.348852] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:05.469177] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:05.589796] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:05.711165] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:05.711410] [INFO ] [CONFIGURE ] OVV: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T01:24:05.711476] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4747 tests
[2025-10-18T01:24:05.711513] [INFO ] [CONFIGURE ] OVV: Testing feature 8/29: add_macd
[2025-10-18T01:24:05.711544] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T01:24:05.867719] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:06.027462] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:24:06.195614] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:06.352045] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:06.513210] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:24:06.673074] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:06.829599] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:06.990950] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:24:07.150565] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:07.307620] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:07.307844] [INFO ] [CONFIGURE ] OVV: DISCARDED add_macd (score: 20.00%)
[2025-10-18T01:24:07.307919] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4746 tests
[2025-10-18T01:24:07.307982] [INFO ] [CONFIGURE ] OVV: Testing feature 9/29: add_mfi
[2025-10-18T01:24:07.308017] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:24:07.437176] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:07.566890] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:24:07.700966] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:07.834439] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:07.964550] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:08.096074] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:08.247730] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:08.380407] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:08.519848] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:08.657400] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:08.657539] [INFO ] [CONFIGURE ] OVV: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T01:24:08.657582] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4745 tests
[2025-10-18T01:24:08.657618] [INFO ] [CONFIGURE ] OVV: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:24:08.657682] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:24:08.809582] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:08.955853] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:24:09.102068] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:09.257796] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:09.403258] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:09.548824] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:09.694454] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:09.844517] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:09.992022] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:10.162262] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:10.162448] [INFO ] [CONFIGURE ] OVV: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:24:10.162492] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4744 tests
[2025-10-18T01:24:10.162575] [INFO ] [CONFIGURE ] OVV: Testing feature 11/29: add_obv_daily
[2025-10-18T01:24:10.162615] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T01:24:10.282992] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:10.411326] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:24:10.537756] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:10.664912] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:24:10.786447] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:10.912334] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:11.035664] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:11.159119] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:11.283245] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:11.408113] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:11.408243] [INFO ] [CONFIGURE ] OVV: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-18T01:24:11.408286] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4743 tests
[2025-10-18T01:24:11.408321] [INFO ] [CONFIGURE ] OVV: Testing feature 12/29: add_obv_interval
[2025-10-18T01:24:11.408350] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T01:24:11.527876] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:11.648460] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:24:11.769562] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:11.893524] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:12.015247] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:12.137325] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:12.259528] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:12.385593] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:12.510639] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:12.635784] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:12.635916] [INFO ] [CONFIGURE ] OVV: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:24:12.635960] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4742 tests
[2025-10-18T01:24:12.635994] [INFO ] [CONFIGURE ] OVV: Testing feature 13/29: add_opening_strength
[2025-10-18T01:24:12.636047] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:24:12.763661] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:12.891467] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:24:13.020159] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:13.149726] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:24:13.279534] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:24:13.410686] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:24:13.543081] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:13.675317] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:13.807027] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:13.942031] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:13.942159] [INFO ] [CONFIGURE ] OVV: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T01:24:13.942202] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4741 tests
[2025-10-18T01:24:13.942236] [INFO ] [CONFIGURE ] OVV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:24:13.942266] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T01:24:14.078026] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:14.210511] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:24:14.345513] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:14.481930] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:14.617229] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:14.751726] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:14.887062] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:15.024155] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:15.161202] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:15.299072] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:15.299197] [INFO ] [CONFIGURE ] OVV: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:24:15.299241] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4740 tests
[2025-10-18T01:24:15.299274] [INFO ] [CONFIGURE ] OVV: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:24:15.299304] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T01:24:15.413165] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:15.532884] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:24:15.648369] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:24:15.765764] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:15.881539] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:15.997670] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:16.115244] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:16.246131] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:16.365474] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:16.485159] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:16.485301] [INFO ] [CONFIGURE ] OVV: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-18T01:24:16.485344] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4739 tests
[2025-10-18T01:24:16.485379] [INFO ] [CONFIGURE ] OVV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:24:16.485414] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T01:24:16.609760] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:16.733193] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:24:16.857568] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:16.983324] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:17.111413] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:17.238339] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:17.364149] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:17.492463] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:17.620991] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:17.749879] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:17.750014] [INFO ] [CONFIGURE ] OVV: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:24:17.750058] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4738 tests
[2025-10-18T01:24:17.750092] [INFO ] [CONFIGURE ] OVV: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:24:17.750123] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T01:24:17.876879] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:18.004386] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:24:18.133447] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:18.263022] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:18.392446] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:18.522716] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:18.652807] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:18.784215] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:18.917049] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:19.049421] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:19.049575] [INFO ] [CONFIGURE ] OVV: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T01:24:19.049618] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4737 tests
[2025-10-18T01:24:19.049682] [INFO ] [CONFIGURE ] OVV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:24:19.049732] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T01:24:19.175405] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:19.292271] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:24:19.407612] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:19.525842] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:19.642575] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:19.759992] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:19.879839] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:19.999070] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:20.120014] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:20.241428] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:20.241588] [INFO ] [CONFIGURE ] OVV: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:24:20.241631] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4736 tests
[2025-10-18T01:24:20.241703] [INFO ] [CONFIGURE ] OVV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:24:20.241746] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T01:24:20.360479] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:20.478895] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:24:20.598794] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:20.718780] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:20.843830] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:20.973195] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:21.095210] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:21.219730] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:21.345360] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:21.470109] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:21.470285] [INFO ] [CONFIGURE ] OVV: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T01:24:21.470333] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4735 tests
[2025-10-18T01:24:21.470368] [INFO ] [CONFIGURE ] OVV: Testing feature 20/29: add_price_rejection
[2025-10-18T01:24:21.470400] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T01:24:21.599602] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:21.731146] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:24:21.860329] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:21.990241] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:22.122677] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:22.286045] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:22.424664] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:22.566964] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:22.709473] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:22.844939] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:22.845185] [INFO ] [CONFIGURE ] OVV: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T01:24:22.845249] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4734 tests
[2025-10-18T01:24:22.845298] [INFO ] [CONFIGURE ] OVV: Testing feature 21/29: add_range_position
[2025-10-18T01:24:22.845356] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T01:24:22.990898] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:23.125374] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:24:23.262119] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:23.402778] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:23.539359] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:23.677794] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:23.819205] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:23.968233] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:24.136221] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:24.281561] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:24.281766] [INFO ] [CONFIGURE ] OVV: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T01:24:24.281822] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4733 tests
[2025-10-18T01:24:24.281861] [INFO ] [CONFIGURE ] OVV: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:24:24.281897] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T01:24:24.437586] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:24.593084] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:24:24.749079] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:24.911211] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:25.073540] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:24:25.238302] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:24:25.403475] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:25.568211] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:25.733065] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:25.894810] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:25.895022] [INFO ] [CONFIGURE ] OVV: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:24:25.895071] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4732 tests
[2025-10-18T01:24:25.895109] [INFO ] [CONFIGURE ] OVV: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:24:25.895143] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T01:24:26.029594] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:26.160197] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:24:26.290953] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:26.421764] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:26.556875] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:26.688466] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:26.820140] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:26.949763] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:27.083433] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:27.222633] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:27.222850] [INFO ] [CONFIGURE ] OVV: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T01:24:27.222900] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4731 tests
[2025-10-18T01:24:27.222935] [INFO ] [CONFIGURE ] OVV: Testing feature 24/29: add_rsi
[2025-10-18T01:24:27.222966] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T01:24:27.376183] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:27.530575] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:24:27.683931] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:27.838003] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:27.993148] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:28.152491] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:28.319422] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:28.478899] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:28.635745] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:28.794113] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:28.794285] [INFO ] [CONFIGURE ] OVV: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T01:24:28.794329] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4730 tests
[2025-10-18T01:24:28.794363] [INFO ] [CONFIGURE ] OVV: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:24:28.794395] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T01:24:28.922983] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:29.058359] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:24:29.192297] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:29.324379] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:29.452799] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:29.585258] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:29.742360] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:29.875917] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:30.006195] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:30.136661] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:30.136856] [INFO ] [CONFIGURE ] OVV: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T01:24:30.136901] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4729 tests
[2025-10-18T01:24:30.136986] [INFO ] [CONFIGURE ] OVV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:24:30.137039] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T01:24:30.265187] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:30.395313] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:24:30.524780] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:30.657362] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:30.795131] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:30.929224] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:31.076808] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:31.218477] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:31.359572] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:31.513334] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:31.513548] [INFO ] [CONFIGURE ] OVV: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T01:24:31.513596] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4728 tests
[2025-10-18T01:24:31.513679] [INFO ] [CONFIGURE ] OVV: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:24:31.513745] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T01:24:31.659634] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:31.815851] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:24:31.962112] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:32.106850] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:24:32.251989] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:32.391636] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:32.533207] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:32.674392] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:32.821427] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:32.969065] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:32.969250] [INFO ] [CONFIGURE ] OVV: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T01:24:32.969297] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4727 tests
[2025-10-18T01:24:32.969333] [INFO ] [CONFIGURE ] OVV: Testing feature 28/29: add_volume_profile
[2025-10-18T01:24:32.969366] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T01:24:33.105173] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:33.242704] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:24:33.371666] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:33.504621] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:33.635614] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:24:33.767199] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:33.899547] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:34.039424] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:34.177487] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:34.311659] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:34.311843] [INFO ] [CONFIGURE ] OVV: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T01:24:34.311888] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4726 tests
[2025-10-18T01:24:34.311922] [INFO ] [CONFIGURE ] OVV: Testing feature 29/29: add_vwap
[2025-10-18T01:24:34.311951] [INFO ] [CONFIGURE ] OVV: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T01:24:34.447362] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:34.578748] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:24:34.711327] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:24:34.844286] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:34.978331] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:24:35.109098] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:24:35.239032] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:24:35.370316] [DEBUG] [FORECASTER] OVV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:35.502469] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:35.635937] [DEBUG] [FORECASTER] OVV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:35.636108] [INFO ] [CONFIGURE ] OVV: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T01:24:35.636153] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4725 tests
[2025-10-18T01:24:35.636189] [INFO ] [CONFIGURE ] OVV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:24:35.636221] [INFO ] [CONFIGURE ] OVV: Best accuracy: 50.00%
[2025-10-18T01:24:35.636252] [INFO ] [CONFIGURE ] OVV: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T01:24:35.636280] [INFO ] [CONFIGURE ] OVV: Improvement over baseline: 10.00%
[2025-10-18T01:24:35.636307] [INFO ] [CONFIGURE ] OVV: Total time: 39.1 seconds
[2025-10-18T01:24:35.636391] [INFO ] [CONFIGURE ] OVV: Average time per feature: 1.3 seconds
[2025-10-18T01:24:35.636430] [INFO ] [CONFIGURE ] OVV: Average speed: 0.74 features/sec
[2025-10-18T01:24:35.637016] [INFO ] [LOCAL     ] Saved configuration for OVV: 1 features, 50.00% accuracy -> ./output/feature-sets/OVV.json
[2025-10-18T01:24:35.637086] [INFO ] [CONFIGURE ] OVV: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-18T01:24:35.637171] [INFO ] [sig       ] [219/380] Successfully configured OVV | 0.02 sym/s | Total: 2.6h | ETA: 1.9h
[2025-10-18T01:24:35.637239] [INFO ] [sig       ] [220/380] Configuring OWL...
[2025-10-18T01:24:35.637293] [INFO ] [CONFIGURE ] OWL: Configurate test run.
[2025-10-18T01:24:35.637327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-10-18T01:24:35.649600] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OWL'.
[2025-10-18T01:24:35.649991] [INFO ] [CONFIGURE ] OWL: Testing with 29 available features
[2025-10-18T01:24:35.650054] [INFO ] [CONFIGURE ] OWL: Establishing baseline with no features...
[2025-10-18T01:24:35.752937] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:35.855160] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:24:35.964274] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:24:36.072543] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:36.178945] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:36.279157] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:24:36.379924] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:24:36.480110] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:24:36.581311] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:36.687109] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:36.687282] [INFO ] [CONFIGURE ] OWL: Baseline score (no features): 50.00%
[2025-10-18T01:24:36.687327] [INFO ] [CONFIGURE ] OWL: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:24:36.687360] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:24:36.803547] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:36.917258] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:24:37.030322] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:24:37.148763] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:37.270389] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:24:37.391788] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:24:37.515984] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:24:37.664732] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:24:37.784005] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:24:37.903339] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:24:37.903513] [INFO ] [CONFIGURE ] OWL: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T01:24:37.903557] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4724 tests
[2025-10-18T01:24:37.903592] [INFO ] [CONFIGURE ] OWL: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:24:37.903624] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:24:38.024829] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:38.146859] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:24:38.270557] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:24:38.397332] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:38.533394] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:24:38.657768] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:24:38.781065] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:24:38.905597] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:24:39.039235] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:39.182025] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:24:39.182270] [INFO ] [CONFIGURE ] OWL: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T01:24:39.182326] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4723 tests
[2025-10-18T01:24:39.182399] [INFO ] [CONFIGURE ] OWL: Testing feature 3/29: add_daily_returns
[2025-10-18T01:24:39.182452] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns']
[2025-10-18T01:24:39.292145] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:24:39.398677] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:24:39.504789] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:24:39.611722] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:39.718927] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:39.825557] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:24:39.932501] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:24:40.040452] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:24:40.150119] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:40.262548] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:24:40.262728] [INFO ] [CONFIGURE ] OWL: KEPT add_daily_returns (score: 60.00%)
[2025-10-18T01:24:40.262782] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4722 tests
[2025-10-18T01:24:40.262818] [INFO ] [CONFIGURE ] OWL: Testing feature 4/29: add_ema
[2025-10-18T01:24:40.262849] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T01:24:40.382066] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:40.503980] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:24:40.634188] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:24:40.784564] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:40.923430] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:41.078870] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:24:41.254203] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:24:41.437891] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:24:41.589404] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:24:41.755674] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:24:41.755908] [INFO ] [CONFIGURE ] OWL: KEPT add_ema (score: 70.00%)
[2025-10-18T01:24:41.755966] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4721 tests
[2025-10-18T01:24:41.756006] [INFO ] [CONFIGURE ] OWL: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:24:41.756038] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:24:41.929931] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:24:42.102347] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:24:42.258788] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:24:42.406193] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:42.554386] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:42.702850] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:24:42.851524] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:24:43.002164] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:43.153325] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:24:43.306380] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:24:43.306539] [INFO ] [CONFIGURE ] OWL: KEPT add_exhaustion_signals (score: 90.00%)
[2025-10-18T01:24:43.306582] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4720 tests
[2025-10-18T01:24:43.306616] [INFO ] [CONFIGURE ] OWL: Testing feature 6/29: add_failed_moves
[2025-10-18T01:24:43.306671] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T01:24:43.461269] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:24:43.619305] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:24:43.777548] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:24:43.939439] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:44.095852] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:44.259075] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:24:44.420000] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:24:44.581818] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:44.748958] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:24:44.919688] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:24:44.919895] [INFO ] [CONFIGURE ] OWL: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-18T01:24:44.919939] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4719 tests
[2025-10-18T01:24:44.919974] [INFO ] [CONFIGURE ] OWL: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:24:44.920007] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T01:24:45.076449] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:24:45.226608] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:24:45.381212] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:24:45.532028] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:45.682943] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:45.834471] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:24:45.987693] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:24:46.142341] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:46.304225] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:24:46.460862] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:24:46.461033] [INFO ] [CONFIGURE ] OWL: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-18T01:24:46.461080] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4718 tests
[2025-10-18T01:24:46.461116] [INFO ] [CONFIGURE ] OWL: Testing feature 8/29: add_macd
[2025-10-18T01:24:46.461148] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T01:24:46.636112] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:24:46.809588] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:24:46.983013] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:24:47.159309] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:47.340078] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:47.516320] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:24:47.692350] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:24:47.871067] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:24:48.052037] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:24:48.229537] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:24:48.229766] [INFO ] [CONFIGURE ] OWL: DISCARDED add_macd (score: 70.00%)
[2025-10-18T01:24:48.229821] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4717 tests
[2025-10-18T01:24:48.229859] [INFO ] [CONFIGURE ] OWL: Testing feature 9/29: add_mfi
[2025-10-18T01:24:48.229891] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T01:24:48.397358] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:24:48.565666] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:24:48.739907] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:24:48.908314] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:49.078077] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:49.249567] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:24:49.415885] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:24:49.592153] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:49.782838] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:24:49.953949] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:24:49.954159] [INFO ] [CONFIGURE ] OWL: DISCARDED add_mfi (score: 90.00%)
[2025-10-18T01:24:49.954240] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4716 tests
[2025-10-18T01:24:49.954301] [INFO ] [CONFIGURE ] OWL: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:24:49.954337] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:24:50.142132] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:24:50.327219] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:24:50.509479] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:24:50.693204] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:50.876854] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:51.062613] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:24:51.250259] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:24:51.443135] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:51.633733] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:24:51.830201] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:24:51.830392] [INFO ] [CONFIGURE ] OWL: DISCARDED add_momentum_acceleration (score: 90.00%)
[2025-10-18T01:24:51.830437] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4715 tests
[2025-10-18T01:24:51.830475] [INFO ] [CONFIGURE ] OWL: Testing feature 11/29: add_obv_daily
[2025-10-18T01:24:51.830509] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T01:24:51.991109] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:24:52.148788] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:24:52.303881] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:24:52.461421] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:52.619574] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:52.778716] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:24:52.935252] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:24:53.093334] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:53.251257] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:53.410557] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:24:53.410744] [INFO ] [CONFIGURE ] OWL: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-18T01:24:53.410798] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4714 tests
[2025-10-18T01:24:53.410834] [INFO ] [CONFIGURE ] OWL: Testing feature 12/29: add_obv_interval
[2025-10-18T01:24:53.410865] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T01:24:53.567027] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:24:53.727569] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:24:53.887278] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:24:54.048619] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:54.219456] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:54.378178] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:24:54.539438] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:24:54.705887] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:54.870533] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:55.032601] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:24:55.032805] [INFO ] [CONFIGURE ] OWL: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T01:24:55.032856] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4713 tests
[2025-10-18T01:24:55.032895] [INFO ] [CONFIGURE ] OWL: Testing feature 13/29: add_opening_strength
[2025-10-18T01:24:55.032927] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength']
[2025-10-18T01:24:55.194782] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:55.357457] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:24:55.519801] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:24:55.686023] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:55.883070] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:56.052493] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:24:56.217212] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:24:56.381855] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:56.547125] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:56.712731] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:24:56.712924] [INFO ] [CONFIGURE ] OWL: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T01:24:56.712970] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4712 tests
[2025-10-18T01:24:56.713006] [INFO ] [CONFIGURE ] OWL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:24:56.713036] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T01:24:56.882302] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:24:57.056052] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:24:57.226860] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:24:57.400485] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:57.578244] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:57.753575] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:24:57.934063] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:24:58.115888] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:24:58.295965] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:24:58.474618] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:24:58.474834] [INFO ] [CONFIGURE ] OWL: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:24:58.474895] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4711 tests
[2025-10-18T01:24:58.474935] [INFO ] [CONFIGURE ] OWL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:24:58.474967] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T01:24:58.625252] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:24:58.785109] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:24:58.937841] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:24:59.094849] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:24:59.267788] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:24:59.426328] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:24:59.587838] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:24:59.742151] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:24:59.896494] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:25:00.051883] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:25:00.052054] [INFO ] [CONFIGURE ] OWL: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-18T01:25:00.052097] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4710 tests
[2025-10-18T01:25:00.052132] [INFO ] [CONFIGURE ] OWL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:25:00.052163] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T01:25:00.220419] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:25:00.384072] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:25:00.551827] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:25:00.721926] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:00.890815] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:25:01.060091] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:25:01.244883] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:25:01.440530] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:01.624553] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:25:01.819909] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:25:01.820133] [INFO ] [CONFIGURE ] OWL: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T01:25:01.820206] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4709 tests
[2025-10-18T01:25:01.820270] [INFO ] [CONFIGURE ] OWL: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:25:01.820309] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T01:25:02.017086] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:25:02.193456] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:25:02.364593] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:25:02.535946] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:02.707201] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:25:02.884312] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:25:03.057594] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:25:03.239771] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:03.419270] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:25:03.598766] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:25:03.598938] [INFO ] [CONFIGURE ] OWL: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T01:25:03.598983] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4708 tests
[2025-10-18T01:25:03.599021] [INFO ] [CONFIGURE ] OWL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:25:03.599055] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T01:25:03.761008] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:25:03.926295] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:25:04.089674] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:25:04.254780] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:04.422055] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:25:04.584564] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:25:04.759503] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:25:04.948342] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:05.103013] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:25:05.255064] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:25:05.255225] [INFO ] [CONFIGURE ] OWL: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:25:05.255269] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4707 tests
[2025-10-18T01:25:05.255305] [INFO ] [CONFIGURE ] OWL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:25:05.255336] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T01:25:05.407119] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:25:05.562434] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:25:05.714155] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:25:05.866873] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:06.022931] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:25:06.179297] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:25:06.338361] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:25:06.495098] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:06.655062] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:25:06.812211] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:25:06.812366] [INFO ] [CONFIGURE ] OWL: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T01:25:06.812409] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4706 tests
[2025-10-18T01:25:06.812444] [INFO ] [CONFIGURE ] OWL: Testing feature 20/29: add_price_rejection
[2025-10-18T01:25:06.812477] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T01:25:06.974155] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:25:07.131587] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:25:07.290041] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:25:07.447398] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:07.613853] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:25:07.783220] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:25:07.945827] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:25:08.105012] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:08.268045] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:25:08.431407] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:25:08.431579] [INFO ] [CONFIGURE ] OWL: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-18T01:25:08.431630] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4705 tests
[2025-10-18T01:25:08.431704] [INFO ] [CONFIGURE ] OWL: Testing feature 21/29: add_range_position
[2025-10-18T01:25:08.431749] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T01:25:08.600409] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:25:08.773589] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:25:08.943239] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:25:09.112571] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:09.285051] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:25:09.463016] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:25:09.636538] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:25:09.818100] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:25:09.994958] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:25:10.170169] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:25:10.170356] [INFO ] [CONFIGURE ] OWL: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:25:10.170401] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4704 tests
[2025-10-18T01:25:10.170437] [INFO ] [CONFIGURE ] OWL: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:25:10.170469] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T01:25:10.356260] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:25:10.543224] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:25:10.750097] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:25:10.944899] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:11.134451] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:25:11.321369] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:25:11.512369] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:25:11.712372] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:11.920161] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:25:12.130884] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:25:12.131080] [INFO ] [CONFIGURE ] OWL: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T01:25:12.131144] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4703 tests
[2025-10-18T01:25:12.131185] [INFO ] [CONFIGURE ] OWL: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:25:12.131218] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T01:25:12.296477] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:25:12.475567] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:25:12.656629] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:25:12.842175] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:25:13.014450] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:25:13.175612] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:25:13.336364] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:25:13.498341] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:13.665310] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:25:13.828316] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:25:13.828530] [INFO ] [CONFIGURE ] OWL: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T01:25:13.828580] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4702 tests
[2025-10-18T01:25:13.828615] [INFO ] [CONFIGURE ] OWL: Testing feature 24/29: add_rsi
[2025-10-18T01:25:13.828671] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_rsi']
[2025-10-18T01:25:13.990385] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:25:14.154709] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:25:14.324382] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:25:14.498732] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:14.671947] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:25:14.844809] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:25:15.021732] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:25:15.202800] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:15.388961] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:25:15.571807] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:25:15.572136] [INFO ] [CONFIGURE ] OWL: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T01:25:15.572203] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4701 tests
[2025-10-18T01:25:15.572246] [INFO ] [CONFIGURE ] OWL: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:25:15.572283] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T01:25:15.758021] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:25:15.919842] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:25:16.076716] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:25:16.234345] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:16.393940] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:25:16.553798] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:25:16.715077] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:25:16.874399] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:17.038773] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:25:17.201526] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:25:17.201768] [INFO ] [CONFIGURE ] OWL: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T01:25:17.201825] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4700 tests
[2025-10-18T01:25:17.201866] [INFO ] [CONFIGURE ] OWL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:25:17.201901] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T01:25:17.364285] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:25:17.537225] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:25:17.706549] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:25:17.869528] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:18.034633] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:25:18.203348] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:25:18.369797] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:25:18.534254] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:18.701370] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:25:18.865898] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:25:18.866055] [INFO ] [CONFIGURE ] OWL: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-18T01:25:18.866098] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4699 tests
[2025-10-18T01:25:18.866134] [INFO ] [CONFIGURE ] OWL: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:25:18.866166] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T01:25:19.034665] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:25:19.211151] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:25:19.388087] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:25:19.562062] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:19.747748] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:25:19.923152] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:25:20.132018] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:25:20.309140] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:20.504388] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:25:20.694156] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:25:20.694369] [INFO ] [CONFIGURE ] OWL: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-18T01:25:20.694416] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4698 tests
[2025-10-18T01:25:20.694543] [INFO ] [CONFIGURE ] OWL: Testing feature 28/29: add_volume_profile
[2025-10-18T01:25:20.694585] [INFO ] [CONFIGURE ] OWL: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-18T01:25:20.870065] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:25:21.046167] [DEBUG] [FORECASTER] OWL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:25:21.217072] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:25:21.384438] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:21.551101] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:25:21.720892] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:25:21.906439] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:25:22.103300] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:22.284709] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:25:22.457173] [DEBUG] [FORECASTER] OWL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:25:22.457375] [INFO ] [CONFIGURE ] OWL: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-18T01:25:22.457422] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4697 tests
[2025-10-18T01:25:22.457459] [INFO ] [CONFIGURE ] OWL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:25:22.457489] [INFO ] [CONFIGURE ] OWL: Best accuracy: 90.00%
[2025-10-18T01:25:22.457521] [INFO ] [CONFIGURE ] OWL: Best feature set (4 features): ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:25:22.457550] [INFO ] [CONFIGURE ] OWL: Improvement over baseline: 40.00%
[2025-10-18T01:25:22.457576] [INFO ] [CONFIGURE ] OWL: Total time: 45.8 seconds
[2025-10-18T01:25:22.457603] [INFO ] [CONFIGURE ] OWL: Average time per feature: 1.6 seconds
[2025-10-18T01:25:22.457630] [INFO ] [CONFIGURE ] OWL: Average speed: 0.63 features/sec
[2025-10-18T01:25:22.458451] [INFO ] [LOCAL     ] Saved configuration for OWL: 4 features, 90.00% accuracy -> ./output/feature-sets/OWL.json
[2025-10-18T01:25:22.458523] [INFO ] [CONFIGURE ] OWL: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-18T01:25:22.458605] [INFO ] [sig       ] [220/380] Successfully configured OWL | 0.02 sym/s | Total: 2.6h | ETA: 1.9h
[2025-10-18T01:25:22.458716] [INFO ] [sig       ] [221/380] Configuring OXM...
[2025-10-18T01:25:22.458794] [INFO ] [CONFIGURE ] OXM: Configurate test run.
[2025-10-18T01:25:22.458862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-10-18T01:25:22.473334] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'OXM'.
[2025-10-18T01:25:22.473835] [INFO ] [CONFIGURE ] OXM: Testing with 29 available features
[2025-10-18T01:25:22.473893] [INFO ] [CONFIGURE ] OXM: Establishing baseline with no features...
[2025-10-18T01:25:22.577191] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:22.679839] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:22.783148] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:22.888333] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:25:22.992695] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:25:23.130728] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:23.236438] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:25:23.342261] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:23.453048] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:25:23.561527] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:23.561693] [INFO ] [CONFIGURE ] OXM: Baseline score (no features): 40.00%
[2025-10-18T01:25:23.561751] [INFO ] [CONFIGURE ] OXM: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:25:23.561785] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:25:23.677247] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:23.794119] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:23.914065] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:24.031052] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:24.147841] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:24.266997] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:24.386714] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:24.500985] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:24.615791] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:25:24.731629] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:24.731839] [INFO ] [CONFIGURE ] OXM: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T01:25:24.731889] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4696 tests
[2025-10-18T01:25:24.731924] [INFO ] [CONFIGURE ] OXM: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:25:24.731956] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:25:24.865147] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:25.002171] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:25.136781] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:25.272812] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:25.408861] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:25.547299] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:25.692060] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:25.829850] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:25.968801] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:25:26.108089] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:26.108245] [INFO ] [CONFIGURE ] OXM: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:25:26.108299] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4695 tests
[2025-10-18T01:25:26.108408] [INFO ] [CONFIGURE ] OXM: Testing feature 3/29: add_daily_returns
[2025-10-18T01:25:26.108456] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:25:26.228449] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:26.347943] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:26.474426] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:26.595753] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:26.721308] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:26.847571] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:26.971051] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:25:27.094514] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:27.223222] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:25:27.346962] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:27.347131] [INFO ] [CONFIGURE ] OXM: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T01:25:27.347175] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4694 tests
[2025-10-18T01:25:27.347210] [INFO ] [CONFIGURE ] OXM: Testing feature 4/29: add_ema
[2025-10-18T01:25:27.347240] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:25:27.496986] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:27.630346] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:27.764817] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:27.910071] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:28.040602] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:28.171529] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:28.302240] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:28.433353] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:28.569919] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:25:28.710151] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:28.710375] [INFO ] [CONFIGURE ] OXM: KEPT add_ema (score: 60.00%)
[2025-10-18T01:25:28.710445] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4693 tests
[2025-10-18T01:25:28.710504] [INFO ] [CONFIGURE ] OXM: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:25:28.710540] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:25:28.868330] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:29.025247] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:29.214318] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:29.376476] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:29.536586] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:29.689863] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:29.843217] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:29.998008] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:30.156813] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:25:30.317710] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:30.317876] [INFO ] [CONFIGURE ] OXM: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:25:30.317942] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4692 tests
[2025-10-18T01:25:30.317993] [INFO ] [CONFIGURE ] OXM: Testing feature 6/29: add_failed_moves
[2025-10-18T01:25:30.318026] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-18T01:25:30.449591] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:30.581921] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:30.716080] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:30.854505] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:30.995860] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:31.133994] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:31.274598] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:31.415212] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:31.556024] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:25:31.696451] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:31.696592] [INFO ] [CONFIGURE ] OXM: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:25:31.696635] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4691 tests
[2025-10-18T01:25:31.696794] [INFO ] [CONFIGURE ] OXM: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:25:31.696847] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-18T01:25:31.832076] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:31.960702] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:32.089266] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:32.221152] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:32.364804] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:32.495047] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:32.625902] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:32.756695] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:25:32.887701] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:25:33.019110] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:33.019338] [INFO ] [CONFIGURE ] OXM: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T01:25:33.019398] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4690 tests
[2025-10-18T01:25:33.019456] [INFO ] [CONFIGURE ] OXM: Testing feature 8/29: add_macd
[2025-10-18T01:25:33.019490] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-18T01:25:33.183383] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:33.349048] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:33.515079] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:33.675345] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:33.835816] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:33.997333] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:34.162526] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:25:34.345280] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:34.517857] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:25:34.690094] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:34.690268] [INFO ] [CONFIGURE ] OXM: DISCARDED add_macd (score: 40.00%)
[2025-10-18T01:25:34.690334] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4689 tests
[2025-10-18T01:25:34.690371] [INFO ] [CONFIGURE ] OXM: Testing feature 9/29: add_mfi
[2025-10-18T01:25:34.690402] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-18T01:25:34.837203] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:34.989383] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:35.144418] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:35.298749] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:35.453586] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:35.607241] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:35.767148] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:35.922285] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:36.067414] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:25:36.214436] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:36.214665] [INFO ] [CONFIGURE ] OXM: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:25:36.214728] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4688 tests
[2025-10-18T01:25:36.214767] [INFO ] [CONFIGURE ] OXM: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:25:36.214800] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:25:36.374491] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:36.544563] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:36.706818] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:36.866100] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:37.029923] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:37.193759] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:37.355614] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:37.516870] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:37.678834] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:25:37.841419] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:37.841622] [INFO ] [CONFIGURE ] OXM: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:25:37.841703] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4687 tests
[2025-10-18T01:25:37.841749] [INFO ] [CONFIGURE ] OXM: Testing feature 11/29: add_obv_daily
[2025-10-18T01:25:37.841782] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily']
[2025-10-18T01:25:37.978161] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:38.115345] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:38.253410] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:38.392198] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:38.532636] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:38.671527] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:38.811963] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:38.952443] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:39.094470] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:25:39.238975] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:39.239154] [INFO ] [CONFIGURE ] OXM: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:25:39.239198] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4686 tests
[2025-10-18T01:25:39.239233] [INFO ] [CONFIGURE ] OXM: Testing feature 12/29: add_obv_interval
[2025-10-18T01:25:39.239264] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval']
[2025-10-18T01:25:39.389337] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:39.527030] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:39.665258] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:39.801785] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:39.938009] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:40.080235] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:40.218190] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:40.357265] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:40.496099] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:25:40.637134] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:40.637308] [INFO ] [CONFIGURE ] OXM: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:25:40.637351] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4685 tests
[2025-10-18T01:25:40.637387] [INFO ] [CONFIGURE ] OXM: Testing feature 13/29: add_opening_strength
[2025-10-18T01:25:40.637420] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:25:40.783562] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:40.929621] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:41.074346] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:41.220262] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:25:41.366124] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:41.511718] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:41.661159] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:41.808664] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:41.956941] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:25:42.105775] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:42.105965] [INFO ] [CONFIGURE ] OXM: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T01:25:42.106027] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4684 tests
[2025-10-18T01:25:42.106064] [INFO ] [CONFIGURE ] OXM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:25:42.106117] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance']
[2025-10-18T01:25:42.252543] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:42.400030] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:42.548779] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:42.697697] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:42.846883] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:42.995863] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:43.149402] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:43.304678] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:43.461227] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:25:43.619468] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:43.619623] [INFO ] [CONFIGURE ] OXM: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:25:43.619699] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4683 tests
[2025-10-18T01:25:43.619746] [INFO ] [CONFIGURE ] OXM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:25:43.619779] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-18T01:25:43.753594] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:43.888633] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:44.025599] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:44.161185] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:44.299744] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:44.433143] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:44.566960] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:44.705816] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:44.841835] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:25:44.979522] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:44.979726] [INFO ] [CONFIGURE ] OXM: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T01:25:44.979783] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4682 tests
[2025-10-18T01:25:44.979822] [INFO ] [CONFIGURE ] OXM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:25:44.979854] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-18T01:25:45.118181] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:45.258226] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:45.398389] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:45.540922] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:45.683531] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:45.831989] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:45.973200] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:46.117305] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:46.259957] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:25:46.400981] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:46.401130] [INFO ] [CONFIGURE ] OXM: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:25:46.401173] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4681 tests
[2025-10-18T01:25:46.401208] [INFO ] [CONFIGURE ] OXM: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:25:46.401239] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d']
[2025-10-18T01:25:46.542599] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:46.685791] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:46.829058] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:46.973787] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:47.125485] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:47.271387] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:47.417208] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:25:47.565272] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:47.722597] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:25:47.872955] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:47.873119] [INFO ] [CONFIGURE ] OXM: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T01:25:47.873162] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4680 tests
[2025-10-18T01:25:47.873197] [INFO ] [CONFIGURE ] OXM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:25:47.873229] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-18T01:25:48.006305] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:48.142256] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:48.275242] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:48.408179] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:48.541178] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:48.679970] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:48.819801] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:48.959797] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:49.099839] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:25:49.241628] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:49.241797] [INFO ] [CONFIGURE ] OXM: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T01:25:49.241844] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4679 tests
[2025-10-18T01:25:49.241878] [INFO ] [CONFIGURE ] OXM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:25:49.241908] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-18T01:25:49.373089] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:49.503442] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:49.633519] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:49.763822] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:49.893164] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:50.024426] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:50.154931] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:50.291088] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:50.423867] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:25:50.562827] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:50.563017] [INFO ] [CONFIGURE ] OXM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T01:25:50.564076] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4678 tests
[2025-10-18T01:25:50.564130] [INFO ] [CONFIGURE ] OXM: Testing feature 20/29: add_price_rejection
[2025-10-18T01:25:50.564165] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection']
[2025-10-18T01:25:50.711288] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:50.855448] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:51.023961] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:51.224124] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:51.426447] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:51.602102] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:51.825466] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:52.016240] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:52.183906] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:25:52.348760] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:52.348941] [INFO ] [CONFIGURE ] OXM: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T01:25:52.348987] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4677 tests
[2025-10-18T01:25:52.349023] [INFO ] [CONFIGURE ] OXM: Testing feature 21/29: add_range_position
[2025-10-18T01:25:52.349057] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position']
[2025-10-18T01:25:52.519876] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:52.690921] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:52.863284] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:53.036157] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:53.205559] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:53.374707] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:53.533284] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:53.685131] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:53.835413] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:25:53.999505] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:53.999764] [INFO ] [CONFIGURE ] OXM: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:25:53.999822] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4676 tests
[2025-10-18T01:25:53.999860] [INFO ] [CONFIGURE ] OXM: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:25:53.999893] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility']
[2025-10-18T01:25:54.168267] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:54.342840] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:54.518639] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:54.685877] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:54.856153] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:55.023973] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:55.190057] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:55.356630] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:55.529931] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:25:55.709103] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:55.709263] [INFO ] [CONFIGURE ] OXM: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T01:25:55.709309] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4675 tests
[2025-10-18T01:25:55.709345] [INFO ] [CONFIGURE ] OXM: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:25:55.709377] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context']
[2025-10-18T01:25:55.851342] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:55.994965] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:56.139105] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:56.291662] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:56.443431] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:56.623591] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:56.787140] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:56.944453] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:57.103509] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:25:57.255255] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:57.255435] [INFO ] [CONFIGURE ] OXM: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T01:25:57.255480] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4674 tests
[2025-10-18T01:25:57.255516] [INFO ] [CONFIGURE ] OXM: Testing feature 24/29: add_rsi
[2025-10-18T01:25:57.255549] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T01:25:57.397713] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:57.546111] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:57.696462] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:57.845993] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:57.991027] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:58.138939] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:58.287718] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:58.438235] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:25:58.590592] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:25:58.741910] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:25:58.742126] [INFO ] [CONFIGURE ] OXM: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T01:25:58.742189] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4673 tests
[2025-10-18T01:25:58.742227] [INFO ] [CONFIGURE ] OXM: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:25:58.742259] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution']
[2025-10-18T01:25:58.881953] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:25:59.022034] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:25:59.166275] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:25:59.304237] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:25:59.447180] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:25:59.590678] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:25:59.735082] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:25:59.878520] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:00.019453] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:00.157999] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:26:00.158117] [INFO ] [CONFIGURE ] OXM: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T01:26:00.158161] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4672 tests
[2025-10-18T01:26:00.158195] [INFO ] [CONFIGURE ] OXM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:26:00.158225] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-18T01:26:00.295246] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:26:00.433706] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:00.580540] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:26:00.730430] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:00.880575] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:26:01.033916] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:26:01.189203] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:26:01.356724] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:01.511896] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:01.664469] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:26:01.664638] [INFO ] [CONFIGURE ] OXM: DISCARDED add_volume_momentum_confirmation (score: 20.00%)
[2025-10-18T01:26:01.664795] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4671 tests
[2025-10-18T01:26:01.664850] [INFO ] [CONFIGURE ] OXM: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:26:01.664929] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence']
[2025-10-18T01:26:01.820777] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:26:01.987573] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:26:02.154687] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:26:02.324561] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:02.494607] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:26:02.690078] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:26:02.850870] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:03.013102] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:03.170774] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:03.329064] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:26:03.329243] [INFO ] [CONFIGURE ] OXM: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:26:03.329288] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4670 tests
[2025-10-18T01:26:03.329322] [INFO ] [CONFIGURE ] OXM: Testing feature 28/29: add_volume_profile
[2025-10-18T01:26:03.329391] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile']
[2025-10-18T01:26:03.469805] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:26:03.611189] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:26:03.754195] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:26:03.903260] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:04.053878] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:26:04.204994] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:26:04.355083] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:04.505224] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:04.651568] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:04.799087] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:26:04.799289] [INFO ] [CONFIGURE ] OXM: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T01:26:04.799347] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4669 tests
[2025-10-18T01:26:04.799383] [INFO ] [CONFIGURE ] OXM: Testing feature 29/29: add_vwap
[2025-10-18T01:26:04.799415] [INFO ] [CONFIGURE ] OXM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap']
[2025-10-18T01:26:04.943613] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:26:05.091066] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:26:05.239234] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:26:05.386856] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:05.536545] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:26:05.727698] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:26:05.876826] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:06.027418] [DEBUG] [FORECASTER] OXM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:06.176468] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:06.326479] [DEBUG] [FORECASTER] OXM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:26:06.326608] [INFO ] [CONFIGURE ] OXM: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T01:26:06.326676] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4668 tests
[2025-10-18T01:26:06.326753] [INFO ] [CONFIGURE ] OXM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:26:06.326808] [INFO ] [CONFIGURE ] OXM: Best accuracy: 60.00%
[2025-10-18T01:26:06.326841] [INFO ] [CONFIGURE ] OXM: Best feature set (2 features): ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:26:06.326869] [INFO ] [CONFIGURE ] OXM: Improvement over baseline: 20.00%
[2025-10-18T01:26:06.326896] [INFO ] [CONFIGURE ] OXM: Total time: 42.8 seconds
[2025-10-18T01:26:06.326923] [INFO ] [CONFIGURE ] OXM: Average time per feature: 1.5 seconds
[2025-10-18T01:26:06.326949] [INFO ] [CONFIGURE ] OXM: Average speed: 0.68 features/sec
[2025-10-18T01:26:06.327591] [INFO ] [LOCAL     ] Saved configuration for OXM: 2 features, 60.00% accuracy -> ./output/feature-sets/OXM.json
[2025-10-18T01:26:06.327682] [INFO ] [CONFIGURE ] OXM: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-18T01:26:06.327771] [INFO ] [sig       ] [221/380] Successfully configured OXM | 0.02 sym/s | Total: 2.6h | ETA: 1.9h
[2025-10-18T01:26:06.327829] [INFO ] [sig       ] [222/380] Configuring PAAS...
[2025-10-18T01:26:06.327871] [INFO ] [CONFIGURE ] PAAS: Configurate test run.
[2025-10-18T01:26:06.327951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-10-18T01:26:06.343262] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAAS'.
[2025-10-18T01:26:06.343667] [INFO ] [CONFIGURE ] PAAS: Testing with 29 available features
[2025-10-18T01:26:06.343725] [INFO ] [CONFIGURE ] PAAS: Establishing baseline with no features...
[2025-10-18T01:26:06.450782] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:06.560796] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:06.668597] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:26:06.777226] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:06.886129] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:06.995823] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:26:07.107483] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:26:07.221227] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:07.333604] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:26:07.445754] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:07.445915] [INFO ] [CONFIGURE ] PAAS: Baseline score (no features): 60.00%
[2025-10-18T01:26:07.445958] [INFO ] [CONFIGURE ] PAAS: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:26:07.446047] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:26:07.567580] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:07.693751] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:26:07.816232] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:07.935957] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:26:08.056469] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:26:08.176919] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:26:08.298756] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:08.420493] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:08.547935] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:08.708351] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:08.708524] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T01:26:08.708568] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4667 tests
[2025-10-18T01:26:08.708601] [INFO ] [CONFIGURE ] PAAS: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:26:08.708632] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:26:08.835313] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:08.961467] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:26:09.087558] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:26:09.215187] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:09.343913] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:09.475548] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:26:09.607009] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:09.737512] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:09.869551] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:09.999940] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:10.000083] [INFO ] [CONFIGURE ] PAAS: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-18T01:26:10.000127] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4666 tests
[2025-10-18T01:26:10.000161] [INFO ] [CONFIGURE ] PAAS: Testing feature 3/29: add_daily_returns
[2025-10-18T01:26:10.000192] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:26:10.131376] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:10.267352] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:26:10.399566] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:26:10.532298] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:10.671059] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:10.807713] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:26:10.943553] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:26:11.081809] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:11.220627] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:11.361745] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:11.361947] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-18T01:26:11.362005] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4665 tests
[2025-10-18T01:26:11.362043] [INFO ] [CONFIGURE ] PAAS: Testing feature 4/29: add_ema
[2025-10-18T01:26:11.362077] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T01:26:11.510716] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:11.655165] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:11.814581] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:26:11.960831] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:26:12.107497] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:12.255128] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:26:12.402746] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:26:12.553845] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:12.704511] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:12.859782] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:12.859961] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:26:12.860012] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4664 tests
[2025-10-18T01:26:12.860049] [INFO ] [CONFIGURE ] PAAS: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:26:12.860082] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:26:13.007870] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:13.155659] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:26:13.309846] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:13.462087] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:13.615254] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:26:13.765491] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:26:13.917621] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:26:14.069763] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:14.224625] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:14.379417] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:14.379593] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T01:26:14.379729] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4663 tests
[2025-10-18T01:26:14.379772] [INFO ] [CONFIGURE ] PAAS: Testing feature 6/29: add_failed_moves
[2025-10-18T01:26:14.379804] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T01:26:14.511223] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:14.642268] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:26:14.811613] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:26:14.944619] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:15.078600] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:15.212210] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:26:15.348538] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:15.480675] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:15.615485] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:15.753006] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:15.753153] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T01:26:15.753196] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4662 tests
[2025-10-18T01:26:15.753231] [INFO ] [CONFIGURE ] PAAS: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:26:15.753261] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T01:26:15.875114] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:15.997618] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:26:16.122458] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:26:16.251064] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:16.380758] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:16.506222] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:26:16.633875] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:16.760541] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:16.898325] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:17.043207] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:17.043392] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T01:26:17.043438] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4661 tests
[2025-10-18T01:26:17.043474] [INFO ] [CONFIGURE ] PAAS: Testing feature 8/29: add_macd
[2025-10-18T01:26:17.043506] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T01:26:17.228243] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:17.393426] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:17.557989] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:17.721674] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:17.902132] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:26:18.064683] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:26:18.234021] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:18.398604] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:18.564074] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:18.731488] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:18.731710] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:26:18.731772] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4660 tests
[2025-10-18T01:26:18.731810] [INFO ] [CONFIGURE ] PAAS: Testing feature 9/29: add_mfi
[2025-10-18T01:26:18.731892] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T01:26:18.871166] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:19.012794] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:26:19.154003] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:26:19.294466] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:19.435076] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:19.576084] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:26:19.718080] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:19.859302] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:20.001408] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:20.144628] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:20.144840] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T01:26:20.144887] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4659 tests
[2025-10-18T01:26:20.144923] [INFO ] [CONFIGURE ] PAAS: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:26:20.144954] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:26:20.311148] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:20.467155] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:20.626778] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:26:20.811221] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:20.974747] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:21.131585] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:26:21.289930] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:21.456197] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:21.624258] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:21.796399] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:21.796584] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:26:21.796680] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4658 tests
[2025-10-18T01:26:21.796738] [INFO ] [CONFIGURE ] PAAS: Testing feature 11/29: add_obv_daily
[2025-10-18T01:26:21.796774] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T01:26:21.933480] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:26:22.066189] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:22.200265] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:22.343971] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:26:22.484701] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:22.621452] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:26:22.757068] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:26:22.894662] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:23.035755] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:23.181392] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:23.181629] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T01:26:23.181725] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4657 tests
[2025-10-18T01:26:23.181786] [INFO ] [CONFIGURE ] PAAS: Testing feature 12/29: add_obv_interval
[2025-10-18T01:26:23.181822] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T01:26:23.317218] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:23.452902] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:23.588888] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:26:23.717920] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:23.852038] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:23.982739] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:26:24.112736] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:24.254149] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:24.402559] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:24.548535] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:24.548724] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T01:26:24.548781] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4656 tests
[2025-10-18T01:26:24.548820] [INFO ] [CONFIGURE ] PAAS: Testing feature 13/29: add_opening_strength
[2025-10-18T01:26:24.548852] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:26:24.694736] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:24.840572] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:26:24.985445] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:25.131506] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:25.278295] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:25.426913] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:26:25.576731] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:26:25.726727] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:25.880224] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:26:26.032290] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:26:26.032452] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T01:26:26.032502] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4655 tests
[2025-10-18T01:26:26.032538] [INFO ] [CONFIGURE ] PAAS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:26:26.032571] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T01:26:26.183476] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:26.334900] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:26.485454] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:26.650001] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:26.807727] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:26.979720] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:26:27.132042] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:27.286271] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:27.440108] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:27.593547] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:27.593744] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:26:27.593801] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4654 tests
[2025-10-18T01:26:27.593840] [INFO ] [CONFIGURE ] PAAS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:26:27.593872] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T01:26:27.728385] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:27.862119] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:27.995825] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:26:28.131145] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:28.267361] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:28.403349] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:26:28.541909] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:28.680145] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:28.815135] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:28.950499] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:28.950680] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:26:28.950743] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4653 tests
[2025-10-18T01:26:28.950782] [INFO ] [CONFIGURE ] PAAS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:26:28.950814] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T01:26:29.089720] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:29.229171] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:26:29.368707] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:29.508917] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:29.651895] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:29.798360] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:26:29.965055] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:30.110670] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:30.255637] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:30.403445] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:30.403607] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:26:30.403682] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4652 tests
[2025-10-18T01:26:30.403735] [INFO ] [CONFIGURE ] PAAS: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:26:30.403769] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T01:26:30.546806] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:30.690997] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:30.836625] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:30.981623] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:31.127092] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:31.271464] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:26:31.418636] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:26:31.563236] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:31.709633] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:31.860535] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:31.860719] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T01:26:31.860776] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4651 tests
[2025-10-18T01:26:31.860813] [INFO ] [CONFIGURE ] PAAS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:26:31.860843] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T01:26:31.992078] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:32.128631] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:26:32.265979] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:32.405801] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:32.540086] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:32.674550] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:26:32.810607] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:32.947879] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:33.087683] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:33.222922] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:33.223070] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:26:33.223114] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4650 tests
[2025-10-18T01:26:33.223148] [INFO ] [CONFIGURE ] PAAS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:26:33.223178] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T01:26:33.354155] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:33.485451] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:33.617989] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:26:33.750150] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:33.884074] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:34.016565] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:26:34.151360] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:34.287061] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:34.425172] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:34.562805] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:34.562949] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T01:26:34.562993] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4649 tests
[2025-10-18T01:26:34.563027] [INFO ] [CONFIGURE ] PAAS: Testing feature 20/29: add_price_rejection
[2025-10-18T01:26:34.563056] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-18T01:26:34.705002] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:34.846235] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:34.984505] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:35.128758] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:35.269884] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:35.413067] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:26:35.555258] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:35.698711] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:35.841890] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:26:35.988389] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:35.988541] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T01:26:35.988584] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4648 tests
[2025-10-18T01:26:35.988624] [INFO ] [CONFIGURE ] PAAS: Testing feature 21/29: add_range_position
[2025-10-18T01:26:35.988705] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-18T01:26:36.136574] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:36.289506] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:36.440180] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:36.593946] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:36.745343] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:36.898981] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:26:37.054415] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:26:37.209315] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:37.364760] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:37.520343] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:37.520508] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:26:37.520574] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4647 tests
[2025-10-18T01:26:37.520610] [INFO ] [CONFIGURE ] PAAS: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:26:37.520659] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-18T01:26:37.682027] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:26:37.844526] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:38.007950] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:38.172991] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:38.338444] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:38.505728] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:26:38.674819] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:38.847412] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:39.019342] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:39.192472] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:39.192634] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T01:26:39.192761] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4646 tests
[2025-10-18T01:26:39.192804] [INFO ] [CONFIGURE ] PAAS: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:26:39.192837] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-18T01:26:39.336773] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:39.477493] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:39.625127] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:39.771825] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:39.917171] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:40.060412] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:26:40.204073] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:26:40.347013] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:40.493213] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:40.637126] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:40.637283] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:26:40.637326] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4645 tests
[2025-10-18T01:26:40.637361] [INFO ] [CONFIGURE ] PAAS: Testing feature 24/29: add_rsi
[2025-10-18T01:26:40.637393] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-18T01:26:40.803757] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:40.965938] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:41.126949] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:26:41.290689] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:26:41.453367] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:26:41.616675] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:26:41.783877] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:26:41.949716] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:42.146114] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:42.313232] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:42.313453] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T01:26:42.313518] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4644 tests
[2025-10-18T01:26:42.313555] [INFO ] [CONFIGURE ] PAAS: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:26:42.313586] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-18T01:26:42.453317] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:42.594965] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:42.737084] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:26:42.879427] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:43.021552] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:43.163790] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:26:43.313900] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:43.466548] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:43.630771] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:43.816279] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:43.816517] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:26:43.816585] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4643 tests
[2025-10-18T01:26:43.816670] [INFO ] [CONFIGURE ] PAAS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:26:43.816746] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-18T01:26:44.020836] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:44.186770] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:44.344985] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:44.514195] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:44.677247] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:44.844363] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:26:45.008537] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:45.172640] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:45.315558] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:45.463173] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:45.463378] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:26:45.463423] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4642 tests
[2025-10-18T01:26:45.463459] [INFO ] [CONFIGURE ] PAAS: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:26:45.463512] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-18T01:26:45.613833] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:26:45.763165] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:45.914118] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:46.066193] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:46.215541] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:46.367129] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:26:46.517838] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:46.668986] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:46.822292] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:46.973876] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:46.974028] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:26:46.974071] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4641 tests
[2025-10-18T01:26:46.974105] [INFO ] [CONFIGURE ] PAAS: Testing feature 28/29: add_volume_profile
[2025-10-18T01:26:46.974135] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-18T01:26:47.112314] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:47.249640] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:47.390881] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:47.530299] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:47.670517] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:47.813262] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:26:47.955710] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:48.101435] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:48.249050] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:48.398640] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:48.398827] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:26:48.398870] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4640 tests
[2025-10-18T01:26:48.398911] [INFO ] [CONFIGURE ] PAAS: Testing feature 29/29: add_vwap
[2025-10-18T01:26:48.398948] [INFO ] [CONFIGURE ] PAAS: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-18T01:26:48.541043] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:26:48.683774] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:26:48.826518] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:48.971850] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:49.117787] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:26:49.283347] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:26:49.438580] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:26:49.595855] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:26:49.760049] [DEBUG] [FORECASTER] PAAS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:26:49.911843] [DEBUG] [FORECASTER] PAAS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:49.912056] [INFO ] [CONFIGURE ] PAAS: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T01:26:49.912165] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4639 tests
[2025-10-18T01:26:49.912214] [INFO ] [CONFIGURE ] PAAS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:26:49.912246] [INFO ] [CONFIGURE ] PAAS: Best accuracy: 80.00%
[2025-10-18T01:26:49.912277] [INFO ] [CONFIGURE ] PAAS: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-18T01:26:49.912307] [INFO ] [CONFIGURE ] PAAS: Improvement over baseline: 20.00%
[2025-10-18T01:26:49.912334] [INFO ] [CONFIGURE ] PAAS: Total time: 42.5 seconds
[2025-10-18T01:26:49.912361] [INFO ] [CONFIGURE ] PAAS: Average time per feature: 1.5 seconds
[2025-10-18T01:26:49.912388] [INFO ] [CONFIGURE ] PAAS: Average speed: 0.68 features/sec
[2025-10-18T01:26:49.912909] [INFO ] [LOCAL     ] Saved configuration for PAAS: 1 features, 80.00% accuracy -> ./output/feature-sets/PAAS.json
[2025-10-18T01:26:49.912958] [INFO ] [CONFIGURE ] PAAS: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-18T01:26:49.913016] [INFO ] [sig       ] [222/380] Successfully configured PAAS | 0.02 sym/s | Total: 2.7h | ETA: 1.9h
[2025-10-18T01:26:49.913095] [INFO ] [sig       ] [223/380] Configuring PAC...
[2025-10-18T01:26:49.913171] [INFO ] [CONFIGURE ] PAC: Configurate test run.
[2025-10-18T01:26:49.913229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-10-18T01:26:49.924831] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAC'.
[2025-10-18T01:26:49.925190] [INFO ] [CONFIGURE ] PAC: Testing with 29 available features
[2025-10-18T01:26:49.925253] [INFO ] [CONFIGURE ] PAC: Establishing baseline with no features...
[2025-10-18T01:26:50.035233] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:26:50.153786] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:26:50.269396] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:50.385771] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:50.508234] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:50.621418] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:26:50.732244] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:50.843888] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:50.960396] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:26:51.073049] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:26:51.073228] [INFO ] [CONFIGURE ] PAC: Baseline score (no features): 50.00%
[2025-10-18T01:26:51.073273] [INFO ] [CONFIGURE ] PAC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:26:51.073307] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:26:51.219970] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:26:51.344096] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:26:51.466721] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:51.589176] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:51.712874] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:51.857766] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:26:51.985715] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:52.114360] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:52.241698] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:26:52.371661] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:26:52.371851] [INFO ] [CONFIGURE ] PAC: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T01:26:52.371895] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4638 tests
[2025-10-18T01:26:52.371929] [INFO ] [CONFIGURE ] PAC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:26:52.371960] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:26:52.511279] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:26:52.656436] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:26:52.799588] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:52.942152] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:26:53.090198] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:26:53.238125] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:26:53.392459] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:53.547463] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:53.708497] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:26:53.856520] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:26:53.856744] [INFO ] [CONFIGURE ] PAC: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T01:26:53.856827] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4637 tests
[2025-10-18T01:26:53.856865] [INFO ] [CONFIGURE ] PAC: Testing feature 3/29: add_daily_returns
[2025-10-18T01:26:53.856896] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:26:53.981222] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:26:54.103743] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:26:54.254577] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:54.382487] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:54.509954] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:54.638914] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:26:54.767863] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:54.902185] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:55.035176] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:26:55.175970] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:26:55.176161] [INFO ] [CONFIGURE ] PAC: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:26:55.176310] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4636 tests
[2025-10-18T01:26:55.176373] [INFO ] [CONFIGURE ] PAC: Testing feature 4/29: add_ema
[2025-10-18T01:26:55.176407] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:26:55.329300] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:26:55.473505] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:26:55.626333] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:55.773916] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:55.919049] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:26:56.060509] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:26:56.205210] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:56.359586] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:56.519081] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:26:56.667259] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:56.667450] [INFO ] [CONFIGURE ] PAC: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:26:56.667496] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4635 tests
[2025-10-18T01:26:56.667532] [INFO ] [CONFIGURE ] PAC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:26:56.667564] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:26:56.815011] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:26:56.963020] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:26:57.111877] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:57.300770] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:26:57.449555] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:57.598922] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:26:57.751148] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:57.901167] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:58.049719] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:26:58.197253] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:26:58.197446] [INFO ] [CONFIGURE ] PAC: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:26:58.197509] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4634 tests
[2025-10-18T01:26:58.197547] [INFO ] [CONFIGURE ] PAC: Testing feature 6/29: add_failed_moves
[2025-10-18T01:26:58.197580] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:26:58.324909] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:26:58.453748] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:26:58.587439] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:26:58.730306] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:26:58.875895] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:26:59.009017] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:26:59.143027] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:26:59.275188] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:26:59.437176] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:26:59.577156] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:26:59.577378] [INFO ] [CONFIGURE ] PAC: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:26:59.577458] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4633 tests
[2025-10-18T01:26:59.577511] [INFO ] [CONFIGURE ] PAC: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:26:59.577547] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:26:59.697795] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:26:59.820349] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:26:59.958376] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:00.109308] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:27:00.237316] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:00.373039] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:27:00.500947] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:00.626300] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:00.750138] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:00.869917] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:00.870081] [INFO ] [CONFIGURE ] PAC: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T01:27:00.870125] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4632 tests
[2025-10-18T01:27:00.870160] [INFO ] [CONFIGURE ] PAC: Testing feature 8/29: add_macd
[2025-10-18T01:27:00.870195] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T01:27:01.021018] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:01.187986] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:27:01.361876] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:01.541015] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:27:01.718447] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:01.909778] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:27:02.100367] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:02.272025] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:02.442603] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:27:02.609995] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:27:02.610208] [INFO ] [CONFIGURE ] PAC: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:27:02.610258] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4631 tests
[2025-10-18T01:27:02.610302] [INFO ] [CONFIGURE ] PAC: Testing feature 9/29: add_mfi
[2025-10-18T01:27:02.610365] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:27:02.753256] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:02.895108] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:27:03.037550] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:03.176153] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:27:03.319322] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:03.463407] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:27:03.623083] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:03.773229] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:03.914533] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:04.071781] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:04.072004] [INFO ] [CONFIGURE ] PAC: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:27:04.072054] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4630 tests
[2025-10-18T01:27:04.072090] [INFO ] [CONFIGURE ] PAC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:27:04.072123] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:27:04.230395] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:04.392575] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:27:04.545954] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:04.703466] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:27:04.865507] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:05.029975] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:27:05.198166] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:27:05.366302] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:05.525858] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:05.688097] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:05.688311] [INFO ] [CONFIGURE ] PAC: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:27:05.688358] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4629 tests
[2025-10-18T01:27:05.688398] [INFO ] [CONFIGURE ] PAC: Testing feature 11/29: add_obv_daily
[2025-10-18T01:27:05.688431] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T01:27:05.821600] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:05.958592] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:27:06.093614] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:06.230054] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:27:06.365478] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:06.507304] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:27:06.685481] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:06.834813] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:06.981332] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:27:07.123763] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:07.124049] [INFO ] [CONFIGURE ] PAC: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-18T01:27:07.124117] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4628 tests
[2025-10-18T01:27:07.124158] [INFO ] [CONFIGURE ] PAC: Testing feature 12/29: add_obv_interval
[2025-10-18T01:27:07.124191] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T01:27:07.262677] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:07.400810] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:27:07.551083] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:07.686503] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:27:07.817205] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:07.948989] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:27:08.079712] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:08.212355] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:08.354061] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:08.506505] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:27:08.506708] [INFO ] [CONFIGURE ] PAC: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:27:08.506768] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4627 tests
[2025-10-18T01:27:08.506806] [INFO ] [CONFIGURE ] PAC: Testing feature 13/29: add_opening_strength
[2025-10-18T01:27:08.506839] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:27:08.644757] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:08.784155] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:27:08.921173] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:09.071197] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:27:09.214392] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:09.352437] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:27:09.492715] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:09.641214] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:09.790978] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:27:09.942728] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:27:09.942917] [INFO ] [CONFIGURE ] PAC: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:27:09.942972] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4626 tests
[2025-10-18T01:27:09.943009] [INFO ] [CONFIGURE ] PAC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:27:09.943040] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T01:27:10.087354] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:27:10.232153] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:27:10.382549] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:10.528357] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:27:10.679453] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:10.827992] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:27:10.977774] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:11.125714] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:11.286975] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:11.437846] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:11.441281] [INFO ] [CONFIGURE ] PAC: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-18T01:27:11.441379] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4625 tests
[2025-10-18T01:27:11.441448] [INFO ] [CONFIGURE ] PAC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:27:11.441506] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T01:27:11.567752] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:11.690624] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:27:11.811608] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:11.933517] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:27:12.059765] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:12.185699] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:27:12.318094] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:12.444589] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:12.571400] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:12.728613] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:12.728831] [INFO ] [CONFIGURE ] PAC: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T01:27:12.728906] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4624 tests
[2025-10-18T01:27:12.728964] [INFO ] [CONFIGURE ] PAC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:27:12.728998] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T01:27:12.857853] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:12.987868] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:27:13.125674] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:13.265472] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:27:13.406259] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:13.542018] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:27:13.684998] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:13.823767] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:13.968931] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:14.111232] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:14.111384] [INFO ] [CONFIGURE ] PAC: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:27:14.111428] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4623 tests
[2025-10-18T01:27:14.111535] [INFO ] [CONFIGURE ] PAC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:27:14.111587] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T01:27:14.247033] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:14.383627] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:27:14.520552] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:14.664077] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:27:14.807256] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:14.946931] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:27:15.088333] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:15.227972] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:15.369453] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:15.511594] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:27:15.511860] [INFO ] [CONFIGURE ] PAC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:27:15.511911] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4622 tests
[2025-10-18T01:27:15.511947] [INFO ] [CONFIGURE ] PAC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:27:15.511978] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T01:27:15.635455] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:15.776881] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:27:15.901158] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:16.025115] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:27:16.149213] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:16.274246] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:27:16.399414] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:16.525436] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:16.651531] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:16.782292] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:16.782436] [INFO ] [CONFIGURE ] PAC: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T01:27:16.782478] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4621 tests
[2025-10-18T01:27:16.782513] [INFO ] [CONFIGURE ] PAC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:27:16.782543] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T01:27:16.906795] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:17.029980] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:27:17.154027] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:17.280502] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:27:17.408512] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:17.541310] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:27:17.679576] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:17.811436] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:17.944239] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:18.076517] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:18.076734] [INFO ] [CONFIGURE ] PAC: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T01:27:18.076797] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4620 tests
[2025-10-18T01:27:18.076835] [INFO ] [CONFIGURE ] PAC: Testing feature 20/29: add_price_rejection
[2025-10-18T01:27:18.076867] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T01:27:18.213536] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:18.354395] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:27:18.494730] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:18.634275] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:27:18.810130] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:18.950748] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:27:19.093974] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:19.233161] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:19.371677] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:19.511701] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:19.511889] [INFO ] [CONFIGURE ] PAC: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:27:19.511936] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4619 tests
[2025-10-18T01:27:19.511972] [INFO ] [CONFIGURE ] PAC: Testing feature 21/29: add_range_position
[2025-10-18T01:27:19.512004] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T01:27:19.657782] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:27:19.805668] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:27:19.949328] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:20.091057] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:27:20.233225] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:20.378070] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:27:20.522492] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:20.666773] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:20.814795] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:20.960440] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:27:20.960593] [INFO ] [CONFIGURE ] PAC: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T01:27:20.960637] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4618 tests
[2025-10-18T01:27:20.960714] [INFO ] [CONFIGURE ] PAC: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:27:20.960750] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T01:27:21.115528] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:27:21.271415] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:27:21.428870] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:21.585954] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:27:21.743594] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:21.904096] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:27:22.064330] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:22.224810] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:22.388507] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:22.550328] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:22.550491] [INFO ] [CONFIGURE ] PAC: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:27:22.550536] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4617 tests
[2025-10-18T01:27:22.550572] [INFO ] [CONFIGURE ] PAC: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:27:22.550603] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T01:27:22.680328] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:22.809447] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:27:22.937169] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:23.065671] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:27:23.196027] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:23.325816] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:27:23.457538] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:23.591608] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:23.724244] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:23.857346] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:23.857499] [INFO ] [CONFIGURE ] PAC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:27:23.857543] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4616 tests
[2025-10-18T01:27:23.857578] [INFO ] [CONFIGURE ] PAC: Testing feature 24/29: add_rsi
[2025-10-18T01:27:23.857610] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T01:27:24.010455] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:27:24.158303] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:27:24.309257] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:24.459416] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:27:24.612729] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:24.767232] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:27:24.922996] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:27:25.076483] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:25.229751] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:25.384863] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:27:25.385060] [INFO ] [CONFIGURE ] PAC: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T01:27:25.385106] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4615 tests
[2025-10-18T01:27:25.385141] [INFO ] [CONFIGURE ] PAC: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:27:25.385172] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T01:27:25.515044] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:25.642954] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:27:25.771762] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:25.913602] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:27:26.057264] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:26.205390] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:27:26.348326] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:26.478609] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:26.608989] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:26.752606] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:26.752831] [INFO ] [CONFIGURE ] PAC: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T01:27:26.752905] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4614 tests
[2025-10-18T01:27:26.752953] [INFO ] [CONFIGURE ] PAC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:27:26.752987] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T01:27:26.886817] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:27:27.018637] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:27:27.148498] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:27.277332] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:27:27.407321] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:27.537338] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:27:27.672601] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:27.821491] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:27.954558] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:28.090575] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:27:28.090787] [INFO ] [CONFIGURE ] PAC: KEPT add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:27:28.090841] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4613 tests
[2025-10-18T01:27:28.090877] [INFO ] [CONFIGURE ] PAC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:27:28.090908] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-10-18T01:27:28.239904] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:27:28.388881] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:27:28.537006] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:28.690239] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:27:28.841002] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:28.990687] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:27:29.143390] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:29.294941] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:29.448299] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:29.598529] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:27:29.598704] [INFO ] [CONFIGURE ] PAC: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:27:29.598761] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4612 tests
[2025-10-18T01:27:29.598799] [INFO ] [CONFIGURE ] PAC: Testing feature 28/29: add_volume_profile
[2025-10-18T01:27:29.598940] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-10-18T01:27:29.739172] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:27:29.883294] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:27:30.026051] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:30.169467] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:27:30.311451] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:30.455340] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:27:30.599445] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:30.744145] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:30.918791] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:31.064497] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:27:31.064836] [INFO ] [CONFIGURE ] PAC: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T01:27:31.064896] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4611 tests
[2025-10-18T01:27:31.064934] [INFO ] [CONFIGURE ] PAC: Testing feature 29/29: add_vwap
[2025-10-18T01:27:31.064967] [INFO ] [CONFIGURE ] PAC: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_vwap']
[2025-10-18T01:27:31.208576] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:27:31.360924] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:27:31.505443] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:27:31.647003] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:27:31.787788] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:31.929922] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:27:32.068670] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:32.209329] [DEBUG] [FORECASTER] PAC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:32.351789] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:32.495846] [DEBUG] [FORECASTER] PAC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:27:32.496048] [INFO ] [CONFIGURE ] PAC: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T01:27:32.496105] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4610 tests
[2025-10-18T01:27:32.496156] [INFO ] [CONFIGURE ] PAC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:27:32.496210] [INFO ] [CONFIGURE ] PAC: Best accuracy: 70.00%
[2025-10-18T01:27:32.496244] [INFO ] [CONFIGURE ] PAC: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T01:27:32.496273] [INFO ] [CONFIGURE ] PAC: Improvement over baseline: 20.00%
[2025-10-18T01:27:32.496300] [INFO ] [CONFIGURE ] PAC: Total time: 41.4 seconds
[2025-10-18T01:27:32.496326] [INFO ] [CONFIGURE ] PAC: Average time per feature: 1.4 seconds
[2025-10-18T01:27:32.496352] [INFO ] [CONFIGURE ] PAC: Average speed: 0.70 features/sec
[2025-10-18T01:27:32.496944] [INFO ] [LOCAL     ] Saved configuration for PAC: 2 features, 70.00% accuracy -> ./output/feature-sets/PAC.json
[2025-10-18T01:27:32.497014] [INFO ] [CONFIGURE ] PAC: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T01:27:32.497102] [INFO ] [sig       ] [223/380] Successfully configured PAC | 0.02 sym/s | Total: 2.7h | ETA: 1.9h
[2025-10-18T01:27:32.497169] [INFO ] [sig       ] [224/380] Configuring PACS...
[2025-10-18T01:27:32.497233] [INFO ] [CONFIGURE ] PACS: Configurate test run.
[2025-10-18T01:27:32.497288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACS' from 'https://tdm.silogroup.org/data/derivative_storage/PACS.csv'.
[2025-10-18T01:27:32.510115] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PACS'.
[2025-10-18T01:27:32.510502] [INFO ] [CONFIGURE ] PACS: Testing with 29 available features
[2025-10-18T01:27:32.510560] [INFO ] [CONFIGURE ] PACS: Establishing baseline with no features...
[2025-10-18T01:27:32.617544] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:32.721408] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:27:32.829867] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:27:32.936342] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:27:33.043961] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:33.152591] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:27:33.266950] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:27:33.378242] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:33.489551] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:33.600066] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:33.600258] [INFO ] [CONFIGURE ] PACS: Baseline score (no features): 40.00%
[2025-10-18T01:27:33.600305] [INFO ] [CONFIGURE ] PACS: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:27:33.600338] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:27:33.721705] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:27:33.842731] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:27:33.963520] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:27:34.083354] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:27:34.203532] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:34.324754] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:27:34.445595] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:34.566796] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:27:34.689828] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:34.816720] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:34.816938] [INFO ] [CONFIGURE ] PACS: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T01:27:34.817001] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4609 tests
[2025-10-18T01:27:34.817089] [INFO ] [CONFIGURE ] PACS: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:27:34.817131] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:27:34.949733] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:27:35.080549] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:27:35.212584] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:27:35.344128] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:27:35.504468] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:35.644659] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:27:35.787625] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:35.927612] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:27:36.099101] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:36.276468] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:27:36.276691] [INFO ] [CONFIGURE ] PACS: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T01:27:36.276754] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4608 tests
[2025-10-18T01:27:36.276792] [INFO ] [CONFIGURE ] PACS: Testing feature 3/29: add_daily_returns
[2025-10-18T01:27:36.276824] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:27:36.458342] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:36.624278] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:27:36.787074] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:27:36.943107] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:27:37.090210] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:37.232719] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:27:37.382500] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:37.524601] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:27:37.664356] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:37.805061] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:37.805211] [INFO ] [CONFIGURE ] PACS: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T01:27:37.805255] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4607 tests
[2025-10-18T01:27:37.805290] [INFO ] [CONFIGURE ] PACS: Testing feature 4/29: add_ema
[2025-10-18T01:27:37.805321] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-18T01:27:37.955857] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:27:38.107448] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:27:38.259979] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:27:38.430362] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:27:38.587151] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:38.753317] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:27:38.910998] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:39.068666] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:39.230983] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:27:39.386183] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:39.386386] [INFO ] [CONFIGURE ] PACS: DISCARDED add_ema (score: 30.00%)
[2025-10-18T01:27:39.386431] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4606 tests
[2025-10-18T01:27:39.386469] [INFO ] [CONFIGURE ] PACS: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:27:39.386502] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:27:39.553856] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:27:39.730637] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:27:39.920397] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:27:40.091827] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:27:40.258546] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:40.429373] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:27:40.601830] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:40.771190] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:27:40.941926] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:41.106775] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:27:41.106963] [INFO ] [CONFIGURE ] PACS: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T01:27:41.107008] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4605 tests
[2025-10-18T01:27:41.107043] [INFO ] [CONFIGURE ] PACS: Testing feature 6/29: add_failed_moves
[2025-10-18T01:27:41.107074] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-18T01:27:41.247394] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:27:41.391991] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:27:41.535292] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:27:41.679003] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:27:41.834211] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:41.981264] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:27:42.128189] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:42.275938] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:27:42.423690] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:42.571733] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:27:42.571915] [INFO ] [CONFIGURE ] PACS: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:27:42.571968] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4604 tests
[2025-10-18T01:27:42.572014] [INFO ] [CONFIGURE ] PACS: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:27:42.572048] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T01:27:42.714602] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:42.854703] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:27:42.996729] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:27:43.135937] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:27:43.275452] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:43.420633] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:27:43.576749] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:43.727889] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:27:43.875382] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:44.019535] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:44.019741] [INFO ] [CONFIGURE ] PACS: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:27:44.019796] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4603 tests
[2025-10-18T01:27:44.019832] [INFO ] [CONFIGURE ] PACS: Testing feature 8/29: add_macd
[2025-10-18T01:27:44.019863] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T01:27:44.192906] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:44.373774] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:27:44.547378] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:27:44.727868] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:27:44.904036] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:45.085533] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:27:45.265200] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:45.444723] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:27:45.633285] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:45.816198] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:27:45.816399] [INFO ] [CONFIGURE ] PACS: KEPT add_macd (score: 70.00%)
[2025-10-18T01:27:45.816451] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4602 tests
[2025-10-18T01:27:45.816518] [INFO ] [CONFIGURE ] PACS: Testing feature 9/29: add_mfi
[2025-10-18T01:27:45.816576] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T01:27:46.012217] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:46.203634] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:27:46.399150] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:27:46.615724] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:27:46.842164] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:47.055258] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:27:47.255598] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:47.458365] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:27:47.664083] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:47.864886] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:27:47.865101] [INFO ] [CONFIGURE ] PACS: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T01:27:47.865147] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4601 tests
[2025-10-18T01:27:47.865185] [INFO ] [CONFIGURE ] PACS: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:27:47.865220] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:27:48.072877] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:48.276722] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:27:48.494311] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:27:48.707853] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:27:48.918039] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:49.166434] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:27:49.386901] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:49.603967] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:27:49.827606] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:50.067003] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:50.067312] [INFO ] [CONFIGURE ] PACS: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:27:50.067383] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4600 tests
[2025-10-18T01:27:50.067427] [INFO ] [CONFIGURE ] PACS: Testing feature 11/29: add_obv_daily
[2025-10-18T01:27:50.067461] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-18T01:27:50.261844] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:50.458230] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:27:50.653235] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:27:50.860635] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:27:51.058341] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:51.262994] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:27:51.462501] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:51.660009] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:27:51.856311] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:52.050426] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:52.050668] [INFO ] [CONFIGURE ] PACS: KEPT add_obv_daily (score: 80.00%)
[2025-10-18T01:27:52.050734] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4599 tests
[2025-10-18T01:27:52.050774] [INFO ] [CONFIGURE ] PACS: Testing feature 12/29: add_obv_interval
[2025-10-18T01:27:52.050808] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_obv_interval']
[2025-10-18T01:27:52.249154] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:27:52.477028] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:27:52.681058] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:27:52.881637] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:27:53.093968] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:53.312321] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:27:53.517637] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:53.719004] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:27:53.928744] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:54.134958] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:54.135138] [INFO ] [CONFIGURE ] PACS: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:27:54.135184] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4598 tests
[2025-10-18T01:27:54.135220] [INFO ] [CONFIGURE ] PACS: Testing feature 13/29: add_opening_strength
[2025-10-18T01:27:54.135253] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:27:54.343585] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:54.549058] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:27:54.755612] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:27:54.976418] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:27:55.217614] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:55.427782] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:27:55.653724] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:55.861500] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:27:56.087061] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:56.296196] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:56.296435] [INFO ] [CONFIGURE ] PACS: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:27:56.296500] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4597 tests
[2025-10-18T01:27:56.296560] [INFO ] [CONFIGURE ] PACS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:27:56.296596] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T01:27:56.496555] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:56.699571] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:27:56.904033] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:27:57.106689] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:27:57.311952] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:27:57.515158] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:27:57.716411] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:57.918033] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:27:58.122425] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:27:58.327998] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:27:58.328178] [INFO ] [CONFIGURE ] PACS: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:27:58.328222] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4596 tests
[2025-10-18T01:27:58.328259] [INFO ] [CONFIGURE ] PACS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:27:58.328292] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T01:27:58.512141] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:27:58.694907] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:27:58.878731] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:27:59.070857] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:27:59.264121] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:27:59.451319] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:27:59.636144] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:27:59.822096] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:00.008970] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:28:00.205738] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:28:00.205909] [INFO ] [CONFIGURE ] PACS: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T01:28:00.205953] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4595 tests
[2025-10-18T01:28:00.205989] [INFO ] [CONFIGURE ] PACS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:28:00.206023] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T01:28:00.396455] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:00.589494] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:00.778601] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:28:00.968939] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:28:01.157299] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:01.356695] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:01.552634] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:28:01.757722] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:01.951046] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:28:02.154323] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:28:02.154507] [INFO ] [CONFIGURE ] PACS: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:28:02.154552] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4594 tests
[2025-10-18T01:28:02.154590] [INFO ] [CONFIGURE ] PACS: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:28:02.154624] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T01:28:02.356027] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:02.556224] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:02.756602] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:28:02.959603] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:28:03.180667] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:03.413991] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:03.649442] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:28:03.881333] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:04.088037] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:28:04.294055] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:28:04.294221] [INFO ] [CONFIGURE ] PACS: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T01:28:04.294266] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4593 tests
[2025-10-18T01:28:04.294300] [INFO ] [CONFIGURE ] PACS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:28:04.294331] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T01:28:04.485471] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:04.673971] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:04.869214] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:28:05.063266] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:28:05.252347] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:05.447829] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:05.640718] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:28:05.836278] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:06.025100] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:28:06.212423] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:28:06.212590] [INFO ] [CONFIGURE ] PACS: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T01:28:06.212674] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4592 tests
[2025-10-18T01:28:06.212730] [INFO ] [CONFIGURE ] PACS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:28:06.212765] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-18T01:28:06.396842] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:06.579369] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:06.765616] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:28:06.951070] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:28:07.137624] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:07.324845] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:07.519228] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:28:07.712563] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:07.904947] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:28:08.088408] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:28:08.088580] [INFO ] [CONFIGURE ] PACS: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T01:28:08.088624] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4591 tests
[2025-10-18T01:28:08.088822] [INFO ] [CONFIGURE ] PACS: Testing feature 20/29: add_price_rejection
[2025-10-18T01:28:08.088870] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection']
[2025-10-18T01:28:08.276245] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:08.470985] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:08.667234] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:28:08.859523] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:28:09.049732] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:09.243858] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:09.436184] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:28:09.630100] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:09.825637] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:28:10.019007] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:10.019164] [INFO ] [CONFIGURE ] PACS: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T01:28:10.019208] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4590 tests
[2025-10-18T01:28:10.019243] [INFO ] [CONFIGURE ] PACS: Testing feature 21/29: add_range_position
[2025-10-18T01:28:10.019274] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position']
[2025-10-18T01:28:10.214527] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:10.406913] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:10.600397] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:28:10.796017] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:28:10.997192] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:11.195045] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:11.392736] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:28:11.589242] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:11.797089] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:28:12.004026] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:12.004231] [INFO ] [CONFIGURE ] PACS: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T01:28:12.004278] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4589 tests
[2025-10-18T01:28:12.004315] [INFO ] [CONFIGURE ] PACS: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:28:12.004348] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_realized_volatility']
[2025-10-18T01:28:12.228243] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:12.449795] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:12.674999] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:28:12.898664] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:28:13.115002] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:13.331502] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:13.578097] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:28:13.795594] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:14.014510] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:28:14.233982] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:14.234139] [INFO ] [CONFIGURE ] PACS: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T01:28:14.234182] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4588 tests
[2025-10-18T01:28:14.234217] [INFO ] [CONFIGURE ] PACS: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:28:14.234249] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context']
[2025-10-18T01:28:14.423065] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:14.613053] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:14.802909] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:28:15.000511] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:28:15.197459] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:15.390752] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:15.585173] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:28:15.784475] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:15.984468] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:28:16.183133] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:16.183344] [INFO ] [CONFIGURE ] PACS: KEPT add_recent_range_context (score: 90.00%)
[2025-10-18T01:28:16.183391] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4587 tests
[2025-10-18T01:28:16.183425] [INFO ] [CONFIGURE ] PACS: Testing feature 24/29: add_rsi
[2025-10-18T01:28:16.183459] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context', 'add_ema', 'add_rsi']
[2025-10-18T01:28:16.404112] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:28:16.628088] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:16.856707] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:28:17.084749] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:28:17.305896] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:17.529720] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:17.756746] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:28:17.983923] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:28:18.211666] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:28:18.443233] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:28:18.443432] [INFO ] [CONFIGURE ] PACS: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T01:28:18.443477] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4586 tests
[2025-10-18T01:28:18.443513] [INFO ] [CONFIGURE ] PACS: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:28:18.443546] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context', 'add_tick_distribution']
[2025-10-18T01:28:18.649492] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:18.856660] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:19.058499] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:28:19.262963] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:28:19.467336] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:19.670199] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:19.874449] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:28:20.081024] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:20.294801] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:28:20.504150] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:20.504343] [INFO ] [CONFIGURE ] PACS: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T01:28:20.504388] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4585 tests
[2025-10-18T01:28:20.504423] [INFO ] [CONFIGURE ] PACS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:28:20.504455] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-10-18T01:28:20.704680] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:20.903322] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:21.104199] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:28:21.303539] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:28:21.503088] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:21.705619] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:21.911379] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:28:22.114427] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:22.318876] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:28:22.538103] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:28:22.538309] [INFO ] [CONFIGURE ] PACS: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:28:22.538372] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4584 tests
[2025-10-18T01:28:22.538412] [INFO ] [CONFIGURE ] PACS: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:28:22.538445] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-10-18T01:28:22.754811] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:22.971194] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:23.185483] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:28:23.398232] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:28:23.616592] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:23.828978] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:24.044956] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:28:24.263070] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:24.488338] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:28:24.707364] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:28:24.707539] [INFO ] [CONFIGURE ] PACS: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T01:28:24.707582] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4583 tests
[2025-10-18T01:28:24.707618] [INFO ] [CONFIGURE ] PACS: Testing feature 28/29: add_volume_profile
[2025-10-18T01:28:24.707679] [INFO ] [CONFIGURE ] PACS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context', 'add_volume_profile']
[2025-10-18T01:28:24.910821] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:25.117594] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:25.329165] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:28:25.536242] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:28:25.743072] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:25.950995] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:26.166426] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:28:26.376180] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:26.589877] [DEBUG] [FORECASTER] PACS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:28:26.802411] [DEBUG] [FORECASTER] PACS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:28:26.802574] [INFO ] [CONFIGURE ] PACS: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T01:28:26.802617] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4582 tests
[2025-10-18T01:28:26.802729] [INFO ] [CONFIGURE ] PACS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:28:26.802781] [INFO ] [CONFIGURE ] PACS: Best accuracy: 90.00%
[2025-10-18T01:28:26.802815] [INFO ] [CONFIGURE ] PACS: Best feature set (6 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context']
[2025-10-18T01:28:26.802845] [INFO ] [CONFIGURE ] PACS: Improvement over baseline: 50.00%
[2025-10-18T01:28:26.802872] [INFO ] [CONFIGURE ] PACS: Total time: 53.2 seconds
[2025-10-18T01:28:26.802898] [INFO ] [CONFIGURE ] PACS: Average time per feature: 1.9 seconds
[2025-10-18T01:28:26.802926] [INFO ] [CONFIGURE ] PACS: Average speed: 0.55 features/sec
[2025-10-18T01:28:26.803662] [INFO ] [LOCAL     ] Saved configuration for PACS: 6 features, 90.00% accuracy -> ./output/feature-sets/PACS.json
[2025-10-18T01:28:26.803732] [INFO ] [CONFIGURE ] PACS: Configuration saved successfully: 6 features, 90.00% accuracy.
[2025-10-18T01:28:26.803832] [INFO ] [sig       ] [224/380] Successfully configured PACS | 0.02 sym/s | Total: 2.7h | ETA: 1.9h
[2025-10-18T01:28:26.803906] [INFO ] [sig       ] [225/380] Configuring PAG...
[2025-10-18T01:28:26.803971] [INFO ] [CONFIGURE ] PAG: Configurate test run.
[2025-10-18T01:28:26.804026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAG' from 'https://tdm.silogroup.org/data/derivative_storage/PAG.csv'.
[2025-10-18T01:28:26.816555] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAG'.
[2025-10-18T01:28:26.817001] [INFO ] [CONFIGURE ] PAG: Testing with 29 available features
[2025-10-18T01:28:26.817059] [INFO ] [CONFIGURE ] PAG: Establishing baseline with no features...
[2025-10-18T01:28:26.920177] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:27.024386] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:28:27.124385] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:27.223915] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:27.323156] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:27.423086] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:27.523872] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:27.624932] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:27.726879] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:27.833062] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:28:27.833196] [INFO ] [CONFIGURE ] PAG: Baseline score (no features): 50.00%
[2025-10-18T01:28:27.833239] [INFO ] [CONFIGURE ] PAG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:28:27.833270] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:28:27.945382] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:28.057875] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:28.172461] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:28.288421] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:28.413465] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:28.547145] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:28.705831] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:28:28.839780] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:28:28.983869] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:29.165191] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:29.165460] [INFO ] [CONFIGURE ] PAG: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T01:28:29.165530] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4581 tests
[2025-10-18T01:28:29.165586] [INFO ] [CONFIGURE ] PAG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:28:29.165638] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:28:29.322226] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:29.472734] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:28:29.623454] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:29.747860] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:29.870304] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:28:29.992521] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:30.118176] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:28:30.243411] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:30.367068] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:30.489120] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:30.489305] [INFO ] [CONFIGURE ] PAG: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T01:28:30.489361] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4580 tests
[2025-10-18T01:28:30.489404] [INFO ] [CONFIGURE ] PAG: Testing feature 3/29: add_daily_returns
[2025-10-18T01:28:30.489443] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:28:30.614465] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:30.740501] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:28:30.866557] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:30.993397] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:31.119992] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:28:31.247634] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:31.377556] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:31.506633] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:31.641078] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:31.777328] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:31.777516] [INFO ] [CONFIGURE ] PAG: KEPT add_daily_returns (score: 70.00%)
[2025-10-18T01:28:31.777563] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4579 tests
[2025-10-18T01:28:31.777600] [INFO ] [CONFIGURE ] PAG: Testing feature 4/29: add_ema
[2025-10-18T01:28:31.777634] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-18T01:28:31.922073] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:32.061558] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:28:32.201673] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:32.345821] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:32.491016] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:28:32.645377] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:32.789924] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:32.937333] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:28:33.086414] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:33.244396] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:33.244600] [INFO ] [CONFIGURE ] PAG: DISCARDED add_ema (score: 60.00%)
[2025-10-18T01:28:33.244669] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4578 tests
[2025-10-18T01:28:33.244793] [INFO ] [CONFIGURE ] PAG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:28:33.244836] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:28:33.402181] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:33.556440] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:28:33.716227] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:33.869759] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:34.024257] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:34.178503] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:34.335778] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:34.498947] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:28:34.663949] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:34.824887] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:34.825051] [INFO ] [CONFIGURE ] PAG: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:28:34.825096] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4577 tests
[2025-10-18T01:28:34.825131] [INFO ] [CONFIGURE ] PAG: Testing feature 6/29: add_failed_moves
[2025-10-18T01:28:34.825162] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T01:28:34.963220] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:35.099051] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:28:35.239228] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:35.383258] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:35.522850] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:28:35.657990] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:35.795716] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:35.931909] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:36.067259] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:36.206940] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:36.207132] [INFO ] [CONFIGURE ] PAG: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T01:28:36.207218] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4576 tests
[2025-10-18T01:28:36.207272] [INFO ] [CONFIGURE ] PAG: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:28:36.207306] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T01:28:36.329673] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:36.452439] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:28:36.575160] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:36.698920] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:36.822523] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:28:36.953613] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:37.079962] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:37.203123] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:37.329051] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:37.454438] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:37.454593] [INFO ] [CONFIGURE ] PAG: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T01:28:37.454636] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4575 tests
[2025-10-18T01:28:37.454713] [INFO ] [CONFIGURE ] PAG: Testing feature 8/29: add_macd
[2025-10-18T01:28:37.454751] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T01:28:37.614548] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:37.792825] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:28:37.953588] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:38.115599] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:38.274440] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:38.435591] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:38.596217] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:38.763841] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:28:38.926214] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:39.089030] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:39.089175] [INFO ] [CONFIGURE ] PAG: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:28:39.089220] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4574 tests
[2025-10-18T01:28:39.089255] [INFO ] [CONFIGURE ] PAG: Testing feature 9/29: add_mfi
[2025-10-18T01:28:39.089287] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-18T01:28:39.228077] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:39.367725] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:39.512507] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:39.652297] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:39.792573] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:28:39.932864] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:40.075004] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:40.225290] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:40.376606] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:40.520254] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:40.520395] [INFO ] [CONFIGURE ] PAG: KEPT add_mfi (score: 80.00%)
[2025-10-18T01:28:40.520452] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4573 tests
[2025-10-18T01:28:40.520511] [INFO ] [CONFIGURE ] PAG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:28:40.520545] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:28:40.690569] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:40.863002] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:41.032289] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:41.203524] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:41.374931] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:28:41.545597] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:41.716574] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:41.894286] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:28:42.070449] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:42.247223] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:42.247399] [INFO ] [CONFIGURE ] PAG: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:28:42.247450] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4572 tests
[2025-10-18T01:28:42.247484] [INFO ] [CONFIGURE ] PAG: Testing feature 11/29: add_obv_daily
[2025-10-18T01:28:42.247515] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_obv_daily']
[2025-10-18T01:28:42.399704] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:42.554150] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:28:42.703120] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:42.853256] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:43.009583] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:43.166294] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:43.325410] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:43.482969] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:28:43.643881] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:43.828102] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:43.828287] [INFO ] [CONFIGURE ] PAG: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:28:43.828335] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4571 tests
[2025-10-18T01:28:43.828370] [INFO ] [CONFIGURE ] PAG: Testing feature 12/29: add_obv_interval
[2025-10-18T01:28:43.828424] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_obv_interval']
[2025-10-18T01:28:43.974148] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:44.120748] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:44.268468] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:44.418050] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:44.567602] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:28:44.719880] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:44.872200] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:45.024545] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:28:45.183334] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:45.349197] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:45.349380] [INFO ] [CONFIGURE ] PAG: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:28:45.349424] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4570 tests
[2025-10-18T01:28:45.349459] [INFO ] [CONFIGURE ] PAG: Testing feature 13/29: add_opening_strength
[2025-10-18T01:28:45.349492] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_opening_strength']
[2025-10-18T01:28:45.509625] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:45.666584] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:28:45.831768] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:45.986305] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:46.145751] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:28:46.308414] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:46.466428] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:46.628281] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:28:46.787694] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:46.944791] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:46.945016] [INFO ] [CONFIGURE ] PAG: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:28:46.945067] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4569 tests
[2025-10-18T01:28:46.945102] [INFO ] [CONFIGURE ] PAG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:28:46.945133] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T01:28:47.125098] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:47.307492] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:28:47.482703] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:47.667682] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:47.857385] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:28:48.035599] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:48.203283] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:48.378267] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:28:48.554585] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:48.730638] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:48.730884] [INFO ] [CONFIGURE ] PAG: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:28:48.730937] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4568 tests
[2025-10-18T01:28:48.730975] [INFO ] [CONFIGURE ] PAG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:28:48.731009] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T01:28:48.884342] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:49.033029] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:49.182069] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:49.332742] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:49.483895] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:28:49.641675] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:49.789290] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:49.937271] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:28:50.086495] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:50.238100] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:50.238236] [INFO ] [CONFIGURE ] PAG: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:28:50.238279] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4567 tests
[2025-10-18T01:28:50.238313] [INFO ] [CONFIGURE ] PAG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:28:50.238343] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T01:28:50.389329] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:50.538469] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:50.687798] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:50.838486] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:28:50.990435] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:28:51.150134] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:51.310309] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:51.465517] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:51.637925] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:51.799266] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:51.799470] [INFO ] [CONFIGURE ] PAG: KEPT add_pbf_overnight_gap (score: 90.00%)
[2025-10-18T01:28:51.799535] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4566 tests
[2025-10-18T01:28:51.799575] [INFO ] [CONFIGURE ] PAG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:28:51.799608] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-18T01:28:51.976221] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:52.151419] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:28:52.317097] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:52.493378] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:28:52.672327] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:28:52.838163] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:53.004704] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:53.195852] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:53.372946] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:53.546999] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:53.547171] [INFO ] [CONFIGURE ] PAG: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T01:28:53.547216] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4565 tests
[2025-10-18T01:28:53.547251] [INFO ] [CONFIGURE ] PAG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:28:53.547284] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-18T01:28:53.703419] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:53.857980] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:54.016138] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:54.172662] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:28:54.338399] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:28:54.502541] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:54.668953] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:54.855273] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:55.045692] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:55.234098] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:55.234332] [INFO ] [CONFIGURE ] PAG: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-18T01:28:55.234392] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4564 tests
[2025-10-18T01:28:55.234432] [INFO ] [CONFIGURE ] PAG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:28:55.234467] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-18T01:28:55.422924] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:55.608951] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:28:55.800209] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:55.983057] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:28:56.156309] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:28:56.327980] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:56.499313] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:56.671835] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:56.843597] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:57.012813] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:57.013023] [INFO ] [CONFIGURE ] PAG: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T01:28:57.013068] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4563 tests
[2025-10-18T01:28:57.013103] [INFO ] [CONFIGURE ] PAG: Testing feature 20/29: add_price_rejection
[2025-10-18T01:28:57.013135] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-18T01:28:57.185624] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:57.359514] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:28:57.531637] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:57.705847] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:57.874406] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:28:58.038277] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:58.201570] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:28:58.365801] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:28:58.530595] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:28:58.696002] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:28:58.696134] [INFO ] [CONFIGURE ] PAG: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T01:28:58.696178] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4562 tests
[2025-10-18T01:28:58.696211] [INFO ] [CONFIGURE ] PAG: Testing feature 21/29: add_range_position
[2025-10-18T01:28:58.696241] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-18T01:28:58.865270] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:28:59.035907] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:28:59.206814] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:28:59.377341] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:28:59.549513] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:28:59.721677] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:28:59.894299] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:29:00.066594] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:00.243529] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:29:00.424979] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:29:00.425128] [INFO ] [CONFIGURE ] PAG: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T01:29:00.425174] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4561 tests
[2025-10-18T01:29:00.425209] [INFO ] [CONFIGURE ] PAG: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:29:00.425244] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-18T01:29:00.618884] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:00.813582] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:29:01.010032] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:01.211450] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:29:01.414199] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:01.627156] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:29:01.835180] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:29:02.037526] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:02.238162] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:29:02.441300] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:29:02.441465] [INFO ] [CONFIGURE ] PAG: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-18T01:29:02.441510] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4560 tests
[2025-10-18T01:29:02.441545] [INFO ] [CONFIGURE ] PAG: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:29:02.441577] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-18T01:29:02.611446] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:02.783392] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:29:02.951111] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:03.119382] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:29:03.288146] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:03.462562] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:29:03.632596] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:29:03.803119] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:03.976325] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:29:04.148392] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:29:04.148529] [INFO ] [CONFIGURE ] PAG: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T01:29:04.148621] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4559 tests
[2025-10-18T01:29:04.148701] [INFO ] [CONFIGURE ] PAG: Testing feature 24/29: add_rsi
[2025-10-18T01:29:04.148746] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-18T01:29:04.346196] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:04.568261] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:04.760389] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:04.956154] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:29:05.150457] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:05.343972] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:29:05.536517] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:29:05.735173] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:05.931376] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:29:06.125548] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:29:06.125742] [INFO ] [CONFIGURE ] PAG: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T01:29:06.125798] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4558 tests
[2025-10-18T01:29:06.125834] [INFO ] [CONFIGURE ] PAG: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:29:06.125866] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-18T01:29:06.290425] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:06.457561] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:29:06.626255] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:06.796505] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:29:06.968761] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:07.138045] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:29:07.302228] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:29:07.464996] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:07.633557] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:29:07.811031] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:29:07.811220] [INFO ] [CONFIGURE ] PAG: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T01:29:07.811266] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4557 tests
[2025-10-18T01:29:07.811300] [INFO ] [CONFIGURE ] PAG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:29:07.811332] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-18T01:29:07.976316] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:08.136888] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:08.301588] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:08.466003] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:29:08.632671] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:08.802392] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:29:08.969749] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:29:09.141934] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:09.314295] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:29:09.486373] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:29:09.486552] [INFO ] [CONFIGURE ] PAG: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:29:09.486597] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4556 tests
[2025-10-18T01:29:09.486631] [INFO ] [CONFIGURE ] PAG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:29:09.486701] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-18T01:29:09.660588] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:09.839169] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:10.019998] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:10.198393] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:29:10.387460] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:10.580870] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:29:10.782137] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:29:10.964811] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:11.141512] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:29:11.318567] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:29:11.318757] [INFO ] [CONFIGURE ] PAG: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T01:29:11.318811] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4555 tests
[2025-10-18T01:29:11.318846] [INFO ] [CONFIGURE ] PAG: Testing feature 28/29: add_volume_profile
[2025-10-18T01:29:11.318878] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-18T01:29:11.486127] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:11.654770] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:11.827578] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:12.001994] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:29:12.172372] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:12.343552] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:29:12.517301] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:29:12.692291] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:29:12.869628] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:29:13.052440] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:29:13.052613] [INFO ] [CONFIGURE ] PAG: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:29:13.052685] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4554 tests
[2025-10-18T01:29:13.052737] [INFO ] [CONFIGURE ] PAG: Testing feature 29/29: add_vwap
[2025-10-18T01:29:13.052771] [INFO ] [CONFIGURE ] PAG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap', 'add_vwap']
[2025-10-18T01:29:13.227274] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:13.415255] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:13.593824] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:13.776006] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:29:13.963064] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:14.146636] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:29:14.344302] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:29:14.523361] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:14.705104] [DEBUG] [FORECASTER] PAG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:29:14.884226] [DEBUG] [FORECASTER] PAG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:29:14.884405] [INFO ] [CONFIGURE ] PAG: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T01:29:14.884468] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 1.5s/test | Remaining: 4553 tests
[2025-10-18T01:29:14.884506] [INFO ] [CONFIGURE ] PAG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:29:14.884536] [INFO ] [CONFIGURE ] PAG: Best accuracy: 90.00%
[2025-10-18T01:29:14.884565] [INFO ] [CONFIGURE ] PAG: Best feature set (4 features): ['add_cumulative_delta', 'add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T01:29:14.884593] [INFO ] [CONFIGURE ] PAG: Improvement over baseline: 40.00%
[2025-10-18T01:29:14.884619] [INFO ] [CONFIGURE ] PAG: Total time: 47.1 seconds
[2025-10-18T01:29:14.884671] [INFO ] [CONFIGURE ] PAG: Average time per feature: 1.6 seconds
[2025-10-18T01:29:14.884723] [INFO ] [CONFIGURE ] PAG: Average speed: 0.62 features/sec
[2025-10-18T01:29:14.885309] [INFO ] [LOCAL     ] Saved configuration for PAG: 4 features, 90.00% accuracy -> ./output/feature-sets/PAG.json
[2025-10-18T01:29:14.885373] [INFO ] [CONFIGURE ] PAG: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-18T01:29:14.885451] [INFO ] [sig       ] [225/380] Successfully configured PAG | 0.02 sym/s | Total: 2.7h | ETA: 1.9h
[2025-10-18T01:29:14.885518] [INFO ] [sig       ] [226/380] Configuring PAGS...
[2025-10-18T01:29:14.885583] [INFO ] [CONFIGURE ] PAGS: Configurate test run.
[2025-10-18T01:29:14.885639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-10-18T01:29:14.900431] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAGS'.
[2025-10-18T01:29:14.900973] [INFO ] [CONFIGURE ] PAGS: Testing with 29 available features
[2025-10-18T01:29:14.901038] [INFO ] [CONFIGURE ] PAGS: Establishing baseline with no features...
[2025-10-18T01:29:15.025912] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:15.148927] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:29:15.278319] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:29:15.401288] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:29:15.531399] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:29:15.657047] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:15.781900] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:15.905378] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:29:16.027443] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:16.154478] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:16.154697] [INFO ] [CONFIGURE ] PAGS: Baseline score (no features): 30.00%
[2025-10-18T01:29:16.154758] [INFO ] [CONFIGURE ] PAGS: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:29:16.154795] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:29:16.288455] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:16.419086] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:16.550795] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:29:16.683869] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:16.824804] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:29:16.967545] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:17.134485] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:17.272953] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:29:17.410575] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:17.552573] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:17.552791] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T01:29:17.552851] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4552 tests
[2025-10-18T01:29:17.552887] [INFO ] [CONFIGURE ] PAGS: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:29:17.552918] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:29:17.693928] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:29:17.828170] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:29:17.956034] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:29:18.087773] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:29:18.218342] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:29:18.348987] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:18.478682] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:29:18.611700] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:18.741767] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:29:18.895175] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:18.895390] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T01:29:18.895450] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4551 tests
[2025-10-18T01:29:18.895487] [INFO ] [CONFIGURE ] PAGS: Testing feature 3/29: add_daily_returns
[2025-10-18T01:29:18.895520] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_daily_returns']
[2025-10-18T01:29:19.026471] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:19.151314] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:19.270796] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:29:19.394421] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:29:19.520210] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:29:19.636696] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:19.760895] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:19.877134] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:29:19.993564] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:29:20.138516] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:20.138727] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_daily_returns (score: 10.00%)
[2025-10-18T01:29:20.138785] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4550 tests
[2025-10-18T01:29:20.138871] [INFO ] [CONFIGURE ] PAGS: Testing feature 4/29: add_ema
[2025-10-18T01:29:20.138923] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_ema']
[2025-10-18T01:29:20.269948] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:20.395981] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:20.522636] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:29:20.650488] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:29:20.779357] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:29:20.907906] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:21.036331] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:21.166979] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:29:21.298207] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:29:21.429507] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:21.429691] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_ema (score: 10.00%)
[2025-10-18T01:29:21.429753] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4549 tests
[2025-10-18T01:29:21.429790] [INFO ] [CONFIGURE ] PAGS: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:29:21.429821] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:29:21.564051] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:29:21.699222] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:21.835221] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:29:21.969126] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:22.104902] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:29:22.241792] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:22.378935] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:22.517350] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:22.654445] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:22.792561] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:22.792780] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T01:29:22.792861] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4548 tests
[2025-10-18T01:29:22.792898] [INFO ] [CONFIGURE ] PAGS: Testing feature 6/29: add_failed_moves
[2025-10-18T01:29:22.792928] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_failed_moves']
[2025-10-18T01:29:22.912697] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:23.028597] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:29:23.174609] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:29:23.292083] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:29:23.410602] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:29:23.528636] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:23.648892] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:23.770749] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:29:23.891399] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:24.012421] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:24.012569] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_failed_moves (score: 30.00%)
[2025-10-18T01:29:24.012612] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4547 tests
[2025-10-18T01:29:24.012667] [INFO ] [CONFIGURE ] PAGS: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:29:24.012723] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_lag_shelf']
[2025-10-18T01:29:24.120049] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:24.228505] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:29:24.337223] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:29:24.446551] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:29:24.559176] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:29:24.670075] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:24.781313] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:24.893434] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:29:25.007217] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:25.120932] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:25.121092] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-18T01:29:25.121136] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4546 tests
[2025-10-18T01:29:25.121170] [INFO ] [CONFIGURE ] PAGS: Testing feature 8/29: add_macd
[2025-10-18T01:29:25.121202] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:29:25.269101] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:25.416931] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:25.566482] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:25.715789] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:25.863522] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:26.016082] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:26.174686] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:26.327435] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:29:26.485116] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:26.643759] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:26.643972] [INFO ] [CONFIGURE ] PAGS: KEPT add_macd (score: 50.00%)
[2025-10-18T01:29:26.644019] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4545 tests
[2025-10-18T01:29:26.644054] [INFO ] [CONFIGURE ] PAGS: Testing feature 9/29: add_mfi
[2025-10-18T01:29:26.644085] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T01:29:26.808073] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:26.971483] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:27.137113] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:27.304626] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:27.470721] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:27.636624] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:27.800788] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:27.971570] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:28.140165] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:28.320881] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:28.321100] [INFO ] [CONFIGURE ] PAGS: KEPT add_mfi (score: 60.00%)
[2025-10-18T01:29:28.321148] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4544 tests
[2025-10-18T01:29:28.321184] [INFO ] [CONFIGURE ] PAGS: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:29:28.321218] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:29:28.519666] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:28.716370] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:28.915183] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:29.116464] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:29.327561] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:29.536718] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:29.748747] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:29.950395] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:29:30.156002] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:30.365307] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:30.365547] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:29:30.365620] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4543 tests
[2025-10-18T01:29:30.365704] [INFO ] [CONFIGURE ] PAGS: Testing feature 11/29: add_obv_daily
[2025-10-18T01:29:30.365776] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily']
[2025-10-18T01:29:30.544748] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:30.722026] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:30.904429] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:29:31.083638] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:31.260887] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:29:31.438284] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:31.615686] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:31.799397] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:31.979057] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:32.159929] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:32.160155] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T01:29:32.160203] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4542 tests
[2025-10-18T01:29:32.160238] [INFO ] [CONFIGURE ] PAGS: Testing feature 12/29: add_obv_interval
[2025-10-18T01:29:32.160269] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_obv_interval']
[2025-10-18T01:29:32.330543] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:32.499977] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:32.679140] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:32.851131] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:33.022119] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:33.205244] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:33.382148] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:33.559775] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:33.738945] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:33.922759] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:33.922964] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:29:33.923011] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4541 tests
[2025-10-18T01:29:33.923047] [INFO ] [CONFIGURE ] PAGS: Testing feature 13/29: add_opening_strength
[2025-10-18T01:29:33.923079] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:29:34.119304] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:34.321785] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:34.510236] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:29:34.694158] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:34.878004] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:35.062481] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:35.252339] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:35.446871] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:29:35.632372] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:35.824728] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:35.824941] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T01:29:35.825004] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4540 tests
[2025-10-18T01:29:35.825042] [INFO ] [CONFIGURE ] PAGS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:29:35.825074] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T01:29:36.007241] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:29:36.189290] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:36.371196] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:29:36.555297] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:36.740495] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:36.927213] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:37.118470] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:37.334938] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:37.570426] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:37.835527] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:37.835769] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T01:29:37.835825] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4539 tests
[2025-10-18T01:29:37.835865] [INFO ] [CONFIGURE ] PAGS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:29:37.835903] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T01:29:38.041196] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:38.226369] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:38.399538] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:38.575275] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:38.752452] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:38.930754] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:39.123662] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:39.303855] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:39.493062] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:39.681855] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:39.682059] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T01:29:39.682105] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4538 tests
[2025-10-18T01:29:39.682140] [INFO ] [CONFIGURE ] PAGS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:29:39.682173] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T01:29:39.856508] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:40.030988] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:40.208412] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:29:40.396249] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:40.572682] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:40.748855] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:40.927512] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:41.113603] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:41.309722] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:41.501918] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:29:41.502134] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T01:29:41.502282] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4537 tests
[2025-10-18T01:29:41.502337] [INFO ] [CONFIGURE ] PAGS: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:29:41.502373] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_return_2d']
[2025-10-18T01:29:41.681998] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:41.860364] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:42.037781] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:42.216864] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:42.402552] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:42.585502] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:42.773444] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:42.958843] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:43.141772] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:43.329590] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:43.329798] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:29:43.329849] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4536 tests
[2025-10-18T01:29:43.329884] [INFO ] [CONFIGURE ] PAGS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:29:43.329916] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T01:29:43.498109] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:29:43.669839] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:43.843757] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:44.015580] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:44.188539] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:44.365282] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:44.541691] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:44.710897] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:44.881760] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:45.052092] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:45.052273] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:29:45.052317] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4535 tests
[2025-10-18T01:29:45.052350] [INFO ] [CONFIGURE ] PAGS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:29:45.052381] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T01:29:45.216188] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:45.385691] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:45.557324] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:45.725170] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:45.898505] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:46.070864] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:46.244467] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:46.417524] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:46.588668] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:46.764183] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:46.764353] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T01:29:46.764398] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4534 tests
[2025-10-18T01:29:46.764433] [INFO ] [CONFIGURE ] PAGS: Testing feature 20/29: add_price_rejection
[2025-10-18T01:29:46.764466] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_price_rejection']
[2025-10-18T01:29:46.944249] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:47.123678] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:47.303314] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:47.486737] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:47.683238] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:47.862523] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:48.043777] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:48.223959] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:29:48.407724] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:48.592320] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:29:48.592524] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:29:48.592571] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4533 tests
[2025-10-18T01:29:48.592605] [INFO ] [CONFIGURE ] PAGS: Testing feature 21/29: add_range_position
[2025-10-18T01:29:48.592638] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_range_position']
[2025-10-18T01:29:48.785096] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:48.972910] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:49.169811] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:49.359891] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:49.549910] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:49.739393] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:49.929219] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:50.119422] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:50.312367] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:50.517216] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:50.517395] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:29:50.517440] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4532 tests
[2025-10-18T01:29:50.517476] [INFO ] [CONFIGURE ] PAGS: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:29:50.517528] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_realized_volatility']
[2025-10-18T01:29:50.718027] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:29:50.914297] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:51.117476] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:29:51.322084] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:51.526023] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:51.726954] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:51.932897] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:52.141991] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:29:52.354297] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:52.559593] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:52.559787] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T01:29:52.559840] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4531 tests
[2025-10-18T01:29:52.559874] [INFO ] [CONFIGURE ] PAGS: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:29:52.559905] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_recent_range_context']
[2025-10-18T01:29:52.735720] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:52.923094] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:53.098787] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:53.297188] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:53.503866] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:29:53.731333] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:53.941500] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:54.157179] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:54.340461] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:54.531834] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:54.532045] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T01:29:54.532092] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4530 tests
[2025-10-18T01:29:54.532128] [INFO ] [CONFIGURE ] PAGS: Testing feature 24/29: add_rsi
[2025-10-18T01:29:54.532162] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_ema', 'add_rsi']
[2025-10-18T01:29:54.725408] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:54.917455] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:55.112994] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:55.313881] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:55.519228] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:55.724264] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:55.925497] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:56.127511] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:56.331394] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:56.539176] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:56.539391] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:29:56.539439] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4529 tests
[2025-10-18T01:29:56.539475] [INFO ] [CONFIGURE ] PAGS: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:29:56.539507] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_tick_distribution']
[2025-10-18T01:29:56.741943] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:56.916071] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:57.095319] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:57.266005] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:57.436136] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:57.607063] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:57.779818] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:57.951883] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:29:58.124839] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:29:58.297591] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:29:58.297784] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T01:29:58.297836] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4528 tests
[2025-10-18T01:29:58.297869] [INFO ] [CONFIGURE ] PAGS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:29:58.297931] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T01:29:58.472481] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:29:58.643318] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:29:58.815293] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:29:58.989566] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:29:59.162996] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:29:59.337539] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:29:59.513006] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:29:59.690926] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:29:59.868533] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:30:00.049013] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:30:00.049207] [INFO ] [CONFIGURE ] PAGS: KEPT add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:30:00.049254] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4527 tests
[2025-10-18T01:30:00.049288] [INFO ] [CONFIGURE ] PAGS: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:30:00.049319] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-10-18T01:30:00.240372] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:00.429605] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:30:00.630557] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:30:00.814251] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:30:00.998371] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:30:01.189148] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:01.398860] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:30:01.604909] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:30:01.809941] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:30:02.003063] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:02.003229] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:30:02.003295] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4526 tests
[2025-10-18T01:30:02.003354] [INFO ] [CONFIGURE ] PAGS: Testing feature 28/29: add_volume_profile
[2025-10-18T01:30:02.003390] [INFO ] [CONFIGURE ] PAGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-10-18T01:30:02.185700] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:30:02.367701] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:30:02.562101] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:30:02.764234] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:30:02.976383] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:30:03.168334] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:03.351505] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:30:03.532277] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:30:03.714241] [DEBUG] [FORECASTER] PAGS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:30:03.896158] [DEBUG] [FORECASTER] PAGS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:03.896360] [INFO ] [CONFIGURE ] PAGS: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T01:30:03.896413] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4525 tests
[2025-10-18T01:30:03.896451] [INFO ] [CONFIGURE ] PAGS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:30:03.896488] [INFO ] [CONFIGURE ] PAGS: Best accuracy: 70.00%
[2025-10-18T01:30:03.896528] [INFO ] [CONFIGURE ] PAGS: Best feature set (4 features): ['add_vwap', 'add_macd', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T01:30:03.896566] [INFO ] [CONFIGURE ] PAGS: Improvement over baseline: 40.00%
[2025-10-18T01:30:03.896602] [INFO ] [CONFIGURE ] PAGS: Total time: 47.7 seconds
[2025-10-18T01:30:03.896636] [INFO ] [CONFIGURE ] PAGS: Average time per feature: 1.7 seconds
[2025-10-18T01:30:03.896717] [INFO ] [CONFIGURE ] PAGS: Average speed: 0.61 features/sec
[2025-10-18T01:30:03.897162] [INFO ] [LOCAL     ] Saved configuration for PAGS: 4 features, 70.00% accuracy -> ./output/feature-sets/PAGS.json
[2025-10-18T01:30:03.897223] [INFO ] [CONFIGURE ] PAGS: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-10-18T01:30:03.897307] [INFO ] [sig       ] [226/380] Successfully configured PAGS | 0.02 sym/s | Total: 2.7h | ETA: 1.8h
[2025-10-18T01:30:03.897384] [INFO ] [sig       ] [227/380] Configuring PAM...
[2025-10-18T01:30:03.897464] [INFO ] [CONFIGURE ] PAM: Configurate test run.
[2025-10-18T01:30:03.897531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-10-18T01:30:03.910384] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAM'.
[2025-10-18T01:30:03.910767] [INFO ] [CONFIGURE ] PAM: Testing with 29 available features
[2025-10-18T01:30:03.910840] [INFO ] [CONFIGURE ] PAM: Establishing baseline with no features...
[2025-10-18T01:30:04.014559] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:30:04.117177] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:04.222457] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:30:04.329737] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:04.437182] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:04.543608] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:04.663414] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:30:04.771419] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:04.883977] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:30:04.992107] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:04.992245] [INFO ] [CONFIGURE ] PAM: Baseline score (no features): 20.00%
[2025-10-18T01:30:04.992287] [INFO ] [CONFIGURE ] PAM: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:30:04.992320] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:30:05.106937] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:30:05.222050] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:05.342200] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:30:05.464021] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:05.585182] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:05.706901] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:05.826894] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:30:05.946193] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:06.065703] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:06.187182] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:06.187338] [INFO ] [CONFIGURE ] PAM: KEPT add_bollinger_bands (score: 30.00%)
[2025-10-18T01:30:06.187383] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4524 tests
[2025-10-18T01:30:06.187416] [INFO ] [CONFIGURE ] PAM: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:30:06.187448] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:30:06.319507] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:06.454730] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:06.594129] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:06.732803] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:06.866741] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:30:07.000288] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:07.135002] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:30:07.270178] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:30:07.409890] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:07.545023] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:07.545248] [INFO ] [CONFIGURE ] PAM: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T01:30:07.545298] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4523 tests
[2025-10-18T01:30:07.545333] [INFO ] [CONFIGURE ] PAM: Testing feature 3/29: add_daily_returns
[2025-10-18T01:30:07.545364] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:30:07.663538] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:07.782067] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:07.901567] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:08.022676] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:08.144205] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:08.269557] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:30:08.398037] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:30:08.532754] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:08.685232] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:08.835335] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:08.835495] [INFO ] [CONFIGURE ] PAM: KEPT add_daily_returns (score: 50.00%)
[2025-10-18T01:30:08.835540] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4522 tests
[2025-10-18T01:30:08.835573] [INFO ] [CONFIGURE ] PAM: Testing feature 4/29: add_ema
[2025-10-18T01:30:08.835605] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T01:30:08.977174] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:09.117770] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:09.263497] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:09.403423] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:09.542915] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:09.681534] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:09.822037] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:30:09.969833] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:10.117828] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:30:10.265791] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:10.265925] [INFO ] [CONFIGURE ] PAM: DISCARDED add_ema (score: 20.00%)
[2025-10-18T01:30:10.265969] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4521 tests
[2025-10-18T01:30:10.266026] [INFO ] [CONFIGURE ] PAM: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:30:10.266059] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:30:10.416186] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:10.567214] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:10.719527] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:10.870499] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:11.023870] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:30:11.175802] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:11.329873] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:30:11.484637] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:11.641216] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:11.801965] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:11.802143] [INFO ] [CONFIGURE ] PAM: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-10-18T01:30:11.802189] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4520 tests
[2025-10-18T01:30:11.802224] [INFO ] [CONFIGURE ] PAM: Testing feature 6/29: add_failed_moves
[2025-10-18T01:30:11.802255] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T01:30:11.937450] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:12.071919] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:12.209723] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:12.347069] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:12.488797] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:12.627101] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:12.781679] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:30:12.936812] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:13.092798] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:13.229115] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:13.229279] [INFO ] [CONFIGURE ] PAM: DISCARDED add_failed_moves (score: 30.00%)
[2025-10-18T01:30:13.229323] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4519 tests
[2025-10-18T01:30:13.229356] [INFO ] [CONFIGURE ] PAM: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:30:13.229387] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T01:30:13.369543] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:30:13.497935] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:13.624922] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:13.753011] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:13.882768] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:14.011903] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:30:14.140560] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:30:14.270415] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:14.402164] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:14.532435] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:14.532580] [INFO ] [CONFIGURE ] PAM: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-18T01:30:14.532622] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4518 tests
[2025-10-18T01:30:14.532687] [INFO ] [CONFIGURE ] PAM: Testing feature 8/29: add_macd
[2025-10-18T01:30:14.532735] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T01:30:14.695361] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:30:14.886157] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:15.050440] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:15.216689] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:15.380157] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:15.552323] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:15.719044] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:30:15.886323] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:16.054697] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:16.225922] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:16.226094] [INFO ] [CONFIGURE ] PAM: DISCARDED add_macd (score: 20.00%)
[2025-10-18T01:30:16.226140] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4517 tests
[2025-10-18T01:30:16.226175] [INFO ] [CONFIGURE ] PAM: Testing feature 9/29: add_mfi
[2025-10-18T01:30:16.226206] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-18T01:30:16.384448] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:30:16.536455] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:16.677587] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:16.820108] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:16.962549] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:17.106167] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:30:17.247347] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:30:17.388023] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:17.529772] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:17.672350] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:17.672523] [INFO ] [CONFIGURE ] PAM: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T01:30:17.672569] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4516 tests
[2025-10-18T01:30:17.672604] [INFO ] [CONFIGURE ] PAM: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:30:17.672638] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:30:17.822930] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:30:17.980334] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:18.136914] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:18.287827] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:18.439305] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:18.590475] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:18.741617] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:30:18.893235] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:19.049064] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:19.205203] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:19.205365] [INFO ] [CONFIGURE ] PAM: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-10-18T01:30:19.205409] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4515 tests
[2025-10-18T01:30:19.205493] [INFO ] [CONFIGURE ] PAM: Testing feature 11/29: add_obv_daily
[2025-10-18T01:30:19.205535] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T01:30:19.335676] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:19.463896] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:30:19.592131] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:19.720076] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:19.848519] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:19.978163] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:20.119468] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:30:20.251543] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:20.383826] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:20.534861] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:20.535030] [INFO ] [CONFIGURE ] PAM: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:30:20.535076] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4514 tests
[2025-10-18T01:30:20.535111] [INFO ] [CONFIGURE ] PAM: Testing feature 12/29: add_obv_interval
[2025-10-18T01:30:20.535143] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T01:30:20.683504] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:30:20.815799] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:20.970238] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:21.121898] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:21.256319] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:21.390840] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:21.527157] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:30:21.664042] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:21.807279] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:21.946009] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:21.946171] [INFO ] [CONFIGURE ] PAM: DISCARDED add_obv_interval (score: 20.00%)
[2025-10-18T01:30:21.946232] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4513 tests
[2025-10-18T01:30:21.946270] [INFO ] [CONFIGURE ] PAM: Testing feature 13/29: add_opening_strength
[2025-10-18T01:30:21.946300] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:30:22.081403] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:22.220505] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:22.355460] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:22.493443] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:22.629334] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:22.766731] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:22.903525] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:30:23.041500] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:23.181725] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:23.328074] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:23.328232] [INFO ] [CONFIGURE ] PAM: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-18T01:30:23.328276] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4512 tests
[2025-10-18T01:30:23.328311] [INFO ] [CONFIGURE ] PAM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:30:23.328341] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T01:30:23.472115] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:23.615043] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:23.759716] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:23.905802] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:24.054306] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:30:24.204802] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:24.358938] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:30:24.507069] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:24.653711] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:24.800148] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:24.800309] [INFO ] [CONFIGURE ] PAM: DISCARDED add_order_flow_imbalance (score: 20.00%)
[2025-10-18T01:30:24.800353] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4511 tests
[2025-10-18T01:30:24.800387] [INFO ] [CONFIGURE ] PAM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:30:24.800418] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T01:30:24.922862] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:30:25.050340] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:25.175722] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:25.304120] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:25.433715] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:25.564889] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:25.698241] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:30:25.834081] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:25.964564] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:26.095591] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:26.095785] [INFO ] [CONFIGURE ] PAM: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-18T01:30:26.095835] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4510 tests
[2025-10-18T01:30:26.095870] [INFO ] [CONFIGURE ] PAM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:30:26.095902] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T01:30:26.228048] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:26.363713] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:26.499884] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:26.632678] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:26.771784] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:26.904854] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:27.045269] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:30:27.183271] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:27.323819] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:27.463812] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:27.463982] [INFO ] [CONFIGURE ] PAM: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T01:30:27.464027] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4509 tests
[2025-10-18T01:30:27.464062] [INFO ] [CONFIGURE ] PAM: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:30:27.464093] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T01:30:27.600514] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:27.739744] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:27.878737] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:28.019569] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:28.158017] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:30:28.296716] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:30:28.436926] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:30:28.576318] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:28.717949] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:28.862213] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:28.862367] [INFO ] [CONFIGURE ] PAM: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T01:30:28.862412] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4508 tests
[2025-10-18T01:30:28.862447] [INFO ] [CONFIGURE ] PAM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:30:28.862477] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T01:30:28.989911] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:30:29.115703] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:30:29.241334] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:29.366864] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:29.493947] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:29.623674] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:30:29.753716] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:30:29.888881] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:30.054370] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:30.194474] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:30.194709] [INFO ] [CONFIGURE ] PAM: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T01:30:30.194771] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4507 tests
[2025-10-18T01:30:30.194810] [INFO ] [CONFIGURE ] PAM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:30:30.194845] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T01:30:30.344841] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:30.504022] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:30.672634] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:30.870056] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:31.025933] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:31.181066] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:30:31.335370] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:30:31.479848] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:31.616051] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:31.750615] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:31.750828] [INFO ] [CONFIGURE ] PAM: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T01:30:31.750891] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4506 tests
[2025-10-18T01:30:31.750929] [INFO ] [CONFIGURE ] PAM: Testing feature 20/29: add_price_rejection
[2025-10-18T01:30:31.750961] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-18T01:30:31.897802] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:32.034338] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:32.170221] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:32.308493] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:32.445180] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:32.581440] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:32.717431] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:30:32.855606] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:30:32.996381] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:33.139780] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:33.139991] [INFO ] [CONFIGURE ] PAM: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T01:30:33.140038] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4505 tests
[2025-10-18T01:30:33.140073] [INFO ] [CONFIGURE ] PAM: Testing feature 21/29: add_range_position
[2025-10-18T01:30:33.140105] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-10-18T01:30:33.285215] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:33.428829] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:33.573453] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:33.724016] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:33.873186] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:34.021032] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:34.171096] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:30:34.323113] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:30:34.480867] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:34.633594] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:34.633777] [INFO ] [CONFIGURE ] PAM: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:30:34.633830] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4504 tests
[2025-10-18T01:30:34.633865] [INFO ] [CONFIGURE ] PAM: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:30:34.633897] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-10-18T01:30:34.794302] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:34.957597] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:35.120908] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:35.292137] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:35.457311] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:35.628854] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:35.792984] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:30:35.962305] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:36.143729] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:36.310754] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:36.310954] [INFO ] [CONFIGURE ] PAM: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T01:30:36.311013] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4503 tests
[2025-10-18T01:30:36.311051] [INFO ] [CONFIGURE ] PAM: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:30:36.311083] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-10-18T01:30:36.447354] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:36.582768] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:36.719065] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:36.856503] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:36.998767] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:37.137572] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:37.277243] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:30:37.418261] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:37.559013] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:37.701294] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:37.701481] [INFO ] [CONFIGURE ] PAM: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-18T01:30:37.701540] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4502 tests
[2025-10-18T01:30:37.701577] [INFO ] [CONFIGURE ] PAM: Testing feature 24/29: add_rsi
[2025-10-18T01:30:37.701608] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T01:30:37.854200] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:30:38.016222] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:38.178280] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:38.336568] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:38.499054] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:38.660636] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:38.822455] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:30:38.990688] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:39.156262] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:30:39.324850] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:39.325054] [INFO ] [CONFIGURE ] PAM: DISCARDED add_rsi (score: 20.00%)
[2025-10-18T01:30:39.325116] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4501 tests
[2025-10-18T01:30:39.325153] [INFO ] [CONFIGURE ] PAM: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:30:39.325185] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-10-18T01:30:39.458723] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:39.592581] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:39.742204] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:39.880485] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:40.018428] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:40.161414] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:40.301003] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:30:40.436741] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:40.574178] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:30:40.715107] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:40.715254] [INFO ] [CONFIGURE ] PAM: DISCARDED add_tick_distribution (score: 20.00%)
[2025-10-18T01:30:40.715297] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4500 tests
[2025-10-18T01:30:40.715330] [INFO ] [CONFIGURE ] PAM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:30:40.715361] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T01:30:40.847859] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:40.989307] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:41.122261] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:41.259936] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:41.396639] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:41.533349] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:30:41.670885] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:30:41.817099] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:41.956254] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:30:42.097274] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:42.097448] [INFO ] [CONFIGURE ] PAM: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T01:30:42.097503] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4499 tests
[2025-10-18T01:30:42.097546] [INFO ] [CONFIGURE ] PAM: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:30:42.097586] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-18T01:30:42.240797] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:30:42.383293] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:42.526470] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:42.678449] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:42.825917] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:30:42.972962] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:43.121746] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:30:43.270336] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:43.423362] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:30:43.574786] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:43.574956] [INFO ] [CONFIGURE ] PAM: DISCARDED add_volume_price_divergence (score: 20.00%)
[2025-10-18T01:30:43.575023] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4498 tests
[2025-10-18T01:30:43.575058] [INFO ] [CONFIGURE ] PAM: Testing feature 28/29: add_volume_profile
[2025-10-18T01:30:43.575090] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-10-18T01:30:43.709295] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:30:43.843604] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:43.979065] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:44.117755] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:44.260203] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:30:44.403766] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:44.545091] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:30:44.686088] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:44.828202] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:44.973204] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:44.973437] [INFO ] [CONFIGURE ] PAM: DISCARDED add_volume_profile (score: 10.00%)
[2025-10-18T01:30:44.973503] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4497 tests
[2025-10-18T01:30:44.973542] [INFO ] [CONFIGURE ] PAM: Testing feature 29/29: add_vwap
[2025-10-18T01:30:44.973574] [INFO ] [CONFIGURE ] PAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap']
[2025-10-18T01:30:45.116032] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:30:45.252839] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:30:45.391369] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:30:45.530422] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:45.676248] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:30:45.821839] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:30:45.964526] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:30:46.108025] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:30:46.251588] [DEBUG] [FORECASTER] PAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:30:46.396955] [DEBUG] [FORECASTER] PAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:30:46.397115] [INFO ] [CONFIGURE ] PAM: DISCARDED add_vwap (score: 10.00%)
[2025-10-18T01:30:46.397160] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4496 tests
[2025-10-18T01:30:46.397222] [INFO ] [CONFIGURE ] PAM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:30:46.397277] [INFO ] [CONFIGURE ] PAM: Best accuracy: 50.00%
[2025-10-18T01:30:46.397373] [INFO ] [CONFIGURE ] PAM: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:30:46.397413] [INFO ] [CONFIGURE ] PAM: Improvement over baseline: 30.00%
[2025-10-18T01:30:46.397442] [INFO ] [CONFIGURE ] PAM: Total time: 41.4 seconds
[2025-10-18T01:30:46.397474] [INFO ] [CONFIGURE ] PAM: Average time per feature: 1.4 seconds
[2025-10-18T01:30:46.397509] [INFO ] [CONFIGURE ] PAM: Average speed: 0.70 features/sec
[2025-10-18T01:30:46.398176] [INFO ] [LOCAL     ] Saved configuration for PAM: 2 features, 50.00% accuracy -> ./output/feature-sets/PAM.json
[2025-10-18T01:30:46.398271] [INFO ] [CONFIGURE ] PAM: Configuration saved successfully: 2 features, 50.00% accuracy.
[2025-10-18T01:30:46.398360] [INFO ] [sig       ] [227/380] Successfully configured PAM | 0.02 sym/s | Total: 2.7h | ETA: 1.8h
[2025-10-18T01:30:46.398437] [INFO ] [sig       ] [228/380] Configuring PAR...
[2025-10-18T01:30:46.398515] [INFO ] [CONFIGURE ] PAR: Configurate test run.
[2025-10-18T01:30:46.398582] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAR' from 'https://tdm.silogroup.org/data/derivative_storage/PAR.csv'.
[2025-10-18T01:30:46.412475] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAR'.
[2025-10-18T01:30:46.412980] [INFO ] [CONFIGURE ] PAR: Testing with 29 available features
[2025-10-18T01:30:46.413037] [INFO ] [CONFIGURE ] PAR: Establishing baseline with no features...
[2025-10-18T01:30:46.518405] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:46.628752] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:30:46.734968] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:30:46.841398] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:30:46.947306] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:30:47.055427] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:30:47.165109] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:30:47.271769] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:30:47.379985] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:30:47.492561] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:30:47.492726] [INFO ] [CONFIGURE ] PAR: Baseline score (no features): 60.00%
[2025-10-18T01:30:47.492778] [INFO ] [CONFIGURE ] PAR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:30:47.492812] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:30:47.605849] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:47.718800] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:30:47.833790] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:30:47.951606] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:48.070252] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:30:48.189410] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:30:48.319766] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:30:48.443477] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:30:48.571619] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:30:48.702930] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:30:48.703120] [INFO ] [CONFIGURE ] PAR: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-18T01:30:48.703193] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4495 tests
[2025-10-18T01:30:48.703252] [INFO ] [CONFIGURE ] PAR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:30:48.703288] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:30:48.851899] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:30:49.007396] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:30:49.150920] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:30:49.291945] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:49.437085] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:30:49.583047] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:30:49.745773] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:30:49.893456] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:30:50.035374] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:30:50.184000] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:30:50.184226] [INFO ] [CONFIGURE ] PAR: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T01:30:50.184278] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4494 tests
[2025-10-18T01:30:50.184313] [INFO ] [CONFIGURE ] PAR: Testing feature 3/29: add_daily_returns
[2025-10-18T01:30:50.184345] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:30:50.309436] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:50.434331] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:30:50.561143] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:30:50.693418] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:50.826276] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:30:50.954191] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:30:51.082247] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:30:51.210958] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:30:51.340631] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:30:51.469157] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:30:51.469319] [INFO ] [CONFIGURE ] PAR: KEPT add_daily_returns (score: 80.00%)
[2025-10-18T01:30:51.469362] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4493 tests
[2025-10-18T01:30:51.469396] [INFO ] [CONFIGURE ] PAR: Testing feature 4/29: add_ema
[2025-10-18T01:30:51.469427] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T01:30:51.613537] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:51.760525] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:30:51.909382] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:30:52.057283] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:52.206337] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:30:52.355017] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:30:52.506391] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:30:52.662354] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:30:52.812538] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:30:52.963590] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:30:52.963787] [INFO ] [CONFIGURE ] PAR: DISCARDED add_ema (score: 70.00%)
[2025-10-18T01:30:52.963862] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4492 tests
[2025-10-18T01:30:52.963900] [INFO ] [CONFIGURE ] PAR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:30:52.963932] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:30:53.117869] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:53.272338] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:30:53.427383] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:30:53.583222] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:53.745307] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:30:53.908128] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:30:54.069479] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:30:54.229235] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:30:54.399191] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:30:54.557496] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:30:54.557744] [INFO ] [CONFIGURE ] PAR: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T01:30:54.557801] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4491 tests
[2025-10-18T01:30:54.557838] [INFO ] [CONFIGURE ] PAR: Testing feature 6/29: add_failed_moves
[2025-10-18T01:30:54.557870] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T01:30:54.690867] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:54.823237] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:30:54.963633] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:30:55.096979] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:55.231058] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:30:55.367307] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:30:55.502934] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:30:55.631749] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:30:55.758466] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:30:55.884637] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:30:55.884864] [INFO ] [CONFIGURE ] PAR: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T01:30:55.884916] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4490 tests
[2025-10-18T01:30:55.884952] [INFO ] [CONFIGURE ] PAR: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:30:55.884983] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T01:30:56.000752] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:56.117358] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:30:56.234117] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:30:56.352127] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:56.470240] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:30:56.588913] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:30:56.708564] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:30:56.830097] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:30:56.950323] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:30:57.074765] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:30:57.074948] [INFO ] [CONFIGURE ] PAR: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T01:30:57.074992] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4489 tests
[2025-10-18T01:30:57.075028] [INFO ] [CONFIGURE ] PAR: Testing feature 8/29: add_macd
[2025-10-18T01:30:57.075061] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T01:30:57.235429] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:57.393759] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:30:57.554634] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:30:57.714497] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:30:57.875081] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:30:58.045952] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:30:58.217169] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:30:58.401063] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:30:58.589330] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:30:58.758196] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:30:58.758404] [INFO ] [CONFIGURE ] PAR: DISCARDED add_macd (score: 70.00%)
[2025-10-18T01:30:58.758452] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4488 tests
[2025-10-18T01:30:58.758540] [INFO ] [CONFIGURE ] PAR: Testing feature 9/29: add_mfi
[2025-10-18T01:30:58.758583] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-18T01:30:58.894262] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:30:59.028110] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:30:59.163881] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:30:59.299286] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:30:59.434731] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:30:59.571785] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:30:59.708302] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:30:59.847569] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:30:59.991768] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:00.149004] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:00.149225] [INFO ] [CONFIGURE ] PAR: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T01:31:00.149273] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4487 tests
[2025-10-18T01:31:00.149309] [INFO ] [CONFIGURE ] PAR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:31:00.149362] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:31:00.306154] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:31:00.488072] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:31:00.653375] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:31:00.816297] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:00.982388] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:31:01.159845] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:01.337257] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:01.505449] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:31:01.665291] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:01.837205] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:01.837431] [INFO ] [CONFIGURE ] PAR: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:31:01.837477] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4486 tests
[2025-10-18T01:31:01.837513] [INFO ] [CONFIGURE ] PAR: Testing feature 11/29: add_obv_daily
[2025-10-18T01:31:01.837546] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T01:31:01.969867] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:31:02.102480] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:02.236388] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:31:02.370267] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:02.509456] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:02.646583] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:02.783978] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:02.917061] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:31:03.054037] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:03.187572] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:03.187781] [INFO ] [CONFIGURE ] PAR: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:31:03.187833] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4485 tests
[2025-10-18T01:31:03.187869] [INFO ] [CONFIGURE ] PAR: Testing feature 12/29: add_obv_interval
[2025-10-18T01:31:03.187931] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T01:31:03.314668] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:31:03.443618] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:31:03.576584] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:31:03.708922] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:03.837372] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:03.970220] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:31:04.115053] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:04.266221] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:31:04.408846] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:04.537243] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:04.537432] [INFO ] [CONFIGURE ] PAR: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:31:04.537478] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4484 tests
[2025-10-18T01:31:04.537513] [INFO ] [CONFIGURE ] PAR: Testing feature 13/29: add_opening_strength
[2025-10-18T01:31:04.537545] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:31:04.667309] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:31:04.799073] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:04.932077] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:31:05.072374] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:05.212043] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:05.353882] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:05.495838] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:05.644833] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:31:05.794296] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:05.942333] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:05.942526] [INFO ] [CONFIGURE ] PAR: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T01:31:05.942573] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4483 tests
[2025-10-18T01:31:05.942608] [INFO ] [CONFIGURE ] PAR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:31:05.942663] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T01:31:06.094843] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:31:06.242074] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:06.407391] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:06.595844] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:06.756129] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:31:06.907064] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:07.069384] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:07.238841] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:31:07.403049] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:07.554909] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:07.555090] [INFO ] [CONFIGURE ] PAR: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T01:31:07.555154] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4482 tests
[2025-10-18T01:31:07.555192] [INFO ] [CONFIGURE ] PAR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:31:07.555225] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T01:31:07.684890] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:31:07.811973] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:31:07.941143] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:08.070833] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:08.201765] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:31:08.332984] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:08.476079] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:08.620194] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:31:08.764547] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:08.898434] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:08.898624] [INFO ] [CONFIGURE ] PAR: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:31:08.898705] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4481 tests
[2025-10-18T01:31:08.898751] [INFO ] [CONFIGURE ] PAR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:31:08.898784] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T01:31:09.030947] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:31:09.165284] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:09.301479] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:09.436894] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:09.598835] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:31:09.737808] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:09.873839] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:10.031051] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:31:10.169441] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:10.307132] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:10.307278] [INFO ] [CONFIGURE ] PAR: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T01:31:10.307322] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4480 tests
[2025-10-18T01:31:10.307357] [INFO ] [CONFIGURE ] PAR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:31:10.307388] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T01:31:10.443355] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:31:10.577737] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:31:10.716803] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:31:10.857168] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:31:11.001318] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:31:11.146717] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:11.291081] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:11.439922] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:31:11.586618] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:11.734777] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:11.734925] [INFO ] [CONFIGURE ] PAR: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:31:11.734969] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4479 tests
[2025-10-18T01:31:11.735003] [INFO ] [CONFIGURE ] PAR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:31:11.735035] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T01:31:11.866035] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:31:11.995298] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:12.119705] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:12.244893] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:12.370088] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:31:12.495969] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:31:12.645704] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:12.773264] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:31:12.901759] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:13.031359] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:13.031497] [INFO ] [CONFIGURE ] PAR: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T01:31:13.031540] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4478 tests
[2025-10-18T01:31:13.031574] [INFO ] [CONFIGURE ] PAR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:31:13.031604] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T01:31:13.150679] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:31:13.270244] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:13.390517] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:13.511144] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:13.633117] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:31:13.754611] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:13.877669] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:14.001623] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:31:14.125875] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:14.249942] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:14.250077] [INFO ] [CONFIGURE ] PAR: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T01:31:14.250120] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4477 tests
[2025-10-18T01:31:14.250154] [INFO ] [CONFIGURE ] PAR: Testing feature 20/29: add_price_rejection
[2025-10-18T01:31:14.250184] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-18T01:31:14.379019] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:31:14.506897] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:14.639997] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:31:14.769535] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:14.908581] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:31:15.048596] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:31:15.189025] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:15.330544] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:31:15.471292] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:15.618010] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:15.618179] [INFO ] [CONFIGURE ] PAR: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:31:15.618224] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4476 tests
[2025-10-18T01:31:15.618258] [INFO ] [CONFIGURE ] PAR: Testing feature 21/29: add_range_position
[2025-10-18T01:31:15.618289] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-10-18T01:31:15.763143] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:31:15.907264] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:16.052449] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:31:16.197717] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:16.345135] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:31:16.493225] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:16.642956] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:16.791963] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:31:16.942387] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:17.095091] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:17.095257] [INFO ] [CONFIGURE ] PAR: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T01:31:17.095302] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4475 tests
[2025-10-18T01:31:17.095337] [INFO ] [CONFIGURE ] PAR: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:31:17.095368] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-10-18T01:31:17.255755] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:31:17.415864] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:31:17.578071] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:31:17.738275] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:31:17.902122] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:18.063901] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:18.226118] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:18.391286] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:31:18.556839] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:18.757907] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:18.758096] [INFO ] [CONFIGURE ] PAR: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T01:31:18.758144] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4474 tests
[2025-10-18T01:31:18.758181] [INFO ] [CONFIGURE ] PAR: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:31:18.758226] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-10-18T01:31:18.892091] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:31:19.028569] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:19.163308] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:19.299272] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:19.440187] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:31:19.576014] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:19.715125] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:19.853177] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:31:19.992326] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:20.129764] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:20.129889] [INFO ] [CONFIGURE ] PAR: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T01:31:20.129933] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4473 tests
[2025-10-18T01:31:20.129967] [INFO ] [CONFIGURE ] PAR: Testing feature 24/29: add_rsi
[2025-10-18T01:31:20.129997] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T01:31:20.281100] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:31:20.432527] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:20.585671] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:20.740785] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:20.895902] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:21.054854] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:21.211833] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:21.367760] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:31:21.524132] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:21.677728] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:21.677870] [INFO ] [CONFIGURE ] PAR: KEPT add_rsi (score: 90.00%)
[2025-10-18T01:31:21.677952] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4472 tests
[2025-10-18T01:31:21.678005] [INFO ] [CONFIGURE ] PAR: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:31:21.678037] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-10-18T01:31:21.832927] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:31:21.988212] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:22.148893] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:22.305533] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:22.464921] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:31:22.627278] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:22.797061] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:22.965192] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:31:23.191275] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:23.418170] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:23.418449] [INFO ] [CONFIGURE ] PAR: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:31:23.418533] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4471 tests
[2025-10-18T01:31:23.418596] [INFO ] [CONFIGURE ] PAR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:31:23.418686] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-10-18T01:31:23.660583] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:31:23.868078] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:24.049821] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:31:24.229585] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:24.419420] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:24.593344] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:24.769239] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:24.938339] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:31:25.100594] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:25.260049] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:25.260200] [INFO ] [CONFIGURE ] PAR: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T01:31:25.260243] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4470 tests
[2025-10-18T01:31:25.260277] [INFO ] [CONFIGURE ] PAR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:31:25.260309] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-10-18T01:31:25.423123] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:31:25.587143] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:25.778756] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:25.963036] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:26.145965] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:26.327358] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:31:26.499181] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:26.672456] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:31:26.848400] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:31:27.029124] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:27.029336] [INFO ] [CONFIGURE ] PAR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T01:31:27.029406] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4469 tests
[2025-10-18T01:31:27.029445] [INFO ] [CONFIGURE ] PAR: Testing feature 28/29: add_volume_profile
[2025-10-18T01:31:27.029484] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-10-18T01:31:27.200900] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:31:27.379923] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:27.559003] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:27.730957] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:27.902834] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:28.074517] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:28.247072] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:28.419972] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:31:28.595475] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:28.773279] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:28.773477] [INFO ] [CONFIGURE ] PAR: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-18T01:31:28.773524] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4468 tests
[2025-10-18T01:31:28.773561] [INFO ] [CONFIGURE ] PAR: Testing feature 29/29: add_vwap
[2025-10-18T01:31:28.773594] [INFO ] [CONFIGURE ] PAR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi', 'add_vwap']
[2025-10-18T01:31:28.944246] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:31:29.117598] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:31:29.292961] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:29.468744] [DEBUG] [FORECASTER] PAR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:31:29.641719] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:29.812533] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:29.983687] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:31:30.156515] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:31:30.330203] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:30.507904] [DEBUG] [FORECASTER] PAR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:30.508083] [INFO ] [CONFIGURE ] PAR: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T01:31:30.508130] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4467 tests
[2025-10-18T01:31:30.508167] [INFO ] [CONFIGURE ] PAR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:31:30.508198] [INFO ] [CONFIGURE ] PAR: Best accuracy: 90.00%
[2025-10-18T01:31:30.508231] [INFO ] [CONFIGURE ] PAR: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T01:31:30.508261] [INFO ] [CONFIGURE ] PAR: Improvement over baseline: 30.00%
[2025-10-18T01:31:30.508289] [INFO ] [CONFIGURE ] PAR: Total time: 43.0 seconds
[2025-10-18T01:31:30.508318] [INFO ] [CONFIGURE ] PAR: Average time per feature: 1.5 seconds
[2025-10-18T01:31:30.508347] [INFO ] [CONFIGURE ] PAR: Average speed: 0.67 features/sec
[2025-10-18T01:31:30.509015] [INFO ] [LOCAL     ] Saved configuration for PAR: 4 features, 90.00% accuracy -> ./output/feature-sets/PAR.json
[2025-10-18T01:31:30.509103] [INFO ] [CONFIGURE ] PAR: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-18T01:31:30.509167] [INFO ] [sig       ] [228/380] Successfully configured PAR | 0.02 sym/s | Total: 2.7h | ETA: 1.8h
[2025-10-18T01:31:30.509205] [INFO ] [sig       ] [229/380] Configuring PARR...
[2025-10-18T01:31:30.509236] [INFO ] [CONFIGURE ] PARR: Configurate test run.
[2025-10-18T01:31:30.509267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PARR' from 'https://tdm.silogroup.org/data/derivative_storage/PARR.csv'.
[2025-10-18T01:31:30.523018] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PARR'.
[2025-10-18T01:31:30.523418] [INFO ] [CONFIGURE ] PARR: Testing with 29 available features
[2025-10-18T01:31:30.523477] [INFO ] [CONFIGURE ] PARR: Establishing baseline with no features...
[2025-10-18T01:31:30.639078] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:30.772456] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:30.885546] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:30.993937] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:31.103481] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:31.211274] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:31.320143] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:31:31.451533] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:31.569208] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:31.683512] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:31.683725] [INFO ] [CONFIGURE ] PARR: Baseline score (no features): 70.00%
[2025-10-18T01:31:31.683782] [INFO ] [CONFIGURE ] PARR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:31:31.683817] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:31:31.812225] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:31.934044] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:32.057020] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:32.181925] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:32.312295] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:32.439114] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:32.563409] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:31:32.685482] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:32.810865] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:32.935233] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:32.935413] [INFO ] [CONFIGURE ] PARR: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-18T01:31:32.935458] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4466 tests
[2025-10-18T01:31:32.935492] [INFO ] [CONFIGURE ] PARR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:31:32.935523] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:31:33.064570] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:33.189132] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:31:33.314031] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:33.444390] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:33.570147] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:33.701094] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:33.848291] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:31:33.982351] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:34.112813] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:34.244290] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:34.244465] [INFO ] [CONFIGURE ] PARR: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T01:31:34.244509] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4465 tests
[2025-10-18T01:31:34.244544] [INFO ] [CONFIGURE ] PARR: Testing feature 3/29: add_daily_returns
[2025-10-18T01:31:34.244576] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns']
[2025-10-18T01:31:34.358945] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:34.472279] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:34.584313] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:34.697206] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:34.818224] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:34.933842] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:35.049762] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:31:35.169980] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:35.280409] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:35.393335] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:35.393498] [INFO ] [CONFIGURE ] PARR: KEPT add_daily_returns (score: 80.00%)
[2025-10-18T01:31:35.393543] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4464 tests
[2025-10-18T01:31:35.393579] [INFO ] [CONFIGURE ] PARR: Testing feature 4/29: add_ema
[2025-10-18T01:31:35.393612] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T01:31:35.522226] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:35.656038] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:35.783947] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:35.915795] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:36.049425] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:36.186170] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:36.318533] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:31:36.457794] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:36.590635] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:36.723255] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:36.723471] [INFO ] [CONFIGURE ] PARR: DISCARDED add_ema (score: 70.00%)
[2025-10-18T01:31:36.723530] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4463 tests
[2025-10-18T01:31:36.723567] [INFO ] [CONFIGURE ] PARR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:31:36.723599] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:31:36.860563] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:37.016050] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:31:37.151903] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:31:37.289842] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:37.430348] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:37.568832] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:37.707765] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:31:37.846511] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:37.990817] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:38.132610] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:38.132839] [INFO ] [CONFIGURE ] PARR: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:31:38.132890] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4462 tests
[2025-10-18T01:31:38.132927] [INFO ] [CONFIGURE ] PARR: Testing feature 6/29: add_failed_moves
[2025-10-18T01:31:38.132959] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-18T01:31:38.246075] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:38.359014] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:38.474900] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:38.594596] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:38.716889] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:38.830784] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:38.947780] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:31:39.064289] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:39.187141] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:39.320548] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:39.320785] [INFO ] [CONFIGURE ] PARR: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T01:31:39.320861] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4461 tests
[2025-10-18T01:31:39.321008] [INFO ] [CONFIGURE ] PARR: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:31:39.321063] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-18T01:31:39.440733] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:39.566137] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:39.679925] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:39.794681] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:39.907191] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:40.016063] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:40.125444] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:31:40.234515] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:40.342520] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:40.451741] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:40.451901] [INFO ] [CONFIGURE ] PARR: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T01:31:40.451944] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4460 tests
[2025-10-18T01:31:40.451977] [INFO ] [CONFIGURE ] PARR: Testing feature 8/29: add_macd
[2025-10-18T01:31:40.452008] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T01:31:40.600422] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:40.750049] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:31:40.900884] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:41.053340] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:41.201677] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:41.346778] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:41.499348] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:31:41.647312] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:41.798729] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:41.949832] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:41.950012] [INFO ] [CONFIGURE ] PARR: DISCARDED add_macd (score: 70.00%)
[2025-10-18T01:31:41.950062] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4459 tests
[2025-10-18T01:31:41.950098] [INFO ] [CONFIGURE ] PARR: Testing feature 9/29: add_mfi
[2025-10-18T01:31:41.950129] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-18T01:31:42.072626] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:42.205484] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:42.330800] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:42.458369] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:42.586914] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:42.711986] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:42.845896] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:31:43.003970] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:43.127768] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:43.252400] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:43.252558] [INFO ] [CONFIGURE ] PARR: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T01:31:43.252618] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4458 tests
[2025-10-18T01:31:43.252702] [INFO ] [CONFIGURE ] PARR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:31:43.252745] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:31:43.388019] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:43.525912] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:31:43.662799] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:43.802776] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:43.941420] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:44.080796] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:44.220442] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:31:44.361872] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:44.515372] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:44.658610] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:44.658869] [INFO ] [CONFIGURE ] PARR: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T01:31:44.658936] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4457 tests
[2025-10-18T01:31:44.658981] [INFO ] [CONFIGURE ] PARR: Testing feature 11/29: add_obv_daily
[2025-10-18T01:31:44.659020] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-18T01:31:44.776401] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:44.892969] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:45.008778] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:31:45.125750] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:45.243972] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:45.363330] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:45.484403] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:31:45.605223] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:45.727453] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:31:45.847856] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:45.848086] [INFO ] [CONFIGURE ] PARR: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:31:45.848135] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4456 tests
[2025-10-18T01:31:45.848170] [INFO ] [CONFIGURE ] PARR: Testing feature 12/29: add_obv_interval
[2025-10-18T01:31:45.848200] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-18T01:31:45.962083] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:31:46.075194] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:46.188717] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:46.303011] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:46.417931] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:31:46.534014] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:46.649608] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:31:46.764328] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:46.880474] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:46.999922] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:47.000090] [INFO ] [CONFIGURE ] PARR: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T01:31:47.000136] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4455 tests
[2025-10-18T01:31:47.000172] [INFO ] [CONFIGURE ] PARR: Testing feature 13/29: add_opening_strength
[2025-10-18T01:31:47.000204] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T01:31:47.125268] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:31:47.241941] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:31:47.361557] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:47.485248] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:47.607048] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:47.745105] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:31:47.879873] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:31:48.015864] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:48.145844] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:48.280558] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:48.280746] [INFO ] [CONFIGURE ] PARR: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:31:48.280804] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4454 tests
[2025-10-18T01:31:48.280840] [INFO ] [CONFIGURE ] PARR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:31:48.280873] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T01:31:48.420885] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:48.564784] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:48.707543] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:31:48.835201] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:48.967189] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:49.096112] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:49.225940] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:31:49.358308] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:49.488809] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:49.628047] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:49.628235] [INFO ] [CONFIGURE ] PARR: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:31:49.628299] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4453 tests
[2025-10-18T01:31:49.628338] [INFO ] [CONFIGURE ] PARR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:31:49.628370] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T01:31:49.740006] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:49.848795] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:31:49.962253] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:50.076040] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:50.191569] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:50.310474] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:50.425104] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:31:50.539048] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:50.666726] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:50.784485] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:50.784670] [INFO ] [CONFIGURE ] PARR: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T01:31:50.784746] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4452 tests
[2025-10-18T01:31:50.784798] [INFO ] [CONFIGURE ] PARR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:31:50.784832] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T01:31:50.914345] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:51.051547] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:51.176323] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:51.303241] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:51.434721] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:51.562166] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:51.687815] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:31:51.818069] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:51.947907] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:52.102354] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:52.102531] [INFO ] [CONFIGURE ] PARR: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:31:52.102578] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4451 tests
[2025-10-18T01:31:52.102613] [INFO ] [CONFIGURE ] PARR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:31:52.102674] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T01:31:52.225382] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:52.347824] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:52.470513] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:52.593621] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:52.737102] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:52.877619] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:53.010900] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:31:53.144132] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:53.277848] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:53.412835] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:53.413055] [INFO ] [CONFIGURE ] PARR: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T01:31:53.413111] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4450 tests
[2025-10-18T01:31:53.413148] [INFO ] [CONFIGURE ] PARR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:31:53.413181] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T01:31:53.530796] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:53.651042] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:53.768545] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:53.884064] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:54.006285] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:54.123692] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:54.245504] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:31:54.378160] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:54.510554] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:54.643868] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:54.644064] [INFO ] [CONFIGURE ] PARR: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T01:31:54.644130] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4449 tests
[2025-10-18T01:31:54.644183] [INFO ] [CONFIGURE ] PARR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:31:54.644218] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T01:31:54.770369] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:54.887062] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:54.999321] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:55.136344] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:55.255061] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:55.370053] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:55.487940] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:31:55.603785] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:55.729510] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:55.857141] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:55.857305] [INFO ] [CONFIGURE ] PARR: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T01:31:55.857352] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4448 tests
[2025-10-18T01:31:55.857387] [INFO ] [CONFIGURE ] PARR: Testing feature 20/29: add_price_rejection
[2025-10-18T01:31:55.857420] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-18T01:31:55.991815] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:56.129635] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:31:56.265684] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:56.422243] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:56.567610] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:56.714559] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:56.852860] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:31:56.978425] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:57.106600] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:57.231516] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:57.231702] [INFO ] [CONFIGURE ] PARR: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:31:57.231760] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4447 tests
[2025-10-18T01:31:57.231797] [INFO ] [CONFIGURE ] PARR: Testing feature 21/29: add_range_position
[2025-10-18T01:31:57.231828] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-18T01:31:57.360878] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:57.500845] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:31:57.648950] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:31:57.786182] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:57.920831] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:58.057628] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:58.196115] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:31:58.336247] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:58.479522] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:31:58.623447] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:31:58.623678] [INFO ] [CONFIGURE ] PARR: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T01:31:58.623744] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4446 tests
[2025-10-18T01:31:58.623781] [INFO ] [CONFIGURE ] PARR: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:31:58.623813] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-10-18T01:31:58.778952] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:31:58.929951] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:31:59.075265] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:31:59.222212] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:31:59.369940] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:31:59.522619] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:31:59.672563] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:31:59.826511] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:31:59.977526] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:32:00.128895] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:00.129077] [INFO ] [CONFIGURE ] PARR: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T01:32:00.129123] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4445 tests
[2025-10-18T01:32:00.129229] [INFO ] [CONFIGURE ] PARR: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:32:00.129282] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-10-18T01:32:00.251524] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:00.372637] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:00.494212] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:32:00.628082] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:32:00.748833] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:32:00.876186] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:32:01.000113] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:32:01.125357] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:32:01.248001] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:32:01.371882] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:01.372031] [INFO ] [CONFIGURE ] PARR: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T01:32:01.372074] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4444 tests
[2025-10-18T01:32:01.372108] [INFO ] [CONFIGURE ] PARR: Testing feature 24/29: add_rsi
[2025-10-18T01:32:01.372139] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T01:32:01.506717] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:01.648222] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:01.799480] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:32:01.975825] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:32:02.115180] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:32:02.252613] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:32:02.389783] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:32:02.530938] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:32:02.675012] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:32:02.818242] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:02.818439] [INFO ] [CONFIGURE ] PARR: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T01:32:02.818484] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4443 tests
[2025-10-18T01:32:02.818519] [INFO ] [CONFIGURE ] PARR: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:32:02.818552] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-10-18T01:32:02.933965] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:03.049109] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:03.166572] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:32:03.281708] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:32:03.398623] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:32:03.516138] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:32:03.635252] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:32:03.754298] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:32:03.875200] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:32:03.995974] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:03.996148] [INFO ] [CONFIGURE ] PARR: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:32:03.996195] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4442 tests
[2025-10-18T01:32:03.996230] [INFO ] [CONFIGURE ] PARR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:32:03.996270] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T01:32:04.122327] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:04.240591] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:04.362552] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:04.480360] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:32:04.601496] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:32:04.721401] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:32:04.841184] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:32:04.962081] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:32:05.084591] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:32:05.207173] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:05.207350] [INFO ] [CONFIGURE ] PARR: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:32:05.207400] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4441 tests
[2025-10-18T01:32:05.207436] [INFO ] [CONFIGURE ] PARR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:32:05.207470] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-10-18T01:32:05.334003] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:05.463207] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:05.594894] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:32:05.726307] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:32:05.858820] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:32:05.998256] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:06.147116] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:32:06.280403] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:32:06.411994] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:32:06.549007] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:06.549185] [INFO ] [CONFIGURE ] PARR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T01:32:06.549231] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4440 tests
[2025-10-18T01:32:06.549268] [INFO ] [CONFIGURE ] PARR: Testing feature 28/29: add_volume_profile
[2025-10-18T01:32:06.549301] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-10-18T01:32:06.668374] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:06.794026] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:06.914719] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:32:07.036952] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:32:07.159763] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:32:07.291538] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:32:07.415914] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:32:07.542396] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:32:07.679309] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:32:07.819607] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:07.819834] [INFO ] [CONFIGURE ] PARR: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T01:32:07.819901] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4439 tests
[2025-10-18T01:32:07.819941] [INFO ] [CONFIGURE ] PARR: Testing feature 29/29: add_vwap
[2025-10-18T01:32:07.819975] [INFO ] [CONFIGURE ] PARR: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-10-18T01:32:07.961984] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:08.100210] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:08.240173] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:08.378997] [DEBUG] [FORECASTER] PARR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:32:08.516994] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:32:08.660719] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:32:08.800606] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:32:08.944367] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:32:09.086408] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:32:09.213142] [DEBUG] [FORECASTER] PARR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:09.213319] [INFO ] [CONFIGURE ] PARR: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T01:32:09.213365] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4438 tests
[2025-10-18T01:32:09.213400] [INFO ] [CONFIGURE ] PARR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:32:09.213431] [INFO ] [CONFIGURE ] PARR: Best accuracy: 80.00%
[2025-10-18T01:32:09.213462] [INFO ] [CONFIGURE ] PARR: Best feature set (1 features): ['add_daily_returns']
[2025-10-18T01:32:09.213495] [INFO ] [CONFIGURE ] PARR: Improvement over baseline: 10.00%
[2025-10-18T01:32:09.213522] [INFO ] [CONFIGURE ] PARR: Total time: 37.5 seconds
[2025-10-18T01:32:09.213549] [INFO ] [CONFIGURE ] PARR: Average time per feature: 1.3 seconds
[2025-10-18T01:32:09.213577] [INFO ] [CONFIGURE ] PARR: Average speed: 0.77 features/sec
[2025-10-18T01:32:09.214332] [INFO ] [LOCAL     ] Saved configuration for PARR: 1 features, 80.00% accuracy -> ./output/feature-sets/PARR.json
[2025-10-18T01:32:09.214401] [INFO ] [CONFIGURE ] PARR: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-18T01:32:09.214493] [INFO ] [sig       ] [229/380] Successfully configured PARR | 0.02 sym/s | Total: 2.7h | ETA: 1.8h
[2025-10-18T01:32:09.214560] [INFO ] [sig       ] [230/380] Configuring PATH...
[2025-10-18T01:32:09.214661] [INFO ] [CONFIGURE ] PATH: Configurate test run.
[2025-10-18T01:32:09.214719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-10-18T01:32:09.226693] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PATH'.
[2025-10-18T01:32:09.227073] [INFO ] [CONFIGURE ] PATH: Testing with 29 available features
[2025-10-18T01:32:09.227139] [INFO ] [CONFIGURE ] PATH: Establishing baseline with no features...
[2025-10-18T01:32:09.327254] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:09.425257] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:32:09.523528] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:09.623103] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:09.722739] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:09.822351] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:09.923157] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:32:10.024038] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:10.124639] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:10.225521] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:10.225638] [INFO ] [CONFIGURE ] PATH: Baseline score (no features): 30.00%
[2025-10-18T01:32:10.225719] [INFO ] [CONFIGURE ] PATH: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:32:10.225755] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:32:10.335432] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:10.450336] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:32:10.560634] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:10.671073] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:10.781776] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:32:10.893785] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:11.009874] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:32:11.128345] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:32:11.243494] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:11.359188] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:11.359331] [INFO ] [CONFIGURE ] PATH: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T01:32:11.359374] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4437 tests
[2025-10-18T01:32:11.359408] [INFO ] [CONFIGURE ] PATH: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:32:11.359438] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:32:11.474357] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:11.590345] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:32:11.707582] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:11.826798] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:32:11.950748] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:12.069370] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:12.190479] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:32:12.314443] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:12.438959] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:12.565340] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:12.565476] [INFO ] [CONFIGURE ] PATH: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-18T01:32:12.565519] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4436 tests
[2025-10-18T01:32:12.565552] [INFO ] [CONFIGURE ] PATH: Testing feature 3/29: add_daily_returns
[2025-10-18T01:32:12.565582] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns']
[2025-10-18T01:32:12.670810] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:12.785837] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:12.893539] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:13.002085] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:13.111366] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:13.221757] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:13.330848] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:32:13.442745] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:13.558696] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:13.671819] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:13.671960] [INFO ] [CONFIGURE ] PATH: KEPT add_daily_returns (score: 40.00%)
[2025-10-18T01:32:13.672002] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4435 tests
[2025-10-18T01:32:13.672036] [INFO ] [CONFIGURE ] PATH: Testing feature 4/29: add_ema
[2025-10-18T01:32:13.672067] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T01:32:13.798587] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:13.926124] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:14.053079] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:14.180377] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:14.307982] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:32:14.442965] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:14.572623] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:32:14.702490] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:14.833245] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:14.964275] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:14.964418] [INFO ] [CONFIGURE ] PATH: KEPT add_ema (score: 50.00%)
[2025-10-18T01:32:14.964463] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4434 tests
[2025-10-18T01:32:14.964497] [INFO ] [CONFIGURE ] PATH: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:32:14.964527] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:32:15.114470] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:15.272358] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:15.433412] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:15.615141] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:15.840953] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:32:16.073195] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:16.274108] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:32:16.510627] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:16.698778] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:16.875111] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:16.875302] [INFO ] [CONFIGURE ] PATH: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:32:16.875364] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4433 tests
[2025-10-18T01:32:16.875414] [INFO ] [CONFIGURE ] PATH: Testing feature 6/29: add_failed_moves
[2025-10-18T01:32:16.875470] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_failed_moves']
[2025-10-18T01:32:17.010800] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:17.148700] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:17.284447] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:17.418393] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:17.554233] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:32:17.689615] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:17.822554] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:32:17.957012] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:18.092394] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:18.229207] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:18.229381] [INFO ] [CONFIGURE ] PATH: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T01:32:18.229426] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4432 tests
[2025-10-18T01:32:18.229460] [INFO ] [CONFIGURE ] PATH: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:32:18.229492] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_lag_shelf']
[2025-10-18T01:32:18.350243] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:18.477784] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:18.599373] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:18.721112] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:18.846856] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:32:18.973633] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:19.099243] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:32:19.231588] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:19.364138] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:19.513543] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:19.513733] [INFO ] [CONFIGURE ] PATH: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T01:32:19.513788] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4431 tests
[2025-10-18T01:32:19.513824] [INFO ] [CONFIGURE ] PATH: Testing feature 8/29: add_macd
[2025-10-18T01:32:19.513857] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-18T01:32:19.674176] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:19.834217] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:19.995243] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:20.164087] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:32:20.328058] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:20.496124] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:20.663289] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:32:20.831965] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:21.008595] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:21.178893] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:21.179059] [INFO ] [CONFIGURE ] PATH: DISCARDED add_macd (score: 30.00%)
[2025-10-18T01:32:21.179105] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4430 tests
[2025-10-18T01:32:21.179140] [INFO ] [CONFIGURE ] PATH: Testing feature 9/29: add_mfi
[2025-10-18T01:32:21.179171] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi']
[2025-10-18T01:32:21.318598] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:21.457500] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:21.599749] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:21.746984] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:21.889019] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:32:22.030226] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:22.170601] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:32:22.318586] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:22.465322] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:22.619009] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:22.619262] [INFO ] [CONFIGURE ] PATH: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T01:32:22.619341] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4429 tests
[2025-10-18T01:32:22.619449] [INFO ] [CONFIGURE ] PATH: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:32:22.619492] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:32:22.779975] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:22.942698] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:23.110306] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:23.280197] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:32:23.449820] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:32:23.610814] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:32:23.776806] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:32:23.942792] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:24.118093] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:24.305581] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:24.305886] [INFO ] [CONFIGURE ] PATH: KEPT add_momentum_acceleration (score: 60.00%)
[2025-10-18T01:32:24.305951] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4428 tests
[2025-10-18T01:32:24.305993] [INFO ] [CONFIGURE ] PATH: Testing feature 11/29: add_obv_daily
[2025-10-18T01:32:24.306041] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T01:32:24.490504] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:24.668664] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:24.845168] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:25.028731] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:32:25.198099] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:32:25.369480] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:25.569243] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:32:25.742810] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:25.920995] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:26.099071] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:26.099245] [INFO ] [CONFIGURE ] PATH: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T01:32:26.099288] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4427 tests
[2025-10-18T01:32:26.099323] [INFO ] [CONFIGURE ] PATH: Testing feature 12/29: add_obv_interval
[2025-10-18T01:32:26.099355] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-18T01:32:26.264495] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:26.432397] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:32:26.600220] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:26.774802] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:32:26.948796] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:32:27.120629] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:27.292480] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:32:27.465836] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:27.638720] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:27.816274] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:27.816447] [INFO ] [CONFIGURE ] PATH: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T01:32:27.816516] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4426 tests
[2025-10-18T01:32:27.816578] [INFO ] [CONFIGURE ] PATH: Testing feature 13/29: add_opening_strength
[2025-10-18T01:32:27.816614] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength']
[2025-10-18T01:32:27.993087] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:32:28.167729] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:28.339542] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:28.511592] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:28.684475] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:28.858804] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:32:29.050479] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:32:29.236518] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:29.413595] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:29.588618] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:29.588852] [INFO ] [CONFIGURE ] PATH: KEPT add_opening_strength (score: 70.00%)
[2025-10-18T01:32:29.588902] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4425 tests
[2025-10-18T01:32:29.588938] [INFO ] [CONFIGURE ] PATH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:32:29.588970] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T01:32:29.775962] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:32:29.963766] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:32:30.154795] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:30.344460] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:30.535606] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:30.731314] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:30.923661] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:32:31.121112] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:31.316606] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:31.511222] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:31.511449] [INFO ] [CONFIGURE ] PATH: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:32:31.511500] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4424 tests
[2025-10-18T01:32:31.511535] [INFO ] [CONFIGURE ] PATH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:32:31.511566] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T01:32:31.687173] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:32:31.862168] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:32.038297] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:32.214267] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:32:32.394005] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:32.574147] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:32.752279] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:32:32.931619] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:33.112152] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:33.310028] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:33.310218] [INFO ] [CONFIGURE ] PATH: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:32:33.310263] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4423 tests
[2025-10-18T01:32:33.310298] [INFO ] [CONFIGURE ] PATH: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:32:33.310332] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-18T01:32:33.494146] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:32:33.680662] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:33.869969] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:34.058795] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:32:34.250240] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:34.444253] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:32:34.677789] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:32:34.901611] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:35.095068] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:35.284451] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:35.284630] [INFO ] [CONFIGURE ] PATH: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:32:35.284710] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4422 tests
[2025-10-18T01:32:35.284755] [INFO ] [CONFIGURE ] PATH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:32:35.284788] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-18T01:32:35.461207] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:32:35.642973] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:35.819258] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:36.011399] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:36.192750] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:36.368099] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:32:36.543413] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:32:36.722831] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:36.902465] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:37.086179] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:37.086379] [INFO ] [CONFIGURE ] PATH: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:32:37.086442] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4421 tests
[2025-10-18T01:32:37.086480] [INFO ] [CONFIGURE ] PATH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:32:37.086513] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-18T01:32:37.257502] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:32:37.426559] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:37.597385] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:37.770414] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:37.945710] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:38.121104] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:32:38.297768] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:32:38.473758] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:38.651310] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:32:38.829538] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:38.829722] [INFO ] [CONFIGURE ] PATH: KEPT add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T01:32:38.829779] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4420 tests
[2025-10-18T01:32:38.829816] [INFO ] [CONFIGURE ] PATH: Testing feature 20/29: add_price_rejection
[2025-10-18T01:32:38.829849] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-10-18T01:32:39.083845] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:32:39.272335] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:39.461065] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:39.646125] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:39.836488] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:40.025542] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:40.216019] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:32:40.411423] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:40.602825] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:40.796489] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:40.796691] [INFO ] [CONFIGURE ] PATH: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:32:40.796754] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4419 tests
[2025-10-18T01:32:40.796794] [INFO ] [CONFIGURE ] PATH: Testing feature 21/29: add_range_position
[2025-10-18T01:32:40.796878] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-10-18T01:32:40.991106] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:32:41.186881] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:32:41.380270] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:41.572771] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:41.768235] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:41.971900] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:42.172271] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:32:42.375753] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:42.580519] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:42.781977] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:42.782165] [INFO ] [CONFIGURE ] PATH: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:32:42.782210] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4418 tests
[2025-10-18T01:32:42.782246] [INFO ] [CONFIGURE ] PATH: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:32:42.782279] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-10-18T01:32:42.994113] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:32:43.207223] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:43.415509] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:43.626694] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:43.836376] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:44.046340] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:44.257726] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:32:44.471949] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:44.685303] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:44.916681] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:44.916930] [INFO ] [CONFIGURE ] PATH: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:32:44.916990] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4417 tests
[2025-10-18T01:32:44.917029] [INFO ] [CONFIGURE ] PATH: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:32:44.917063] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-10-18T01:32:45.125824] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:32:45.331500] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:32:45.532608] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:45.724958] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:45.911431] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:46.102734] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:46.290978] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:32:46.481037] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:46.672998] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:46.868395] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:46.868831] [INFO ] [CONFIGURE ] PATH: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T01:32:46.868892] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4416 tests
[2025-10-18T01:32:46.868930] [INFO ] [CONFIGURE ] PATH: Testing feature 24/29: add_rsi
[2025-10-18T01:32:46.868965] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_rsi']
[2025-10-18T01:32:47.059971] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:32:47.249312] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:47.446328] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:47.652346] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:47.836113] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:48.020835] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:32:48.211727] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:32:48.423391] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:48.643473] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:48.863992] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:48.864179] [INFO ] [CONFIGURE ] PATH: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:32:48.864223] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4415 tests
[2025-10-18T01:32:48.864259] [INFO ] [CONFIGURE ] PATH: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:32:48.864290] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-10-18T01:32:49.063854] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:32:49.247676] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:49.430753] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:49.615176] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:49.837078] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:50.031031] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:32:50.232636] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:32:50.429026] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:50.622051] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:50.825472] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:50.825774] [INFO ] [CONFIGURE ] PATH: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T01:32:50.825837] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4414 tests
[2025-10-18T01:32:50.825902] [INFO ] [CONFIGURE ] PATH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:32:50.825949] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-10-18T01:32:51.024202] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:32:51.222781] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:51.438725] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:51.636157] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:51.842348] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:52.042140] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:32:52.235285] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:32:52.429763] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:52.624479] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:52.851047] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:52.851223] [INFO ] [CONFIGURE ] PATH: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:32:52.851267] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4413 tests
[2025-10-18T01:32:52.851302] [INFO ] [CONFIGURE ] PATH: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:32:52.851334] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-10-18T01:32:53.050943] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:32:53.254711] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:32:53.457110] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:53.659071] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:32:53.858727] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:54.063899] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:54.274112] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:32:54.481077] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:54.695314] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:54.909831] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:54.910098] [INFO ] [CONFIGURE ] PATH: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T01:32:54.910165] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4412 tests
[2025-10-18T01:32:54.910204] [INFO ] [CONFIGURE ] PATH: Testing feature 28/29: add_volume_profile
[2025-10-18T01:32:54.910239] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-10-18T01:32:55.105630] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:32:55.299560] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:32:55.495130] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:55.689348] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:55.915557] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:56.115786] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:32:56.323936] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:32:56.519611] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:56.711070] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:56.906040] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:56.906219] [INFO ] [CONFIGURE ] PATH: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T01:32:56.906263] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4411 tests
[2025-10-18T01:32:56.906297] [INFO ] [CONFIGURE ] PATH: Testing feature 29/29: add_vwap
[2025-10-18T01:32:56.906329] [INFO ] [CONFIGURE ] PATH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-10-18T01:32:57.104394] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:32:57.303177] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:32:57.502494] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:32:57.699164] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:32:57.902971] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:32:58.099335] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:58.302165] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:32:58.502001] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:32:58.700849] [DEBUG] [FORECASTER] PATH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:32:58.941959] [DEBUG] [FORECASTER] PATH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:32:58.942163] [INFO ] [CONFIGURE ] PATH: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T01:32:58.942207] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4410 tests
[2025-10-18T01:32:58.942242] [INFO ] [CONFIGURE ] PATH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:32:58.942271] [INFO ] [CONFIGURE ] PATH: Best accuracy: 80.00%
[2025-10-18T01:32:58.942303] [INFO ] [CONFIGURE ] PATH: Best feature set (6 features): ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-18T01:32:58.942331] [INFO ] [CONFIGURE ] PATH: Improvement over baseline: 50.00%
[2025-10-18T01:32:58.942358] [INFO ] [CONFIGURE ] PATH: Total time: 48.7 seconds
[2025-10-18T01:32:58.942384] [INFO ] [CONFIGURE ] PATH: Average time per feature: 1.7 seconds
[2025-10-18T01:32:58.942411] [INFO ] [CONFIGURE ] PATH: Average speed: 0.60 features/sec
[2025-10-18T01:32:58.943188] [INFO ] [LOCAL     ] Saved configuration for PATH: 6 features, 80.00% accuracy -> ./output/feature-sets/PATH.json
[2025-10-18T01:32:58.943256] [INFO ] [CONFIGURE ] PATH: Configuration saved successfully: 6 features, 80.00% accuracy.
[2025-10-18T01:32:58.943316] [INFO ] [sig       ] [230/380] Successfully configured PATH | 0.02 sym/s | Total: 2.8h | ETA: 1.8h
[2025-10-18T01:32:58.943363] [INFO ] [sig       ] [231/380] Configuring PAXS...
[2025-10-18T01:32:58.943400] [INFO ] [CONFIGURE ] PAXS: Configurate test run.
[2025-10-18T01:32:58.943429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-10-18T01:32:58.955707] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAXS'.
[2025-10-18T01:32:58.956032] [INFO ] [CONFIGURE ] PAXS: Testing with 29 available features
[2025-10-18T01:32:58.956087] [INFO ] [CONFIGURE ] PAXS: Establishing baseline with no features...
[2025-10-18T01:32:59.062480] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:32:59.168477] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:32:59.277552] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:32:59.387259] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:32:59.494501] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:32:59.603541] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:32:59.713276] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:32:59.828132] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:32:59.937425] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:00.049887] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:00.050049] [INFO ] [CONFIGURE ] PAXS: Baseline score (no features): 50.00%
[2025-10-18T01:33:00.050104] [INFO ] [CONFIGURE ] PAXS: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:33:00.050140] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:33:00.170741] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:00.288400] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:00.409584] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:00.527398] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:00.647360] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:00.769129] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:00.891202] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:01.014454] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:01.139799] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:01.265890] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:01.266056] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T01:33:01.266099] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4409 tests
[2025-10-18T01:33:01.266133] [INFO ] [CONFIGURE ] PAXS: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:33:01.266162] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:33:01.405786] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:01.543284] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:33:01.668172] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:01.792438] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:01.953603] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:02.081092] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:02.213798] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:02.346075] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:02.484335] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:02.616604] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:02.616933] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:33:02.616989] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4408 tests
[2025-10-18T01:33:02.617026] [INFO ] [CONFIGURE ] PAXS: Testing feature 3/29: add_daily_returns
[2025-10-18T01:33:02.617058] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_daily_returns']
[2025-10-18T01:33:02.728959] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:02.845567] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:02.961581] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:03.079872] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:03.196261] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:03.316442] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:03.435877] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:03.551891] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:03.669283] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:03.788952] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:03.789128] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T01:33:03.789172] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4407 tests
[2025-10-18T01:33:03.789206] [INFO ] [CONFIGURE ] PAXS: Testing feature 4/29: add_ema
[2025-10-18T01:33:03.789238] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_ema']
[2025-10-18T01:33:03.911305] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:04.034931] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:33:04.159099] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:04.289384] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:04.423386] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:04.550186] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:04.684699] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:04.812884] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:04.973556] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:05.101130] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:05.101305] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:33:05.101377] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4406 tests
[2025-10-18T01:33:05.101438] [INFO ] [CONFIGURE ] PAXS: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:33:05.101496] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:33:05.234322] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:05.366715] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:33:05.500939] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:33:05.638064] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:05.773577] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:05.906762] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:06.040053] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:06.174821] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:06.317863] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:06.458266] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:06.458434] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T01:33:06.458480] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4405 tests
[2025-10-18T01:33:06.458514] [INFO ] [CONFIGURE ] PAXS: Testing feature 6/29: add_failed_moves
[2025-10-18T01:33:06.458545] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_failed_moves']
[2025-10-18T01:33:06.574319] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:06.692338] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:06.811008] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:06.931391] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:07.051256] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:07.169061] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:07.287111] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:07.406188] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:07.524349] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:07.643374] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:07.643523] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T01:33:07.643567] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4404 tests
[2025-10-18T01:33:07.643602] [INFO ] [CONFIGURE ] PAXS: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:33:07.643634] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_lag_shelf']
[2025-10-18T01:33:07.747759] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:07.853604] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:08.000386] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:08.106857] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:08.214563] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:08.323674] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:08.433615] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:08.543202] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:08.656273] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:08.767283] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:08.767432] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T01:33:08.767478] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4403 tests
[2025-10-18T01:33:08.767512] [INFO ] [CONFIGURE ] PAXS: Testing feature 8/29: add_macd
[2025-10-18T01:33:08.767544] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:33:08.912287] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:09.055955] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:09.200735] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:09.345368] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:09.492249] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:09.637978] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:09.786394] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:09.932621] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:10.079711] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:10.228449] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:10.228619] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_macd (score: 40.00%)
[2025-10-18T01:33:10.228697] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4402 tests
[2025-10-18T01:33:10.228744] [INFO ] [CONFIGURE ] PAXS: Testing feature 9/29: add_mfi
[2025-10-18T01:33:10.228777] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_mfi']
[2025-10-18T01:33:10.349450] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:10.469631] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:10.594795] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:10.721322] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:10.846246] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:10.973388] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:11.100424] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:11.232864] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:11.362776] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:11.489272] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:11.489442] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T01:33:11.489486] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4401 tests
[2025-10-18T01:33:11.489519] [INFO ] [CONFIGURE ] PAXS: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:33:11.489550] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:33:11.627468] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:11.762820] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:11.901131] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:12.038936] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:12.181629] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:12.320103] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:12.456978] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:12.596536] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:12.735418] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:12.871118] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:12.871287] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:33:12.871332] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4400 tests
[2025-10-18T01:33:12.871365] [INFO ] [CONFIGURE ] PAXS: Testing feature 11/29: add_obv_daily
[2025-10-18T01:33:12.871396] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_obv_daily']
[2025-10-18T01:33:12.979542] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:13.086262] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:13.194880] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:33:13.305709] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:13.414806] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:13.525876] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:13.637447] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:13.749908] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:13.864608] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:13.977014] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:13.977170] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T01:33:13.977215] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4399 tests
[2025-10-18T01:33:13.977251] [INFO ] [CONFIGURE ] PAXS: Testing feature 12/29: add_obv_interval
[2025-10-18T01:33:13.977282] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_obv_interval']
[2025-10-18T01:33:14.086615] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:14.205571] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:33:14.314810] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:33:14.428604] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:14.540904] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:14.649787] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:14.769715] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:14.882141] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:14.995417] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:15.107262] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:15.107410] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T01:33:15.107496] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4398 tests
[2025-10-18T01:33:15.107599] [INFO ] [CONFIGURE ] PAXS: Testing feature 13/29: add_opening_strength
[2025-10-18T01:33:15.107639] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T01:33:15.223328] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:15.342303] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:33:15.478970] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:33:15.603352] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:15.736897] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:15.869712] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:15.999710] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:16.128069] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:16.250149] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:16.367805] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:16.367971] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T01:33:16.368025] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4397 tests
[2025-10-18T01:33:16.368060] [INFO ] [CONFIGURE ] PAXS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:33:16.368090] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T01:33:16.484321] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:16.601482] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:33:16.719053] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:16.836363] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:16.954632] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:17.104412] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:17.222934] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:17.341045] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:17.459791] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:17.578429] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:17.578567] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:33:17.578609] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4396 tests
[2025-10-18T01:33:17.578662] [INFO ] [CONFIGURE ] PAXS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:33:17.578720] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T01:33:17.681117] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:17.779749] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:33:17.878438] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:17.977245] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:18.077024] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:18.176986] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:18.278421] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:18.380304] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:18.481517] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:18.584116] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:18.584275] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:33:18.584319] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4395 tests
[2025-10-18T01:33:18.584352] [INFO ] [CONFIGURE ] PAXS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:33:18.584382] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T01:33:18.690751] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:18.796251] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:18.903352] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:33:19.009314] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:19.125250] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:19.247384] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:19.365937] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:19.483127] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:19.600887] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:19.721718] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:19.721876] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-18T01:33:19.721919] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4394 tests
[2025-10-18T01:33:19.721952] [INFO ] [CONFIGURE ] PAXS: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:33:19.721982] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_pbf_return_2d']
[2025-10-18T01:33:19.841439] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:19.959795] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:20.078999] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:20.197013] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:20.315420] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:20.434217] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:20.553121] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:20.673434] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:20.795717] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:20.926811] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:20.927019] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T01:33:20.927077] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4393 tests
[2025-10-18T01:33:20.927154] [INFO ] [CONFIGURE ] PAXS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:33:20.927204] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T01:33:21.039803] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:33:21.153373] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:21.260591] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:21.372117] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:21.481931] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:21.591388] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:21.702666] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:21.809917] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:21.915580] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:22.020286] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:22.020440] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-18T01:33:22.020483] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4392 tests
[2025-10-18T01:33:22.020516] [INFO ] [CONFIGURE ] PAXS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:33:22.020546] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T01:33:22.121954] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:22.224535] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:22.329510] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:22.434758] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:22.546929] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:22.656719] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:22.767540] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:22.877104] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:22.987737] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:23.097727] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:23.097902] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T01:33:23.097973] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4391 tests
[2025-10-18T01:33:23.098017] [INFO ] [CONFIGURE ] PAXS: Testing feature 20/29: add_price_rejection
[2025-10-18T01:33:23.098048] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_price_rejection']
[2025-10-18T01:33:23.214378] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:23.331398] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:23.450795] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:23.569606] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:23.691666] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:23.814113] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:23.950005] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:24.102596] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:24.253806] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:24.427280] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:24.427545] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T01:33:24.427618] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4390 tests
[2025-10-18T01:33:24.427712] [INFO ] [CONFIGURE ] PAXS: Testing feature 21/29: add_range_position
[2025-10-18T01:33:24.427775] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_range_position']
[2025-10-18T01:33:24.593632] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:24.758854] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:33:24.910767] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:25.069001] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:25.211864] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:25.366544] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:25.517409] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:25.655206] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:25.786143] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:25.911881] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:25.912040] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:33:25.912102] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4389 tests
[2025-10-18T01:33:25.912160] [INFO ] [CONFIGURE ] PAXS: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:33:25.912193] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_realized_volatility']
[2025-10-18T01:33:26.050464] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:33:26.219887] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:33:26.362262] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:26.506343] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:26.644866] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:26.802441] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:26.965431] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:27.134447] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:33:27.313227] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:33:27.458362] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:27.458558] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:33:27.458616] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4388 tests
[2025-10-18T01:33:27.458686] [INFO ] [CONFIGURE ] PAXS: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:33:27.458737] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_recent_range_context']
[2025-10-18T01:33:27.569408] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:27.681581] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:27.792382] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:27.903826] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:33:28.014992] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:28.127559] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:28.241127] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:28.354973] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:28.470282] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:28.583788] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:28.583951] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-18T01:33:28.583993] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4387 tests
[2025-10-18T01:33:28.584026] [INFO ] [CONFIGURE ] PAXS: Testing feature 24/29: add_rsi
[2025-10-18T01:33:28.584056] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T01:33:28.713943] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:28.845387] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:33:28.975529] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:29.105954] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:29.245136] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:29.378246] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:29.509160] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:29.641774] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:29.775998] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:29.909070] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:29.909282] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T01:33:29.909332] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4386 tests
[2025-10-18T01:33:29.909367] [INFO ] [CONFIGURE ] PAXS: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:33:29.909398] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_tick_distribution']
[2025-10-18T01:33:30.019725] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:30.129934] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:30.239497] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:30.350776] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:30.464749] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:30.576148] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:30.687803] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:30.803324] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:30.918913] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:31.035417] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:31.035574] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T01:33:31.035662] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4385 tests
[2025-10-18T01:33:31.035723] [INFO ] [CONFIGURE ] PAXS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:33:31.035758] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T01:33:31.151873] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:31.268073] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:31.386082] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:31.510999] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:31.645317] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:31.763927] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:31.883607] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:32.002851] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:32.125231] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:32.271257] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:32.271424] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T01:33:32.271470] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4384 tests
[2025-10-18T01:33:32.271506] [INFO ] [CONFIGURE ] PAXS: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:33:32.271538] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_volume_price_divergence']
[2025-10-18T01:33:32.393510] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:32.515111] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:33:32.637853] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:32.760361] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:32.883223] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:33.004336] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:33.126219] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:33.249049] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:33.372810] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:33.495971] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:33.496134] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:33:33.496180] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4383 tests
[2025-10-18T01:33:33.496217] [INFO ] [CONFIGURE ] PAXS: Testing feature 28/29: add_volume_profile
[2025-10-18T01:33:33.496250] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_volume_profile']
[2025-10-18T01:33:33.606441] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:33.717547] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:33.829417] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:33.943233] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:34.059595] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:34.173365] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:34.287250] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:34.403039] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:34.519180] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:34.634491] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:34.634696] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T01:33:34.634758] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4382 tests
[2025-10-18T01:33:34.634796] [INFO ] [CONFIGURE ] PAXS: Testing feature 29/29: add_vwap
[2025-10-18T01:33:34.634829] [INFO ] [CONFIGURE ] PAXS: Testing with features: ['add_vwap']
[2025-10-18T01:33:34.751315] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:34.867500] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:34.983735] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:35.100311] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:35.222358] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:35.339110] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:35.456978] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:35.576390] [DEBUG] [FORECASTER] PAXS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:33:35.697228] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:35.816693] [DEBUG] [FORECASTER] PAXS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:33:35.816849] [INFO ] [CONFIGURE ] PAXS: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T01:33:35.816895] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4381 tests
[2025-10-18T01:33:35.816930] [INFO ] [CONFIGURE ] PAXS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:33:35.816961] [INFO ] [CONFIGURE ] PAXS: Best accuracy: 50.00%
[2025-10-18T01:33:35.816990] [INFO ] [CONFIGURE ] PAXS: Best feature set (0 features): []
[2025-10-18T01:33:35.817018] [INFO ] [CONFIGURE ] PAXS: Improvement over baseline: 0.00%
[2025-10-18T01:33:35.817045] [INFO ] [CONFIGURE ] PAXS: Total time: 35.8 seconds
[2025-10-18T01:33:35.817073] [INFO ] [CONFIGURE ] PAXS: Average time per feature: 1.2 seconds
[2025-10-18T01:33:35.817101] [INFO ] [CONFIGURE ] PAXS: Average speed: 0.81 features/sec
[2025-10-18T01:33:35.817529] [INFO ] [LOCAL     ] Saved configuration for PAXS: 0 features, 50.00% accuracy -> ./output/feature-sets/PAXS.json
[2025-10-18T01:33:35.817589] [INFO ] [CONFIGURE ] PAXS: Configuration saved successfully: 0 features, 50.00% accuracy.
[2025-10-18T01:33:35.817675] [INFO ] [sig       ] [231/380] Successfully configured PAXS | 0.02 sym/s | Total: 2.8h | ETA: 1.8h
[2025-10-18T01:33:35.817753] [INFO ] [sig       ] [232/380] Configuring PAY...
[2025-10-18T01:33:35.817821] [INFO ] [CONFIGURE ] PAY: Configurate test run.
[2025-10-18T01:33:35.817897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-10-18T01:33:35.831400] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAY'.
[2025-10-18T01:33:35.831843] [INFO ] [CONFIGURE ] PAY: Testing with 29 available features
[2025-10-18T01:33:35.831902] [INFO ] [CONFIGURE ] PAY: Establishing baseline with no features...
[2025-10-18T01:33:35.939568] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:36.041589] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:36.144366] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:36.248072] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:36.358596] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:36.461890] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:36.569619] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:36.677523] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:33:36.788921] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:36.896761] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:36.896955] [INFO ] [CONFIGURE ] PAY: Baseline score (no features): 50.00%
[2025-10-18T01:33:36.897001] [INFO ] [CONFIGURE ] PAY: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:33:36.897033] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:33:37.020730] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:37.146419] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:37.261455] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:37.377868] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:33:37.495586] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:33:37.610812] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:37.729544] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:37.846322] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:33:37.963143] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:38.080723] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:38.080854] [INFO ] [CONFIGURE ] PAY: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T01:33:38.080898] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4380 tests
[2025-10-18T01:33:38.080932] [INFO ] [CONFIGURE ] PAY: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:33:38.080962] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:33:38.199699] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:38.323013] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:38.452951] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:38.575781] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:33:38.698024] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:33:38.819100] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:33:38.940588] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:39.065373] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:33:39.188476] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:39.312001] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:39.312154] [INFO ] [CONFIGURE ] PAY: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T01:33:39.312222] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4379 tests
[2025-10-18T01:33:39.312257] [INFO ] [CONFIGURE ] PAY: Testing feature 3/29: add_daily_returns
[2025-10-18T01:33:39.312288] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:33:39.436073] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:39.560491] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:39.690693] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:39.816399] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:33:39.942843] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:33:40.071894] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:33:40.199050] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:33:40.332944] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:33:40.460355] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:40.588382] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:40.588521] [INFO ] [CONFIGURE ] PAY: KEPT add_daily_returns (score: 70.00%)
[2025-10-18T01:33:40.588565] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4378 tests
[2025-10-18T01:33:40.588598] [INFO ] [CONFIGURE ] PAY: Testing feature 4/29: add_ema
[2025-10-18T01:33:40.588630] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-18T01:33:40.728925] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:40.869364] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:41.013345] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:41.154838] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:33:41.297349] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:33:41.475092] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:33:41.619128] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:41.766075] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:33:41.940519] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:42.089290] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:42.089487] [INFO ] [CONFIGURE ] PAY: DISCARDED add_ema (score: 60.00%)
[2025-10-18T01:33:42.089533] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4377 tests
[2025-10-18T01:33:42.089567] [INFO ] [CONFIGURE ] PAY: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:33:42.089599] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:33:42.247449] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:42.403437] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:42.558147] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:42.714256] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:33:42.872124] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:33:43.031363] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:43.195718] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:43.357519] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:33:43.522290] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:43.691922] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:43.692757] [INFO ] [CONFIGURE ] PAY: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T01:33:43.692820] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4376 tests
[2025-10-18T01:33:43.692857] [INFO ] [CONFIGURE ] PAY: Testing feature 6/29: add_failed_moves
[2025-10-18T01:33:43.692888] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T01:33:43.826482] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:43.960680] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:44.095238] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:44.236216] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:33:44.392595] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:33:44.536229] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:33:44.672295] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:33:44.808084] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:33:44.946708] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:45.082877] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:45.083019] [INFO ] [CONFIGURE ] PAY: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T01:33:45.083082] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4375 tests
[2025-10-18T01:33:45.083119] [INFO ] [CONFIGURE ] PAY: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:33:45.083150] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T01:33:45.206844] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:45.334954] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:45.462968] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:45.599372] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:33:45.734334] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:33:45.869146] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:33:46.004724] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:33:46.141910] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:33:46.283829] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:46.414216] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:46.414398] [INFO ] [CONFIGURE ] PAY: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T01:33:46.414442] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4374 tests
[2025-10-18T01:33:46.414476] [INFO ] [CONFIGURE ] PAY: Testing feature 8/29: add_macd
[2025-10-18T01:33:46.414510] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T01:33:46.577604] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:46.742852] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:46.915102] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:47.087552] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:33:47.254022] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:33:47.423439] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:47.591403] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:47.766638] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:33:47.937417] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:48.106946] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:48.107145] [INFO ] [CONFIGURE ] PAY: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:33:48.107191] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4373 tests
[2025-10-18T01:33:48.107225] [INFO ] [CONFIGURE ] PAY: Testing feature 9/29: add_mfi
[2025-10-18T01:33:48.107257] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-18T01:33:48.249606] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:48.399934] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:48.543769] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:48.696243] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:33:48.841800] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:33:48.990950] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:33:49.135414] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:33:49.279829] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:33:49.456224] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:49.606858] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:49.607065] [INFO ] [CONFIGURE ] PAY: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T01:33:49.607125] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4372 tests
[2025-10-18T01:33:49.607164] [INFO ] [CONFIGURE ] PAY: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:33:49.607194] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:33:49.762535] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:49.918461] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:50.078910] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:50.238857] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:33:50.398843] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:33:50.587751] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:33:50.743404] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:33:50.900375] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:33:51.064085] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:51.222852] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:51.222999] [INFO ] [CONFIGURE ] PAY: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:33:51.223042] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4371 tests
[2025-10-18T01:33:51.223076] [INFO ] [CONFIGURE ] PAY: Testing feature 11/29: add_obv_daily
[2025-10-18T01:33:51.223108] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T01:33:51.357090] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:51.509206] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:51.663785] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:51.827454] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:33:51.966980] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:33:52.107688] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:33:52.249844] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:33:52.394321] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:33:52.531207] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:52.672238] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:52.672420] [INFO ] [CONFIGURE ] PAY: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:33:52.672484] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4370 tests
[2025-10-18T01:33:52.672522] [INFO ] [CONFIGURE ] PAY: Testing feature 12/29: add_obv_interval
[2025-10-18T01:33:52.672554] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T01:33:52.803036] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:52.933400] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:53.068188] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:53.199851] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:33:53.335147] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:33:53.471506] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:33:53.615459] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:53.756087] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:33:53.894457] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:54.033070] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:54.033270] [INFO ] [CONFIGURE ] PAY: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:33:54.033315] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4369 tests
[2025-10-18T01:33:54.033351] [INFO ] [CONFIGURE ] PAY: Testing feature 13/29: add_opening_strength
[2025-10-18T01:33:54.033382] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:33:54.173210] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:54.316595] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:54.457469] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:54.605787] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:33:54.759282] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:33:54.910893] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:33:55.074265] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:55.216974] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:33:55.360289] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:55.510438] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:55.510624] [INFO ] [CONFIGURE ] PAY: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:33:55.510712] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4368 tests
[2025-10-18T01:33:55.510757] [INFO ] [CONFIGURE ] PAY: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:33:55.510790] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T01:33:55.668221] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:55.819410] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:55.967402] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:56.121479] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:33:56.273885] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:33:56.429788] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:33:56.613361] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:33:56.769681] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:33:56.935491] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:57.090426] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:57.090601] [INFO ] [CONFIGURE ] PAY: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:33:57.090694] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4367 tests
[2025-10-18T01:33:57.090752] [INFO ] [CONFIGURE ] PAY: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:33:57.090788] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T01:33:57.219526] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:57.350873] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:57.480441] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:57.612174] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:33:57.746285] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:33:57.879731] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:33:58.011154] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:58.143923] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:33:58.277763] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:58.410849] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:58.411051] [INFO ] [CONFIGURE ] PAY: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T01:33:58.411101] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4366 tests
[2025-10-18T01:33:58.411137] [INFO ] [CONFIGURE ] PAY: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:33:58.411231] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T01:33:58.549261] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:33:58.687093] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:33:58.830091] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:33:58.970922] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:33:59.109567] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:33:59.254906] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:33:59.398318] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:33:59.536939] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:33:59.676282] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:33:59.814163] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:33:59.814330] [INFO ] [CONFIGURE ] PAY: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:33:59.814375] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4365 tests
[2025-10-18T01:33:59.814408] [INFO ] [CONFIGURE ] PAY: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:33:59.814438] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T01:33:59.953212] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:34:00.090367] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:00.229387] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:34:00.372797] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:34:00.517003] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:00.665257] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:34:00.813325] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:34:00.961674] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:01.112090] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:01.264612] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:34:01.264817] [INFO ] [CONFIGURE ] PAY: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T01:34:01.264868] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4364 tests
[2025-10-18T01:34:01.264901] [INFO ] [CONFIGURE ] PAY: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:34:01.264933] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T01:34:01.410612] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:34:01.551170] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:01.692274] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:34:01.835798] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:34:01.973306] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:02.113868] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:34:02.252066] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:02.393427] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:02.535951] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:02.700234] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:34:02.700440] [INFO ] [CONFIGURE ] PAY: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:34:02.700490] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4363 tests
[2025-10-18T01:34:02.700524] [INFO ] [CONFIGURE ] PAY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:34:02.700555] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T01:34:02.832401] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:34:02.964878] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:03.097050] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:34:03.231348] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:34:03.365532] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:03.500051] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:34:03.635352] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:34:03.773776] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:03.913527] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:04.048863] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:34:04.049002] [INFO ] [CONFIGURE ] PAY: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:34:04.049047] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4362 tests
[2025-10-18T01:34:04.049081] [INFO ] [CONFIGURE ] PAY: Testing feature 20/29: add_price_rejection
[2025-10-18T01:34:04.049111] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection']
[2025-10-18T01:34:04.192750] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:34:04.336940] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:04.483426] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:34:04.631093] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:34:04.777461] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:04.926262] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:34:05.075361] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:34:05.225171] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:05.379249] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:05.535296] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:34:05.535544] [INFO ] [CONFIGURE ] PAY: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T01:34:05.535685] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4361 tests
[2025-10-18T01:34:05.535749] [INFO ] [CONFIGURE ] PAY: Testing feature 21/29: add_range_position
[2025-10-18T01:34:05.535800] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position']
[2025-10-18T01:34:05.714696] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:34:05.872676] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:06.030610] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:34:06.186689] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:06.346230] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:06.501681] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:34:06.656862] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:06.822906] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:06.989606] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:07.162609] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:34:07.162844] [INFO ] [CONFIGURE ] PAY: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T01:34:07.162898] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4360 tests
[2025-10-18T01:34:07.162935] [INFO ] [CONFIGURE ] PAY: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:34:07.162967] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility']
[2025-10-18T01:34:07.335483] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:34:07.508669] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:07.685547] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:34:07.859389] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:34:08.037819] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:08.215822] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:34:08.400257] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:08.577823] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:34:08.790110] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:08.967610] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:34:08.967797] [INFO ] [CONFIGURE ] PAY: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:34:08.967849] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4359 tests
[2025-10-18T01:34:08.967912] [INFO ] [CONFIGURE ] PAY: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:34:08.967972] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context']
[2025-10-18T01:34:09.118325] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:34:09.269090] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:09.418063] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:34:09.567328] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:34:09.716430] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:09.867435] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:34:10.017575] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:34:10.168200] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:10.318016] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:10.469108] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:34:10.469263] [INFO ] [CONFIGURE ] PAY: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T01:34:10.469313] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4358 tests
[2025-10-18T01:34:10.469347] [INFO ] [CONFIGURE ] PAY: Testing feature 24/29: add_rsi
[2025-10-18T01:34:10.469378] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T01:34:10.632287] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:34:10.804663] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:10.969038] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:34:11.134895] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:34:11.300087] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:11.465800] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:34:11.632538] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:11.815733] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:11.993916] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:12.161510] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:34:12.161678] [INFO ] [CONFIGURE ] PAY: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:34:12.161740] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4357 tests
[2025-10-18T01:34:12.161777] [INFO ] [CONFIGURE ] PAY: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:34:12.161808] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution']
[2025-10-18T01:34:12.301131] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:34:12.439422] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:12.580778] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:34:12.722449] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:34:12.863929] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:13.005193] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:34:13.146152] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:34:13.286253] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:13.430942] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:13.572039] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:34:13.572170] [INFO ] [CONFIGURE ] PAY: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T01:34:13.572213] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4356 tests
[2025-10-18T01:34:13.572247] [INFO ] [CONFIGURE ] PAY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:34:13.572319] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T01:34:13.714610] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:34:13.859698] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:14.005031] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:34:14.149590] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:34:14.294003] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:14.441056] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:34:14.588220] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:14.739304] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:14.923220] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:15.070354] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:34:15.070507] [INFO ] [CONFIGURE ] PAY: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:34:15.070551] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4355 tests
[2025-10-18T01:34:15.070585] [INFO ] [CONFIGURE ] PAY: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:34:15.070616] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-18T01:34:15.221931] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:34:15.374965] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:15.527446] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:34:15.680916] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:34:15.837324] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:15.993082] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:34:16.150159] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:34:16.306419] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:16.477285] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:16.647506] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:34:16.647723] [INFO ] [CONFIGURE ] PAY: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T01:34:16.647784] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4354 tests
[2025-10-18T01:34:16.647823] [INFO ] [CONFIGURE ] PAY: Testing feature 28/29: add_volume_profile
[2025-10-18T01:34:16.647857] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile']
[2025-10-18T01:34:16.809692] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:34:16.992219] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:17.178250] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:34:17.396612] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:34:17.585626] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:17.742196] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:34:17.887103] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:18.037253] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:18.182930] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:18.324253] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:34:18.324413] [INFO ] [CONFIGURE ] PAY: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T01:34:18.324457] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4353 tests
[2025-10-18T01:34:18.324491] [INFO ] [CONFIGURE ] PAY: Testing feature 29/29: add_vwap
[2025-10-18T01:34:18.324521] [INFO ] [CONFIGURE ] PAY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap']
[2025-10-18T01:34:18.468840] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:34:18.615049] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:18.762763] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:34:18.909637] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:34:19.057145] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:19.204390] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:34:19.350069] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:19.499374] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:19.646454] [DEBUG] [FORECASTER] PAY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:19.800046] [DEBUG] [FORECASTER] PAY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:34:19.800214] [INFO ] [CONFIGURE ] PAY: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T01:34:19.800258] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4352 tests
[2025-10-18T01:34:19.800292] [INFO ] [CONFIGURE ] PAY: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:34:19.800322] [INFO ] [CONFIGURE ] PAY: Best accuracy: 70.00%
[2025-10-18T01:34:19.800352] [INFO ] [CONFIGURE ] PAY: Best feature set (2 features): ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:34:19.800382] [INFO ] [CONFIGURE ] PAY: Improvement over baseline: 20.00%
[2025-10-18T01:34:19.800408] [INFO ] [CONFIGURE ] PAY: Total time: 42.9 seconds
[2025-10-18T01:34:19.800435] [INFO ] [CONFIGURE ] PAY: Average time per feature: 1.5 seconds
[2025-10-18T01:34:19.800463] [INFO ] [CONFIGURE ] PAY: Average speed: 0.68 features/sec
[2025-10-18T01:34:19.801241] [INFO ] [LOCAL     ] Saved configuration for PAY: 2 features, 70.00% accuracy -> ./output/feature-sets/PAY.json
[2025-10-18T01:34:19.801312] [INFO ] [CONFIGURE ] PAY: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T01:34:19.801390] [INFO ] [sig       ] [232/380] Successfully configured PAY | 0.02 sym/s | Total: 2.8h | ETA: 1.8h
[2025-10-18T01:34:19.801458] [INFO ] [sig       ] [233/380] Configuring PAYC...
[2025-10-18T01:34:19.801526] [INFO ] [CONFIGURE ] PAYC: Configurate test run.
[2025-10-18T01:34:19.801584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-10-18T01:34:19.815224] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PAYC'.
[2025-10-18T01:34:19.815664] [INFO ] [CONFIGURE ] PAYC: Testing with 29 available features
[2025-10-18T01:34:19.815723] [INFO ] [CONFIGURE ] PAYC: Establishing baseline with no features...
[2025-10-18T01:34:19.923736] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:34:20.032294] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:20.140617] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:34:20.250377] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:34:20.360601] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:20.472505] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:20.584016] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:20.696523] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:20.808182] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:20.929742] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:34:20.929911] [INFO ] [CONFIGURE ] PAYC: Baseline score (no features): 30.00%
[2025-10-18T01:34:20.929961] [INFO ] [CONFIGURE ] PAYC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:34:20.929994] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:34:21.054037] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:21.180478] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:21.307272] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:34:21.429393] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:21.551188] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:21.672966] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:21.795285] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:21.919159] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:34:22.045487] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:22.172144] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:34:22.172298] [INFO ] [CONFIGURE ] PAYC: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-18T01:34:22.172341] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4351 tests
[2025-10-18T01:34:22.172374] [INFO ] [CONFIGURE ] PAYC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:34:22.172406] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:34:22.308412] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:22.449184] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:22.587761] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:34:22.728733] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:22.873190] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:23.016228] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:23.161816] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:23.306524] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:34:23.451826] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:23.594557] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:23.594784] [INFO ] [CONFIGURE ] PAYC: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-18T01:34:23.594907] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4350 tests
[2025-10-18T01:34:23.594961] [INFO ] [CONFIGURE ] PAYC: Testing feature 3/29: add_daily_returns
[2025-10-18T01:34:23.594995] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:34:23.743270] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:23.896350] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:34:24.053009] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:24.200767] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:24.355138] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:24.522525] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:24.667478] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:24.814096] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:34:24.963352] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:25.124621] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:34:25.124828] [INFO ] [CONFIGURE ] PAYC: KEPT add_daily_returns (score: 60.00%)
[2025-10-18T01:34:25.124877] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4349 tests
[2025-10-18T01:34:25.124913] [INFO ] [CONFIGURE ] PAYC: Testing feature 4/29: add_ema
[2025-10-18T01:34:25.124945] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-18T01:34:25.295055] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:25.478955] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:25.647291] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:34:25.815199] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:26.000666] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:26.174119] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:26.334494] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:26.500409] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:34:26.661542] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:34:26.829595] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:26.829800] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:34:26.829851] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4348 tests
[2025-10-18T01:34:26.829887] [INFO ] [CONFIGURE ] PAYC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:34:26.829918] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:34:27.002136] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:27.175140] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:34:27.346556] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:27.519285] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:27.688131] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:27.863536] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:28.032419] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:28.202775] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:28.373592] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:34:28.545129] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:28.545259] [INFO ] [CONFIGURE ] PAYC: KEPT add_exhaustion_signals (score: 90.00%)
[2025-10-18T01:34:28.545304] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4347 tests
[2025-10-18T01:34:28.545339] [INFO ] [CONFIGURE ] PAYC: Testing feature 6/29: add_failed_moves
[2025-10-18T01:34:28.545370] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T01:34:28.718486] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:28.894793] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:34:29.075354] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:29.251993] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:29.430375] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:29.609659] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:29.790883] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:29.970019] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:30.149079] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:34:30.329931] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:30.330130] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-18T01:34:30.330178] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4346 tests
[2025-10-18T01:34:30.330213] [INFO ] [CONFIGURE ] PAYC: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:34:30.330245] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T01:34:30.509372] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:30.689726] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:34:30.863959] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:31.039466] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:31.212965] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:31.389501] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:31.565862] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:31.744635] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:31.920449] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:34:32.098206] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:32.098382] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-18T01:34:32.098473] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4345 tests
[2025-10-18T01:34:32.098526] [INFO ] [CONFIGURE ] PAYC: Testing feature 8/29: add_macd
[2025-10-18T01:34:32.098560] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T01:34:32.290825] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:32.483636] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:34:32.683212] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:32.878624] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:33.073422] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:33.264127] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:33.456098] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:33.648032] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:34:33.841168] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:34:34.032378] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:34.032556] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_macd (score: 80.00%)
[2025-10-18T01:34:34.032602] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4344 tests
[2025-10-18T01:34:34.032637] [INFO ] [CONFIGURE ] PAYC: Testing feature 9/29: add_mfi
[2025-10-18T01:34:34.032773] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T01:34:34.212827] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:34.397489] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:34:34.575958] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:34.761310] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:34.945292] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:35.131801] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:35.316061] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:35.501631] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:35.689107] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:34:35.870349] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:35.870539] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_mfi (score: 90.00%)
[2025-10-18T01:34:35.870606] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4343 tests
[2025-10-18T01:34:35.870689] [INFO ] [CONFIGURE ] PAYC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:34:35.870737] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:34:36.059407] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:36.249505] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:34:36.438912] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:36.631463] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:36.827695] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:37.029413] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:37.228029] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:37.424708] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:37.625069] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:34:37.824424] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:37.824579] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_momentum_acceleration (score: 90.00%)
[2025-10-18T01:34:37.824623] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4342 tests
[2025-10-18T01:34:37.824722] [INFO ] [CONFIGURE ] PAYC: Testing feature 11/29: add_obv_daily
[2025-10-18T01:34:37.824768] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T01:34:37.999527] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:38.173992] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:34:38.354329] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:38.526566] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:38.703163] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:38.879738] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:39.070036] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:39.256100] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:39.434693] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:34:39.620114] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:39.620279] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_obv_daily (score: 90.00%)
[2025-10-18T01:34:39.620329] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4341 tests
[2025-10-18T01:34:39.620365] [INFO ] [CONFIGURE ] PAYC: Testing feature 12/29: add_obv_interval
[2025-10-18T01:34:39.620397] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T01:34:39.794018] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:39.968799] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:34:40.144443] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:40.318663] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:40.492500] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:40.668398] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:40.844783] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:41.023379] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:41.199863] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:34:41.377411] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:41.377626] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_obv_interval (score: 90.00%)
[2025-10-18T01:34:41.377708] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4340 tests
[2025-10-18T01:34:41.377753] [INFO ] [CONFIGURE ] PAYC: Testing feature 13/29: add_opening_strength
[2025-10-18T01:34:41.377786] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength']
[2025-10-18T01:34:41.556576] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:41.736594] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:41.920378] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:42.105409] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:42.301608] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:42.495435] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:42.691979] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:42.882012] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:43.070967] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:34:43.259320] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:43.259495] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-18T01:34:43.259539] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4339 tests
[2025-10-18T01:34:43.259574] [INFO ] [CONFIGURE ] PAYC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:34:43.259607] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T01:34:43.453430] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:43.652627] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:34:43.849056] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:44.047495] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:44.244144] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:44.446817] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:44.641325] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:44.843436] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:45.041585] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:34:45.236691] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:45.236877] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-10-18T01:34:45.236923] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4338 tests
[2025-10-18T01:34:45.236957] [INFO ] [CONFIGURE ] PAYC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:34:45.236989] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T01:34:45.448060] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:45.624753] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:34:45.800370] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:45.977157] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:46.153139] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:46.333095] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:46.513014] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:46.693761] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:46.877266] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:34:47.065780] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:47.065934] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-18T01:34:47.065977] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4337 tests
[2025-10-18T01:34:47.066011] [INFO ] [CONFIGURE ] PAYC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:34:47.066042] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T01:34:47.244819] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:47.429934] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:34:47.621110] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:47.801973] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:47.991447] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:48.169367] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:48.347053] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:48.527726] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:48.708874] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:34:48.888475] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:48.888635] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_pbf_overnight_gap (score: 90.00%)
[2025-10-18T01:34:48.888739] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4336 tests
[2025-10-18T01:34:48.888798] [INFO ] [CONFIGURE ] PAYC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:34:48.888834] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T01:34:49.069322] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:49.252028] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:49.435324] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:49.619554] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:49.809682] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:49.995059] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:50.180471] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:34:50.365464] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:50.549866] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:34:50.735781] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:50.735989] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-18T01:34:50.736048] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4335 tests
[2025-10-18T01:34:50.736082] [INFO ] [CONFIGURE ] PAYC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:34:50.736113] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T01:34:50.913234] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:51.089761] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:34:51.263214] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:51.436414] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:51.610812] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:51.783494] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:51.958608] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:52.133497] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:52.308705] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:34:52.493848] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:52.494091] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-18T01:34:52.494144] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4334 tests
[2025-10-18T01:34:52.494181] [INFO ] [CONFIGURE ] PAYC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:34:52.494216] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T01:34:52.667600] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:52.838596] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:34:53.008056] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:53.180217] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:53.351226] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:53.523267] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:53.699809] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:53.876505] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:54.050102] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:34:54.222668] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:54.222846] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T01:34:54.222890] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4333 tests
[2025-10-18T01:34:54.222925] [INFO ] [CONFIGURE ] PAYC: Testing feature 20/29: add_price_rejection
[2025-10-18T01:34:54.222957] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T01:34:54.399921] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:54.577279] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:34:54.757844] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:54.939367] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:55.118526] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:55.298829] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:55.480016] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:55.662031] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:55.842989] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:34:56.024878] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:56.025090] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-18T01:34:56.025139] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4332 tests
[2025-10-18T01:34:56.025175] [INFO ] [CONFIGURE ] PAYC: Testing feature 21/29: add_range_position
[2025-10-18T01:34:56.025212] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T01:34:56.208446] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:56.394231] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:34:56.580075] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:56.767387] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:56.961303] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:57.158803] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:57.353568] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:57.582919] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:57.779516] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:34:57.976898] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:34:57.977112] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_range_position (score: 90.00%)
[2025-10-18T01:34:57.977175] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4331 tests
[2025-10-18T01:34:57.977212] [INFO ] [CONFIGURE ] PAYC: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:34:57.977245] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T01:34:58.184695] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:34:58.391791] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:34:58.602494] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:34:58.812468] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:34:59.023714] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:34:59.235855] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:34:59.454797] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:34:59.674821] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:34:59.877338] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:00.087329] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:35:00.087569] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T01:35:00.087620] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4330 tests
[2025-10-18T01:35:00.087688] [INFO ] [CONFIGURE ] PAYC: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:35:00.087738] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T01:35:00.265973] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:35:00.443086] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:35:00.624775] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:35:00.814305] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:35:00.995857] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:01.180874] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:35:01.380160] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:35:01.609508] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:35:01.819988] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:02.014710] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:35:02.014889] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T01:35:02.014933] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4329 tests
[2025-10-18T01:35:02.014969] [INFO ] [CONFIGURE ] PAYC: Testing feature 24/29: add_rsi
[2025-10-18T01:35:02.015002] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-18T01:35:02.214038] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:35:02.407819] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:35:02.610334] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:35:02.811403] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:35:03.013237] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:03.217987] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:35:03.421251] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:35:03.653822] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:35:03.857011] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:04.063197] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:35:04.063390] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_rsi (score: 90.00%)
[2025-10-18T01:35:04.063435] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4328 tests
[2025-10-18T01:35:04.063470] [INFO ] [CONFIGURE ] PAYC: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:35:04.063503] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T01:35:04.238434] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:35:04.417283] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:35:04.601980] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:35:04.779404] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:35:04.955858] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:05.135495] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:35:05.317394] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:35:05.497583] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:35:05.676182] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:05.855901] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:35:05.856074] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T01:35:05.856120] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4327 tests
[2025-10-18T01:35:05.856154] [INFO ] [CONFIGURE ] PAYC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:35:05.856186] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T01:35:06.035971] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:35:06.216148] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:35:06.397714] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:35:06.577364] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:35:06.760165] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:06.942336] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:35:07.123161] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:35:07.304566] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:35:07.489888] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:07.675118] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:35:07.675336] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T01:35:07.675397] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4326 tests
[2025-10-18T01:35:07.675435] [INFO ] [CONFIGURE ] PAYC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:35:07.675469] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T01:35:07.865237] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:35:08.053860] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:35:08.249731] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:35:08.465113] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:35:08.667950] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:08.878571] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:35:09.078696] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:35:09.277185] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:35:09.479680] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:09.713233] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:35:09.713440] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T01:35:09.713504] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4325 tests
[2025-10-18T01:35:09.713542] [INFO ] [CONFIGURE ] PAYC: Testing feature 28/29: add_volume_profile
[2025-10-18T01:35:09.713575] [INFO ] [CONFIGURE ] PAYC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-18T01:35:09.891494] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:35:10.101748] [DEBUG] [FORECASTER] PAYC: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:35:10.343806] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:35:10.612469] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:35:10.856211] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:11.061570] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:35:11.262957] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:35:11.451522] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:35:11.652014] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:11.851599] [DEBUG] [FORECASTER] PAYC: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:35:11.851828] [INFO ] [CONFIGURE ] PAYC: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-18T01:35:11.851881] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4324 tests
[2025-10-18T01:35:11.851919] [INFO ] [CONFIGURE ] PAYC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:35:11.851951] [INFO ] [CONFIGURE ] PAYC: Best accuracy: 90.00%
[2025-10-18T01:35:11.851984] [INFO ] [CONFIGURE ] PAYC: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:35:11.852016] [INFO ] [CONFIGURE ] PAYC: Improvement over baseline: 60.00%
[2025-10-18T01:35:11.852047] [INFO ] [CONFIGURE ] PAYC: Total time: 50.9 seconds
[2025-10-18T01:35:11.852077] [INFO ] [CONFIGURE ] PAYC: Average time per feature: 1.8 seconds
[2025-10-18T01:35:11.852107] [INFO ] [CONFIGURE ] PAYC: Average speed: 0.57 features/sec
[2025-10-18T01:35:11.852832] [INFO ] [LOCAL     ] Saved configuration for PAYC: 5 features, 90.00% accuracy -> ./output/feature-sets/PAYC.json
[2025-10-18T01:35:11.852903] [INFO ] [CONFIGURE ] PAYC: Configuration saved successfully: 5 features, 90.00% accuracy.
[2025-10-18T01:35:11.852984] [INFO ] [sig       ] [233/380] Successfully configured PAYC | 0.02 sym/s | Total: 2.8h | ETA: 1.8h
[2025-10-18T01:35:11.853073] [INFO ] [sig       ] [234/380] Configuring PB...
[2025-10-18T01:35:11.853159] [INFO ] [CONFIGURE ] PB: Configurate test run.
[2025-10-18T01:35:11.853218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-10-18T01:35:11.867325] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PB'.
[2025-10-18T01:35:11.867797] [INFO ] [CONFIGURE ] PB: Testing with 29 available features
[2025-10-18T01:35:11.867857] [INFO ] [CONFIGURE ] PB: Establishing baseline with no features...
[2025-10-18T01:35:11.985897] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:12.107700] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:12.230566] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:35:12.347533] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:12.480148] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:12.593410] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:12.708493] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:35:12.815862] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:35:12.922303] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:13.027638] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:13.027805] [INFO ] [CONFIGURE ] PB: Baseline score (no features): 50.00%
[2025-10-18T01:35:13.027850] [INFO ] [CONFIGURE ] PB: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:35:13.027911] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:35:13.141302] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:13.257855] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:13.378412] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:35:13.495403] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:13.612806] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:13.733924] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:13.861222] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:13.979123] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:14.100148] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:14.222221] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:14.222441] [INFO ] [CONFIGURE ] PB: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-18T01:35:14.222489] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4323 tests
[2025-10-18T01:35:14.222525] [INFO ] [CONFIGURE ] PB: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:35:14.222560] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:35:14.350974] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:14.477494] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:14.605095] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:35:14.729084] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:14.853265] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:14.982403] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:15.105606] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:15.227898] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:15.352479] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:15.477715] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:15.477923] [INFO ] [CONFIGURE ] PB: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-18T01:35:15.477984] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4322 tests
[2025-10-18T01:35:15.478020] [INFO ] [CONFIGURE ] PB: Testing feature 3/29: add_daily_returns
[2025-10-18T01:35:15.478050] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_daily_returns']
[2025-10-18T01:35:15.588426] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:15.723715] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:15.831573] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:35:15.939905] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:16.048291] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:16.162699] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:35:16.272387] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:16.383666] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:16.495616] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:16.606453] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:16.606607] [INFO ] [CONFIGURE ] PB: DISCARDED add_daily_returns (score: 20.00%)
[2025-10-18T01:35:16.606677] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4321 tests
[2025-10-18T01:35:16.606731] [INFO ] [CONFIGURE ] PB: Testing feature 4/29: add_ema
[2025-10-18T01:35:16.606764] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema']
[2025-10-18T01:35:16.727035] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:16.856390] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:16.981946] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:35:17.108475] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:17.233759] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:17.363731] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:17.491329] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:35:17.617563] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:17.745493] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:17.874268] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:35:17.874505] [INFO ] [CONFIGURE ] PB: KEPT add_ema (score: 60.00%)
[2025-10-18T01:35:17.874554] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4320 tests
[2025-10-18T01:35:17.874588] [INFO ] [CONFIGURE ] PB: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:35:17.874621] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:35:18.032104] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:35:18.178195] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:18.326896] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:35:18.472896] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:18.623970] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:18.796185] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:18.943634] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:35:19.091710] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:35:19.246449] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:19.397196] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:19.397363] [INFO ] [CONFIGURE ] PB: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:35:19.397407] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4319 tests
[2025-10-18T01:35:19.397441] [INFO ] [CONFIGURE ] PB: Testing feature 6/29: add_failed_moves
[2025-10-18T01:35:19.397472] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-18T01:35:19.528085] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:19.657281] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:19.786592] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:35:19.913626] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:20.040563] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:20.168787] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:20.296960] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:35:20.431216] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:20.559039] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:20.689963] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:35:20.690149] [INFO ] [CONFIGURE ] PB: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:35:20.690196] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4318 tests
[2025-10-18T01:35:20.690231] [INFO ] [CONFIGURE ] PB: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:35:20.690263] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-18T01:35:20.809449] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:20.931745] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:21.056548] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:35:21.175728] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:21.299374] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:21.423750] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:21.552287] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:35:21.683087] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:21.822717] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:21.952409] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:35:21.952567] [INFO ] [CONFIGURE ] PB: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:35:21.952611] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4317 tests
[2025-10-18T01:35:21.952675] [INFO ] [CONFIGURE ] PB: Testing feature 8/29: add_macd
[2025-10-18T01:35:21.952731] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-18T01:35:22.110941] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:35:22.273281] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:22.430288] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:35:22.604296] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:22.776824] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:22.939411] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:23.092806] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:23.245391] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:35:23.397805] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:23.556139] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:23.556325] [INFO ] [CONFIGURE ] PB: DISCARDED add_macd (score: 40.00%)
[2025-10-18T01:35:23.556369] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4316 tests
[2025-10-18T01:35:23.556404] [INFO ] [CONFIGURE ] PB: Testing feature 9/29: add_mfi
[2025-10-18T01:35:23.556435] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_mfi']
[2025-10-18T01:35:23.688031] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:23.826298] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:23.984288] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:35:24.163524] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:24.299162] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:24.435252] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:24.572820] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:24.711608] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:24.853461] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:24.995137] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:24.995310] [INFO ] [CONFIGURE ] PB: DISCARDED add_mfi (score: 30.00%)
[2025-10-18T01:35:24.995379] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4315 tests
[2025-10-18T01:35:24.995439] [INFO ] [CONFIGURE ] PB: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:35:24.995474] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:35:25.142226] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:25.290079] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:25.438733] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:35:25.589776] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:25.739469] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:25.893285] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:26.045381] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:35:26.196206] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:35:26.348445] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:26.502794] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:26.503000] [INFO ] [CONFIGURE ] PB: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:35:26.503051] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4314 tests
[2025-10-18T01:35:26.503085] [INFO ] [CONFIGURE ] PB: Testing feature 11/29: add_obv_daily
[2025-10-18T01:35:26.503117] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-18T01:35:26.630530] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:26.760098] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:26.890205] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:35:27.018823] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:27.147537] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:27.276987] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:27.407777] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:27.538781] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:27.671236] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:27.806413] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:27.806552] [INFO ] [CONFIGURE ] PB: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-18T01:35:27.806599] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4313 tests
[2025-10-18T01:35:27.806634] [INFO ] [CONFIGURE ] PB: Testing feature 12/29: add_obv_interval
[2025-10-18T01:35:27.806707] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-18T01:35:27.932266] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:28.056436] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:28.181197] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:35:28.306301] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:28.431105] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:28.563375] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:28.697386] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:28.833162] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:28.967095] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:29.102103] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:29.102312] [INFO ] [CONFIGURE ] PB: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T01:35:29.102363] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4312 tests
[2025-10-18T01:35:29.102399] [INFO ] [CONFIGURE ] PB: Testing feature 13/29: add_opening_strength
[2025-10-18T01:35:29.102431] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:35:29.240424] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:29.381176] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:29.515564] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:35:29.650095] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:29.786241] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:29.922630] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:35:30.058596] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:30.198772] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:30.349632] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:30.496960] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:30.497139] [INFO ] [CONFIGURE ] PB: DISCARDED add_opening_strength (score: 20.00%)
[2025-10-18T01:35:30.497190] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4311 tests
[2025-10-18T01:35:30.497226] [INFO ] [CONFIGURE ] PB: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:35:30.497259] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-18T01:35:30.638493] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:30.780513] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:30.920122] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:35:31.061457] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:31.201972] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:31.346173] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:31.489506] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:35:31.632533] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:31.779360] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:31.924812] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:31.925035] [INFO ] [CONFIGURE ] PB: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-18T01:35:31.925099] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4310 tests
[2025-10-18T01:35:31.925138] [INFO ] [CONFIGURE ] PB: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:35:31.925170] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-18T01:35:32.051116] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:32.179854] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:32.318116] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:35:32.449437] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:32.584425] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:32.720918] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:32.864152] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:32.997228] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:33.125297] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:33.252261] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:35:33.252419] [INFO ] [CONFIGURE ] PB: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:35:33.252465] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4309 tests
[2025-10-18T01:35:33.252499] [INFO ] [CONFIGURE ] PB: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:35:33.252550] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-18T01:35:33.379510] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:33.507293] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:33.634490] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:35:33.762813] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:33.920537] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:34.051094] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:35:34.185182] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:34.318405] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:34.451822] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:34.585748] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:34.585890] [INFO ] [CONFIGURE ] PB: DISCARDED add_pbf_overnight_gap (score: 10.00%)
[2025-10-18T01:35:34.585933] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4308 tests
[2025-10-18T01:35:34.585967] [INFO ] [CONFIGURE ] PB: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:35:34.586051] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-18T01:35:34.720277] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:34.854224] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:34.988499] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:35:35.122945] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:35.259980] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:35.399799] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:35.536265] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:35:35.673522] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:35.810382] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:35.947048] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:35:35.947173] [INFO ] [CONFIGURE ] PB: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T01:35:35.947215] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4307 tests
[2025-10-18T01:35:35.947249] [INFO ] [CONFIGURE ] PB: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:35:35.947278] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-18T01:35:36.068434] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:36.190068] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:36.312294] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:35:36.435689] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:36.562711] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:36.687092] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:36.824370] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:35:36.970723] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:37.099876] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:37.227424] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:35:37.227567] [INFO ] [CONFIGURE ] PB: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:35:37.227611] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4306 tests
[2025-10-18T01:35:37.227666] [INFO ] [CONFIGURE ] PB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:35:37.227723] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-18T01:35:37.349138] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:37.470119] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:37.590922] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:35:37.714821] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:37.841721] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:37.965824] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:38.088371] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:38.211019] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:38.334700] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:38.459354] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:35:38.459519] [INFO ] [CONFIGURE ] PB: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T01:35:38.459563] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4305 tests
[2025-10-18T01:35:38.459597] [INFO ] [CONFIGURE ] PB: Testing feature 20/29: add_price_rejection
[2025-10-18T01:35:38.459627] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-18T01:35:38.591768] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:38.726546] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:38.859981] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:35:38.994546] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:39.130508] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:39.266228] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:39.405182] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:35:39.542639] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:39.680205] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:39.818962] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:39.819140] [INFO ] [CONFIGURE ] PB: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T01:35:39.819186] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4304 tests
[2025-10-18T01:35:39.819220] [INFO ] [CONFIGURE ] PB: Testing feature 21/29: add_range_position
[2025-10-18T01:35:39.819250] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_range_position']
[2025-10-18T01:35:39.989586] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:40.132955] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:40.273494] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:35:40.415813] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:40.557829] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:40.700488] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:40.843223] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:40.988920] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:41.151019] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:41.302172] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:41.303173] [INFO ] [CONFIGURE ] PB: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T01:35:41.303237] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4303 tests
[2025-10-18T01:35:41.303471] [INFO ] [CONFIGURE ] PB: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:35:41.303514] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-18T01:35:41.465569] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:41.623000] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:41.781855] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:35:41.944848] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:42.104102] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:42.266870] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:35:42.428863] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:42.598823] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:42.766297] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:42.932704] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:35:42.932948] [INFO ] [CONFIGURE ] PB: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T01:35:42.933013] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 1.5s/test | Remaining: 4302 tests
[2025-10-18T01:35:42.933051] [INFO ] [CONFIGURE ] PB: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:35:42.933085] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-18T01:35:43.069605] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:43.203508] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:43.335661] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:35:43.468174] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:43.601126] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:43.742925] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:43.878022] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:44.015893] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:44.151880] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:44.289174] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:35:44.289331] [INFO ] [CONFIGURE ] PB: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-18T01:35:44.289443] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4301 tests
[2025-10-18T01:35:44.289497] [INFO ] [CONFIGURE ] PB: Testing feature 24/29: add_rsi
[2025-10-18T01:35:44.289532] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T01:35:44.422365] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:44.554865] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:44.690004] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:35:44.827045] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:44.966970] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:45.106569] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:45.243608] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:45.382208] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:45.521677] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:45.664223] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:45.664389] [INFO ] [CONFIGURE ] PB: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T01:35:45.664433] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4300 tests
[2025-10-18T01:35:45.664467] [INFO ] [CONFIGURE ] PB: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:35:45.664498] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-10-18T01:35:45.792056] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:45.923457] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:46.069786] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:35:46.205849] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:46.340897] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:46.477247] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:46.613175] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:46.749638] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:46.886822] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:47.024160] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:47.024321] [INFO ] [CONFIGURE ] PB: DISCARDED add_tick_distribution (score: 30.00%)
[2025-10-18T01:35:47.024367] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4299 tests
[2025-10-18T01:35:47.024403] [INFO ] [CONFIGURE ] PB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:35:47.024435] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-10-18T01:35:47.163895] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:47.304902] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:47.441038] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:35:47.573524] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:47.708147] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:47.846855] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:47.986259] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:48.124016] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:48.259074] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:48.396263] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:48.396481] [INFO ] [CONFIGURE ] PB: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T01:35:48.396530] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4298 tests
[2025-10-18T01:35:48.396566] [INFO ] [CONFIGURE ] PB: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:35:48.396597] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-10-18T01:35:48.542847] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:35:48.684807] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:48.833335] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:35:48.981312] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:49.130748] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:49.284103] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:49.431318] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:49.574071] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:35:49.723636] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:49.867811] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:49.867986] [INFO ] [CONFIGURE ] PB: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:35:49.868040] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4297 tests
[2025-10-18T01:35:49.868076] [INFO ] [CONFIGURE ] PB: Testing feature 28/29: add_volume_profile
[2025-10-18T01:35:49.868106] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_volume_profile']
[2025-10-18T01:35:49.999803] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:50.130940] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:50.262884] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:35:50.396205] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:50.527445] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:50.660081] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:50.794940] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:50.941965] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:35:51.079585] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:51.215214] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:51.215369] [INFO ] [CONFIGURE ] PB: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-18T01:35:51.215413] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4296 tests
[2025-10-18T01:35:51.215447] [INFO ] [CONFIGURE ] PB: Testing feature 29/29: add_vwap
[2025-10-18T01:35:51.215477] [INFO ] [CONFIGURE ] PB: Testing with features: ['add_ema', 'add_vwap']
[2025-10-18T01:35:51.346182] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:35:51.480921] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:51.613544] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:35:51.748321] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:35:51.884715] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:52.030125] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:35:52.173159] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:35:52.316273] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:35:52.460490] [DEBUG] [FORECASTER] PB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:52.605219] [DEBUG] [FORECASTER] PB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:52.605401] [INFO ] [CONFIGURE ] PB: DISCARDED add_vwap (score: 30.00%)
[2025-10-18T01:35:52.605448] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4295 tests
[2025-10-18T01:35:52.605483] [INFO ] [CONFIGURE ] PB: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:35:52.605513] [INFO ] [CONFIGURE ] PB: Best accuracy: 60.00%
[2025-10-18T01:35:52.605543] [INFO ] [CONFIGURE ] PB: Best feature set (1 features): ['add_ema']
[2025-10-18T01:35:52.605571] [INFO ] [CONFIGURE ] PB: Improvement over baseline: 10.00%
[2025-10-18T01:35:52.605597] [INFO ] [CONFIGURE ] PB: Total time: 39.6 seconds
[2025-10-18T01:35:52.605624] [INFO ] [CONFIGURE ] PB: Average time per feature: 1.4 seconds
[2025-10-18T01:35:52.605683] [INFO ] [CONFIGURE ] PB: Average speed: 0.73 features/sec
[2025-10-18T01:35:52.606396] [INFO ] [LOCAL     ] Saved configuration for PB: 1 features, 60.00% accuracy -> ./output/feature-sets/PB.json
[2025-10-18T01:35:52.606466] [INFO ] [CONFIGURE ] PB: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-18T01:35:52.606553] [INFO ] [sig       ] [234/380] Successfully configured PB | 0.02 sym/s | Total: 2.8h | ETA: 1.8h
[2025-10-18T01:35:52.606632] [INFO ] [sig       ] [235/380] Configuring PBA...
[2025-10-18T01:35:52.606736] [INFO ] [CONFIGURE ] PBA: Configurate test run.
[2025-10-18T01:35:52.606804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-10-18T01:35:52.621098] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PBA'.
[2025-10-18T01:35:52.621557] [INFO ] [CONFIGURE ] PBA: Testing with 29 available features
[2025-10-18T01:35:52.621615] [INFO ] [CONFIGURE ] PBA: Establishing baseline with no features...
[2025-10-18T01:35:52.733711] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:35:52.844545] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:52.958392] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:35:53.067026] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:35:53.172140] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:53.276524] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:35:53.382736] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:35:53.489258] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:53.595242] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:35:53.716921] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:53.717176] [INFO ] [CONFIGURE ] PBA: Baseline score (no features): 30.00%
[2025-10-18T01:35:53.717273] [INFO ] [CONFIGURE ] PBA: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:35:53.717339] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:35:53.850581] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:35:53.980704] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:35:54.108831] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:35:54.240353] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:35:54.371021] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:54.502436] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:35:54.633748] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:35:54.759134] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:54.874034] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:54.989780] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:54.989935] [INFO ] [CONFIGURE ] PBA: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T01:35:54.989979] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4294 tests
[2025-10-18T01:35:54.990013] [INFO ] [CONFIGURE ] PBA: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:35:54.990043] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:35:55.150566] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:35:55.280518] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:35:55.413237] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:35:55.546402] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:35:55.682300] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:35:55.815030] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:35:55.948889] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:35:56.083957] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:56.220033] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:35:56.356733] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:56.356919] [INFO ] [CONFIGURE ] PBA: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:35:56.356965] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4293 tests
[2025-10-18T01:35:56.356999] [INFO ] [CONFIGURE ] PBA: Testing feature 3/29: add_daily_returns
[2025-10-18T01:35:56.357030] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:35:56.481815] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:35:56.607489] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:35:56.729604] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:35:56.849780] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:35:56.974003] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:57.094483] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:35:57.217630] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:35:57.341201] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:57.466256] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:57.607441] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:57.607708] [INFO ] [CONFIGURE ] PBA: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:35:57.607775] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4292 tests
[2025-10-18T01:35:57.607815] [INFO ] [CONFIGURE ] PBA: Testing feature 4/29: add_ema
[2025-10-18T01:35:57.607849] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:35:57.745201] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:35:57.882450] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:35:58.027424] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:35:58.188511] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:35:58.323010] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:58.459868] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:35:58.601095] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:35:58.746397] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:35:58.895400] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:35:59.044191] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:35:59.044388] [INFO ] [CONFIGURE ] PBA: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:35:59.044435] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4291 tests
[2025-10-18T01:35:59.044471] [INFO ] [CONFIGURE ] PBA: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:35:59.044504] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:35:59.215089] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:35:59.371074] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:35:59.517712] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:35:59.660243] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:35:59.803204] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:35:59.944974] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:00.096692] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:00.241422] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:00.393816] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:36:00.541625] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:00.541829] [INFO ] [CONFIGURE ] PBA: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T01:36:00.541887] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4290 tests
[2025-10-18T01:36:00.541930] [INFO ] [CONFIGURE ] PBA: Testing feature 6/29: add_failed_moves
[2025-10-18T01:36:00.541968] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:36:00.667162] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:00.787376] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:00.913521] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:01.058609] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:01.238555] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:01.388329] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:01.532444] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:01.674552] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:01.810345] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:36:01.942051] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:01.942199] [INFO ] [CONFIGURE ] PBA: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T01:36:01.942242] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4289 tests
[2025-10-18T01:36:01.942277] [INFO ] [CONFIGURE ] PBA: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:36:01.942308] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:36:02.060157] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:02.187015] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:02.306422] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:02.433907] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:02.556719] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:02.696149] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:02.860073] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:03.020111] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:03.207627] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:36:03.364345] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:03.364520] [INFO ] [CONFIGURE ] PBA: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T01:36:03.364589] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4288 tests
[2025-10-18T01:36:03.364674] [INFO ] [CONFIGURE ] PBA: Testing feature 8/29: add_macd
[2025-10-18T01:36:03.364731] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T01:36:03.571572] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:03.735875] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:03.896438] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:04.052880] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:04.233101] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:04.395918] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:36:04.560952] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:04.725179] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:04.891735] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:36:05.058460] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:05.058636] [INFO ] [CONFIGURE ] PBA: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:36:05.058721] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4287 tests
[2025-10-18T01:36:05.058763] [INFO ] [CONFIGURE ] PBA: Testing feature 9/29: add_mfi
[2025-10-18T01:36:05.058796] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:36:05.196070] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:05.337397] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:05.472154] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:05.616827] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:05.749390] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:05.880497] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:06.010842] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:06.142875] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:06.279264] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:36:06.421699] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:06.421920] [INFO ] [CONFIGURE ] PBA: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T01:36:06.421975] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4286 tests
[2025-10-18T01:36:06.422014] [INFO ] [CONFIGURE ] PBA: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:36:06.422048] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:36:06.572447] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:06.719452] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:06.864075] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:07.009701] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:07.162757] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:07.311851] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:07.461299] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:07.622687] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:07.779445] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:36:07.934457] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:07.934638] [INFO ] [CONFIGURE ] PBA: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:36:07.934726] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4285 tests
[2025-10-18T01:36:07.934766] [INFO ] [CONFIGURE ] PBA: Testing feature 11/29: add_obv_daily
[2025-10-18T01:36:07.934800] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T01:36:08.065307] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:08.201604] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:08.332885] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:08.462114] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:08.596002] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:08.727068] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:08.857792] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:08.989836] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:09.121370] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:36:09.254861] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:09.255021] [INFO ] [CONFIGURE ] PBA: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:36:09.255065] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4284 tests
[2025-10-18T01:36:09.255098] [INFO ] [CONFIGURE ] PBA: Testing feature 12/29: add_obv_interval
[2025-10-18T01:36:09.255129] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T01:36:09.379905] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:09.505223] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:09.632232] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:09.757604] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:09.881992] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:10.008446] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:10.132799] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:10.259065] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:10.390968] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:36:10.517737] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:10.517956] [INFO ] [CONFIGURE ] PBA: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:36:10.518022] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4283 tests
[2025-10-18T01:36:10.518061] [INFO ] [CONFIGURE ] PBA: Testing feature 13/29: add_opening_strength
[2025-10-18T01:36:10.518094] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:36:10.654402] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:10.788954] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:10.930376] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:11.082712] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:11.227440] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:11.376019] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:11.522051] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:11.655136] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:11.788794] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:36:11.926731] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:11.926862] [INFO ] [CONFIGURE ] PBA: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:36:11.926907] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4282 tests
[2025-10-18T01:36:11.926964] [INFO ] [CONFIGURE ] PBA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:36:11.926996] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T01:36:12.060419] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:12.193922] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:36:12.333836] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:12.475808] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:12.620124] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:12.765349] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:12.909827] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:13.052676] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:13.191481] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:36:13.341747] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:13.341903] [INFO ] [CONFIGURE ] PBA: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-18T01:36:13.341949] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4281 tests
[2025-10-18T01:36:13.341984] [INFO ] [CONFIGURE ] PBA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:36:13.342016] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T01:36:13.512990] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:13.638486] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:36:13.768997] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:13.890283] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:14.011291] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:14.133247] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:14.253916] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:14.378440] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:14.500974] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:36:14.627727] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:14.627909] [INFO ] [CONFIGURE ] PBA: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-18T01:36:14.627971] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4280 tests
[2025-10-18T01:36:14.628008] [INFO ] [CONFIGURE ] PBA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:36:14.628039] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T01:36:14.753063] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:14.878883] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:36:15.014274] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:15.143789] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:15.270731] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:15.399186] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:15.533920] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:15.670900] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:15.806391] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:36:15.946077] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:15.946248] [INFO ] [CONFIGURE ] PBA: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T01:36:15.946295] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4279 tests
[2025-10-18T01:36:15.946330] [INFO ] [CONFIGURE ] PBA: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:36:15.946362] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T01:36:16.079847] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:16.214399] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:36:16.348956] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:16.489259] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:16.629809] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:16.766227] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:16.911041] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:17.062805] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:17.203192] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:36:17.342026] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:17.342177] [INFO ] [CONFIGURE ] PBA: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T01:36:17.342221] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4278 tests
[2025-10-18T01:36:17.342254] [INFO ] [CONFIGURE ] PBA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:36:17.342284] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T01:36:17.461501] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:17.579966] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:36:17.698237] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:17.817353] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:17.937660] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:18.061147] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:18.184736] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:18.307716] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:18.430530] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:36:18.555420] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:18.555573] [INFO ] [CONFIGURE ] PBA: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-18T01:36:18.555616] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4277 tests
[2025-10-18T01:36:18.555677] [INFO ] [CONFIGURE ] PBA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:36:18.555728] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T01:36:18.674349] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:18.791224] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:18.906524] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:19.025318] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:19.143605] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:19.265578] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:19.388072] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:19.511477] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:19.634492] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:36:19.767178] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:19.767376] [INFO ] [CONFIGURE ] PBA: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T01:36:19.767421] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4276 tests
[2025-10-18T01:36:19.767455] [INFO ] [CONFIGURE ] PBA: Testing feature 20/29: add_price_rejection
[2025-10-18T01:36:19.767487] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T01:36:19.896441] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:20.030844] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:20.161774] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:20.292390] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:20.422250] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:20.553795] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:20.691053] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:20.825219] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:20.966415] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:36:21.112384] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:21.112558] [INFO ] [CONFIGURE ] PBA: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T01:36:21.112603] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4275 tests
[2025-10-18T01:36:21.112637] [INFO ] [CONFIGURE ] PBA: Testing feature 21/29: add_range_position
[2025-10-18T01:36:21.112712] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T01:36:21.252599] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:21.393070] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:21.545963] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:21.686845] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:21.834856] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:21.974833] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:22.114637] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:22.258832] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:22.397292] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:36:22.538117] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:22.538274] [INFO ] [CONFIGURE ] PBA: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T01:36:22.538318] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4274 tests
[2025-10-18T01:36:22.538352] [INFO ] [CONFIGURE ] PBA: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:36:22.538382] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T01:36:22.692474] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:22.845790] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:22.999957] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:23.154008] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:36:23.309749] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:23.484836] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:23.646721] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:23.811102] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:23.979246] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:36:24.143823] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:24.144023] [INFO ] [CONFIGURE ] PBA: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T01:36:24.144087] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4273 tests
[2025-10-18T01:36:24.144127] [INFO ] [CONFIGURE ] PBA: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:36:24.144160] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T01:36:24.276529] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:24.407172] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:24.537479] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:24.666277] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:24.794969] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:24.920786] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:25.050921] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:25.170374] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:25.303054] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:36:25.428993] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:25.429163] [INFO ] [CONFIGURE ] PBA: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T01:36:25.429207] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4272 tests
[2025-10-18T01:36:25.429242] [INFO ] [CONFIGURE ] PBA: Testing feature 24/29: add_rsi
[2025-10-18T01:36:25.429274] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T01:36:25.572613] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:25.719034] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:25.861803] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:26.003360] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:26.144762] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:26.300244] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:26.452355] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:26.603613] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:26.755164] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:36:26.910732] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:26.910920] [INFO ] [CONFIGURE ] PBA: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T01:36:26.910965] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4271 tests
[2025-10-18T01:36:26.910999] [INFO ] [CONFIGURE ] PBA: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:36:26.911031] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T01:36:27.038635] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:27.170871] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:27.300466] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:27.434977] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:27.569146] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:27.703749] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:27.837361] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:27.969921] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:28.103407] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:36:28.248768] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:28.248960] [INFO ] [CONFIGURE ] PBA: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T01:36:28.249026] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4270 tests
[2025-10-18T01:36:28.249064] [INFO ] [CONFIGURE ] PBA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:36:28.249097] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T01:36:28.401537] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:28.560372] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:28.714192] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:28.860487] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:36:28.990480] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:29.121819] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:29.252808] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:29.385596] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:29.524245] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:36:29.663550] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:29.663741] [INFO ] [CONFIGURE ] PBA: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T01:36:29.663857] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4269 tests
[2025-10-18T01:36:29.663921] [INFO ] [CONFIGURE ] PBA: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:36:29.663956] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T01:36:29.805687] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:29.941711] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:30.078952] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:30.216169] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:30.353512] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:30.492335] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:30.632774] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:30.771957] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:30.920601] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:36:31.063970] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:31.064135] [INFO ] [CONFIGURE ] PBA: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:36:31.064180] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4268 tests
[2025-10-18T01:36:31.064213] [INFO ] [CONFIGURE ] PBA: Testing feature 28/29: add_volume_profile
[2025-10-18T01:36:31.064244] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T01:36:31.191840] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:31.324661] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:36:31.455975] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:31.595833] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:36:31.732430] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:31.865265] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:31.998832] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:32.137731] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:32.267361] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:36:32.406840] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:32.407024] [INFO ] [CONFIGURE ] PBA: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-18T01:36:32.407072] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4267 tests
[2025-10-18T01:36:32.407107] [INFO ] [CONFIGURE ] PBA: Testing feature 29/29: add_vwap
[2025-10-18T01:36:32.407142] [INFO ] [CONFIGURE ] PBA: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T01:36:32.545247] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:32.679859] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:36:32.819153] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:32.949408] [DEBUG] [FORECASTER] PBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:33.076672] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:33.201976] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:36:33.331469] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:36:33.463728] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:36:33.595413] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:36:33.731822] [DEBUG] [FORECASTER] PBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:36:33.732044] [INFO ] [CONFIGURE ] PBA: DISCARDED add_vwap (score: 30.00%)
[2025-10-18T01:36:33.732109] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4266 tests
[2025-10-18T01:36:33.732227] [INFO ] [CONFIGURE ] PBA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:36:33.732268] [INFO ] [CONFIGURE ] PBA: Best accuracy: 50.00%
[2025-10-18T01:36:33.732301] [INFO ] [CONFIGURE ] PBA: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T01:36:33.732329] [INFO ] [CONFIGURE ] PBA: Improvement over baseline: 20.00%
[2025-10-18T01:36:33.732355] [INFO ] [CONFIGURE ] PBA: Total time: 40.0 seconds
[2025-10-18T01:36:33.732381] [INFO ] [CONFIGURE ] PBA: Average time per feature: 1.4 seconds
[2025-10-18T01:36:33.732408] [INFO ] [CONFIGURE ] PBA: Average speed: 0.72 features/sec
[2025-10-18T01:36:33.733213] [INFO ] [LOCAL     ] Saved configuration for PBA: 1 features, 50.00% accuracy -> ./output/feature-sets/PBA.json
[2025-10-18T01:36:33.733284] [INFO ] [CONFIGURE ] PBA: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-18T01:36:33.733371] [INFO ] [sig       ] [235/380] Successfully configured PBA | 0.02 sym/s | Total: 2.8h | ETA: 1.7h
[2025-10-18T01:36:33.733440] [INFO ] [sig       ] [236/380] Configuring PBF...
[2025-10-18T01:36:33.733506] [INFO ] [CONFIGURE ] PBF: Configurate test run.
[2025-10-18T01:36:33.733562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-10-18T01:36:33.747924] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PBF'.
[2025-10-18T01:36:33.748355] [INFO ] [CONFIGURE ] PBF: Testing with 29 available features
[2025-10-18T01:36:33.748414] [INFO ] [CONFIGURE ] PBF: Establishing baseline with no features...
[2025-10-18T01:36:33.852922] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:33.955814] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:36:34.059623] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:34.162895] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:36:34.267724] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:34.370343] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:36:34.475603] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:36:34.581437] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:36:34.716921] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:36:34.829080] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:34.829248] [INFO ] [CONFIGURE ] PBF: Baseline score (no features): 40.00%
[2025-10-18T01:36:34.829298] [INFO ] [CONFIGURE ] PBF: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:36:34.829331] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:36:34.943128] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:35.056886] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:35.170873] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:35.285780] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:35.401728] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:35.523229] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:36:35.640087] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:36:35.758714] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:36:35.876735] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:36:35.995279] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:35.995421] [INFO ] [CONFIGURE ] PBF: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-18T01:36:35.995464] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4265 tests
[2025-10-18T01:36:35.995497] [INFO ] [CONFIGURE ] PBF: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:36:35.995527] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:36:36.136336] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:36.270933] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:36.412180] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:36.554887] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:36.695814] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:36.842889] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:36:36.982047] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:36:37.120064] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:36:37.261502] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:36:37.402958] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:37.403130] [INFO ] [CONFIGURE ] PBF: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T01:36:37.403177] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4264 tests
[2025-10-18T01:36:37.403212] [INFO ] [CONFIGURE ] PBF: Testing feature 3/29: add_daily_returns
[2025-10-18T01:36:37.403244] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:36:37.526449] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:37.651594] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:37.783959] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:37.923918] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:38.059709] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:38.192767] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:36:38.331480] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:36:38.468065] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:36:38.603322] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:36:38.741104] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:38.741364] [INFO ] [CONFIGURE ] PBF: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T01:36:38.741488] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4263 tests
[2025-10-18T01:36:38.741605] [INFO ] [CONFIGURE ] PBF: Testing feature 4/29: add_ema
[2025-10-18T01:36:38.741680] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:36:38.898356] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:39.053211] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:39.198836] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:39.346215] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:39.494567] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:39.648489] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:36:39.800491] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:36:39.954374] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:36:40.111624] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:36:40.266869] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:40.267103] [INFO ] [CONFIGURE ] PBF: DISCARDED add_ema (score: 70.00%)
[2025-10-18T01:36:40.267153] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4262 tests
[2025-10-18T01:36:40.267190] [INFO ] [CONFIGURE ] PBF: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:36:40.267226] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:36:40.432357] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:36:40.591923] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:40.772369] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:40.939540] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:36:41.119503] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:41.282659] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:36:41.449365] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:36:41.613289] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:36:41.795245] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:36:41.963219] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:41.963469] [INFO ] [CONFIGURE ] PBF: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:36:41.963552] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4261 tests
[2025-10-18T01:36:41.963616] [INFO ] [CONFIGURE ] PBF: Testing feature 6/29: add_failed_moves
[2025-10-18T01:36:41.963689] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:36:42.103844] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:42.247836] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:42.385845] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:42.530969] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:42.674141] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:42.815031] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:36:42.947135] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:36:43.078777] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:36:43.210519] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:36:43.341320] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:43.341476] [INFO ] [CONFIGURE ] PBF: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T01:36:43.341520] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4260 tests
[2025-10-18T01:36:43.341554] [INFO ] [CONFIGURE ] PBF: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:36:43.341585] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:36:43.462599] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:43.582534] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:43.704170] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:43.856683] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:43.975224] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:44.094901] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:36:44.220206] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:36:44.346791] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:36:44.466308] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:36:44.587554] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:44.587746] [INFO ] [CONFIGURE ] PBF: KEPT add_lag_shelf (score: 90.00%)
[2025-10-18T01:36:44.587801] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4259 tests
[2025-10-18T01:36:44.587836] [INFO ] [CONFIGURE ] PBF: Testing feature 8/29: add_macd
[2025-10-18T01:36:44.587888] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-10-18T01:36:44.739671] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:36:44.892698] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:45.048083] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:45.206253] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:45.362983] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:45.517579] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:36:45.671988] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:36:45.825924] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:36:45.981498] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:36:46.138877] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:46.139113] [INFO ] [CONFIGURE ] PBF: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:36:46.139163] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4258 tests
[2025-10-18T01:36:46.139198] [INFO ] [CONFIGURE ] PBF: Testing feature 9/29: add_mfi
[2025-10-18T01:36:46.139233] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi']
[2025-10-18T01:36:46.271934] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:46.406963] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:46.541446] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:46.675474] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:46.812340] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:46.950945] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:36:47.086436] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:36:47.221680] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:36:47.363359] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:36:47.502707] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:47.502929] [INFO ] [CONFIGURE ] PBF: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T01:36:47.502995] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4257 tests
[2025-10-18T01:36:47.503042] [INFO ] [CONFIGURE ] PBF: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:36:47.503082] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:36:47.662667] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:47.816776] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:47.970347] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:48.123366] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:48.279404] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:48.428528] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:36:48.575923] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:36:48.722973] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:36:48.883883] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:36:49.048500] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:49.048733] [INFO ] [CONFIGURE ] PBF: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:36:49.048796] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4256 tests
[2025-10-18T01:36:49.048833] [INFO ] [CONFIGURE ] PBF: Testing feature 11/29: add_obv_daily
[2025-10-18T01:36:49.048864] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_daily']
[2025-10-18T01:36:49.187229] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:49.321919] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:49.463767] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:49.607285] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:36:49.746371] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:49.915284] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:36:50.055553] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:36:50.196806] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:36:50.338124] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:36:50.479394] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:50.479564] [INFO ] [CONFIGURE ] PBF: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T01:36:50.479610] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4255 tests
[2025-10-18T01:36:50.479668] [INFO ] [CONFIGURE ] PBF: Testing feature 12/29: add_obv_interval
[2025-10-18T01:36:50.479726] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_interval']
[2025-10-18T01:36:50.615351] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:50.750050] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:50.885801] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:51.022861] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:36:51.158689] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:51.295608] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:36:51.435253] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:36:51.575804] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:36:51.715989] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:36:51.859522] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:51.859715] [INFO ] [CONFIGURE ] PBF: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T01:36:51.859772] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4254 tests
[2025-10-18T01:36:51.859809] [INFO ] [CONFIGURE ] PBF: Testing feature 13/29: add_opening_strength
[2025-10-18T01:36:51.859841] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:36:52.001786] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:52.149831] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:52.296371] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:52.440354] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:52.586971] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:52.735364] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:36:52.917942] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:36:53.065107] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:36:53.216297] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:36:53.371154] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:53.371332] [INFO ] [CONFIGURE ] PBF: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-18T01:36:53.371376] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4253 tests
[2025-10-18T01:36:53.371411] [INFO ] [CONFIGURE ] PBF: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:36:53.371445] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-18T01:36:53.521270] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:53.666062] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:53.816528] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:53.966882] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:54.112542] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:54.278504] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:36:54.428836] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:36:54.580012] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:36:54.729604] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:36:54.879994] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:54.880155] [INFO ] [CONFIGURE ] PBF: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T01:36:54.880209] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4252 tests
[2025-10-18T01:36:54.880251] [INFO ] [CONFIGURE ] PBF: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:36:54.880286] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-18T01:36:55.008848] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:55.135616] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:55.262809] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:55.396585] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:55.524220] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:55.657923] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:36:55.789055] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:36:55.961015] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:36:56.093098] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:36:56.230169] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:56.230325] [INFO ] [CONFIGURE ] PBF: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:36:56.230368] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4251 tests
[2025-10-18T01:36:56.230402] [INFO ] [CONFIGURE ] PBF: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:36:56.230434] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-10-18T01:36:56.374392] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:36:56.518551] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:56.662695] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:56.798039] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:36:56.936300] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:57.077839] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:36:57.216528] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:36:57.363492] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:36:57.501171] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:36:57.640476] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:57.640777] [INFO ] [CONFIGURE ] PBF: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:36:57.640836] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4250 tests
[2025-10-18T01:36:57.640872] [INFO ] [CONFIGURE ] PBF: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:36:57.640905] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-18T01:36:57.781367] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:57.929009] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:58.095201] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:58.257930] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:58.423272] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:58.583513] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:36:58.753622] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:36:58.909824] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:36:59.054434] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:36:59.201442] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:36:59.201626] [INFO ] [CONFIGURE ] PBF: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-18T01:36:59.201711] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4249 tests
[2025-10-18T01:36:59.201754] [INFO ] [CONFIGURE ] PBF: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:36:59.201787] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-10-18T01:36:59.328860] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:36:59.450302] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:36:59.576933] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:36:59.697237] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:36:59.818664] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:36:59.941847] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:37:00.066272] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:00.195878] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:37:00.328665] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:00.457894] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:00.458064] [INFO ] [CONFIGURE ] PBF: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T01:37:00.458111] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4248 tests
[2025-10-18T01:37:00.458147] [INFO ] [CONFIGURE ] PBF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:37:00.458180] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-10-18T01:37:00.578033] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:37:00.699749] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:00.820961] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:37:00.946416] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:01.081578] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:37:01.246468] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:37:01.394383] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:01.521351] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:37:01.648324] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:37:01.776717] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:01.776922] [INFO ] [CONFIGURE ] PBF: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T01:37:01.776977] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4247 tests
[2025-10-18T01:37:01.777013] [INFO ] [CONFIGURE ] PBF: Testing feature 20/29: add_price_rejection
[2025-10-18T01:37:01.777053] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_price_rejection']
[2025-10-18T01:37:01.906919] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:37:02.043151] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:02.172518] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:37:02.302563] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:02.433252] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:37:02.578543] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:37:02.718490] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:02.859042] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:37:03.002436] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:37:03.138076] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:03.138273] [INFO ] [CONFIGURE ] PBF: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T01:37:03.138320] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4246 tests
[2025-10-18T01:37:03.138355] [INFO ] [CONFIGURE ] PBF: Testing feature 21/29: add_range_position
[2025-10-18T01:37:03.138388] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position']
[2025-10-18T01:37:03.281099] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:37:03.422172] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:03.570273] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:37:03.715288] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:37:03.861008] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:37:04.004869] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:37:04.157995] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:37:04.309018] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:37:04.466030] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:37:04.640701] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:04.640897] [INFO ] [CONFIGURE ] PBF: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:37:04.640944] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4245 tests
[2025-10-18T01:37:04.641062] [INFO ] [CONFIGURE ] PBF: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:37:04.641115] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_realized_volatility']
[2025-10-18T01:37:04.803470] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:37:04.964451] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:05.129760] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:37:05.291431] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:05.452213] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:37:05.617747] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:37:05.789263] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:05.955567] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:37:06.120835] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:37:06.286186] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:06.286340] [INFO ] [CONFIGURE ] PBF: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T01:37:06.286383] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4244 tests
[2025-10-18T01:37:06.286418] [INFO ] [CONFIGURE ] PBF: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:37:06.286448] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_recent_range_context']
[2025-10-18T01:37:06.421640] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:37:06.561885] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:06.695512] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:37:06.829428] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:06.964513] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:37:07.101220] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:37:07.236423] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:07.379266] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:37:07.516743] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:37:07.655378] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:07.655518] [INFO ] [CONFIGURE ] PBF: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T01:37:07.655561] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4243 tests
[2025-10-18T01:37:07.655594] [INFO ] [CONFIGURE ] PBF: Testing feature 24/29: add_rsi
[2025-10-18T01:37:07.655625] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-10-18T01:37:07.803976] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:37:07.950792] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:08.113591] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:37:08.258258] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:08.409373] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:37:08.563998] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:37:08.724676] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:08.894961] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:37:09.062037] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:37:09.220627] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:09.220822] [INFO ] [CONFIGURE ] PBF: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T01:37:09.220871] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4242 tests
[2025-10-18T01:37:09.220907] [INFO ] [CONFIGURE ] PBF: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:37:09.220940] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_tick_distribution']
[2025-10-18T01:37:09.351384] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:37:09.482959] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:09.617151] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:37:09.748377] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:09.880167] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:37:10.012513] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:37:10.145593] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:37:10.280368] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:37:10.412698] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:37:10.544929] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:10.545116] [INFO ] [CONFIGURE ] PBF: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T01:37:10.545182] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4241 tests
[2025-10-18T01:37:10.545222] [INFO ] [CONFIGURE ] PBF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:37:10.545254] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-10-18T01:37:10.689752] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:37:10.849748] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:10.988745] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:37:11.147982] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:11.337266] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:37:11.530984] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:37:11.720934] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:11.897290] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:37:12.041861] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:37:12.181005] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:12.181164] [INFO ] [CONFIGURE ] PBF: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T01:37:12.181207] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4240 tests
[2025-10-18T01:37:12.181241] [INFO ] [CONFIGURE ] PBF: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:37:12.181274] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-10-18T01:37:12.321305] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:37:12.463486] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:12.608390] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:37:12.744722] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:12.882569] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:37:13.020909] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:37:13.162247] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:37:13.305958] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:37:13.448495] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:37:13.588573] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:13.588752] [INFO ] [CONFIGURE ] PBF: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:37:13.588806] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4239 tests
[2025-10-18T01:37:13.588919] [INFO ] [CONFIGURE ] PBF: Testing feature 28/29: add_volume_profile
[2025-10-18T01:37:13.588960] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_profile']
[2025-10-18T01:37:13.712208] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:37:13.838028] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:13.976361] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:37:14.105234] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:37:14.233216] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:37:14.362078] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:37:14.490881] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:37:14.622008] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:37:14.752705] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:37:14.881237] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:14.881430] [INFO ] [CONFIGURE ] PBF: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:37:14.881494] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4238 tests
[2025-10-18T01:37:14.881552] [INFO ] [CONFIGURE ] PBF: Testing feature 29/29: add_vwap
[2025-10-18T01:37:14.881587] [INFO ] [CONFIGURE ] PBF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap']
[2025-10-18T01:37:15.013274] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:37:15.141831] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:15.272693] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:37:15.405159] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:15.537897] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:37:15.669454] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:37:15.801224] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:15.935893] [DEBUG] [FORECASTER] PBF: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:37:16.068174] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:37:16.200256] [DEBUG] [FORECASTER] PBF: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:16.200395] [INFO ] [CONFIGURE ] PBF: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T01:37:16.200438] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4237 tests
[2025-10-18T01:37:16.200474] [INFO ] [CONFIGURE ] PBF: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:37:16.200504] [INFO ] [CONFIGURE ] PBF: Best accuracy: 90.00%
[2025-10-18T01:37:16.200534] [INFO ] [CONFIGURE ] PBF: Best feature set (2 features): ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:37:16.200563] [INFO ] [CONFIGURE ] PBF: Improvement over baseline: 50.00%
[2025-10-18T01:37:16.200590] [INFO ] [CONFIGURE ] PBF: Total time: 41.4 seconds
[2025-10-18T01:37:16.200617] [INFO ] [CONFIGURE ] PBF: Average time per feature: 1.4 seconds
[2025-10-18T01:37:16.200671] [INFO ] [CONFIGURE ] PBF: Average speed: 0.70 features/sec
[2025-10-18T01:37:16.201286] [INFO ] [LOCAL     ] Saved configuration for PBF: 2 features, 90.00% accuracy -> ./output/feature-sets/PBF.json
[2025-10-18T01:37:16.201353] [INFO ] [CONFIGURE ] PBF: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-18T01:37:16.201430] [INFO ] [sig       ] [236/380] Successfully configured PBF | 0.02 sym/s | Total: 2.8h | ETA: 1.7h
[2025-10-18T01:37:16.201505] [INFO ] [sig       ] [237/380] Configuring PBH...
[2025-10-18T01:37:16.201570] [INFO ] [CONFIGURE ] PBH: Configurate test run.
[2025-10-18T01:37:16.201625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-10-18T01:37:16.216011] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PBH'.
[2025-10-18T01:37:16.216461] [INFO ] [CONFIGURE ] PBH: Testing with 29 available features
[2025-10-18T01:37:16.216521] [INFO ] [CONFIGURE ] PBH: Establishing baseline with no features...
[2025-10-18T01:37:16.319110] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:16.422460] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:37:16.525528] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:16.630917] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:16.736318] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:16.842357] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:16.951811] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:37:17.063473] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:17.180921] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:17.296996] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:17.297172] [INFO ] [CONFIGURE ] PBH: Baseline score (no features): 60.00%
[2025-10-18T01:37:17.297217] [INFO ] [CONFIGURE ] PBH: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:37:17.297250] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:37:17.417503] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:17.535070] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:17.650341] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:17.766933] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:17.884458] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:18.004316] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:18.121050] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:37:18.236859] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:18.356293] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:18.477075] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:18.477244] [INFO ] [CONFIGURE ] PBH: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-18T01:37:18.477287] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4236 tests
[2025-10-18T01:37:18.477372] [INFO ] [CONFIGURE ] PBH: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:37:18.477413] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:37:18.611493] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:37:18.748571] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:18.888098] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:19.026092] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:19.170340] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:19.306171] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:19.442089] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:37:19.584374] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:19.725848] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:19.885989] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:37:19.886244] [INFO ] [CONFIGURE ] PBH: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:37:19.886312] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4235 tests
[2025-10-18T01:37:19.886392] [INFO ] [CONFIGURE ] PBH: Testing feature 3/29: add_daily_returns
[2025-10-18T01:37:19.886467] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:37:20.025424] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:20.161048] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:20.303084] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:20.425005] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:20.548324] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:20.675010] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:20.801540] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:37:20.925688] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:21.056610] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:21.184998] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:21.185187] [INFO ] [CONFIGURE ] PBH: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T01:37:21.185249] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4234 tests
[2025-10-18T01:37:21.185288] [INFO ] [CONFIGURE ] PBH: Testing feature 4/29: add_ema
[2025-10-18T01:37:21.185341] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:37:21.317856] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:21.452415] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:21.587000] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:21.722077] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:21.864548] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:21.999595] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:22.130281] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:22.261035] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:22.391819] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:22.525894] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:22.526028] [INFO ] [CONFIGURE ] PBH: KEPT add_ema (score: 80.00%)
[2025-10-18T01:37:22.526074] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4233 tests
[2025-10-18T01:37:22.526107] [INFO ] [CONFIGURE ] PBH: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:37:22.526138] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:37:22.690612] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:22.854674] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:23.021635] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:23.188788] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:23.355172] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:23.527852] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:37:23.694135] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:23.856814] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:24.023319] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:24.192508] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:24.192711] [INFO ] [CONFIGURE ] PBH: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T01:37:24.192769] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4232 tests
[2025-10-18T01:37:24.192805] [INFO ] [CONFIGURE ] PBH: Testing feature 6/29: add_failed_moves
[2025-10-18T01:37:24.192836] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-18T01:37:24.334033] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:24.474570] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:24.615906] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:24.757484] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:24.901295] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:25.048836] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:25.195860] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:25.340779] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:25.486030] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:25.631350] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:25.631554] [INFO ] [CONFIGURE ] PBH: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T01:37:25.631604] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4231 tests
[2025-10-18T01:37:25.631639] [INFO ] [CONFIGURE ] PBH: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:37:25.631718] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-18T01:37:25.764365] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:25.902803] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:26.036722] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:26.171368] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:26.304625] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:26.452108] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:26.586073] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:26.719921] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:26.853455] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:26.989862] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:26.990025] [INFO ] [CONFIGURE ] PBH: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T01:37:26.990068] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4230 tests
[2025-10-18T01:37:26.990103] [INFO ] [CONFIGURE ] PBH: Testing feature 8/29: add_macd
[2025-10-18T01:37:26.990136] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-18T01:37:27.155943] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:27.324151] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:27.492805] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:27.662438] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:27.832089] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:28.002986] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:28.174379] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:28.344246] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:28.514712] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:28.685727] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:28.685921] [INFO ] [CONFIGURE ] PBH: DISCARDED add_macd (score: 80.00%)
[2025-10-18T01:37:28.685966] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4229 tests
[2025-10-18T01:37:28.686001] [INFO ] [CONFIGURE ] PBH: Testing feature 9/29: add_mfi
[2025-10-18T01:37:28.686032] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-18T01:37:28.834339] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:28.986897] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:29.137250] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:29.288791] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:29.468399] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:29.620192] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:29.774615] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:29.928506] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:30.086091] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:30.244018] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:30.244207] [INFO ] [CONFIGURE ] PBH: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T01:37:30.244253] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4228 tests
[2025-10-18T01:37:30.244290] [INFO ] [CONFIGURE ] PBH: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:37:30.244325] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:37:30.411448] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:30.588277] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:30.756491] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:30.922788] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:31.085934] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:31.249544] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:37:31.417275] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:31.588468] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:31.758373] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:31.933430] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:31.933688] [INFO ] [CONFIGURE ] PBH: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:37:31.933758] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4227 tests
[2025-10-18T01:37:31.933798] [INFO ] [CONFIGURE ] PBH: Testing feature 11/29: add_obv_daily
[2025-10-18T01:37:31.933832] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily']
[2025-10-18T01:37:32.076329] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:32.214200] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:32.352239] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:32.517819] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:32.657450] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:32.800196] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:32.945492] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:37:33.087826] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:33.228808] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:33.371809] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:33.372032] [INFO ] [CONFIGURE ] PBH: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T01:37:33.372090] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4226 tests
[2025-10-18T01:37:33.372126] [INFO ] [CONFIGURE ] PBH: Testing feature 12/29: add_obv_interval
[2025-10-18T01:37:33.372159] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval']
[2025-10-18T01:37:33.509039] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:33.652848] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:33.796214] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:33.940838] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:34.089105] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:34.231495] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:34.373136] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:34.520559] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:34.663693] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:34.804316] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:37:34.804502] [INFO ] [CONFIGURE ] PBH: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T01:37:34.804547] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4225 tests
[2025-10-18T01:37:34.804582] [INFO ] [CONFIGURE ] PBH: Testing feature 13/29: add_opening_strength
[2025-10-18T01:37:34.804615] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:37:34.952067] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:35.100235] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:35.260241] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:35.416416] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:35.575726] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:35.734191] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:37:35.894393] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:37:36.068577] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:36.240895] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:36.399736] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:36.399918] [INFO ] [CONFIGURE ] PBH: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:37:36.399962] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4224 tests
[2025-10-18T01:37:36.399997] [INFO ] [CONFIGURE ] PBH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:37:36.400028] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance']
[2025-10-18T01:37:36.556266] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:36.714201] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:36.872223] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:37.045395] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:37.206254] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:37.369369] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:37.530316] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:37.692087] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:37.853929] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:38.023169] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:38.023389] [INFO ] [CONFIGURE ] PBH: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T01:37:38.023448] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4223 tests
[2025-10-18T01:37:38.023485] [INFO ] [CONFIGURE ] PBH: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:37:38.023518] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-18T01:37:38.163491] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:38.305747] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:38.449955] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:38.590854] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:38.732871] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:38.876200] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:39.022474] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:39.172146] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:39.318096] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:39.466631] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:39.466812] [INFO ] [CONFIGURE ] PBH: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T01:37:39.466858] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4222 tests
[2025-10-18T01:37:39.466892] [INFO ] [CONFIGURE ] PBH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:37:39.466924] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-18T01:37:39.618043] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:39.766354] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:39.914310] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:40.063316] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:40.211138] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:40.359625] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:40.508360] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:40.659213] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:40.813319] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:40.973230] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:40.973520] [INFO ] [CONFIGURE ] PBH: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T01:37:40.973589] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4221 tests
[2025-10-18T01:37:40.973701] [INFO ] [CONFIGURE ] PBH: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:37:40.973762] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d']
[2025-10-18T01:37:41.136506] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:41.290471] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:41.445479] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:41.627922] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:41.784434] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:41.942019] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:37:42.098774] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:42.255140] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:42.413491] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:42.582510] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:42.582783] [INFO ] [CONFIGURE ] PBH: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T01:37:42.582845] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4220 tests
[2025-10-18T01:37:42.582882] [INFO ] [CONFIGURE ] PBH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:37:42.582914] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-18T01:37:42.729522] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:42.873928] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:43.019502] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:43.165952] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:43.314908] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:43.461615] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:37:43.609830] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:43.756325] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:43.905083] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:44.061952] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:44.062162] [INFO ] [CONFIGURE ] PBH: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:37:44.062222] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4219 tests
[2025-10-18T01:37:44.062259] [INFO ] [CONFIGURE ] PBH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:37:44.062291] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-18T01:37:44.202661] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:44.345269] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:44.493191] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:44.650491] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:44.790869] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:44.931201] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:45.071920] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:45.212876] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:45.356139] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:45.503940] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:45.504176] [INFO ] [CONFIGURE ] PBH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T01:37:45.504241] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4218 tests
[2025-10-18T01:37:45.504279] [INFO ] [CONFIGURE ] PBH: Testing feature 20/29: add_price_rejection
[2025-10-18T01:37:45.504314] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection']
[2025-10-18T01:37:45.654533] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:45.808029] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:45.960072] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:46.113333] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:46.267304] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:46.421198] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:37:46.575327] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:46.728332] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:46.884456] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:47.046319] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:47.046515] [INFO ] [CONFIGURE ] PBH: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T01:37:47.046566] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4217 tests
[2025-10-18T01:37:47.046601] [INFO ] [CONFIGURE ] PBH: Testing feature 21/29: add_range_position
[2025-10-18T01:37:47.046633] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position']
[2025-10-18T01:37:47.203470] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:47.362429] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:47.521943] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:47.693870] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:47.852837] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:48.012781] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:48.172585] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:48.333804] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:48.498592] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:48.659978] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:48.660160] [INFO ] [CONFIGURE ] PBH: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T01:37:48.660205] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4216 tests
[2025-10-18T01:37:48.660238] [INFO ] [CONFIGURE ] PBH: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:37:48.660269] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility']
[2025-10-18T01:37:48.836793] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:49.011491] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:49.188258] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:49.364408] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:49.541490] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:49.717532] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:49.897189] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:50.075091] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:50.253966] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:50.436016] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:50.436230] [INFO ] [CONFIGURE ] PBH: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T01:37:50.436296] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4215 tests
[2025-10-18T01:37:50.436355] [INFO ] [CONFIGURE ] PBH: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:37:50.436389] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context']
[2025-10-18T01:37:50.587570] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:50.739119] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:50.887803] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:51.036042] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:51.186015] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:51.335696] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:51.490849] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:51.643097] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:51.795834] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:51.948826] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:51.948975] [INFO ] [CONFIGURE ] PBH: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T01:37:51.949019] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4214 tests
[2025-10-18T01:37:51.949054] [INFO ] [CONFIGURE ] PBH: Testing feature 24/29: add_rsi
[2025-10-18T01:37:51.949086] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T01:37:52.097309] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:52.246749] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:52.395545] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:52.545538] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:52.695582] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:52.850037] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:53.001468] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:53.155954] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:53.308884] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:53.463874] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:53.464081] [INFO ] [CONFIGURE ] PBH: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T01:37:53.464144] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4213 tests
[2025-10-18T01:37:53.464182] [INFO ] [CONFIGURE ] PBH: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:37:53.464213] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution']
[2025-10-18T01:37:53.607091] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:53.749389] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:53.894285] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:54.037381] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:54.182236] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:54.339453] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:54.488424] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:54.634567] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:54.782115] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:54.931369] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:54.931566] [INFO ] [CONFIGURE ] PBH: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:37:54.931613] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4212 tests
[2025-10-18T01:37:54.931672] [INFO ] [CONFIGURE ] PBH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:37:54.931726] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-18T01:37:55.089885] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:55.240568] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:55.390047] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:55.539464] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:55.689415] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:55.847234] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:55.998046] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:56.149758] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:56.300742] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:56.456360] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:56.456528] [INFO ] [CONFIGURE ] PBH: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T01:37:56.456594] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4211 tests
[2025-10-18T01:37:56.456693] [INFO ] [CONFIGURE ] PBH: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:37:56.456790] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence']
[2025-10-18T01:37:56.616115] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:56.770762] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:56.923266] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:57.076778] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:57.234069] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:57.390058] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:37:57.546158] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:57.702345] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:57.859801] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:58.020431] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:58.020695] [INFO ] [CONFIGURE ] PBH: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T01:37:58.020759] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4210 tests
[2025-10-18T01:37:58.020797] [INFO ] [CONFIGURE ] PBH: Testing feature 28/29: add_volume_profile
[2025-10-18T01:37:58.020828] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile']
[2025-10-18T01:37:58.161754] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:58.302679] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:58.444405] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:37:58.586568] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:37:58.730561] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:37:58.872689] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:37:59.015776] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:37:59.159474] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:37:59.302355] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:37:59.446497] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:37:59.446678] [INFO ] [CONFIGURE ] PBH: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T01:37:59.446740] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4209 tests
[2025-10-18T01:37:59.446781] [INFO ] [CONFIGURE ] PBH: Testing feature 29/29: add_vwap
[2025-10-18T01:37:59.446812] [INFO ] [CONFIGURE ] PBH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap']
[2025-10-18T01:37:59.590787] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:37:59.760033] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:37:59.907519] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:38:00.054532] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:38:00.198962] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:38:00.344718] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:38:00.491015] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:38:00.635929] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:38:00.793213] [DEBUG] [FORECASTER] PBH: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:38:00.960378] [DEBUG] [FORECASTER] PBH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:38:00.960624] [INFO ] [CONFIGURE ] PBH: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T01:38:00.960785] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4208 tests
[2025-10-18T01:38:00.960866] [INFO ] [CONFIGURE ] PBH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:38:00.960914] [INFO ] [CONFIGURE ] PBH: Best accuracy: 80.00%
[2025-10-18T01:38:00.960951] [INFO ] [CONFIGURE ] PBH: Best feature set (2 features): ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:38:00.960981] [INFO ] [CONFIGURE ] PBH: Improvement over baseline: 20.00%
[2025-10-18T01:38:00.961009] [INFO ] [CONFIGURE ] PBH: Total time: 43.7 seconds
[2025-10-18T01:38:00.961037] [INFO ] [CONFIGURE ] PBH: Average time per feature: 1.5 seconds
[2025-10-18T01:38:00.961065] [INFO ] [CONFIGURE ] PBH: Average speed: 0.66 features/sec
[2025-10-18T01:38:00.961751] [INFO ] [LOCAL     ] Saved configuration for PBH: 2 features, 80.00% accuracy -> ./output/feature-sets/PBH.json
[2025-10-18T01:38:00.961823] [INFO ] [CONFIGURE ] PBH: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T01:38:00.961910] [INFO ] [sig       ] [237/380] Successfully configured PBH | 0.02 sym/s | Total: 2.8h | ETA: 1.7h
[2025-10-18T01:38:00.961980] [INFO ] [sig       ] [238/380] Configuring PBI...
[2025-10-18T01:38:00.962060] [INFO ] [CONFIGURE ] PBI: Configurate test run.
[2025-10-18T01:38:00.962129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-10-18T01:38:00.976379] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PBI'.
[2025-10-18T01:38:00.976864] [INFO ] [CONFIGURE ] PBI: Testing with 29 available features
[2025-10-18T01:38:00.976950] [INFO ] [CONFIGURE ] PBI: Establishing baseline with no features...
[2025-10-18T01:38:01.092304] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:01.209452] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:01.322225] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:01.425879] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:01.554632] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:01.658717] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:01.762194] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:01.866351] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:01.969551] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:02.073174] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:02.073390] [INFO ] [CONFIGURE ] PBI: Baseline score (no features): 60.00%
[2025-10-18T01:38:02.073443] [INFO ] [CONFIGURE ] PBI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:38:02.073478] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:38:02.196485] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:02.333429] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:02.447152] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:02.563976] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:02.680069] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:38:02.805286] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:02.920151] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:03.035976] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:03.152974] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:03.292793] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:03.293040] [INFO ] [CONFIGURE ] PBI: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T01:38:03.293125] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4207 tests
[2025-10-18T01:38:03.293202] [INFO ] [CONFIGURE ] PBI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:38:03.293278] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:38:03.436255] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:03.559419] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:03.692947] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:03.851131] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:38:04.005687] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:04.169593] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:04.324429] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:04.498440] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:04.642606] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:04.768992] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:38:04.769157] [INFO ] [CONFIGURE ] PBI: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:38:04.769201] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4206 tests
[2025-10-18T01:38:04.769235] [INFO ] [CONFIGURE ] PBI: Testing feature 3/29: add_daily_returns
[2025-10-18T01:38:04.769267] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_daily_returns']
[2025-10-18T01:38:04.875546] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:04.984491] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:05.092533] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:05.203601] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:05.312037] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:05.418844] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:38:05.525615] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:05.633304] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:38:05.743672] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:05.855621] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:05.855772] [INFO ] [CONFIGURE ] PBI: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T01:38:05.855822] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4205 tests
[2025-10-18T01:38:05.855858] [INFO ] [CONFIGURE ] PBI: Testing feature 4/29: add_ema
[2025-10-18T01:38:05.855889] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_ema']
[2025-10-18T01:38:05.968670] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:06.080145] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:06.191713] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:38:06.305310] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:38:06.421877] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:06.535408] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:38:06.648841] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:06.763140] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:38:06.877984] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:06.993618] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:06.993797] [INFO ] [CONFIGURE ] PBI: DISCARDED add_ema (score: 30.00%)
[2025-10-18T01:38:06.993859] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4204 tests
[2025-10-18T01:38:06.993897] [INFO ] [CONFIGURE ] PBI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:38:06.993980] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:38:07.114401] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:07.235042] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:07.356427] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:07.477943] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:38:07.600951] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:07.723015] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:38:07.845588] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:07.972379] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:08.096073] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:38:08.220414] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:08.220565] [INFO ] [CONFIGURE ] PBI: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:38:08.220609] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4203 tests
[2025-10-18T01:38:08.220664] [INFO ] [CONFIGURE ] PBI: Testing feature 6/29: add_failed_moves
[2025-10-18T01:38:08.220721] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_failed_moves']
[2025-10-18T01:38:08.323246] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:08.425426] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:08.538495] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:08.645576] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:08.753134] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:08.859183] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:08.964911] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:09.070569] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:09.176582] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:09.283039] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:09.283165] [INFO ] [CONFIGURE ] PBI: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:38:09.283209] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4202 tests
[2025-10-18T01:38:09.283289] [INFO ] [CONFIGURE ] PBI: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:38:09.283341] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_lag_shelf']
[2025-10-18T01:38:09.376872] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:09.475225] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:09.571559] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:09.668216] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:09.764637] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:09.862536] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:09.961085] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:10.059368] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:10.157756] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:10.256040] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:10.256188] [INFO ] [CONFIGURE ] PBI: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:38:10.256231] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4201 tests
[2025-10-18T01:38:10.256264] [INFO ] [CONFIGURE ] PBI: Testing feature 8/29: add_macd
[2025-10-18T01:38:10.256295] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:38:10.389352] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:10.522664] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:10.657038] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:10.803066] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:10.960627] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:11.116167] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:11.269437] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:11.423537] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:11.579289] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:11.730456] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:11.730687] [INFO ] [CONFIGURE ] PBI: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:38:11.730754] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4200 tests
[2025-10-18T01:38:11.730793] [INFO ] [CONFIGURE ] PBI: Testing feature 9/29: add_mfi
[2025-10-18T01:38:11.730826] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi']
[2025-10-18T01:38:11.887270] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:12.006009] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:12.121411] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:12.236432] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:12.350834] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:12.466362] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:12.586223] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:12.702694] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:12.819404] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:12.936626] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:12.936775] [INFO ] [CONFIGURE ] PBI: KEPT add_mfi (score: 70.00%)
[2025-10-18T01:38:12.936824] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4199 tests
[2025-10-18T01:38:12.936906] [INFO ] [CONFIGURE ] PBI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:38:12.936945] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:38:13.082767] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:13.228044] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:13.374579] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:13.521782] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:13.668839] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:38:13.822993] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:38:13.976958] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:14.126723] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:14.279869] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:14.431634] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:14.431774] [INFO ] [CONFIGURE ] PBI: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:38:14.431821] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4198 tests
[2025-10-18T01:38:14.431856] [INFO ] [CONFIGURE ] PBI: Testing feature 11/29: add_obv_daily
[2025-10-18T01:38:14.431886] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-18T01:38:14.556434] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:14.680028] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:14.803627] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:14.930416] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:15.055636] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:15.181031] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:15.307278] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:15.433874] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:38:15.560846] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:15.688282] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:15.688395] [INFO ] [CONFIGURE ] PBI: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:38:15.688439] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4197 tests
[2025-10-18T01:38:15.688474] [INFO ] [CONFIGURE ] PBI: Testing feature 12/29: add_obv_interval
[2025-10-18T01:38:15.688504] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-18T01:38:15.813869] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:15.936482] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:16.058715] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:16.180821] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:16.303876] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:16.427370] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:16.550355] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:16.673941] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:16.797975] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:16.922513] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:16.922629] [INFO ] [CONFIGURE ] PBI: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T01:38:16.922707] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4196 tests
[2025-10-18T01:38:16.922752] [INFO ] [CONFIGURE ] PBI: Testing feature 13/29: add_opening_strength
[2025-10-18T01:38:16.922783] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:38:17.055163] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:17.187150] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:17.317627] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:17.449469] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:17.583930] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:17.716602] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:17.849680] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:17.985899] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:38:18.123665] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:18.261232] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:18.261372] [INFO ] [CONFIGURE ] PBI: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:38:18.261415] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4195 tests
[2025-10-18T01:38:18.261449] [INFO ] [CONFIGURE ] PBI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:38:18.261480] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-10-18T01:38:18.399346] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:18.537513] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:18.680165] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:18.819536] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:18.958139] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:19.097770] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:19.237552] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:19.377466] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:19.517983] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:19.664241] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:19.664453] [INFO ] [CONFIGURE ] PBI: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T01:38:19.664503] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4194 tests
[2025-10-18T01:38:19.664538] [INFO ] [CONFIGURE ] PBI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:38:19.664568] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T01:38:19.786533] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:19.915808] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:20.038154] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:20.161441] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:20.284578] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:20.407574] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:20.532251] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:20.656081] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:20.780591] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:20.902614] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:20.902757] [INFO ] [CONFIGURE ] PBI: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:38:20.902807] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4193 tests
[2025-10-18T01:38:20.902842] [INFO ] [CONFIGURE ] PBI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:38:20.902872] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T01:38:21.027485] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:21.153392] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:21.278879] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:21.405500] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:21.537465] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:21.664950] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:38:21.793460] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:21.921405] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:22.049284] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:38:22.177457] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:22.177603] [INFO ] [CONFIGURE ] PBI: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T01:38:22.177672] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4192 tests
[2025-10-18T01:38:22.177728] [INFO ] [CONFIGURE ] PBI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:38:22.177760] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-10-18T01:38:22.305309] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:22.434371] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:22.563552] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:38:22.694849] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:38:22.824379] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:22.954916] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:23.085337] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:23.221377] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:23.365880] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:23.504999] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:23.505197] [INFO ] [CONFIGURE ] PBI: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T01:38:23.505244] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4191 tests
[2025-10-18T01:38:23.505278] [INFO ] [CONFIGURE ] PBI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:38:23.505309] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T01:38:23.629454] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:23.752885] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:23.876981] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:24.003389] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:24.128065] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:24.253225] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:38:24.375823] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:24.498080] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:24.622048] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:24.745718] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:24.745883] [INFO ] [CONFIGURE ] PBI: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:38:24.745928] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4190 tests
[2025-10-18T01:38:24.745962] [INFO ] [CONFIGURE ] PBI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:38:24.745991] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T01:38:24.864206] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:24.988106] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:25.106558] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:25.225057] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:38:25.344011] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:25.464915] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:25.584087] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:25.705184] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:25.827224] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:25.949456] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:25.949663] [INFO ] [CONFIGURE ] PBI: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T01:38:25.949726] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4189 tests
[2025-10-18T01:38:25.949773] [INFO ] [CONFIGURE ] PBI: Testing feature 20/29: add_price_rejection
[2025-10-18T01:38:25.949828] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-10-18T01:38:26.078205] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:26.207803] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:26.341132] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:26.472492] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:26.607686] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:26.740955] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:26.873116] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:27.029094] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:27.162360] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:27.295499] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:27.295694] [INFO ] [CONFIGURE ] PBI: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T01:38:27.295755] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4188 tests
[2025-10-18T01:38:27.295793] [INFO ] [CONFIGURE ] PBI: Testing feature 21/29: add_range_position
[2025-10-18T01:38:27.295824] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_range_position']
[2025-10-18T01:38:27.434589] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:27.576192] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:27.718598] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:27.859725] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:28.000806] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:28.145134] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:28.286192] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:28.426706] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:28.570311] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:28.715367] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:28.715566] [INFO ] [CONFIGURE ] PBI: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T01:38:28.715612] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4187 tests
[2025-10-18T01:38:28.715673] [INFO ] [CONFIGURE ] PBI: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:38:28.715726] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-10-18T01:38:28.869953] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:29.024714] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:29.183550] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:29.339192] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:29.496837] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:29.661112] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:29.830554] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:29.994748] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:30.157340] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:30.318884] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:30.319058] [INFO ] [CONFIGURE ] PBI: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T01:38:30.319107] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4186 tests
[2025-10-18T01:38:30.319144] [INFO ] [CONFIGURE ] PBI: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:38:30.319176] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-10-18T01:38:30.449729] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:30.579056] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:30.710508] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:30.840064] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:38:30.970513] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:31.102324] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:31.236170] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:31.375492] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:38:31.509744] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:31.642074] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:31.642232] [INFO ] [CONFIGURE ] PBI: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T01:38:31.642274] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4185 tests
[2025-10-18T01:38:31.642308] [INFO ] [CONFIGURE ] PBI: Testing feature 24/29: add_rsi
[2025-10-18T01:38:31.642340] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-10-18T01:38:31.788267] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:31.938348] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:32.085839] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:38:32.236054] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:38:32.386348] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:32.536918] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:38:32.687089] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:32.842557] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:38:32.992605] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:33.145788] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:33.145968] [INFO ] [CONFIGURE ] PBI: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T01:38:33.146013] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4184 tests
[2025-10-18T01:38:33.146047] [INFO ] [CONFIGURE ] PBI: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:38:33.146079] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-10-18T01:38:33.273524] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:33.399894] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:33.527008] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:33.657237] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:33.787827] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:38:33.918238] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:34.047239] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:34.176915] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:34.308414] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:34.446173] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:34.446374] [INFO ] [CONFIGURE ] PBI: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T01:38:34.446432] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4183 tests
[2025-10-18T01:38:34.446469] [INFO ] [CONFIGURE ] PBI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:38:34.446502] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T01:38:34.573475] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:34.706408] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:34.845384] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:34.987784] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:35.125051] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:38:35.256711] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:35.395462] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:35.530403] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:38:35.659782] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:38:35.797560] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:35.797791] [INFO ] [CONFIGURE ] PBI: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T01:38:35.797844] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4182 tests
[2025-10-18T01:38:35.797918] [INFO ] [CONFIGURE ] PBI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:38:35.797969] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_volume_price_divergence']
[2025-10-18T01:38:35.949490] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:36.119385] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:36.261353] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:38:36.403806] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:38:36.549453] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:36.700600] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:36.857163] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:37.009868] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:37.162512] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:37.319766] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:37.319950] [INFO ] [CONFIGURE ] PBI: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:38:37.320051] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4181 tests
[2025-10-18T01:38:37.320107] [INFO ] [CONFIGURE ] PBI: Testing feature 28/29: add_volume_profile
[2025-10-18T01:38:37.320141] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_volume_profile']
[2025-10-18T01:38:37.453242] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:37.585826] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:37.715127] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:38:37.846696] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:38:37.981415] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:38:38.116220] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:38:38.249393] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:38.383511] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:38:38.519846] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:38:38.656787] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:38.656962] [INFO ] [CONFIGURE ] PBI: DISCARDED add_volume_profile (score: 20.00%)
[2025-10-18T01:38:38.657008] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4180 tests
[2025-10-18T01:38:38.657044] [INFO ] [CONFIGURE ] PBI: Testing feature 29/29: add_vwap
[2025-10-18T01:38:38.657079] [INFO ] [CONFIGURE ] PBI: Testing with features: ['add_mfi', 'add_vwap']
[2025-10-18T01:38:38.793730] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:38:38.938106] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:39.085803] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:39.225680] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:38:39.366849] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:38:39.504985] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:38:39.640252] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:38:39.773744] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:38:39.908505] [DEBUG] [FORECASTER] PBI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:40.054758] [DEBUG] [FORECASTER] PBI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:40.054925] [INFO ] [CONFIGURE ] PBI: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T01:38:40.054969] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4179 tests
[2025-10-18T01:38:40.055004] [INFO ] [CONFIGURE ] PBI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:38:40.055033] [INFO ] [CONFIGURE ] PBI: Best accuracy: 70.00%
[2025-10-18T01:38:40.055063] [INFO ] [CONFIGURE ] PBI: Best feature set (1 features): ['add_mfi']
[2025-10-18T01:38:40.055091] [INFO ] [CONFIGURE ] PBI: Improvement over baseline: 10.00%
[2025-10-18T01:38:40.055117] [INFO ] [CONFIGURE ] PBI: Total time: 38.0 seconds
[2025-10-18T01:38:40.055144] [INFO ] [CONFIGURE ] PBI: Average time per feature: 1.3 seconds
[2025-10-18T01:38:40.055170] [INFO ] [CONFIGURE ] PBI: Average speed: 0.76 features/sec
[2025-10-18T01:38:40.055780] [INFO ] [LOCAL     ] Saved configuration for PBI: 1 features, 70.00% accuracy -> ./output/feature-sets/PBI.json
[2025-10-18T01:38:40.055851] [INFO ] [CONFIGURE ] PBI: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-18T01:38:40.055940] [INFO ] [sig       ] [238/380] Successfully configured PBI | 0.02 sym/s | Total: 2.9h | ETA: 1.7h
[2025-10-18T01:38:40.056007] [INFO ] [sig       ] [239/380] Configuring PBR...
[2025-10-18T01:38:40.056061] [INFO ] [CONFIGURE ] PBR: Configurate test run.
[2025-10-18T01:38:40.056095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBR' from 'https://tdm.silogroup.org/data/derivative_storage/PBR.csv'.
[2025-10-18T01:38:40.069377] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PBR'.
[2025-10-18T01:38:40.069737] [INFO ] [CONFIGURE ] PBR: Testing with 29 available features
[2025-10-18T01:38:40.069794] [INFO ] [CONFIGURE ] PBR: Establishing baseline with no features...
[2025-10-18T01:38:40.173346] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:38:40.277230] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:40.381582] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:40.487980] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:38:40.594180] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:38:40.707390] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:38:40.815239] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:38:40.923051] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:38:41.033023] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:41.142884] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:41.143032] [INFO ] [CONFIGURE ] PBR: Baseline score (no features): 70.00%
[2025-10-18T01:38:41.143075] [INFO ] [CONFIGURE ] PBR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:38:41.143108] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:38:41.266101] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:38:41.384696] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:41.503631] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:41.624158] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:38:41.759886] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:38:41.896550] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:38:42.015848] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:38:42.137638] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:38:42.274474] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:42.398305] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:42.398488] [INFO ] [CONFIGURE ] PBR: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T01:38:42.398530] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4178 tests
[2025-10-18T01:38:42.398564] [INFO ] [CONFIGURE ] PBR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:38:42.398599] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:38:42.523366] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:38:42.641612] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:42.764412] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:42.886453] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:38:43.006366] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:38:43.129260] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:38:43.253559] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:38:43.376451] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:38:43.499313] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:43.624146] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:43.624310] [INFO ] [CONFIGURE ] PBR: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T01:38:43.624353] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4177 tests
[2025-10-18T01:38:43.624387] [INFO ] [CONFIGURE ] PBR: Testing feature 3/29: add_daily_returns
[2025-10-18T01:38:43.624420] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_daily_returns']
[2025-10-18T01:38:43.729224] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:38:43.839630] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:43.945823] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:44.051303] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:38:44.158836] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:38:44.271417] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:38:44.382698] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:38:44.497122] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:38:44.612742] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:44.727818] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:44.728027] [INFO ] [CONFIGURE ] PBR: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T01:38:44.728078] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4176 tests
[2025-10-18T01:38:44.728115] [INFO ] [CONFIGURE ] PBR: Testing feature 4/29: add_ema
[2025-10-18T01:38:44.728147] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_ema']
[2025-10-18T01:38:44.853148] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:38:44.980431] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:45.114335] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:45.244880] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:38:45.378214] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:38:45.506625] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:38:45.637668] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:38:45.769343] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:38:45.900495] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:46.031039] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:46.031215] [INFO ] [CONFIGURE ] PBR: DISCARDED add_ema (score: 70.00%)
[2025-10-18T01:38:46.031263] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4175 tests
[2025-10-18T01:38:46.031324] [INFO ] [CONFIGURE ] PBR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:38:46.031358] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:38:46.169672] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:38:46.310125] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:46.449958] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:46.589266] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:38:46.729403] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:38:46.868832] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:38:47.011429] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:38:47.156069] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:38:47.300927] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:38:47.444976] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:47.445179] [INFO ] [CONFIGURE ] PBR: KEPT add_exhaustion_signals (score: 90.00%)
[2025-10-18T01:38:47.445227] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4174 tests
[2025-10-18T01:38:47.445263] [INFO ] [CONFIGURE ] PBR: Testing feature 6/29: add_failed_moves
[2025-10-18T01:38:47.445297] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T01:38:47.593620] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:38:47.739165] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:47.888001] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:48.039241] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:38:48.192123] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:38:48.358663] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:38:48.515814] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:38:48.659975] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:38:48.805071] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:38:48.951025] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:48.951188] [INFO ] [CONFIGURE ] PBR: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-18T01:38:48.951231] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4173 tests
[2025-10-18T01:38:48.951266] [INFO ] [CONFIGURE ] PBR: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:38:48.951297] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T01:38:49.084869] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:38:49.219846] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:49.355421] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:49.489679] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:38:49.624059] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:38:49.762568] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:38:49.910765] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:38:50.070941] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:38:50.222831] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:38:50.363513] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:50.363712] [INFO ] [CONFIGURE ] PBR: KEPT add_lag_shelf (score: 100.00%)
[2025-10-18T01:38:50.363770] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4172 tests
[2025-10-18T01:38:50.363807] [INFO ] [CONFIGURE ] PBR: Testing feature 8/29: add_macd
[2025-10-18T01:38:50.363841] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd']
[2025-10-18T01:38:50.531568] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:38:50.697288] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:50.861347] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:51.026404] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:38:51.191906] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:38:51.358912] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:38:51.527953] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:38:51.699395] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:38:51.871544] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:52.038961] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:52.039170] [INFO ] [CONFIGURE ] PBR: DISCARDED add_macd (score: 80.00%)
[2025-10-18T01:38:52.039219] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4171 tests
[2025-10-18T01:38:52.039259] [INFO ] [CONFIGURE ] PBR: Testing feature 9/29: add_mfi
[2025-10-18T01:38:52.039292] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_mfi']
[2025-10-18T01:38:52.194808] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:38:52.350709] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:52.505304] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:52.659197] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:38:52.815504] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:38:52.979002] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:38:53.146611] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:38:53.303297] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:38:53.458039] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:38:53.613417] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:53.613617] [INFO ] [CONFIGURE ] PBR: DISCARDED add_mfi (score: 100.00%)
[2025-10-18T01:38:53.613697] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4170 tests
[2025-10-18T01:38:53.613747] [INFO ] [CONFIGURE ] PBR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:38:53.613781] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:38:53.788297] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:38:53.968125] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:54.162603] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:54.332990] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:38:54.502620] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:38:54.670890] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:38:54.844737] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:38:55.027233] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:38:55.199433] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:38:55.370098] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:55.370311] [INFO ] [CONFIGURE ] PBR: DISCARDED add_momentum_acceleration (score: 100.00%)
[2025-10-18T01:38:55.370373] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4169 tests
[2025-10-18T01:38:55.370432] [INFO ] [CONFIGURE ] PBR: Testing feature 11/29: add_obv_daily
[2025-10-18T01:38:55.370467] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_daily']
[2025-10-18T01:38:55.518538] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:38:55.667668] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:55.816368] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:55.966747] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:38:56.120577] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:38:56.280159] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:38:56.485201] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:38:56.699923] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:38:56.909485] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:38:57.121145] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:57.121437] [INFO ] [CONFIGURE ] PBR: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T01:38:57.121508] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4168 tests
[2025-10-18T01:38:57.121565] [INFO ] [CONFIGURE ] PBR: Testing feature 12/29: add_obv_interval
[2025-10-18T01:38:57.121616] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval']
[2025-10-18T01:38:57.272200] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:38:57.414880] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:38:57.554065] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:57.693393] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:38:57.834535] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:38:57.972562] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:38:58.109805] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:38:58.251993] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:38:58.395088] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:38:58.537523] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:38:58.537750] [INFO ] [CONFIGURE ] PBR: DISCARDED add_obv_interval (score: 90.00%)
[2025-10-18T01:38:58.537806] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4167 tests
[2025-10-18T01:38:58.537845] [INFO ] [CONFIGURE ] PBR: Testing feature 13/29: add_opening_strength
[2025-10-18T01:38:58.537912] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:38:58.684587] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:38:58.832081] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:38:58.979731] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:38:59.132788] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:38:59.290974] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:38:59.442770] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:38:59.598955] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:38:59.748724] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:38:59.904463] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:00.062208] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:39:00.062375] [INFO ] [CONFIGURE ] PBR: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T01:39:00.062420] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4166 tests
[2025-10-18T01:39:00.062457] [INFO ] [CONFIGURE ] PBR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:39:00.062491] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-18T01:39:00.223233] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:39:00.382572] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:39:00.534721] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:39:00.689412] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:00.852171] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:39:01.011724] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:01.173720] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:39:01.335803] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:39:01.505803] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:39:01.675571] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:39:01.675831] [INFO ] [CONFIGURE ] PBR: DISCARDED add_order_flow_imbalance (score: 100.00%)
[2025-10-18T01:39:01.675897] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4165 tests
[2025-10-18T01:39:01.675937] [INFO ] [CONFIGURE ] PBR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:39:01.675970] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-18T01:39:01.824473] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:39:01.970819] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:39:02.114671] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:39:02.257901] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:02.398277] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:39:02.546386] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:02.700961] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:39:02.858614] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:03.008124] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:39:03.155846] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:39:03.156074] [INFO ] [CONFIGURE ] PBR: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-18T01:39:03.156143] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4164 tests
[2025-10-18T01:39:03.156183] [INFO ] [CONFIGURE ] PBR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:39:03.156216] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-10-18T01:39:03.306458] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:39:03.465126] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:39:03.619248] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:39:03.777813] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:03.925362] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:39:04.073421] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:04.227822] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:39:04.378456] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:39:04.529730] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:39:04.685541] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:39:04.685761] [INFO ] [CONFIGURE ] PBR: DISCARDED add_pbf_overnight_gap (score: 100.00%)
[2025-10-18T01:39:04.685815] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4163 tests
[2025-10-18T01:39:04.685851] [INFO ] [CONFIGURE ] PBR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:39:04.685883] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-18T01:39:04.841878] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:39:04.989989] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:05.141509] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:39:05.296084] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:05.453451] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:39:05.608492] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:05.760409] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:39:05.906488] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:39:06.053498] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:39:06.202428] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:39:06.202635] [INFO ] [CONFIGURE ] PBR: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T01:39:06.202718] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4162 tests
[2025-10-18T01:39:06.202808] [INFO ] [CONFIGURE ] PBR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:39:06.202850] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-10-18T01:39:06.339063] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:39:06.478226] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:39:06.619947] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:39:06.762022] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:39:06.901626] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:39:07.042045] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:07.182875] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:39:07.324480] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:39:07.468201] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:39:07.609696] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:39:07.609887] [INFO ] [CONFIGURE ] PBR: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-18T01:39:07.609932] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4161 tests
[2025-10-18T01:39:07.609967] [INFO ] [CONFIGURE ] PBR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:39:07.609998] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-10-18T01:39:07.746054] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:39:07.901496] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:39:08.045734] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:39:08.183020] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:08.317634] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:39:08.451996] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:08.591832] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:39:08.733586] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:39:08.875155] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:39:09.013393] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:39:09.013560] [INFO ] [CONFIGURE ] PBR: DISCARDED add_pbf_vs_sma_5 (score: 100.00%)
[2025-10-18T01:39:09.013606] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4160 tests
[2025-10-18T01:39:09.013678] [INFO ] [CONFIGURE ] PBR: Testing feature 20/29: add_price_rejection
[2025-10-18T01:39:09.013738] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_price_rejection']
[2025-10-18T01:39:09.160388] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:39:09.310814] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:39:09.455578] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:39:09.604764] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:09.753575] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:39:09.899923] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:10.047742] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:39:10.195529] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:39:10.346311] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:39:10.498047] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:39:10.498211] [INFO ] [CONFIGURE ] PBR: DISCARDED add_price_rejection (score: 100.00%)
[2025-10-18T01:39:10.498253] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4159 tests
[2025-10-18T01:39:10.498287] [INFO ] [CONFIGURE ] PBR: Testing feature 21/29: add_range_position
[2025-10-18T01:39:10.498317] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_range_position']
[2025-10-18T01:39:10.649355] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:39:10.804469] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:10.956826] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:39:11.110198] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:11.265572] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:39:11.419371] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:11.573391] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:39:11.730023] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:39:11.894062] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:39:12.050031] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:39:12.050195] [INFO ] [CONFIGURE ] PBR: DISCARDED add_range_position (score: 90.00%)
[2025-10-18T01:39:12.050239] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4158 tests
[2025-10-18T01:39:12.050274] [INFO ] [CONFIGURE ] PBR: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:39:12.050305] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_realized_volatility']
[2025-10-18T01:39:12.217594] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:39:12.386034] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:39:12.557114] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:39:12.730030] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:12.905787] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:39:13.079701] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:13.254332] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:39:13.431438] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:39:13.608805] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:39:13.788720] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:39:13.788914] [INFO ] [CONFIGURE ] PBR: DISCARDED add_realized_volatility (score: 100.00%)
[2025-10-18T01:39:13.789015] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4157 tests
[2025-10-18T01:39:13.789073] [INFO ] [CONFIGURE ] PBR: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:39:13.789109] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_recent_range_context']
[2025-10-18T01:39:13.938727] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:39:14.084794] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:14.229408] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:39:14.377075] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:39:14.523362] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:39:14.667797] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:14.812517] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:39:14.963063] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:39:15.107622] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:39:15.251332] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:39:15.251485] [INFO ] [CONFIGURE ] PBR: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T01:39:15.251530] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4156 tests
[2025-10-18T01:39:15.251566] [INFO ] [CONFIGURE ] PBR: Testing feature 24/29: add_rsi
[2025-10-18T01:39:15.251598] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-10-18T01:39:15.414869] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:39:15.578957] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:39:15.745733] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:39:15.909543] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:16.073237] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:39:16.238108] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:16.401928] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:39:16.566371] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:16.730711] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:16.895786] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:39:16.895975] [INFO ] [CONFIGURE ] PBR: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T01:39:16.896021] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4155 tests
[2025-10-18T01:39:16.896056] [INFO ] [CONFIGURE ] PBR: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:39:16.896089] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_tick_distribution']
[2025-10-18T01:39:17.037856] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:39:17.185046] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:39:17.332777] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:39:17.475852] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:17.620358] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:39:17.765570] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:17.909931] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:39:18.058479] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:39:18.205786] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:39:18.351428] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:39:18.351586] [INFO ] [CONFIGURE ] PBR: DISCARDED add_tick_distribution (score: 100.00%)
[2025-10-18T01:39:18.351630] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4154 tests
[2025-10-18T01:39:18.351704] [INFO ] [CONFIGURE ] PBR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:39:18.351748] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-10-18T01:39:18.498430] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:39:18.676509] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:39:18.824164] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:39:18.970787] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:19.116825] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:39:19.265936] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:19.417324] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:39:19.566789] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:39:19.717984] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:39:19.869810] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:39:19.870009] [INFO ] [CONFIGURE ] PBR: DISCARDED add_volume_momentum_confirmation (score: 100.00%)
[2025-10-18T01:39:19.870054] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4153 tests
[2025-10-18T01:39:19.870089] [INFO ] [CONFIGURE ] PBR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:39:19.870122] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-10-18T01:39:20.026109] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:39:20.183932] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:20.338448] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:39:20.500818] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:20.658228] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:39:20.816276] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:20.977997] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:39:21.137806] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:21.295251] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:39:21.451395] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:39:21.451581] [INFO ] [CONFIGURE ] PBR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T01:39:21.451625] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4152 tests
[2025-10-18T01:39:21.451695] [INFO ] [CONFIGURE ] PBR: Testing feature 28/29: add_volume_profile
[2025-10-18T01:39:21.451785] [INFO ] [CONFIGURE ] PBR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_profile']
[2025-10-18T01:39:21.593660] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:39:21.735321] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:39:21.880734] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:39:22.026170] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:22.173225] [DEBUG] [FORECASTER] PBR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:39:22.318018] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:22.464077] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:39:22.609709] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:39:22.755121] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:39:22.901238] [DEBUG] [FORECASTER] PBR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:39:22.901417] [INFO ] [CONFIGURE ] PBR: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-18T01:39:22.901461] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4151 tests
[2025-10-18T01:39:22.901496] [INFO ] [CONFIGURE ] PBR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:39:22.901526] [INFO ] [CONFIGURE ] PBR: Best accuracy: 100.00%
[2025-10-18T01:39:22.901556] [INFO ] [CONFIGURE ] PBR: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T01:39:22.901584] [INFO ] [CONFIGURE ] PBR: Improvement over baseline: 30.00%
[2025-10-18T01:39:22.901610] [INFO ] [CONFIGURE ] PBR: Total time: 41.8 seconds
[2025-10-18T01:39:22.901637] [INFO ] [CONFIGURE ] PBR: Average time per feature: 1.5 seconds
[2025-10-18T01:39:22.901709] [INFO ] [CONFIGURE ] PBR: Average speed: 0.69 features/sec
[2025-10-18T01:39:22.902093] [INFO ] [LOCAL     ] Saved configuration for PBR: 3 features, 100.00% accuracy -> ./output/feature-sets/PBR.json
[2025-10-18T01:39:22.902148] [INFO ] [CONFIGURE ] PBR: Configuration saved successfully: 3 features, 100.00% accuracy.
[2025-10-18T01:39:22.902197] [INFO ] [sig       ] [239/380] Successfully configured PBR | 0.02 sym/s | Total: 2.9h | ETA: 1.7h
[2025-10-18T01:39:22.902265] [INFO ] [sig       ] [240/380] Configuring PBT...
[2025-10-18T01:39:22.902332] [INFO ] [CONFIGURE ] PBT: Configurate test run.
[2025-10-18T01:39:22.902386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBT' from 'https://tdm.silogroup.org/data/derivative_storage/PBT.csv'.
[2025-10-18T01:39:22.914933] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PBT'.
[2025-10-18T01:39:22.915278] [INFO ] [CONFIGURE ] PBT: Testing with 29 available features
[2025-10-18T01:39:22.915336] [INFO ] [CONFIGURE ] PBT: Establishing baseline with no features...
[2025-10-18T01:39:23.023978] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:39:23.131289] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:23.241180] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:39:23.349970] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:23.458443] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:39:23.568991] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:23.679045] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:39:23.792765] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:23.908183] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:24.021710] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:39:24.021879] [INFO ] [CONFIGURE ] PBT: Baseline score (no features): 40.00%
[2025-10-18T01:39:24.021923] [INFO ] [CONFIGURE ] PBT: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:39:24.021957] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:39:24.145635] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:39:24.272750] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:24.396531] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:39:24.523337] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:24.646941] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:39:24.772048] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:24.897024] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:39:25.025273] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:25.151510] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:25.281305] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:25.281511] [INFO ] [CONFIGURE ] PBT: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T01:39:25.281557] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4150 tests
[2025-10-18T01:39:25.281592] [INFO ] [CONFIGURE ] PBT: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:39:25.281623] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:39:25.431116] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:39:25.588805] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:25.733015] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:39:25.883414] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:26.028936] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:39:26.174325] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:26.319291] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:39:26.466525] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:26.617030] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:26.770381] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:26.770567] [INFO ] [CONFIGURE ] PBT: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T01:39:26.770611] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4149 tests
[2025-10-18T01:39:26.770672] [INFO ] [CONFIGURE ] PBT: Testing feature 3/29: add_daily_returns
[2025-10-18T01:39:26.770727] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:39:26.899144] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:39:27.029960] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:27.166927] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:39:27.296917] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:27.433303] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:39:27.577814] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:27.753254] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:39:27.889284] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:28.027820] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:39:28.159556] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:28.159780] [INFO ] [CONFIGURE ] PBT: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:39:28.159840] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4148 tests
[2025-10-18T01:39:28.159878] [INFO ] [CONFIGURE ] PBT: Testing feature 4/29: add_ema
[2025-10-18T01:39:28.159911] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:39:28.301110] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:39:28.442245] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:28.586305] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:39:28.732498] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:28.873969] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:39:29.017258] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:29.160368] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:39:29.304288] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:29.448397] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:29.593678] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:39:29.593861] [INFO ] [CONFIGURE ] PBT: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:39:29.593906] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4147 tests
[2025-10-18T01:39:29.593942] [INFO ] [CONFIGURE ] PBT: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:39:29.593974] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:39:29.740896] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:39:29.887638] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:30.035312] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:39:30.183930] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:30.333710] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:39:30.490012] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:30.646315] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:39:30.820299] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:30.969725] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:31.121095] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:39:31.121271] [INFO ] [CONFIGURE ] PBT: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T01:39:31.121316] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4146 tests
[2025-10-18T01:39:31.121421] [INFO ] [CONFIGURE ] PBT: Testing feature 6/29: add_failed_moves
[2025-10-18T01:39:31.121474] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:39:31.247666] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:39:31.373555] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:31.498777] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:39:31.624306] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:31.750563] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:39:31.879094] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:32.007192] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:39:32.134705] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:32.262066] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:32.390837] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:32.390975] [INFO ] [CONFIGURE ] PBT: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:39:32.391018] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4145 tests
[2025-10-18T01:39:32.391053] [INFO ] [CONFIGURE ] PBT: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:39:32.391083] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:39:32.508249] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:39:32.625280] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:32.742331] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:39:32.861539] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:32.979972] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:39:33.101268] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:33.220767] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:39:33.340389] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:33.460537] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:33.586497] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:33.586708] [INFO ] [CONFIGURE ] PBT: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T01:39:33.586771] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4144 tests
[2025-10-18T01:39:33.586810] [INFO ] [CONFIGURE ] PBT: Testing feature 8/29: add_macd
[2025-10-18T01:39:33.586843] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T01:39:33.742230] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:39:33.898754] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:34.055903] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:39:34.213813] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:34.380781] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:39:34.540688] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:39:34.700834] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:39:34.861459] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:35.021483] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:35.192254] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:35.192482] [INFO ] [CONFIGURE ] PBT: DISCARDED add_macd (score: 30.00%)
[2025-10-18T01:39:35.192530] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4143 tests
[2025-10-18T01:39:35.192567] [INFO ] [CONFIGURE ] PBT: Testing feature 9/29: add_mfi
[2025-10-18T01:39:35.192598] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:39:35.329017] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:39:35.463354] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:35.597882] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:39:35.742836] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:35.880072] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:39:36.017949] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:36.156767] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:39:36.294794] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:36.433781] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:36.571097] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:36.571253] [INFO ] [CONFIGURE ] PBT: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:39:36.571298] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4142 tests
[2025-10-18T01:39:36.571333] [INFO ] [CONFIGURE ] PBT: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:39:36.571366] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:39:36.724204] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:39:36.876486] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:37.031968] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:39:37.185954] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:37.341424] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:39:37.497205] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:37.654081] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:39:37.807699] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:37.962466] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:38.125993] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:38.126193] [INFO ] [CONFIGURE ] PBT: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T01:39:38.126241] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4141 tests
[2025-10-18T01:39:38.126279] [INFO ] [CONFIGURE ] PBT: Testing feature 11/29: add_obv_daily
[2025-10-18T01:39:38.126313] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T01:39:38.256738] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:39:38.385307] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:38.520090] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:39:38.649349] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:38.781086] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:39:38.912691] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:39.039419] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:39:39.167854] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:39.293885] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:39.418365] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:39.418520] [INFO ] [CONFIGURE ] PBT: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-18T01:39:39.418566] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4140 tests
[2025-10-18T01:39:39.418600] [INFO ] [CONFIGURE ] PBT: Testing feature 12/29: add_obv_interval
[2025-10-18T01:39:39.418629] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T01:39:39.537691] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:39:39.657910] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:39.783681] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:39:39.911149] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:40.039028] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:39:40.169405] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:40.300805] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:39:40.432397] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:40.562575] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:40.696969] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:39:40.697122] [INFO ] [CONFIGURE ] PBT: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T01:39:40.697165] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4139 tests
[2025-10-18T01:39:40.697199] [INFO ] [CONFIGURE ] PBT: Testing feature 13/29: add_opening_strength
[2025-10-18T01:39:40.697230] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:39:40.831982] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:39:40.964771] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:41.098342] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:39:41.233439] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:41.368169] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:39:41.504097] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:41.642032] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:39:41.780525] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:41.919212] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:42.056618] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:42.056778] [INFO ] [CONFIGURE ] PBT: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T01:39:42.056828] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4138 tests
[2025-10-18T01:39:42.056862] [INFO ] [CONFIGURE ] PBT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:39:42.056892] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T01:39:42.193879] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:39:42.332312] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:42.473180] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:39:42.613607] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:42.752935] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:39:42.926073] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:43.067261] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:39:43.208215] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:43.348835] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:43.491374] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:43.491536] [INFO ] [CONFIGURE ] PBT: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:39:43.491582] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4137 tests
[2025-10-18T01:39:43.491615] [INFO ] [CONFIGURE ] PBT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:39:43.491670] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T01:39:43.611604] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:39:43.734460] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:43.858494] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:39:43.980672] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:44.103812] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:39:44.225969] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:44.349461] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:39:44.472226] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:44.596262] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:44.721632] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:44.721822] [INFO ] [CONFIGURE ] PBT: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:39:44.721869] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4136 tests
[2025-10-18T01:39:44.721903] [INFO ] [CONFIGURE ] PBT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:39:44.721935] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T01:39:44.851684] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:39:44.986213] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:45.121454] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:39:45.262601] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:45.411573] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:39:45.563890] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:45.730601] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:39:45.865879] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:46.006382] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:46.141922] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:46.142091] [INFO ] [CONFIGURE ] PBT: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T01:39:46.142146] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4135 tests
[2025-10-18T01:39:46.142291] [INFO ] [CONFIGURE ] PBT: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:39:46.142332] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T01:39:46.276362] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:39:46.411662] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:46.571496] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:39:46.709804] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:46.848391] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:39:47.003943] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:47.146439] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:39:47.284254] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:47.422298] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:47.560748] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:47.560906] [INFO ] [CONFIGURE ] PBT: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T01:39:47.560951] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4134 tests
[2025-10-18T01:39:47.560986] [INFO ] [CONFIGURE ] PBT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:39:47.561018] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T01:39:47.684047] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:39:47.807010] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:47.931301] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:39:48.056729] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:48.179452] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:39:48.302800] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:48.429149] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:39:48.555536] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:48.682294] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:48.809233] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:48.809439] [INFO ] [CONFIGURE ] PBT: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T01:39:48.809508] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4133 tests
[2025-10-18T01:39:48.809544] [INFO ] [CONFIGURE ] PBT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:39:48.809576] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T01:39:48.965383] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:39:49.097136] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:49.223382] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:39:49.356534] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:49.489564] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:39:49.687419] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:49.868028] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:39:50.028241] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:50.166751] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:50.306791] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:50.306973] [INFO ] [CONFIGURE ] PBT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T01:39:50.307019] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4132 tests
[2025-10-18T01:39:50.307056] [INFO ] [CONFIGURE ] PBT: Testing feature 20/29: add_price_rejection
[2025-10-18T01:39:50.307088] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T01:39:50.443437] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:39:50.582231] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:50.721481] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:39:50.858170] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:50.993494] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:39:51.128945] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:51.262906] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:39:51.398373] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:51.533672] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:51.664942] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:51.665106] [INFO ] [CONFIGURE ] PBT: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:39:51.665150] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4131 tests
[2025-10-18T01:39:51.665184] [INFO ] [CONFIGURE ] PBT: Testing feature 21/29: add_range_position
[2025-10-18T01:39:51.665215] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T01:39:51.806987] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:39:51.955079] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:52.094185] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:39:52.234087] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:52.369776] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:39:52.504281] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:52.639631] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:39:52.776893] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:52.918343] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:53.058512] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:39:53.058732] [INFO ] [CONFIGURE ] PBT: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:39:53.058787] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4130 tests
[2025-10-18T01:39:53.058824] [INFO ] [CONFIGURE ] PBT: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:39:53.058855] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T01:39:53.208637] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:39:53.360714] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:53.515513] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:39:53.671598] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:53.830155] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:39:54.008770] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:54.166043] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:39:54.325154] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:54.486271] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:54.649930] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:39:54.650112] [INFO ] [CONFIGURE ] PBT: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:39:54.650157] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4129 tests
[2025-10-18T01:39:54.650193] [INFO ] [CONFIGURE ] PBT: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:39:54.650225] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T01:39:54.780732] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:39:54.912577] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:55.056506] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:39:55.188534] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:55.326939] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:39:55.462037] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:55.594672] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:39:55.730486] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:55.865030] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:56.001098] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:56.001257] [INFO ] [CONFIGURE ] PBT: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T01:39:56.001301] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4128 tests
[2025-10-18T01:39:56.001337] [INFO ] [CONFIGURE ] PBT: Testing feature 24/29: add_rsi
[2025-10-18T01:39:56.001368] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T01:39:56.149664] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:39:56.302908] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:56.457461] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:39:56.611843] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:56.769495] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:39:56.928483] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:39:57.092972] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:39:57.254765] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:57.422844] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:57.585548] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:39:57.585737] [INFO ] [CONFIGURE ] PBT: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T01:39:57.585793] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4127 tests
[2025-10-18T01:39:57.585830] [INFO ] [CONFIGURE ] PBT: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:39:57.585862] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T01:39:57.715885] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:39:57.844859] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:57.972124] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:39:58.105559] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:58.241129] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:39:58.375567] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:58.512288] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:39:58.640550] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:39:58.763609] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:39:58.889182] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:39:58.889339] [INFO ] [CONFIGURE ] PBT: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T01:39:58.889385] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4126 tests
[2025-10-18T01:39:58.889421] [INFO ] [CONFIGURE ] PBT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:39:58.889456] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T01:39:59.013807] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:39:59.150387] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:39:59.292175] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:39:59.422390] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:39:59.553218] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:39:59.684408] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:39:59.815107] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:39:59.948364] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:40:00.081916] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:40:00.216879] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:00.217087] [INFO ] [CONFIGURE ] PBT: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T01:40:00.217134] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4125 tests
[2025-10-18T01:40:00.217169] [INFO ] [CONFIGURE ] PBT: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:40:00.217201] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T01:40:00.354608] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:40:00.490885] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:40:00.627590] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:00.769263] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:40:00.908661] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:40:01.047429] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:40:01.187941] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:40:01.344724] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:40:01.493305] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:40:01.646734] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:01.646965] [INFO ] [CONFIGURE ] PBT: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:40:01.647034] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4124 tests
[2025-10-18T01:40:01.647080] [INFO ] [CONFIGURE ] PBT: Testing feature 28/29: add_volume_profile
[2025-10-18T01:40:01.647118] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T01:40:01.783372] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:40:01.919442] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:40:02.072305] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:02.206200] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:40:02.331659] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:40:02.457055] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:40:02.587935] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:40:02.720134] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:40:02.847274] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:40:02.978417] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:02.978594] [INFO ] [CONFIGURE ] PBT: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T01:40:02.978675] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4123 tests
[2025-10-18T01:40:02.978742] [INFO ] [CONFIGURE ] PBT: Testing feature 29/29: add_vwap
[2025-10-18T01:40:02.978776] [INFO ] [CONFIGURE ] PBT: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T01:40:03.111881] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:40:03.245173] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:40:03.384901] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:03.513627] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:40:03.641038] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:40:03.769223] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:40:03.898542] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:40:04.027730] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:40:04.157739] [DEBUG] [FORECASTER] PBT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:40:04.287464] [DEBUG] [FORECASTER] PBT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:04.287664] [INFO ] [CONFIGURE ] PBT: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T01:40:04.287728] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4122 tests
[2025-10-18T01:40:04.287767] [INFO ] [CONFIGURE ] PBT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:40:04.287799] [INFO ] [CONFIGURE ] PBT: Best accuracy: 60.00%
[2025-10-18T01:40:04.287829] [INFO ] [CONFIGURE ] PBT: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T01:40:04.287857] [INFO ] [CONFIGURE ] PBT: Improvement over baseline: 20.00%
[2025-10-18T01:40:04.287931] [INFO ] [CONFIGURE ] PBT: Total time: 40.3 seconds
[2025-10-18T01:40:04.287970] [INFO ] [CONFIGURE ] PBT: Average time per feature: 1.4 seconds
[2025-10-18T01:40:04.288002] [INFO ] [CONFIGURE ] PBT: Average speed: 0.72 features/sec
[2025-10-18T01:40:04.288666] [INFO ] [LOCAL     ] Saved configuration for PBT: 1 features, 60.00% accuracy -> ./output/feature-sets/PBT.json
[2025-10-18T01:40:04.288743] [INFO ] [CONFIGURE ] PBT: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-18T01:40:04.288828] [INFO ] [sig       ] [240/380] Successfully configured PBT | 0.02 sym/s | Total: 2.9h | ETA: 1.7h
[2025-10-18T01:40:04.288895] [INFO ] [sig       ] [241/380] Configuring PCG...
[2025-10-18T01:40:04.288949] [INFO ] [CONFIGURE ] PCG: Configurate test run.
[2025-10-18T01:40:04.288982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-10-18T01:40:04.301519] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PCG'.
[2025-10-18T01:40:04.301898] [INFO ] [CONFIGURE ] PCG: Testing with 29 available features
[2025-10-18T01:40:04.301955] [INFO ] [CONFIGURE ] PCG: Establishing baseline with no features...
[2025-10-18T01:40:04.401810] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:04.502592] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:40:04.608255] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:40:04.710484] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:40:04.818421] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:04.927814] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:05.034463] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:40:05.143455] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:05.253169] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:05.362951] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:05.363114] [INFO ] [CONFIGURE ] PCG: Baseline score (no features): 30.00%
[2025-10-18T01:40:05.363159] [INFO ] [CONFIGURE ] PCG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:40:05.363214] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:40:05.481020] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:05.599039] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:40:05.718245] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:40:05.838532] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:40:05.987797] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:40:06.106911] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:06.227542] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:40:06.357288] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:06.482246] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:06.603913] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:06.604062] [INFO ] [CONFIGURE ] PCG: DISCARDED add_bollinger_bands (score: 10.00%)
[2025-10-18T01:40:06.604106] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4121 tests
[2025-10-18T01:40:06.604139] [INFO ] [CONFIGURE ] PCG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:40:06.604169] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:40:06.725875] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:06.849564] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:06.976507] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:40:07.143089] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:40:07.283805] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:07.422597] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:07.555236] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:07.696187] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:07.841266] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:07.996860] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:07.997031] [INFO ] [CONFIGURE ] PCG: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-18T01:40:07.997075] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4120 tests
[2025-10-18T01:40:07.997108] [INFO ] [CONFIGURE ] PCG: Testing feature 3/29: add_daily_returns
[2025-10-18T01:40:07.997139] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:40:08.124238] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:08.252317] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:08.382728] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:08.516455] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:40:08.649807] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:08.784964] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:08.919902] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:09.052265] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:09.180986] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:09.310173] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:09.310295] [INFO ] [CONFIGURE ] PCG: KEPT add_daily_returns (score: 60.00%)
[2025-10-18T01:40:09.310339] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4119 tests
[2025-10-18T01:40:09.310374] [INFO ] [CONFIGURE ] PCG: Testing feature 4/29: add_ema
[2025-10-18T01:40:09.310404] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-18T01:40:09.451076] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:09.592768] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:40:09.736671] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:40:09.878213] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:40:10.019605] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:10.190723] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:10.334616] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:10.481051] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:10.625947] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:10.776211] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:10.776346] [INFO ] [CONFIGURE ] PCG: DISCARDED add_ema (score: 40.00%)
[2025-10-18T01:40:10.776390] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4118 tests
[2025-10-18T01:40:10.776425] [INFO ] [CONFIGURE ] PCG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:40:10.776456] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:40:10.929426] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:11.083788] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:11.236782] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:11.387376] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:40:11.538266] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:11.689849] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:11.843362] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:11.997460] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:12.157114] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:12.314024] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:12.314163] [INFO ] [CONFIGURE ] PCG: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T01:40:12.314225] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4117 tests
[2025-10-18T01:40:12.314262] [INFO ] [CONFIGURE ] PCG: Testing feature 6/29: add_failed_moves
[2025-10-18T01:40:12.314293] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T01:40:12.447510] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:12.581222] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:12.714742] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:12.847819] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:40:12.985451] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:13.120303] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:13.266447] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:13.404692] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:13.543636] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:13.689396] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:13.689593] [INFO ] [CONFIGURE ] PCG: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:40:13.689667] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4116 tests
[2025-10-18T01:40:13.689727] [INFO ] [CONFIGURE ] PCG: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:40:13.689770] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T01:40:13.816209] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:13.943920] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:14.072524] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:14.201181] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:40:14.332367] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:14.462243] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:14.591188] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:14.723742] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:14.852893] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:14.984462] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:14.984619] [INFO ] [CONFIGURE ] PCG: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:40:14.984711] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4115 tests
[2025-10-18T01:40:14.984787] [INFO ] [CONFIGURE ] PCG: Testing feature 8/29: add_macd
[2025-10-18T01:40:14.984821] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T01:40:15.148130] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:15.316171] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:15.481116] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:15.646311] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:40:15.812437] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:15.981347] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:40:16.162345] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:16.332734] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:16.499152] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:16.667226] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:16.667507] [INFO ] [CONFIGURE ] PCG: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:40:16.667572] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4114 tests
[2025-10-18T01:40:16.667634] [INFO ] [CONFIGURE ] PCG: Testing feature 9/29: add_mfi
[2025-10-18T01:40:16.667711] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-18T01:40:16.812471] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:16.958137] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:17.105303] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:40:17.253382] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:40:17.409299] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:17.569705] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:17.723244] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:17.875819] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:18.030896] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:18.187288] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:18.187476] [INFO ] [CONFIGURE ] PCG: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T01:40:18.187522] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4113 tests
[2025-10-18T01:40:18.187558] [INFO ] [CONFIGURE ] PCG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:40:18.187590] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:40:18.354691] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:18.510422] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:40:18.669206] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:18.824716] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:40:18.973131] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:19.124144] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:40:19.274074] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:19.435068] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:19.598472] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:19.763435] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:19.763618] [INFO ] [CONFIGURE ] PCG: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:40:19.763697] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4112 tests
[2025-10-18T01:40:19.763747] [INFO ] [CONFIGURE ] PCG: Testing feature 11/29: add_obv_daily
[2025-10-18T01:40:19.763782] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T01:40:19.905198] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:20.042676] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:20.179358] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:20.319281] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:40:20.456823] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:20.594740] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:40:20.733263] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:20.871609] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:21.011854] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:21.162599] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:21.162798] [INFO ] [CONFIGURE ] PCG: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T01:40:21.162849] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4111 tests
[2025-10-18T01:40:21.162885] [INFO ] [CONFIGURE ] PCG: Testing feature 12/29: add_obv_interval
[2025-10-18T01:40:21.162918] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T01:40:21.298356] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:21.433997] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:40:21.569821] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:21.711634] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:40:21.855319] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:40:21.996717] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:40:22.142196] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:22.285421] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:22.448233] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:22.589183] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:22.589404] [INFO ] [CONFIGURE ] PCG: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T01:40:22.589456] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4110 tests
[2025-10-18T01:40:22.589493] [INFO ] [CONFIGURE ] PCG: Testing feature 13/29: add_opening_strength
[2025-10-18T01:40:22.589527] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:40:22.740622] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:22.883564] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:23.026766] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:40:23.175010] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:40:23.320067] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:23.465282] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:40:23.612836] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:23.761207] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:23.907825] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:24.052445] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:24.052670] [INFO ] [CONFIGURE ] PCG: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T01:40:24.052736] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4109 tests
[2025-10-18T01:40:24.052815] [INFO ] [CONFIGURE ] PCG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:40:24.052867] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T01:40:24.202327] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:24.353720] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:40:24.503736] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:40:24.648279] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:40:24.792840] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:24.937256] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:40:25.088968] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:25.239490] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:25.389139] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:25.543834] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:25.544015] [INFO ] [CONFIGURE ] PCG: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-18T01:40:25.544078] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4108 tests
[2025-10-18T01:40:25.544116] [INFO ] [CONFIGURE ] PCG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:40:25.544148] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T01:40:25.675077] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:25.806530] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:25.937962] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:26.077847] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:40:26.208742] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:26.340230] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:40:26.471594] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:26.608806] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:26.742280] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:26.874830] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:26.875007] [INFO ] [CONFIGURE ] PCG: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:40:26.875051] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4107 tests
[2025-10-18T01:40:26.875085] [INFO ] [CONFIGURE ] PCG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:40:26.875116] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T01:40:27.009904] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:27.144058] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:40:27.279909] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:27.417314] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:40:27.557325] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:27.697761] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:27.835597] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:27.975513] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:40:28.125129] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:28.285808] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:28.285981] [INFO ] [CONFIGURE ] PCG: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T01:40:28.286027] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4106 tests
[2025-10-18T01:40:28.286064] [INFO ] [CONFIGURE ] PCG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:40:28.286097] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T01:40:28.447930] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:28.609768] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:28.771380] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:28.930289] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:40:29.094549] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:29.257842] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:29.419000] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:29.581758] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:29.727479] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:29.887363] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:29.887556] [INFO ] [CONFIGURE ] PCG: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T01:40:29.887602] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4105 tests
[2025-10-18T01:40:29.887638] [INFO ] [CONFIGURE ] PCG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:40:29.887727] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T01:40:30.034814] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:30.181414] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:40:30.332032] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:40:30.497763] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:40:30.644197] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:40:30.795575] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:40:30.937942] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:31.077833] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:31.211574] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:31.350565] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:31.350740] [INFO ] [CONFIGURE ] PCG: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-18T01:40:31.350793] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4104 tests
[2025-10-18T01:40:31.350830] [INFO ] [CONFIGURE ] PCG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:40:31.350861] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T01:40:31.507098] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:31.637138] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:31.768376] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:31.900790] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:40:32.034830] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:32.165486] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:32.297010] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:32.436495] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:32.576300] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:32.716083] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:32.716225] [INFO ] [CONFIGURE ] PCG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T01:40:32.716317] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4103 tests
[2025-10-18T01:40:32.716359] [INFO ] [CONFIGURE ] PCG: Testing feature 20/29: add_price_rejection
[2025-10-18T01:40:32.716391] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection']
[2025-10-18T01:40:32.864436] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:33.008455] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:33.151333] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:40:33.292368] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:40:33.438237] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:33.589421] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:33.734195] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:33.881673] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:34.027428] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:34.171950] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:34.172103] [INFO ] [CONFIGURE ] PCG: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T01:40:34.172146] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4102 tests
[2025-10-18T01:40:34.172181] [INFO ] [CONFIGURE ] PCG: Testing feature 21/29: add_range_position
[2025-10-18T01:40:34.172212] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position']
[2025-10-18T01:40:34.319956] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:34.467484] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:34.615865] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:34.762422] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:40:34.910123] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:35.057084] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:35.206406] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:35.355485] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:35.508868] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:35.663377] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:35.663523] [INFO ] [CONFIGURE ] PCG: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:40:35.663573] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4101 tests
[2025-10-18T01:40:35.663672] [INFO ] [CONFIGURE ] PCG: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:40:35.663731] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility']
[2025-10-18T01:40:35.827187] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:35.988126] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:40:36.146798] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:40:36.309128] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:40:36.472738] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:36.640068] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:36.805389] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:36.969989] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:37.141637] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:37.320966] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:37.321135] [INFO ] [CONFIGURE ] PCG: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T01:40:37.321178] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4100 tests
[2025-10-18T01:40:37.321212] [INFO ] [CONFIGURE ] PCG: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:40:37.321243] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context']
[2025-10-18T01:40:37.468260] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:37.612523] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:37.755425] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:40:37.903888] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:40:38.049048] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:38.190490] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:38.330912] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:38.471713] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:38.613072] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:38.755016] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:38.755163] [INFO ] [CONFIGURE ] PCG: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T01:40:38.755207] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4099 tests
[2025-10-18T01:40:38.755250] [INFO ] [CONFIGURE ] PCG: Testing feature 24/29: add_rsi
[2025-10-18T01:40:38.755282] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T01:40:38.906371] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:39.057604] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:40:39.210357] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:40:39.362871] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:40:39.519110] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:39.672673] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:39.827100] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:39.984843] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:40.147986] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:40.310478] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:40.310673] [INFO ] [CONFIGURE ] PCG: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T01:40:40.310736] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4098 tests
[2025-10-18T01:40:40.310774] [INFO ] [CONFIGURE ] PCG: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:40:40.310806] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution']
[2025-10-18T01:40:40.458421] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:40.607813] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:40:40.744602] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:40.881991] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:40:41.024062] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:41.165067] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:41.307350] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:41.452317] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:40:41.598446] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:41.742196] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:41.742377] [INFO ] [CONFIGURE ] PCG: KEPT add_tick_distribution (score: 70.00%)
[2025-10-18T01:40:41.742423] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4097 tests
[2025-10-18T01:40:41.742458] [INFO ] [CONFIGURE ] PCG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:40:41.742490] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-10-18T01:40:41.892389] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:42.038299] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:42.188220] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:42.333298] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:40:42.482030] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:40:42.640898] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:40:42.791472] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:40:42.937764] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:43.086083] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:43.235226] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:43.235404] [INFO ] [CONFIGURE ] PCG: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T01:40:43.235465] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4096 tests
[2025-10-18T01:40:43.235507] [INFO ] [CONFIGURE ] PCG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:40:43.235537] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-10-18T01:40:43.389488] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:43.544969] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:43.703825] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:43.863369] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:40:44.023181] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:40:44.188224] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:44.351216] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:44.513978] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:44.680132] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:44.845437] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:44.845599] [INFO ] [CONFIGURE ] PCG: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T01:40:44.845663] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4095 tests
[2025-10-18T01:40:44.845723] [INFO ] [CONFIGURE ] PCG: Testing feature 28/29: add_volume_profile
[2025-10-18T01:40:44.845757] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution', 'add_volume_profile']
[2025-10-18T01:40:44.992233] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:45.142398] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:45.295453] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:45.447909] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:40:45.603190] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:45.761586] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:40:45.915174] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:46.069668] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:46.225108] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:46.379919] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:46.380077] [INFO ] [CONFIGURE ] PCG: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:40:46.380120] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4094 tests
[2025-10-18T01:40:46.380154] [INFO ] [CONFIGURE ] PCG: Testing feature 29/29: add_vwap
[2025-10-18T01:40:46.380184] [INFO ] [CONFIGURE ] PCG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution', 'add_vwap']
[2025-10-18T01:40:46.542579] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:46.710675] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:46.869404] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:40:47.023262] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:40:47.183865] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:47.339774] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:40:47.494991] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:40:47.653957] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:47.809559] [DEBUG] [FORECASTER] PCG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:40:47.965259] [DEBUG] [FORECASTER] PCG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:47.965465] [INFO ] [CONFIGURE ] PCG: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T01:40:47.965511] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4093 tests
[2025-10-18T01:40:47.965549] [INFO ] [CONFIGURE ] PCG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:40:47.965581] [INFO ] [CONFIGURE ] PCG: Best accuracy: 70.00%
[2025-10-18T01:40:47.965614] [INFO ] [CONFIGURE ] PCG: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution']
[2025-10-18T01:40:47.965679] [INFO ] [CONFIGURE ] PCG: Improvement over baseline: 40.00%
[2025-10-18T01:40:47.965731] [INFO ] [CONFIGURE ] PCG: Total time: 42.6 seconds
[2025-10-18T01:40:47.965763] [INFO ] [CONFIGURE ] PCG: Average time per feature: 1.5 seconds
[2025-10-18T01:40:47.965793] [INFO ] [CONFIGURE ] PCG: Average speed: 0.68 features/sec
[2025-10-18T01:40:47.966430] [INFO ] [LOCAL     ] Saved configuration for PCG: 3 features, 70.00% accuracy -> ./output/feature-sets/PCG.json
[2025-10-18T01:40:47.966499] [INFO ] [CONFIGURE ] PCG: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-18T01:40:47.966575] [INFO ] [sig       ] [241/380] Successfully configured PCG | 0.02 sym/s | Total: 2.9h | ETA: 1.7h
[2025-10-18T01:40:47.966634] [INFO ] [sig       ] [242/380] Configuring PCN...
[2025-10-18T01:40:47.966719] [INFO ] [CONFIGURE ] PCN: Configurate test run.
[2025-10-18T01:40:47.966776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-10-18T01:40:47.979608] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PCN'.
[2025-10-18T01:40:47.980091] [INFO ] [CONFIGURE ] PCN: Testing with 29 available features
[2025-10-18T01:40:47.980149] [INFO ] [CONFIGURE ] PCN: Establishing baseline with no features...
[2025-10-18T01:40:48.083929] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:40:48.187899] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:48.285962] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:40:48.385147] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:40:48.484536] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:40:48.591763] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:40:48.692563] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:40:48.794281] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:40:48.896168] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:40:48.998137] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:48.998286] [INFO ] [CONFIGURE ] PCN: Baseline score (no features): 60.00%
[2025-10-18T01:40:48.998353] [INFO ] [CONFIGURE ] PCN: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:40:48.998388] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:40:49.110069] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:40:49.221338] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:49.332916] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:40:49.444725] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:40:49.555942] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:40:49.680231] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:40:49.793118] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:40:49.911596] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:50.030833] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:40:50.175493] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:50.175740] [INFO ] [CONFIGURE ] PCN: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T01:40:50.175798] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4092 tests
[2025-10-18T01:40:50.175835] [INFO ] [CONFIGURE ] PCN: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:40:50.175868] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:40:50.300729] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:40:50.425075] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:50.543450] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:40:50.663163] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:40:50.786987] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:40:50.908028] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:40:51.027768] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:40:51.150076] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:51.270367] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:40:51.394041] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:51.394212] [INFO ] [CONFIGURE ] PCN: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T01:40:51.394256] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4091 tests
[2025-10-18T01:40:51.394290] [INFO ] [CONFIGURE ] PCN: Testing feature 3/29: add_daily_returns
[2025-10-18T01:40:51.394321] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_daily_returns']
[2025-10-18T01:40:51.501036] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:51.611954] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:51.718118] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:40:51.827357] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:40:51.935714] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:40:52.042518] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:40:52.151203] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:40:52.259303] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:52.368718] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:40:52.478519] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:52.478694] [INFO ] [CONFIGURE ] PCN: DISCARDED add_daily_returns (score: 20.00%)
[2025-10-18T01:40:52.478768] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4090 tests
[2025-10-18T01:40:52.478812] [INFO ] [CONFIGURE ] PCN: Testing feature 4/29: add_ema
[2025-10-18T01:40:52.478850] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_ema']
[2025-10-18T01:40:52.598091] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:40:52.716932] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:52.836049] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:40:52.957126] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:40:53.077282] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:40:53.205176] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:40:53.327826] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:40:53.449673] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:53.572347] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:40:53.695747] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:53.695992] [INFO ] [CONFIGURE ] PCN: DISCARDED add_ema (score: 40.00%)
[2025-10-18T01:40:53.696075] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4089 tests
[2025-10-18T01:40:53.696129] [INFO ] [CONFIGURE ] PCN: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:40:53.696164] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:40:53.826891] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:53.957982] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:54.088842] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:40:54.218693] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:40:54.349838] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:40:54.480573] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:40:54.623749] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:40:54.760494] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:54.892985] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:40:55.026896] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:40:55.027093] [INFO ] [CONFIGURE ] PCN: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T01:40:55.027139] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4088 tests
[2025-10-18T01:40:55.027173] [INFO ] [CONFIGURE ] PCN: Testing feature 6/29: add_failed_moves
[2025-10-18T01:40:55.027204] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_failed_moves']
[2025-10-18T01:40:55.138883] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:40:55.250353] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:55.359618] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:40:55.470157] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:40:55.581190] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:40:55.722132] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:40:55.835978] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:40:55.951384] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:40:56.066198] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:40:56.184809] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:56.184996] [INFO ] [CONFIGURE ] PCN: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:40:56.185046] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4087 tests
[2025-10-18T01:40:56.185081] [INFO ] [CONFIGURE ] PCN: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:40:56.185112] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_lag_shelf']
[2025-10-18T01:40:56.288151] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:40:56.391903] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:56.493265] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:40:56.596605] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:40:56.700865] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:40:56.807327] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:40:56.915324] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:40:57.024223] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:40:57.131050] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:40:57.237128] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:57.237285] [INFO ] [CONFIGURE ] PCN: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:40:57.237327] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4086 tests
[2025-10-18T01:40:57.237361] [INFO ] [CONFIGURE ] PCN: Testing feature 8/29: add_macd
[2025-10-18T01:40:57.237392] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:40:57.378680] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:57.519489] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:40:57.669850] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:40:57.818595] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:40:57.969482] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:40:58.144444] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:40:58.335760] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:40:58.536344] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:40:58.739522] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:40:58.902675] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:40:58.902882] [INFO ] [CONFIGURE ] PCN: DISCARDED add_macd (score: 10.00%)
[2025-10-18T01:40:58.902952] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4085 tests
[2025-10-18T01:40:58.902990] [INFO ] [CONFIGURE ] PCN: Testing feature 9/29: add_mfi
[2025-10-18T01:40:58.903023] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_mfi']
[2025-10-18T01:40:59.025918] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:40:59.144450] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:40:59.262144] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:40:59.379218] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:40:59.495889] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:40:59.614899] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:40:59.736366] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:40:59.858436] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:40:59.978493] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:00.099219] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:00.099387] [INFO ] [CONFIGURE ] PCN: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T01:41:00.099432] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4084 tests
[2025-10-18T01:41:00.099466] [INFO ] [CONFIGURE ] PCN: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:41:00.099496] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:41:00.229228] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:41:00.358599] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:00.490859] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:00.635301] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:00.773810] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:00.906741] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:41:01.040395] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:41:01.175201] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:01.310250] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:01.457208] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:01.457379] [INFO ] [CONFIGURE ] PCN: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-10-18T01:41:01.457423] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4083 tests
[2025-10-18T01:41:01.457457] [INFO ] [CONFIGURE ] PCN: Testing feature 11/29: add_obv_daily
[2025-10-18T01:41:01.457489] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_obv_daily']
[2025-10-18T01:41:01.579682] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:41:01.705675] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:01.829939] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:01.951852] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:02.074619] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:02.201812] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:41:02.323142] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:41:02.441923] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:02.564575] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:02.702549] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:02.702744] [INFO ] [CONFIGURE ] PCN: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-18T01:41:02.702799] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4082 tests
[2025-10-18T01:41:02.702835] [INFO ] [CONFIGURE ] PCN: Testing feature 12/29: add_obv_interval
[2025-10-18T01:41:02.702866] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_obv_interval']
[2025-10-18T01:41:02.811090] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:41:02.925209] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:03.034562] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:03.146157] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:03.262919] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:03.377197] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:41:03.488352] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:41:03.601493] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:03.722448] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:03.847744] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:03.847947] [INFO ] [CONFIGURE ] PCN: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T01:41:03.848005] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4081 tests
[2025-10-18T01:41:03.848043] [INFO ] [CONFIGURE ] PCN: Testing feature 13/29: add_opening_strength
[2025-10-18T01:41:03.848075] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T01:41:03.972748] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:41:04.099988] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:04.232054] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:04.358719] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:04.486550] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:04.613227] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:41:04.740884] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:41:04.869598] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:05.000184] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:05.129523] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:05.129729] [INFO ] [CONFIGURE ] PCN: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T01:41:05.129785] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4080 tests
[2025-10-18T01:41:05.129821] [INFO ] [CONFIGURE ] PCN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:41:05.129852] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T01:41:05.260859] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:41:05.387629] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:05.513761] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:05.639969] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:05.766002] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:05.893589] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:41:06.023381] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:41:06.152958] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:06.272879] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:06.392947] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:06.393131] [INFO ] [CONFIGURE ] PCN: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:41:06.393176] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4079 tests
[2025-10-18T01:41:06.393209] [INFO ] [CONFIGURE ] PCN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:41:06.393240] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T01:41:06.499287] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:41:06.608007] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:06.722812] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:06.834903] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:06.943231] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:07.057636] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:41:07.166391] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:41:07.278243] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:07.388159] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:07.501572] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:07.501776] [INFO ] [CONFIGURE ] PCN: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-18T01:41:07.501827] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4078 tests
[2025-10-18T01:41:07.501863] [INFO ] [CONFIGURE ] PCN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:41:07.501894] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T01:41:07.639255] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:41:07.762736] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:07.885176] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:08.005613] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:08.130815] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:08.253904] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:41:08.384295] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:41:08.510273] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:08.634965] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:08.760563] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:08.760748] [INFO ] [CONFIGURE ] PCN: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T01:41:08.760800] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4077 tests
[2025-10-18T01:41:08.760835] [INFO ] [CONFIGURE ] PCN: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:41:08.760866] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_pbf_return_2d']
[2025-10-18T01:41:08.890344] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:41:09.030194] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:09.174359] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:09.321588] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:09.471434] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:09.612423] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:41:09.739724] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:41:09.866859] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:09.988787] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:10.123999] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:10.124189] [INFO ] [CONFIGURE ] PCN: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T01:41:10.124233] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4076 tests
[2025-10-18T01:41:10.124267] [INFO ] [CONFIGURE ] PCN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:41:10.124297] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T01:41:10.232781] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:41:10.341512] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:10.453426] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:10.570221] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:10.683847] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:10.797828] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:41:10.917101] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:41:11.033825] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:11.153032] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:11.275431] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:11.275719] [INFO ] [CONFIGURE ] PCN: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-18T01:41:11.275792] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4075 tests
[2025-10-18T01:41:11.275852] [INFO ] [CONFIGURE ] PCN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:41:11.275918] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T01:41:11.387418] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:41:11.499147] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:11.611207] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:11.723411] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:11.839750] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:11.950720] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:41:12.063045] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:41:12.172438] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:12.289008] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:12.402947] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:12.403101] [INFO ] [CONFIGURE ] PCN: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-10-18T01:41:12.403147] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4074 tests
[2025-10-18T01:41:12.403186] [INFO ] [CONFIGURE ] PCN: Testing feature 20/29: add_price_rejection
[2025-10-18T01:41:12.403219] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_price_rejection']
[2025-10-18T01:41:12.518279] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:41:12.633858] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:12.768880] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:12.901186] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:13.031354] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:13.159879] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:41:13.284620] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:41:13.408143] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:13.534693] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:13.661508] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:13.661741] [INFO ] [CONFIGURE ] PCN: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T01:41:13.661797] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4073 tests
[2025-10-18T01:41:13.661834] [INFO ] [CONFIGURE ] PCN: Testing feature 21/29: add_range_position
[2025-10-18T01:41:13.661865] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_range_position']
[2025-10-18T01:41:13.793055] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:41:13.950883] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:14.072550] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:14.196365] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:14.325534] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:14.461722] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:41:14.588222] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:41:14.712792] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:14.842674] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:14.970331] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:14.970498] [INFO ] [CONFIGURE ] PCN: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T01:41:14.970543] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4072 tests
[2025-10-18T01:41:14.970582] [INFO ] [CONFIGURE ] PCN: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:41:14.970680] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_realized_volatility']
[2025-10-18T01:41:15.121443] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:41:15.261625] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:41:15.404218] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:15.550930] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:15.698323] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:15.844084] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:41:15.995495] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:41:16.146241] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:16.297115] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:16.445316] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:16.445496] [INFO ] [CONFIGURE ] PCN: DISCARDED add_realized_volatility (score: 20.00%)
[2025-10-18T01:41:16.445547] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4071 tests
[2025-10-18T01:41:16.445635] [INFO ] [CONFIGURE ] PCN: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:41:16.445714] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_recent_range_context']
[2025-10-18T01:41:16.561768] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:41:16.682974] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:16.804334] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:16.922768] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:17.042419] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:17.158264] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:41:17.275382] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:41:17.392460] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:17.509321] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:17.629610] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:17.629814] [INFO ] [CONFIGURE ] PCN: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T01:41:17.629867] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4070 tests
[2025-10-18T01:41:17.629904] [INFO ] [CONFIGURE ] PCN: Testing feature 24/29: add_rsi
[2025-10-18T01:41:17.629936] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T01:41:17.768426] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:41:17.900426] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:18.032969] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:18.168010] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:18.301379] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:18.435352] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:41:18.568569] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:41:18.701895] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:18.834691] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:18.968324] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:18.968546] [INFO ] [CONFIGURE ] PCN: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T01:41:18.968596] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4069 tests
[2025-10-18T01:41:18.968631] [INFO ] [CONFIGURE ] PCN: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:41:18.968699] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_tick_distribution']
[2025-10-18T01:41:19.076329] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:41:19.184117] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:19.292673] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:19.401017] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:19.509955] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:19.620868] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:41:19.739842] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:41:19.862505] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:20.014462] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:20.136031] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:20.136190] [INFO ] [CONFIGURE ] PCN: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T01:41:20.136235] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4068 tests
[2025-10-18T01:41:20.136271] [INFO ] [CONFIGURE ] PCN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:41:20.136304] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T01:41:20.268534] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:41:20.385603] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:20.498578] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:20.611005] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:20.723279] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:20.838779] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:41:20.958828] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:41:21.078298] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:21.201359] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:21.326637] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:21.326850] [INFO ] [CONFIGURE ] PCN: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-18T01:41:21.326913] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4067 tests
[2025-10-18T01:41:21.326952] [INFO ] [CONFIGURE ] PCN: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:41:21.326984] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_volume_price_divergence']
[2025-10-18T01:41:21.451302] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:41:21.579218] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:21.704930] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:21.836532] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:21.965884] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:22.092575] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:41:22.217266] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:41:22.344744] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:22.469111] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:22.598071] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:22.598342] [INFO ] [CONFIGURE ] PCN: DISCARDED add_volume_price_divergence (score: 20.00%)
[2025-10-18T01:41:22.598394] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4066 tests
[2025-10-18T01:41:22.598435] [INFO ] [CONFIGURE ] PCN: Testing feature 28/29: add_volume_profile
[2025-10-18T01:41:22.598467] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_volume_profile']
[2025-10-18T01:41:22.711395] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:41:22.822630] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:22.934419] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:23.046160] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:23.157985] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:23.271349] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:41:23.385760] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:41:23.502826] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:23.616618] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:23.733690] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:23.733905] [INFO ] [CONFIGURE ] PCN: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T01:41:23.733950] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4065 tests
[2025-10-18T01:41:23.733985] [INFO ] [CONFIGURE ] PCN: Testing feature 29/29: add_vwap
[2025-10-18T01:41:23.734017] [INFO ] [CONFIGURE ] PCN: Testing with features: ['add_vwap']
[2025-10-18T01:41:23.849037] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:41:23.966758] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:41:24.081730] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:24.211261] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:41:24.333707] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:24.461056] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:41:24.591945] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:41:24.714864] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:24.833928] [DEBUG] [FORECASTER] PCN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:24.951847] [DEBUG] [FORECASTER] PCN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:24.952005] [INFO ] [CONFIGURE ] PCN: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T01:41:24.952096] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4064 tests
[2025-10-18T01:41:24.952151] [INFO ] [CONFIGURE ] PCN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:41:24.952184] [INFO ] [CONFIGURE ] PCN: Best accuracy: 60.00%
[2025-10-18T01:41:24.952214] [INFO ] [CONFIGURE ] PCN: Best feature set (0 features): []
[2025-10-18T01:41:24.952242] [INFO ] [CONFIGURE ] PCN: Improvement over baseline: 0.00%
[2025-10-18T01:41:24.952268] [INFO ] [CONFIGURE ] PCN: Total time: 36.0 seconds
[2025-10-18T01:41:24.952295] [INFO ] [CONFIGURE ] PCN: Average time per feature: 1.2 seconds
[2025-10-18T01:41:24.952322] [INFO ] [CONFIGURE ] PCN: Average speed: 0.81 features/sec
[2025-10-18T01:41:24.952751] [INFO ] [LOCAL     ] Saved configuration for PCN: 0 features, 60.00% accuracy -> ./output/feature-sets/PCN.json
[2025-10-18T01:41:24.952810] [INFO ] [CONFIGURE ] PCN: Configuration saved successfully: 0 features, 60.00% accuracy.
[2025-10-18T01:41:24.952866] [INFO ] [sig       ] [242/380] Successfully configured PCN | 0.02 sym/s | Total: 2.9h | ETA: 1.7h
[2025-10-18T01:41:24.952942] [INFO ] [sig       ] [243/380] Configuring PCOR...
[2025-10-18T01:41:24.953007] [INFO ] [CONFIGURE ] PCOR: Configurate test run.
[2025-10-18T01:41:24.953063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCOR' from 'https://tdm.silogroup.org/data/derivative_storage/PCOR.csv'.
[2025-10-18T01:41:24.965571] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PCOR'.
[2025-10-18T01:41:24.966017] [INFO ] [CONFIGURE ] PCOR: Testing with 29 available features
[2025-10-18T01:41:24.966075] [INFO ] [CONFIGURE ] PCOR: Establishing baseline with no features...
[2025-10-18T01:41:25.066635] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:41:25.165902] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:41:25.266751] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:25.370675] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:41:25.473966] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:25.576949] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:25.679450] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:25.781593] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:25.884507] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:25.988936] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:25.989086] [INFO ] [CONFIGURE ] PCOR: Baseline score (no features): 40.00%
[2025-10-18T01:41:25.989129] [INFO ] [CONFIGURE ] PCOR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:41:25.989161] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:41:26.100434] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:41:26.212522] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:41:26.324938] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:26.437522] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:41:26.551215] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:26.667410] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:26.787228] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:26.904328] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:27.021171] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:27.138546] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:41:27.138722] [INFO ] [CONFIGURE ] PCOR: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T01:41:27.138816] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4063 tests
[2025-10-18T01:41:27.138859] [INFO ] [CONFIGURE ] PCOR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:41:27.138891] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:41:27.269854] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:27.400781] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:41:27.533234] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:27.664260] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:41:27.796604] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:27.928766] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:28.060742] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:28.202112] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:28.342067] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:28.481754] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:28.481915] [INFO ] [CONFIGURE ] PCOR: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-18T01:41:28.481957] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 1.5s/test | Remaining: 4062 tests
[2025-10-18T01:41:28.481991] [INFO ] [CONFIGURE ] PCOR: Testing feature 3/29: add_daily_returns
[2025-10-18T01:41:28.482022] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:41:28.622083] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:28.762283] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:41:28.905333] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:29.050724] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:41:29.189776] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:29.328022] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:29.466172] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:29.612812] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:29.752895] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:29.891371] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:29.891568] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T01:41:29.891613] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4061 tests
[2025-10-18T01:41:29.891673] [INFO ] [CONFIGURE ] PCOR: Testing feature 4/29: add_ema
[2025-10-18T01:41:29.891726] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-18T01:41:30.040796] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:30.192206] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:41:30.347580] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:30.492591] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:41:30.638861] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:30.787249] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:30.936337] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:41:31.083902] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:31.231958] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:31.391703] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:31.391935] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_ema (score: 60.00%)
[2025-10-18T01:41:31.392005] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4060 tests
[2025-10-18T01:41:31.392057] [INFO ] [CONFIGURE ] PCOR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:41:31.392128] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:41:31.558472] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:31.727145] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:41:31.889218] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:32.056810] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:41:32.220169] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:32.383114] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:32.545152] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:32.708672] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:32.871810] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:33.034749] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:33.034909] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T01:41:33.034953] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4059 tests
[2025-10-18T01:41:33.034986] [INFO ] [CONFIGURE ] PCOR: Testing feature 6/29: add_failed_moves
[2025-10-18T01:41:33.035018] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-18T01:41:33.179119] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:33.323754] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:41:33.467333] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:33.616980] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:41:33.767274] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:33.908559] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:34.049635] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:34.199015] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:34.350764] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:34.496501] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:34.496690] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T01:41:34.496751] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4058 tests
[2025-10-18T01:41:34.496789] [INFO ] [CONFIGURE ] PCOR: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:41:34.496820] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T01:41:34.632355] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:41:34.770561] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:41:34.908821] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:35.051053] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:41:35.191388] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:35.331205] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:35.473095] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:35.614210] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:35.757917] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:35.900490] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:35.900693] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T01:41:35.900755] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4057 tests
[2025-10-18T01:41:35.900792] [INFO ] [CONFIGURE ] PCOR: Testing feature 8/29: add_macd
[2025-10-18T01:41:35.900823] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T01:41:36.077882] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:36.251573] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:41:36.431340] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:36.608763] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:41:36.789607] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:36.971244] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:37.150265] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:37.329030] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:37.507753] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:37.682921] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:37.683149] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:41:37.683224] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4056 tests
[2025-10-18T01:41:37.683272] [INFO ] [CONFIGURE ] PCOR: Testing feature 9/29: add_mfi
[2025-10-18T01:41:37.683305] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-18T01:41:37.838490] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:37.992832] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:41:38.175317] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:38.329865] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:41:38.485664] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:38.640615] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:38.801241] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:38.964461] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:39.125268] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:39.289770] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:39.289973] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T01:41:39.290018] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4055 tests
[2025-10-18T01:41:39.290055] [INFO ] [CONFIGURE ] PCOR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:41:39.290087] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:41:39.459132] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:39.627431] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:41:39.795344] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:39.962395] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:41:40.132226] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:40.302684] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:40.472866] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:40.651083] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:40.825710] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:40.995664] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:40.995852] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:41:40.995897] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4054 tests
[2025-10-18T01:41:40.995931] [INFO ] [CONFIGURE ] PCOR: Testing feature 11/29: add_obv_daily
[2025-10-18T01:41:40.995963] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-18T01:41:41.137846] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:41:41.277964] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:41:41.418395] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:41.560787] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:41:41.700951] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:41:41.845494] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:41.995757] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:41:42.142167] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:42.288168] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:42.431728] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:42.431893] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:41:42.431984] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4053 tests
[2025-10-18T01:41:42.432038] [INFO ] [CONFIGURE ] PCOR: Testing feature 12/29: add_obv_interval
[2025-10-18T01:41:42.432070] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-18T01:41:42.569380] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:42.706988] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:41:42.843744] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:42.983876] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:41:43.124046] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:43.264237] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:43.410011] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:43.549978] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:43.691073] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:43.831261] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:43.831454] [INFO ] [CONFIGURE ] PCOR: KEPT add_obv_interval (score: 90.00%)
[2025-10-18T01:41:43.831500] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4052 tests
[2025-10-18T01:41:43.831536] [INFO ] [CONFIGURE ] PCOR: Testing feature 13/29: add_opening_strength
[2025-10-18T01:41:43.831569] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:41:43.991053] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:44.147089] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:41:44.312997] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:44.468170] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:41:44.622232] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:44.783713] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:44.940465] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:45.098269] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:45.255567] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:45.413406] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:45.413563] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-18T01:41:45.413622] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4051 tests
[2025-10-18T01:41:45.413704] [INFO ] [CONFIGURE ] PCOR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:41:45.413747] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-18T01:41:45.571351] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:45.729580] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:41:45.896113] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:46.053236] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:41:46.216428] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:46.376520] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:46.533889] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:46.692430] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:46.850567] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:47.011447] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:47.011608] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T01:41:47.011703] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4050 tests
[2025-10-18T01:41:47.011766] [INFO ] [CONFIGURE ] PCOR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:41:47.011802] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-18T01:41:47.161476] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:47.301876] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:41:47.454589] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:47.603947] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:41:47.749903] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:47.896826] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:48.044204] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:48.194323] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:48.341193] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:48.492213] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:48.492406] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T01:41:48.492452] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4049 tests
[2025-10-18T01:41:48.492487] [INFO ] [CONFIGURE ] PCOR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:41:48.492522] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-18T01:41:48.642065] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:48.795128] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:41:48.950045] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:49.105519] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:41:49.256867] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:49.409342] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:49.559788] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:49.710411] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:49.861217] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:50.016266] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:50.016452] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_pbf_overnight_gap (score: 90.00%)
[2025-10-18T01:41:50.016549] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4048 tests
[2025-10-18T01:41:50.016604] [INFO ] [CONFIGURE ] PCOR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:41:50.016684] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_pbf_return_2d']
[2025-10-18T01:41:50.200335] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:50.419930] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:41:50.625745] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:50.858063] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:41:51.092466] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:51.266827] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:51.441088] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:51.606604] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:51.765355] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:51.946411] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:51.946573] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-18T01:41:51.946616] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4047 tests
[2025-10-18T01:41:51.946678] [INFO ] [CONFIGURE ] PCOR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:41:51.946731] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-18T01:41:52.089952] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:52.232018] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:41:52.373515] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:41:52.515967] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:41:52.659136] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:52.801858] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:52.955078] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:53.098958] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:53.243411] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:53.389145] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:53.389346] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:41:53.389392] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4046 tests
[2025-10-18T01:41:53.389427] [INFO ] [CONFIGURE ] PCOR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:41:53.389458] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-18T01:41:53.529053] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:53.667847] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:41:53.805871] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:53.945012] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:41:54.088077] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:54.227314] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:54.374730] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:54.516849] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:54.662034] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:54.808665] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:54.808820] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T01:41:54.808866] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4045 tests
[2025-10-18T01:41:54.808903] [INFO ] [CONFIGURE ] PCOR: Testing feature 20/29: add_price_rejection
[2025-10-18T01:41:54.808937] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_price_rejection']
[2025-10-18T01:41:54.963329] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:55.115848] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:41:55.268825] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:55.421203] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:41:55.575277] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:55.734998] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:55.888769] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:56.044337] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:56.198248] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:56.353410] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:56.353552] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-18T01:41:56.353685] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4044 tests
[2025-10-18T01:41:56.353737] [INFO ] [CONFIGURE ] PCOR: Testing feature 21/29: add_range_position
[2025-10-18T01:41:56.353770] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_range_position']
[2025-10-18T01:41:56.545079] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:41:56.703288] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:41:56.862559] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:57.038613] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:41:57.212634] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:57.382159] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:57.549661] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:57.716815] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:41:57.888906] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:41:58.057909] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:58.058084] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:41:58.058128] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4043 tests
[2025-10-18T01:41:58.058210] [INFO ] [CONFIGURE ] PCOR: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:41:58.058262] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_realized_volatility']
[2025-10-18T01:41:58.239258] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:41:58.424284] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:41:58.609455] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:41:58.792738] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:41:58.975887] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:41:59.161988] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:41:59.348453] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:41:59.571933] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:41:59.762247] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:41:59.957213] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:41:59.957449] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T01:41:59.957505] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4042 tests
[2025-10-18T01:41:59.957540] [INFO ] [CONFIGURE ] PCOR: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:41:59.957586] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_recent_range_context']
[2025-10-18T01:42:00.120758] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:42:00.277636] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:00.434062] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:00.589678] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:42:00.746980] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:00.904989] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:42:01.062942] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:01.221663] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:42:01.400534] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:42:01.570529] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:42:01.570689] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T01:42:01.570753] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4041 tests
[2025-10-18T01:42:01.570792] [INFO ] [CONFIGURE ] PCOR: Testing feature 24/29: add_rsi
[2025-10-18T01:42:01.570824] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-18T01:42:01.747253] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:01.922749] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:42:02.097634] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:02.268630] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:42:02.443723] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:02.632873] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:42:02.815385] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:02.990579] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:42:03.168825] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:03.346718] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:42:03.346908] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T01:42:03.346953] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4040 tests
[2025-10-18T01:42:03.346988] [INFO ] [CONFIGURE ] PCOR: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:42:03.347020] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_tick_distribution']
[2025-10-18T01:42:03.493136] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:03.639551] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:42:03.787455] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:03.944377] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:04.093358] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:04.249119] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:42:04.403026] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:04.554831] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:42:04.712975] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:42:04.876638] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:42:04.876891] [INFO ] [CONFIGURE ] PCOR: KEPT add_tick_distribution (score: 100.00%)
[2025-10-18T01:42:04.876966] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4039 tests
[2025-10-18T01:42:04.877025] [INFO ] [CONFIGURE ] PCOR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:42:04.877062] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-10-18T01:42:05.051594] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:05.212557] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:05.372253] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:42:05.531978] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:42:05.691242] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:05.849942] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:42:06.007738] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:06.166483] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:42:06.329534] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:42:06.498074] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:42:06.498218] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:42:06.498299] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4038 tests
[2025-10-18T01:42:06.498353] [INFO ] [CONFIGURE ] PCOR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:42:06.498387] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-10-18T01:42:06.665705] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:06.831223] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:06.999914] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:07.175895] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:07.351797] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:07.519805] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:42:07.688901] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:42:07.857887] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:42:08.028071] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:42:08.198102] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:42:08.198244] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T01:42:08.198288] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4037 tests
[2025-10-18T01:42:08.198322] [INFO ] [CONFIGURE ] PCOR: Testing feature 28/29: add_volume_profile
[2025-10-18T01:42:08.198352] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_tick_distribution', 'add_volume_profile']
[2025-10-18T01:42:08.354288] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:08.511248] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:42:08.680752] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:08.883728] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:42:09.050106] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:09.211624] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:42:09.375112] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:09.537515] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:42:09.697637] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:42:09.862186] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:42:09.862346] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-18T01:42:09.862390] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4036 tests
[2025-10-18T01:42:09.862425] [INFO ] [CONFIGURE ] PCOR: Testing feature 29/29: add_vwap
[2025-10-18T01:42:09.862473] [INFO ] [CONFIGURE ] PCOR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_tick_distribution', 'add_vwap']
[2025-10-18T01:42:10.023377] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:10.187360] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:10.351985] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:10.515910] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:42:10.681382] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:10.855306] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:42:11.019334] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:11.186861] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:42:11.350601] [DEBUG] [FORECASTER] PCOR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:11.520907] [DEBUG] [FORECASTER] PCOR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:42:11.521080] [INFO ] [CONFIGURE ] PCOR: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T01:42:11.521144] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4035 tests
[2025-10-18T01:42:11.521183] [INFO ] [CONFIGURE ] PCOR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:42:11.521215] [INFO ] [CONFIGURE ] PCOR: Best accuracy: 100.00%
[2025-10-18T01:42:11.521247] [INFO ] [CONFIGURE ] PCOR: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_tick_distribution']
[2025-10-18T01:42:11.521279] [INFO ] [CONFIGURE ] PCOR: Improvement over baseline: 60.00%
[2025-10-18T01:42:11.521368] [INFO ] [CONFIGURE ] PCOR: Total time: 45.5 seconds
[2025-10-18T01:42:11.521408] [INFO ] [CONFIGURE ] PCOR: Average time per feature: 1.6 seconds
[2025-10-18T01:42:11.521440] [INFO ] [CONFIGURE ] PCOR: Average speed: 0.64 features/sec
[2025-10-18T01:42:11.522070] [INFO ] [LOCAL     ] Saved configuration for PCOR: 4 features, 100.00% accuracy -> ./output/feature-sets/PCOR.json
[2025-10-18T01:42:11.522158] [INFO ] [CONFIGURE ] PCOR: Configuration saved successfully: 4 features, 100.00% accuracy.
[2025-10-18T01:42:11.522239] [INFO ] [sig       ] [243/380] Successfully configured PCOR | 0.02 sym/s | Total: 2.9h | ETA: 1.6h
[2025-10-18T01:42:11.522327] [INFO ] [sig       ] [244/380] Configuring PD...
[2025-10-18T01:42:11.522394] [INFO ] [CONFIGURE ] PD: Configurate test run.
[2025-10-18T01:42:11.522450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-10-18T01:42:11.535963] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PD'.
[2025-10-18T01:42:11.536378] [INFO ] [CONFIGURE ] PD: Testing with 29 available features
[2025-10-18T01:42:11.536437] [INFO ] [CONFIGURE ] PD: Establishing baseline with no features...
[2025-10-18T01:42:11.671883] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:42:11.781340] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:11.890314] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:11.995992] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:42:12.101955] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:12.210993] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:12.321117] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:12.429298] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:12.536884] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:12.641671] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:12.641835] [INFO ] [CONFIGURE ] PD: Baseline score (no features): 30.00%
[2025-10-18T01:42:12.641896] [INFO ] [CONFIGURE ] PD: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:42:12.641931] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:42:12.758588] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:42:12.874977] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:12.991826] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:13.108595] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:42:13.226298] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:13.344101] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:13.464247] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:13.582883] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:13.702352] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:13.822817] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:13.822968] [INFO ] [CONFIGURE ] PD: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T01:42:13.823010] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4034 tests
[2025-10-18T01:42:13.823048] [INFO ] [CONFIGURE ] PD: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:42:13.823080] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:42:13.942914] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:42:14.063173] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:14.184467] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:14.306966] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:42:14.428584] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:14.551127] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:14.707071] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:14.830430] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:14.954428] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:15.082628] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:15.082812] [INFO ] [CONFIGURE ] PD: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T01:42:15.082861] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4033 tests
[2025-10-18T01:42:15.082895] [INFO ] [CONFIGURE ] PD: Testing feature 3/29: add_daily_returns
[2025-10-18T01:42:15.082925] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns']
[2025-10-18T01:42:15.189892] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:15.297750] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:15.405503] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:15.515876] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:42:15.628440] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:15.742295] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:15.852261] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:15.963250] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:16.074563] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:16.184561] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:16.184743] [INFO ] [CONFIGURE ] PD: KEPT add_daily_returns (score: 40.00%)
[2025-10-18T01:42:16.184798] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4032 tests
[2025-10-18T01:42:16.184834] [INFO ] [CONFIGURE ] PD: Testing feature 4/29: add_ema
[2025-10-18T01:42:16.184866] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T01:42:16.314286] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:16.448304] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:42:16.573881] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:16.700120] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:42:16.831121] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:42:16.960680] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:17.094494] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:17.223862] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:17.353110] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:17.486871] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:17.487037] [INFO ] [CONFIGURE ] PD: DISCARDED add_ema (score: 40.00%)
[2025-10-18T01:42:17.487082] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4031 tests
[2025-10-18T01:42:17.487118] [INFO ] [CONFIGURE ] PD: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:42:17.487149] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:42:17.622966] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:17.762856] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:17.909406] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:18.049170] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:18.186120] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:42:18.323502] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:18.461769] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:18.599094] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:18.737431] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:18.877039] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:18.877238] [INFO ] [CONFIGURE ] PD: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T01:42:18.877283] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4030 tests
[2025-10-18T01:42:18.877317] [INFO ] [CONFIGURE ] PD: Testing feature 6/29: add_failed_moves
[2025-10-18T01:42:18.877347] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-18T01:42:18.994720] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:19.112733] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:19.230050] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:19.347216] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:42:19.464796] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:19.586956] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:19.718106] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:19.840608] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:19.962976] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:20.083433] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:20.083593] [INFO ] [CONFIGURE ] PD: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T01:42:20.083637] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4029 tests
[2025-10-18T01:42:20.083717] [INFO ] [CONFIGURE ] PD: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:42:20.083755] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-18T01:42:20.193193] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:20.301760] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:20.409546] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:20.518144] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:42:20.630248] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:20.767439] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:20.879445] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:20.992856] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:21.106786] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:21.221062] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:21.221221] [INFO ] [CONFIGURE ] PD: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T01:42:21.221268] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4028 tests
[2025-10-18T01:42:21.221306] [INFO ] [CONFIGURE ] PD: Testing feature 8/29: add_macd
[2025-10-18T01:42:21.221341] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T01:42:21.371598] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:21.520911] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:21.672505] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:21.819397] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:21.963355] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:22.111937] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:42:22.262323] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:22.421586] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:22.578419] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:22.735024] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:22.735217] [INFO ] [CONFIGURE ] PD: KEPT add_macd (score: 60.00%)
[2025-10-18T01:42:22.735265] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4027 tests
[2025-10-18T01:42:22.735302] [INFO ] [CONFIGURE ] PD: Testing feature 9/29: add_mfi
[2025-10-18T01:42:22.735357] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T01:42:22.898782] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:23.064720] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:23.231736] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:23.401929] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:23.566038] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:23.726273] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:42:23.888839] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:24.051253] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:24.213682] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:24.377744] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:24.377950] [INFO ] [CONFIGURE ] PD: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:42:24.378006] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4026 tests
[2025-10-18T01:42:24.378043] [INFO ] [CONFIGURE ] PD: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:42:24.378074] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:42:24.553077] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:24.733128] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:24.914114] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:25.096477] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:25.278552] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:42:25.461318] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:42:25.645612] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:25.825874] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:26.005603] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:26.190903] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:26.191058] [INFO ] [CONFIGURE ] PD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:42:26.191102] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4025 tests
[2025-10-18T01:42:26.191136] [INFO ] [CONFIGURE ] PD: Testing feature 11/29: add_obv_daily
[2025-10-18T01:42:26.191168] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-18T01:42:26.341391] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:26.494274] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:26.650037] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:26.848736] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:27.004470] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:42:27.157591] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:42:27.313359] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:27.471437] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:27.628252] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:27.788676] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:27.788811] [INFO ] [CONFIGURE ] PD: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:42:27.788853] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4024 tests
[2025-10-18T01:42:27.788888] [INFO ] [CONFIGURE ] PD: Testing feature 12/29: add_obv_interval
[2025-10-18T01:42:27.788918] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-18T01:42:27.940780] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:28.101749] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:28.255912] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:28.412631] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:28.567638] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:28.732424] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:28.898082] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:29.058700] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:29.213774] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:29.369395] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:29.369547] [INFO ] [CONFIGURE ] PD: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:42:29.369591] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4023 tests
[2025-10-18T01:42:29.369626] [INFO ] [CONFIGURE ] PD: Testing feature 13/29: add_opening_strength
[2025-10-18T01:42:29.369694] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength']
[2025-10-18T01:42:29.524030] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:29.681669] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:29.883774] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:30.044636] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:30.202776] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:42:30.362493] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:30.519769] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:30.679042] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:30.840869] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:31.001884] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:31.002023] [INFO ] [CONFIGURE ] PD: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T01:42:31.002065] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4022 tests
[2025-10-18T01:42:31.002100] [INFO ] [CONFIGURE ] PD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:42:31.002130] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-18T01:42:31.164401] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:31.329337] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:31.493480] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:31.661077] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:31.827429] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:31.993914] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:42:32.160290] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:32.329217] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:32.500277] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:32.669378] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:32.669511] [INFO ] [CONFIGURE ] PD: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:42:32.669554] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4021 tests
[2025-10-18T01:42:32.669589] [INFO ] [CONFIGURE ] PD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:42:32.669621] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-18T01:42:32.817391] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:32.961927] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:33.107140] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:33.253589] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:33.399065] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:42:33.545935] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:33.694480] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:33.844990] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:42:33.993836] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:34.144246] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:34.144414] [INFO ] [CONFIGURE ] PD: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:42:34.144458] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4020 tests
[2025-10-18T01:42:34.144492] [INFO ] [CONFIGURE ] PD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:42:34.144522] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-18T01:42:34.298096] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:34.455960] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:34.610580] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:34.769196] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:42:34.925481] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:42:35.087291] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:35.249617] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:35.413041] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:35.577215] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:35.741530] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:35.741708] [INFO ] [CONFIGURE ] PD: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-18T01:42:35.741766] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4019 tests
[2025-10-18T01:42:35.741802] [INFO ] [CONFIGURE ] PD: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:42:35.741833] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-18T01:42:35.933124] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:36.100855] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:36.266063] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:36.433869] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:36.600865] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:42:36.768525] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:42:36.937625] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:37.108577] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:42:37.283797] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:37.457034] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:37.457187] [INFO ] [CONFIGURE ] PD: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:42:37.457231] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4018 tests
[2025-10-18T01:42:37.457266] [INFO ] [CONFIGURE ] PD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:42:37.457296] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-18T01:42:37.615964] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:37.778998] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:37.943029] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:38.105563] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:38.267364] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:42:38.425709] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:38.593134] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:38.795318] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:42:38.997944] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:39.187752] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:39.187964] [INFO ] [CONFIGURE ] PD: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:42:39.188074] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4017 tests
[2025-10-18T01:42:39.188146] [INFO ] [CONFIGURE ] PD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:42:39.188215] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-18T01:42:39.352133] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:39.513369] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:39.671874] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:39.825791] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:39.984871] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:40.148765] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:42:40.310971] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:40.478360] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:40.642531] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:40.809517] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:40.809772] [INFO ] [CONFIGURE ] PD: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T01:42:40.809836] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4016 tests
[2025-10-18T01:42:40.809875] [INFO ] [CONFIGURE ] PD: Testing feature 20/29: add_price_rejection
[2025-10-18T01:42:40.809908] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-18T01:42:40.976597] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:41.143334] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:41.310365] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:41.479793] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:41.648799] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:42:41.837785] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:42.015050] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:42.174125] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:42.333620] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:42.500618] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:42.500814] [INFO ] [CONFIGURE ] PD: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T01:42:42.500864] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4015 tests
[2025-10-18T01:42:42.500903] [INFO ] [CONFIGURE ] PD: Testing feature 21/29: add_range_position
[2025-10-18T01:42:42.500935] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-18T01:42:42.674246] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:42.845522] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:43.034205] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:43.272771] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:43.501787] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:43.724400] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:43.933840] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:44.136712] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:42:44.331499] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:44.540306] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:44.540524] [INFO ] [CONFIGURE ] PD: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:42:44.540572] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4014 tests
[2025-10-18T01:42:44.540631] [INFO ] [CONFIGURE ] PD: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:42:44.540704] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-18T01:42:44.751622] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:44.962526] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:45.178272] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:45.395322] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:45.590760] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:45.790468] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:45.982424] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:46.176887] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:42:46.368713] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:42:46.562985] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:46.563199] [INFO ] [CONFIGURE ] PD: KEPT add_realized_volatility (score: 70.00%)
[2025-10-18T01:42:46.563245] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4013 tests
[2025-10-18T01:42:46.563282] [INFO ] [CONFIGURE ] PD: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:42:46.563316] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_realized_volatility', 'add_recent_range_context']
[2025-10-18T01:42:46.763503] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:46.961970] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:47.160189] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:47.358216] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:47.563779] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:42:47.780114] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:42:47.992821] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:48.199904] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:42:48.402494] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:42:48.604976] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:48.605186] [INFO ] [CONFIGURE ] PD: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T01:42:48.605231] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4012 tests
[2025-10-18T01:42:48.605266] [INFO ] [CONFIGURE ] PD: Testing feature 24/29: add_rsi
[2025-10-18T01:42:48.605298] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-18T01:42:48.818000] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:49.032623] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:49.248137] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:49.465520] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:49.686445] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:49.921336] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:50.143674] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:50.363224] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:50.584426] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:50.807146] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:50.807337] [INFO ] [CONFIGURE ] PD: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T01:42:50.807382] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4011 tests
[2025-10-18T01:42:50.807419] [INFO ] [CONFIGURE ] PD: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:42:50.807451] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_realized_volatility', 'add_tick_distribution']
[2025-10-18T01:42:51.005982] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:51.205373] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:51.405725] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:51.610892] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:51.814587] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:42:52.012312] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:52.206031] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:52.402821] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:42:52.599254] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:52.805314] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:52.805479] [INFO ] [CONFIGURE ] PD: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T01:42:52.805523] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4010 tests
[2025-10-18T01:42:52.805560] [INFO ] [CONFIGURE ] PD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:42:52.805592] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-18T01:42:53.004484] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:53.201933] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:53.402604] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:53.605240] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:53.811381] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:42:54.014480] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:54.215853] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:54.420548] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:54.625828] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:42:54.831433] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:54.831593] [INFO ] [CONFIGURE ] PD: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T01:42:54.831638] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4009 tests
[2025-10-18T01:42:54.831719] [INFO ] [CONFIGURE ] PD: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:42:54.831804] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-10-18T01:42:55.035919] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:55.242161] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:55.447491] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:55.655270] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:55.865097] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:42:56.073984] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:56.285825] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:56.502524] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:42:56.714207] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:56.927021] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:56.927224] [INFO ] [CONFIGURE ] PD: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:42:56.927268] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4008 tests
[2025-10-18T01:42:56.927303] [INFO ] [CONFIGURE ] PD: Testing feature 28/29: add_volume_profile
[2025-10-18T01:42:56.927334] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_realized_volatility', 'add_volume_profile']
[2025-10-18T01:42:57.160528] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:42:57.359211] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:42:57.558975] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:42:57.762441] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:42:57.970240] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:42:58.173236] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:58.375194] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:42:58.577117] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:42:58.785908] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:42:58.999971] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:42:59.000156] [INFO ] [CONFIGURE ] PD: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T01:42:59.000201] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4007 tests
[2025-10-18T01:42:59.000237] [INFO ] [CONFIGURE ] PD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:42:59.000267] [INFO ] [CONFIGURE ] PD: Best accuracy: 70.00%
[2025-10-18T01:42:59.000297] [INFO ] [CONFIGURE ] PD: Best feature set (4 features): ['add_daily_returns', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-18T01:42:59.000325] [INFO ] [CONFIGURE ] PD: Improvement over baseline: 40.00%
[2025-10-18T01:42:59.000351] [INFO ] [CONFIGURE ] PD: Total time: 46.4 seconds
[2025-10-18T01:42:59.000377] [INFO ] [CONFIGURE ] PD: Average time per feature: 1.7 seconds
[2025-10-18T01:42:59.000403] [INFO ] [CONFIGURE ] PD: Average speed: 0.63 features/sec
[2025-10-18T01:42:59.000929] [INFO ] [LOCAL     ] Saved configuration for PD: 4 features, 70.00% accuracy -> ./output/feature-sets/PD.json
[2025-10-18T01:42:59.000999] [INFO ] [CONFIGURE ] PD: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-10-18T01:42:59.001068] [INFO ] [sig       ] [244/380] Successfully configured PD | 0.02 sym/s | Total: 2.9h | ETA: 1.6h
[2025-10-18T01:42:59.001103] [INFO ] [sig       ] [245/380] Configuring PDI...
[2025-10-18T01:42:59.001133] [INFO ] [CONFIGURE ] PDI: Configurate test run.
[2025-10-18T01:42:59.001162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-10-18T01:42:59.016066] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PDI'.
[2025-10-18T01:42:59.016599] [INFO ] [CONFIGURE ] PDI: Testing with 29 available features
[2025-10-18T01:42:59.016685] [INFO ] [CONFIGURE ] PDI: Establishing baseline with no features...
[2025-10-18T01:42:59.133433] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:42:59.260446] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:42:59.381071] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:42:59.498978] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:42:59.615449] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:42:59.732555] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:42:59.846757] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:42:59.960257] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:00.081118] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:00.213199] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:00.213404] [INFO ] [CONFIGURE ] PDI: Baseline score (no features): 60.00%
[2025-10-18T01:43:00.213448] [INFO ] [CONFIGURE ] PDI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:43:00.213483] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:43:00.342387] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:00.469924] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:00.597364] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:00.725271] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:00.855077] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:00.980798] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:01.110773] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:43:01.265737] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:01.405673] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:43:01.557687] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:01.557933] [INFO ] [CONFIGURE ] PDI: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T01:43:01.558002] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4006 tests
[2025-10-18T01:43:01.558043] [INFO ] [CONFIGURE ] PDI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:43:01.558076] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:43:01.686639] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:43:01.816945] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:01.947126] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:02.076377] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:02.213493] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:02.344411] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:02.476425] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:02.607876] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:02.740541] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:02.871551] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:02.871736] [INFO ] [CONFIGURE ] PDI: KEPT add_cumulative_delta (score: 90.00%)
[2025-10-18T01:43:02.871792] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4005 tests
[2025-10-18T01:43:02.871827] [INFO ] [CONFIGURE ] PDI: Testing feature 3/29: add_daily_returns
[2025-10-18T01:43:02.871858] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:43:03.001172] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:03.133743] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:03.273029] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:03.406851] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:03.539170] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:03.671470] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:03.803833] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:03.937469] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:04.072298] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:04.206983] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:04.207115] [INFO ] [CONFIGURE ] PDI: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-18T01:43:04.207159] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4004 tests
[2025-10-18T01:43:04.207193] [INFO ] [CONFIGURE ] PDI: Testing feature 4/29: add_ema
[2025-10-18T01:43:04.207223] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T01:43:04.417480] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:43:04.562110] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:43:04.706297] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:04.850553] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:04.996513] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:05.141528] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:05.287256] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:05.434070] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:05.581001] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:05.727809] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:05.727973] [INFO ] [CONFIGURE ] PDI: DISCARDED add_ema (score: 70.00%)
[2025-10-18T01:43:05.728024] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4003 tests
[2025-10-18T01:43:05.728084] [INFO ] [CONFIGURE ] PDI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:43:05.728116] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:43:05.876918] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:43:06.031556] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:43:06.196008] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:06.360337] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:06.530029] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:06.703509] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:43:06.884492] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:43:07.054150] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:07.227369] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:07.397783] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:07.398057] [INFO ] [CONFIGURE ] PDI: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T01:43:07.398110] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4002 tests
[2025-10-18T01:43:07.398149] [INFO ] [CONFIGURE ] PDI: Testing feature 6/29: add_failed_moves
[2025-10-18T01:43:07.398182] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T01:43:07.536595] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:43:07.676796] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:07.817303] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:07.961730] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:08.106213] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:08.253727] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:08.399825] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:08.546557] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:08.710329] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:08.859146] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:08.859438] [INFO ] [CONFIGURE ] PDI: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-18T01:43:08.859504] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4001 tests
[2025-10-18T01:43:08.859545] [INFO ] [CONFIGURE ] PDI: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:43:08.859586] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T01:43:08.996983] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:43:09.133765] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:09.284115] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:09.427569] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:09.576038] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:09.719087] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:09.857100] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:09.994321] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:10.134724] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:10.272981] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:10.273200] [INFO ] [CONFIGURE ] PDI: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-18T01:43:10.273246] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 4000 tests
[2025-10-18T01:43:10.273285] [INFO ] [CONFIGURE ] PDI: Testing feature 8/29: add_macd
[2025-10-18T01:43:10.273319] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T01:43:10.457122] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:10.638498] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:10.827991] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:11.025378] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:11.215097] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:11.401630] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:43:11.584326] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:11.778521] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:11.972889] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:12.157577] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:43:12.157888] [INFO ] [CONFIGURE ] PDI: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:43:12.157956] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3999 tests
[2025-10-18T01:43:12.157997] [INFO ] [CONFIGURE ] PDI: Testing feature 9/29: add_mfi
[2025-10-18T01:43:12.158031] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T01:43:12.316219] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:43:12.460128] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:12.604012] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:12.746838] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:12.894528] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:13.038927] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:13.182666] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:13.326792] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:13.473093] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:13.629255] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:13.629473] [INFO ] [CONFIGURE ] PDI: DISCARDED add_mfi (score: 90.00%)
[2025-10-18T01:43:13.629520] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3998 tests
[2025-10-18T01:43:13.629557] [INFO ] [CONFIGURE ] PDI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:43:13.629590] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:43:13.788848] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:13.946490] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:14.105100] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:14.260794] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:14.418513] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:14.575942] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:14.734239] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:14.893714] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:15.053144] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:15.218015] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:15.218181] [INFO ] [CONFIGURE ] PDI: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:43:15.218224] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3997 tests
[2025-10-18T01:43:15.218259] [INFO ] [CONFIGURE ] PDI: Testing feature 11/29: add_obv_daily
[2025-10-18T01:43:15.218289] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T01:43:15.359348] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:15.507501] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:15.642181] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:15.777375] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:15.915453] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:16.057413] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:16.196409] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:16.334421] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:16.473263] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:16.613068] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:16.613205] [INFO ] [CONFIGURE ] PDI: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T01:43:16.613249] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3996 tests
[2025-10-18T01:43:16.613283] [INFO ] [CONFIGURE ] PDI: Testing feature 12/29: add_obv_interval
[2025-10-18T01:43:16.613312] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T01:43:16.745314] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:16.878570] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:17.012359] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:17.146861] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:43:17.279266] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:17.413523] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:43:17.548758] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:43:17.685181] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:43:17.835388] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:17.993284] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:17.993500] [INFO ] [CONFIGURE ] PDI: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T01:43:17.993568] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3995 tests
[2025-10-18T01:43:17.993627] [INFO ] [CONFIGURE ] PDI: Testing feature 13/29: add_opening_strength
[2025-10-18T01:43:17.993697] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:43:18.136198] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:18.278605] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:18.426487] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:18.574336] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:18.721890] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:18.868247] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:19.017597] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:43:19.164889] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:19.313776] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:19.464065] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:19.464242] [INFO ] [CONFIGURE ] PDI: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T01:43:19.464286] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3994 tests
[2025-10-18T01:43:19.464321] [INFO ] [CONFIGURE ] PDI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:43:19.464353] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T01:43:19.612381] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:19.760554] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:19.907453] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:20.056105] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:20.206570] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:20.358323] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:20.503826] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:20.651832] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:20.801462] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:20.950837] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:20.951022] [INFO ] [CONFIGURE ] PDI: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T01:43:20.951066] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3993 tests
[2025-10-18T01:43:20.951101] [INFO ] [CONFIGURE ] PDI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:43:20.951132] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T01:43:21.082051] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:21.214626] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:21.350616] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:21.486402] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:21.635346] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:21.783368] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:21.930619] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:22.075716] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:22.224950] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:22.375535] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:22.375766] [INFO ] [CONFIGURE ] PDI: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T01:43:22.375853] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3992 tests
[2025-10-18T01:43:22.375914] [INFO ] [CONFIGURE ] PDI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:43:22.375951] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T01:43:22.529289] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:22.680866] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:22.840386] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:23.013334] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:23.172994] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:23.333531] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:23.495024] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:43:23.653108] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:23.816219] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:23.975514] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:23.975733] [INFO ] [CONFIGURE ] PDI: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:43:23.975792] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3991 tests
[2025-10-18T01:43:23.975833] [INFO ] [CONFIGURE ] PDI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:43:23.975866] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T01:43:24.116549] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:43:24.261159] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:24.402823] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:24.578575] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:43:24.724098] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:24.872288] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:25.018048] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:25.165260] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:25.317350] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:25.459235] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:25.459434] [INFO ] [CONFIGURE ] PDI: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T01:43:25.459497] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3990 tests
[2025-10-18T01:43:25.459635] [INFO ] [CONFIGURE ] PDI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:43:25.459714] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T01:43:25.592984] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:43:25.723136] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:25.856497] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:25.986948] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:43:26.114305] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:26.241984] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:26.367157] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:43:26.492088] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:26.618632] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:26.749595] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:26.749792] [INFO ] [CONFIGURE ] PDI: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:43:26.749841] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3989 tests
[2025-10-18T01:43:26.749876] [INFO ] [CONFIGURE ] PDI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:43:26.749907] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T01:43:26.872160] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:43:26.999129] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:43:27.124097] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:27.251566] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:27.377328] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:27.502626] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:27.634435] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:27.765615] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:27.897193] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:28.026401] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:28.026567] [INFO ] [CONFIGURE ] PDI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T01:43:28.026611] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3988 tests
[2025-10-18T01:43:28.026671] [INFO ] [CONFIGURE ] PDI: Testing feature 20/29: add_price_rejection
[2025-10-18T01:43:28.026725] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-18T01:43:28.160796] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:28.302860] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:28.439839] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:28.577831] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:28.719476] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:28.860264] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:29.001457] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:29.143353] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:29.287040] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:29.430514] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:29.430689] [INFO ] [CONFIGURE ] PDI: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T01:43:29.430748] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3987 tests
[2025-10-18T01:43:29.430786] [INFO ] [CONFIGURE ] PDI: Testing feature 21/29: add_range_position
[2025-10-18T01:43:29.430816] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-18T01:43:29.577116] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:29.722375] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:29.871419] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:30.018366] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:30.165320] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:30.312924] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:43:30.464395] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:43:30.650456] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:30.812317] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:30.971143] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:30.971315] [INFO ] [CONFIGURE ] PDI: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:43:30.971359] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3986 tests
[2025-10-18T01:43:30.971394] [INFO ] [CONFIGURE ] PDI: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:43:30.971425] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-18T01:43:31.133901] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:31.296124] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:43:31.466335] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:31.638388] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:43:31.807396] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:31.969574] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:32.130113] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:43:32.290932] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:32.454298] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:32.618600] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:32.618862] [INFO ] [CONFIGURE ] PDI: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T01:43:32.618911] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3985 tests
[2025-10-18T01:43:32.618945] [INFO ] [CONFIGURE ] PDI: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:43:32.618975] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-18T01:43:32.751866] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:43:32.884811] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:33.018405] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:33.150381] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:33.283994] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:33.435628] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:33.573518] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:43:33.715033] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:33.856676] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:33.999294] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:33.999467] [INFO ] [CONFIGURE ] PDI: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T01:43:33.999513] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3984 tests
[2025-10-18T01:43:33.999547] [INFO ] [CONFIGURE ] PDI: Testing feature 24/29: add_rsi
[2025-10-18T01:43:33.999578] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-18T01:43:34.153503] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:43:34.314466] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:43:34.494102] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:34.654202] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:34.815019] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:34.975821] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:35.147309] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:35.313320] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:35.486913] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:35.677627] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:35.677848] [INFO ] [CONFIGURE ] PDI: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T01:43:35.677935] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3983 tests
[2025-10-18T01:43:35.677978] [INFO ] [CONFIGURE ] PDI: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:43:35.678013] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-18T01:43:35.862915] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:36.052670] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:36.237917] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:36.397662] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:36.551634] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:36.732510] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:36.883400] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:37.024274] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:37.165119] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:37.309141] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:37.309324] [INFO ] [CONFIGURE ] PDI: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:43:37.309371] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3982 tests
[2025-10-18T01:43:37.309407] [INFO ] [CONFIGURE ] PDI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:43:37.309439] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-18T01:43:37.447694] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:37.586788] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:37.723669] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:37.861207] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:38.002934] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:38.142029] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:38.286055] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:38.426487] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:38.578992] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:38.722729] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:38.722932] [INFO ] [CONFIGURE ] PDI: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T01:43:38.722978] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3981 tests
[2025-10-18T01:43:38.723013] [INFO ] [CONFIGURE ] PDI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:43:38.723043] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-18T01:43:38.869156] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:43:39.015049] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:39.161277] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:39.311422] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:43:39.457247] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:39.610024] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:39.764526] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:39.924885] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:40.072064] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:40.218164] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:40.218284] [INFO ] [CONFIGURE ] PDI: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T01:43:40.218327] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3980 tests
[2025-10-18T01:43:40.218361] [INFO ] [CONFIGURE ] PDI: Testing feature 28/29: add_volume_profile
[2025-10-18T01:43:40.218391] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-18T01:43:40.352538] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:43:40.486106] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:43:40.620731] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:40.753942] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:40.890102] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:43:41.025922] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:41.161046] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:41.298268] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:41.437763] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:41.575632] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:41.575767] [INFO ] [CONFIGURE ] PDI: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T01:43:41.575812] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3979 tests
[2025-10-18T01:43:41.575846] [INFO ] [CONFIGURE ] PDI: Testing feature 29/29: add_vwap
[2025-10-18T01:43:41.575875] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-18T01:43:41.713001] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:43:41.847598] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:43:41.981688] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:43:42.115814] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:43:42.251400] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:42.386573] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:42.525564] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:42.665629] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:43:42.803784] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:43:42.942359] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:42.942497] [INFO ] [CONFIGURE ] PDI: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T01:43:42.942539] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3978 tests
[2025-10-18T01:43:42.942575] [INFO ] [CONFIGURE ] PDI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:43:42.942604] [INFO ] [CONFIGURE ] PDI: Best accuracy: 90.00%
[2025-10-18T01:43:42.942634] [INFO ] [CONFIGURE ] PDI: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-18T01:43:42.942702] [INFO ] [CONFIGURE ] PDI: Improvement over baseline: 30.00%
[2025-10-18T01:43:42.942741] [INFO ] [CONFIGURE ] PDI: Total time: 42.7 seconds
[2025-10-18T01:43:42.942772] [INFO ] [CONFIGURE ] PDI: Average time per feature: 1.5 seconds
[2025-10-18T01:43:42.942801] [INFO ] [CONFIGURE ] PDI: Average speed: 0.68 features/sec
[2025-10-18T01:43:42.943332] [INFO ] [LOCAL     ] Saved configuration for PDI: 1 features, 90.00% accuracy -> ./output/feature-sets/PDI.json
[2025-10-18T01:43:42.943388] [INFO ] [CONFIGURE ] PDI: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-18T01:43:42.943426] [INFO ] [sig       ] [245/380] Successfully configured PDI | 0.02 sym/s | Total: 2.9h | ETA: 1.6h
[2025-10-18T01:43:42.943457] [INFO ] [sig       ] [246/380] Configuring PDM...
[2025-10-18T01:43:42.943498] [INFO ] [CONFIGURE ] PDM: Configurate test run.
[2025-10-18T01:43:42.943552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-10-18T01:43:42.955188] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PDM'.
[2025-10-18T01:43:42.955510] [INFO ] [CONFIGURE ] PDM: Testing with 29 available features
[2025-10-18T01:43:42.955579] [INFO ] [CONFIGURE ] PDM: Establishing baseline with no features...
[2025-10-18T01:43:43.054784] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:43.153110] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:43:43.252539] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:43:43.353057] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:43:43.453668] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:43.554208] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:43:43.655576] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:43:43.758165] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:43:43.862263] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:43:43.965753] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:43.965891] [INFO ] [CONFIGURE ] PDM: Baseline score (no features): 40.00%
[2025-10-18T01:43:43.965934] [INFO ] [CONFIGURE ] PDM: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:43:43.965967] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:43:44.075512] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:44.187466] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:43:44.300097] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:43:44.413242] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:43:44.526201] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:44.640299] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:43:44.754617] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:44.868572] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:43:44.987418] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:43:45.108213] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:43:45.108371] [INFO ] [CONFIGURE ] PDM: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T01:43:45.108414] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3977 tests
[2025-10-18T01:43:45.108450] [INFO ] [CONFIGURE ] PDM: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:43:45.108480] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:43:45.234369] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:45.357576] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:43:45.481415] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:43:45.601089] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:43:45.720935] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:45.841940] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:43:45.962388] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:46.084328] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:43:46.206375] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:43:46.328511] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:46.328731] [INFO ] [CONFIGURE ] PDM: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T01:43:46.328787] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3976 tests
[2025-10-18T01:43:46.328823] [INFO ] [CONFIGURE ] PDM: Testing feature 3/29: add_daily_returns
[2025-10-18T01:43:46.328854] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:43:46.451785] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:46.575515] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:43:46.700858] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:43:46.828608] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:43:46.957079] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:47.087826] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:43:47.217877] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:43:47.350384] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:43:47.483386] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:43:47.615669] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:47.615844] [INFO ] [CONFIGURE ] PDM: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:43:47.615893] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3975 tests
[2025-10-18T01:43:47.615927] [INFO ] [CONFIGURE ] PDM: Testing feature 4/29: add_ema
[2025-10-18T01:43:47.615958] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T01:43:47.760699] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:47.910750] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:43:48.061833] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:43:48.214540] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:43:48.378721] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:48.544176] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:43:48.712441] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:48.861510] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:43:49.009332] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:43:49.157636] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:49.157869] [INFO ] [CONFIGURE ] PDM: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:43:49.157933] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3974 tests
[2025-10-18T01:43:49.157972] [INFO ] [CONFIGURE ] PDM: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:43:49.158002] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:43:49.304947] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:49.454070] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:43:49.601610] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:43:49.749681] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:43:49.897558] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:50.047554] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:43:50.197617] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:50.348367] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:43:50.501744] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:43:50.653360] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:50.653494] [INFO ] [CONFIGURE ] PDM: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T01:43:50.653538] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3973 tests
[2025-10-18T01:43:50.653580] [INFO ] [CONFIGURE ] PDM: Testing feature 6/29: add_failed_moves
[2025-10-18T01:43:50.653609] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T01:43:50.780451] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:50.907406] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:43:51.034854] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:43:51.164225] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:43:51.287834] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:51.417562] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:43:51.548498] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:51.680786] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:43:51.841720] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:43:51.975116] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:51.975260] [INFO ] [CONFIGURE ] PDM: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:43:51.975303] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3972 tests
[2025-10-18T01:43:51.975338] [INFO ] [CONFIGURE ] PDM: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:43:51.975369] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T01:43:52.090584] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:52.206230] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:43:52.322476] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:43:52.439688] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:43:52.556550] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:52.675071] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:43:52.793121] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:52.918970] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:43:53.045113] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:43:53.177550] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:53.177789] [INFO ] [CONFIGURE ] PDM: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:43:53.177845] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3971 tests
[2025-10-18T01:43:53.177953] [INFO ] [CONFIGURE ] PDM: Testing feature 8/29: add_macd
[2025-10-18T01:43:53.177995] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T01:43:53.350121] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:53.548391] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:43:53.771119] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:43:53.994437] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:43:54.177781] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:54.345629] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:43:54.512042] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:43:54.678235] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:43:54.872819] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:43:55.037579] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:55.037770] [INFO ] [CONFIGURE ] PDM: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:43:55.037823] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3970 tests
[2025-10-18T01:43:55.037876] [INFO ] [CONFIGURE ] PDM: Testing feature 9/29: add_mfi
[2025-10-18T01:43:55.037932] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T01:43:55.171301] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:55.305940] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:43:55.444519] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:43:55.584049] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:43:55.723923] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:55.867431] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:43:56.017462] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:56.167470] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:43:56.316991] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:43:56.465086] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:56.465267] [INFO ] [CONFIGURE ] PDM: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:43:56.465313] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3969 tests
[2025-10-18T01:43:56.465349] [INFO ] [CONFIGURE ] PDM: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:43:56.465379] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:43:56.627558] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:43:56.788451] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:43:56.951723] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:43:57.111549] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:43:57.267801] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:57.428513] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:43:57.579308] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:57.734188] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:43:57.917265] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:43:58.072732] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:58.072934] [INFO ] [CONFIGURE ] PDM: KEPT add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:43:58.072980] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3968 tests
[2025-10-18T01:43:58.073016] [INFO ] [CONFIGURE ] PDM: Testing feature 11/29: add_obv_daily
[2025-10-18T01:43:58.073051] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T01:43:58.239125] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:43:58.399278] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:43:58.566453] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:43:58.735045] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:43:58.895443] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:43:59.061700] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:43:59.226891] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:43:59.391109] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:43:59.562785] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:43:59.729994] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:43:59.730188] [INFO ] [CONFIGURE ] PDM: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:43:59.730235] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3967 tests
[2025-10-18T01:43:59.730270] [INFO ] [CONFIGURE ] PDM: Testing feature 12/29: add_obv_interval
[2025-10-18T01:43:59.730302] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-18T01:43:59.887295] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:44:00.044795] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:44:00.206225] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:44:00.363949] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:44:00.525578] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:00.689779] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:44:00.852240] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:01.018002] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:01.181875] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:44:01.352476] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:01.352635] [INFO ] [CONFIGURE ] PDM: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T01:44:01.352851] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3966 tests
[2025-10-18T01:44:01.352893] [INFO ] [CONFIGURE ] PDM: Testing feature 13/29: add_opening_strength
[2025-10-18T01:44:01.352925] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:44:01.526326] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:44:01.706566] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:44:01.884494] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:44:02.057775] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:44:02.232409] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:02.407710] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:44:02.612086] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:02.808934] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:03.006478] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:44:03.188833] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:03.189035] [INFO ] [CONFIGURE ] PDM: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T01:44:03.189084] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3965 tests
[2025-10-18T01:44:03.189120] [INFO ] [CONFIGURE ] PDM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:44:03.189156] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-18T01:44:03.371567] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:44:03.549904] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:44:03.727791] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:44:03.908172] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:44:04.085880] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:04.267664] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:44:04.456613] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:04.652395] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:04.840453] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:44:05.028717] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:05.028887] [INFO ] [CONFIGURE ] PDM: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:44:05.028932] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3964 tests
[2025-10-18T01:44:05.028968] [INFO ] [CONFIGURE ] PDM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:44:05.028999] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-18T01:44:05.196481] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:44:05.365721] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:44:05.534478] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:44:05.703977] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:44:05.875266] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:06.048420] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:44:06.223015] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:06.395954] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:06.570957] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:44:06.747051] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:06.747227] [INFO ] [CONFIGURE ] PDM: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T01:44:06.747276] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3963 tests
[2025-10-18T01:44:06.747311] [INFO ] [CONFIGURE ] PDM: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:44:06.747343] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-18T01:44:06.922044] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:44:07.088618] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:44:07.254572] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:44:07.422012] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:44:07.589668] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:07.758443] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:44:07.926897] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:08.093490] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:08.275953] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:44:08.470516] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:08.470728] [INFO ] [CONFIGURE ] PDM: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:44:08.470788] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3962 tests
[2025-10-18T01:44:08.470828] [INFO ] [CONFIGURE ] PDM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:44:08.470861] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-18T01:44:08.655670] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:44:08.852857] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:44:09.014981] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:44:09.174061] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:44:09.331502] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:09.496198] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:44:09.670142] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:09.837327] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:10.039814] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:44:10.209292] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:10.209501] [INFO ] [CONFIGURE ] PDM: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T01:44:10.209547] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3961 tests
[2025-10-18T01:44:10.209585] [INFO ] [CONFIGURE ] PDM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:44:10.209620] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-18T01:44:10.372993] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:44:10.532871] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:44:10.697154] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:44:10.870368] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:44:11.042661] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:11.211775] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:44:11.376819] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:11.542003] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:11.711869] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:44:11.899849] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:11.900084] [INFO ] [CONFIGURE ] PDM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T01:44:11.900134] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3960 tests
[2025-10-18T01:44:11.900177] [INFO ] [CONFIGURE ] PDM: Testing feature 20/29: add_price_rejection
[2025-10-18T01:44:11.900251] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-18T01:44:12.084001] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:44:12.267240] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:44:12.453372] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:44:12.632019] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:44:12.803297] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:12.975711] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:44:13.162283] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:13.337228] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:13.512336] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:44:13.689257] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:13.689519] [INFO ] [CONFIGURE ] PDM: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:44:13.689567] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3959 tests
[2025-10-18T01:44:13.689607] [INFO ] [CONFIGURE ] PDM: Testing feature 21/29: add_range_position
[2025-10-18T01:44:13.689662] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-18T01:44:13.870380] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:44:14.045846] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:44:14.222163] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:44:14.398502] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:44:14.575030] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:14.754077] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:44:14.933859] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:44:15.111051] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:44:15.298233] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:44:15.485802] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:15.486041] [INFO ] [CONFIGURE ] PDM: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T01:44:15.486090] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3958 tests
[2025-10-18T01:44:15.486125] [INFO ] [CONFIGURE ] PDM: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:44:15.486156] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-18T01:44:15.675969] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:44:15.873446] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:44:16.066407] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:44:16.265047] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:44:16.459959] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:16.652351] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:44:16.844925] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:17.032898] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:17.225709] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:44:17.416893] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:17.417076] [INFO ] [CONFIGURE ] PDM: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:44:17.417121] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3957 tests
[2025-10-18T01:44:17.417156] [INFO ] [CONFIGURE ] PDM: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:44:17.417187] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-18T01:44:17.585638] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:44:17.756020] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:44:17.937371] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:44:18.118037] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:44:18.283364] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:18.451267] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:44:18.621121] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:18.793547] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:18.965411] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:44:19.137293] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:19.137444] [INFO ] [CONFIGURE ] PDM: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T01:44:19.137489] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3956 tests
[2025-10-18T01:44:19.137528] [INFO ] [CONFIGURE ] PDM: Testing feature 24/29: add_rsi
[2025-10-18T01:44:19.137564] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-18T01:44:19.351760] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:44:19.543372] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:44:19.731255] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:44:19.915034] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:44:20.097939] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:20.282013] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:44:20.469745] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:20.655615] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:20.840742] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:44:21.036394] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:21.036609] [INFO ] [CONFIGURE ] PDM: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:44:21.036694] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3955 tests
[2025-10-18T01:44:21.036745] [INFO ] [CONFIGURE ] PDM: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:44:21.036780] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-18T01:44:21.204086] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:44:21.364663] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:44:21.528856] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:44:21.696280] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:44:21.859793] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:22.022362] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:44:22.184722] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:22.375939] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:22.540806] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:44:22.708232] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:22.708410] [INFO ] [CONFIGURE ] PDM: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T01:44:22.708453] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3954 tests
[2025-10-18T01:44:22.708489] [INFO ] [CONFIGURE ] PDM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:44:22.708520] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-18T01:44:22.870345] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:44:23.034820] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:44:23.197372] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:44:23.363239] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:44:23.526857] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:23.708156] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:44:23.889353] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:24.062984] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:24.233946] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:44:24.414495] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:24.414747] [INFO ] [CONFIGURE ] PDM: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:44:24.414827] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3953 tests
[2025-10-18T01:44:24.414878] [INFO ] [CONFIGURE ] PDM: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:44:24.414912] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-18T01:44:24.585946] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:44:24.765091] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:44:24.942840] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:44:25.117136] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:44:25.314869] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:25.501141] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:44:25.680022] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:25.863612] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:26.050327] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:44:26.232182] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:26.232355] [INFO ] [CONFIGURE ] PDM: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:44:26.232400] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3952 tests
[2025-10-18T01:44:26.232436] [INFO ] [CONFIGURE ] PDM: Testing feature 28/29: add_volume_profile
[2025-10-18T01:44:26.232467] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-18T01:44:26.396766] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:44:26.566470] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:44:26.734341] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:44:26.904157] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:44:27.080021] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:27.253798] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:44:27.425509] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:27.597067] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:27.768242] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:44:27.942137] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:27.942321] [INFO ] [CONFIGURE ] PDM: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T01:44:27.942367] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3951 tests
[2025-10-18T01:44:27.942405] [INFO ] [CONFIGURE ] PDM: Testing feature 29/29: add_vwap
[2025-10-18T01:44:27.942438] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-18T01:44:28.112729] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:44:28.282552] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:44:28.454754] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:44:28.630660] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:44:28.805379] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:28.982878] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:44:29.162052] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:29.345474] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:44:29.520829] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:44:29.697995] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:29.698185] [INFO ] [CONFIGURE ] PDM: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T01:44:29.698230] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3950 tests
[2025-10-18T01:44:29.698266] [INFO ] [CONFIGURE ] PDM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:44:29.698296] [INFO ] [CONFIGURE ] PDM: Best accuracy: 70.00%
[2025-10-18T01:44:29.698326] [INFO ] [CONFIGURE ] PDM: Best feature set (3 features): ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:44:29.698355] [INFO ] [CONFIGURE ] PDM: Improvement over baseline: 30.00%
[2025-10-18T01:44:29.698383] [INFO ] [CONFIGURE ] PDM: Total time: 45.7 seconds
[2025-10-18T01:44:29.698411] [INFO ] [CONFIGURE ] PDM: Average time per feature: 1.6 seconds
[2025-10-18T01:44:29.698440] [INFO ] [CONFIGURE ] PDM: Average speed: 0.63 features/sec
[2025-10-18T01:44:29.698802] [INFO ] [LOCAL     ] Saved configuration for PDM: 3 features, 70.00% accuracy -> ./output/feature-sets/PDM.json
[2025-10-18T01:44:29.698888] [INFO ] [CONFIGURE ] PDM: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-18T01:44:29.698961] [INFO ] [sig       ] [246/380] Successfully configured PDM | 0.02 sym/s | Total: 3.0h | ETA: 1.6h
[2025-10-18T01:44:29.699008] [INFO ] [sig       ] [247/380] Configuring PDO...
[2025-10-18T01:44:29.699063] [INFO ] [CONFIGURE ] PDO: Configurate test run.
[2025-10-18T01:44:29.699095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-10-18T01:44:29.711023] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PDO'.
[2025-10-18T01:44:29.711378] [INFO ] [CONFIGURE ] PDO: Testing with 29 available features
[2025-10-18T01:44:29.711436] [INFO ] [CONFIGURE ] PDO: Establishing baseline with no features...
[2025-10-18T01:44:29.817384] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:29.921762] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:30.029502] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:30.136118] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:44:30.242289] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:30.349496] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:30.457252] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:44:30.564549] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:30.669969] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:30.774913] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:30.775057] [INFO ] [CONFIGURE ] PDO: Baseline score (no features): 40.00%
[2025-10-18T01:44:30.775099] [INFO ] [CONFIGURE ] PDO: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:44:30.775131] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:44:30.888483] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:31.003179] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:31.118094] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:31.232037] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:44:31.347383] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:31.463335] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:31.579584] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:44:31.696159] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:31.814368] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:31.934928] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:31.935105] [INFO ] [CONFIGURE ] PDO: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T01:44:31.935147] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3949 tests
[2025-10-18T01:44:31.935181] [INFO ] [CONFIGURE ] PDO: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:44:31.935213] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:44:32.071830] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:44:32.204043] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:32.337667] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:32.471480] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:44:32.605399] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:32.739855] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:32.875943] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:44:33.011507] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:33.149207] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:33.286667] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:33.286828] [INFO ] [CONFIGURE ] PDO: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T01:44:33.286881] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3948 tests
[2025-10-18T01:44:33.286921] [INFO ] [CONFIGURE ] PDO: Testing feature 3/29: add_daily_returns
[2025-10-18T01:44:33.286959] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:44:33.406279] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:33.525196] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:33.643529] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:33.763277] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:44:33.882559] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:34.002253] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:34.125132] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:44:34.246112] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:34.369196] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:34.492455] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:34.492638] [INFO ] [CONFIGURE ] PDO: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:44:34.492720] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3947 tests
[2025-10-18T01:44:34.492759] [INFO ] [CONFIGURE ] PDO: Testing feature 4/29: add_ema
[2025-10-18T01:44:34.492792] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:44:34.627711] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:34.761077] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:34.894292] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:35.031270] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:44:35.164663] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:35.298859] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:35.436394] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:44:35.575324] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:35.715149] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:44:35.856550] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:35.856754] [INFO ] [CONFIGURE ] PDO: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:44:35.856812] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3946 tests
[2025-10-18T01:44:35.856849] [INFO ] [CONFIGURE ] PDO: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:44:35.856883] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:44:36.001795] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:36.145464] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:36.286918] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:36.430519] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:44:36.574127] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:36.714085] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:36.857475] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:44:37.005518] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:37.163187] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:37.305280] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:37.305461] [INFO ] [CONFIGURE ] PDO: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T01:44:37.305506] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3945 tests
[2025-10-18T01:44:37.305541] [INFO ] [CONFIGURE ] PDO: Testing feature 6/29: add_failed_moves
[2025-10-18T01:44:37.305595] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:44:37.432055] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:37.557282] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:37.677217] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:37.799950] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:44:37.923605] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:38.047171] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:38.172940] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:44:38.297202] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:38.429789] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:38.561178] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:38.561335] [INFO ] [CONFIGURE ] PDO: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T01:44:38.561378] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3944 tests
[2025-10-18T01:44:38.561411] [INFO ] [CONFIGURE ] PDO: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:44:38.561441] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:44:38.678855] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:38.793331] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:38.908306] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:39.023814] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:44:39.139244] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:39.260473] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:44:39.381765] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:44:39.505780] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:39.627981] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:39.749979] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:39.750159] [INFO ] [CONFIGURE ] PDO: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-18T01:44:39.750212] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3943 tests
[2025-10-18T01:44:39.750247] [INFO ] [CONFIGURE ] PDO: Testing feature 8/29: add_macd
[2025-10-18T01:44:39.750281] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T01:44:39.912965] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:44:40.065809] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:40.219221] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:40.373724] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:44:40.538403] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:40.695555] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:40.855575] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:44:41.014150] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:41.170593] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:41.326786] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:41.326972] [INFO ] [CONFIGURE ] PDO: DISCARDED add_macd (score: 40.00%)
[2025-10-18T01:44:41.327017] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3942 tests
[2025-10-18T01:44:41.327053] [INFO ] [CONFIGURE ] PDO: Testing feature 9/29: add_mfi
[2025-10-18T01:44:41.327086] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:44:41.458635] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:41.593677] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:41.727494] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:41.858343] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:44:41.988155] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:42.118152] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:42.251130] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:44:42.383250] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:42.516547] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:44:42.649316] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:42.649511] [INFO ] [CONFIGURE ] PDO: KEPT add_mfi (score: 60.00%)
[2025-10-18T01:44:42.649557] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3941 tests
[2025-10-18T01:44:42.649593] [INFO ] [CONFIGURE ] PDO: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:44:42.649627] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:44:42.808309] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:42.971947] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:43.139895] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:43.303894] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:44:43.469115] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:43.632992] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:43.807025] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:44:43.978000] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:44.147814] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:44.318448] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:44.318614] [INFO ] [CONFIGURE ] PDO: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:44:44.318691] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3940 tests
[2025-10-18T01:44:44.318742] [INFO ] [CONFIGURE ] PDO: Testing feature 11/29: add_obv_daily
[2025-10-18T01:44:44.318776] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily']
[2025-10-18T01:44:44.462801] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:44.607110] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:44.752365] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:44.898771] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:44:45.050532] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:45.223818] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:45.402615] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:44:45.586575] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:45.803352] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:45.992688] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:45.992902] [INFO ] [CONFIGURE ] PDO: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T01:44:45.992963] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3939 tests
[2025-10-18T01:44:45.993014] [INFO ] [CONFIGURE ] PDO: Testing feature 12/29: add_obv_interval
[2025-10-18T01:44:45.993061] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval']
[2025-10-18T01:44:46.161948] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:46.305854] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:46.444071] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:46.582363] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:44:46.721852] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:46.860727] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:46.998724] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:44:47.139071] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:47.279451] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:47.421243] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:44:47.421399] [INFO ] [CONFIGURE ] PDO: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:44:47.421445] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3938 tests
[2025-10-18T01:44:47.421482] [INFO ] [CONFIGURE ] PDO: Testing feature 13/29: add_opening_strength
[2025-10-18T01:44:47.421516] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:44:47.567566] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:47.715729] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:47.861665] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:48.009298] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:44:48.159042] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:48.305931] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:48.455204] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:48.611056] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:48.763083] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:48.914138] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:48.914297] [INFO ] [CONFIGURE ] PDO: KEPT add_opening_strength (score: 70.00%)
[2025-10-18T01:44:48.914341] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3937 tests
[2025-10-18T01:44:48.914376] [INFO ] [CONFIGURE ] PDO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:44:48.914416] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T01:44:49.079846] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:44:49.251024] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:49.421671] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:49.615361] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:44:49.785061] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:49.954346] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:50.123135] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:44:50.292102] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:50.468849] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:50.644588] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:50.644792] [INFO ] [CONFIGURE ] PDO: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:44:50.644917] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3936 tests
[2025-10-18T01:44:50.644962] [INFO ] [CONFIGURE ] PDO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:44:50.644997] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-18T01:44:50.797330] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:50.950695] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:51.104786] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:51.252032] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:44:51.399515] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:51.548014] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:51.698256] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:51.852262] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:52.003269] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:52.155814] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:52.155995] [INFO ] [CONFIGURE ] PDO: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:44:52.156039] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3935 tests
[2025-10-18T01:44:52.156072] [INFO ] [CONFIGURE ] PDO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:44:52.156103] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T01:44:52.313466] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:52.473133] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:52.635873] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:52.795333] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:44:52.952596] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:53.111490] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:53.268377] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:53.423892] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:53.582565] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:53.742302] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:53.742459] [INFO ] [CONFIGURE ] PDO: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:44:53.742503] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3934 tests
[2025-10-18T01:44:53.742538] [INFO ] [CONFIGURE ] PDO: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:44:53.742571] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-18T01:44:53.903107] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:54.076519] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:54.240268] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:54.402764] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:44:54.564930] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:54.732547] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:54.901806] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:44:55.071830] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:55.243756] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:55.413536] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:55.413700] [INFO ] [CONFIGURE ] PDO: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:44:55.413759] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3933 tests
[2025-10-18T01:44:55.413797] [INFO ] [CONFIGURE ] PDO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:44:55.413829] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-18T01:44:55.564865] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:55.717165] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:55.869981] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:56.024491] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:44:56.177581] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:56.331509] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:56.485195] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:44:56.638880] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:56.794115] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:56.948825] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:56.948953] [INFO ] [CONFIGURE ] PDO: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T01:44:56.948997] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3932 tests
[2025-10-18T01:44:56.949030] [INFO ] [CONFIGURE ] PDO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:44:56.949061] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-18T01:44:57.103248] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:57.256171] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:57.410552] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:57.571796] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:44:57.726101] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:57.880572] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:58.036296] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:58.192500] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:58.348593] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:44:58.505348] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:44:58.505475] [INFO ] [CONFIGURE ] PDO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:44:58.505519] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3931 tests
[2025-10-18T01:44:58.505554] [INFO ] [CONFIGURE ] PDO: Testing feature 20/29: add_price_rejection
[2025-10-18T01:44:58.505585] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-18T01:44:58.692593] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:44:58.852775] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:44:59.012783] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:44:59.176064] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:44:59.337089] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:44:59.500807] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:44:59.668667] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:44:59.831930] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:44:59.996047] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:00.161075] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:45:00.161204] [INFO ] [CONFIGURE ] PDO: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T01:45:00.161248] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3930 tests
[2025-10-18T01:45:00.161282] [INFO ] [CONFIGURE ] PDO: Testing feature 21/29: add_range_position
[2025-10-18T01:45:00.161313] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-18T01:45:00.333019] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:45:00.524588] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:00.699130] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:45:00.873366] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:45:01.048349] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:01.222950] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:45:01.410501] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:01.615157] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:01.813501] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:02.010425] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:45:02.010616] [INFO ] [CONFIGURE ] PDO: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:45:02.010692] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3929 tests
[2025-10-18T01:45:02.010743] [INFO ] [CONFIGURE ] PDO: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:45:02.010777] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-18T01:45:02.213361] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:45:02.429076] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:02.646340] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:45:02.862998] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:45:03.082596] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:03.299755] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:45:03.517268] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:03.723832] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:03.931768] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:04.145200] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:45:04.145407] [INFO ] [CONFIGURE ] PDO: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T01:45:04.145469] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3928 tests
[2025-10-18T01:45:04.145508] [INFO ] [CONFIGURE ] PDO: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:45:04.145550] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-18T01:45:04.317061] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:45:04.471372] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:04.626131] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:45:04.781107] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:45:04.935983] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:05.095862] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:45:05.251840] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:05.407302] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:05.563586] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:05.721178] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:45:05.721366] [INFO ] [CONFIGURE ] PDO: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T01:45:05.721410] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3927 tests
[2025-10-18T01:45:05.721444] [INFO ] [CONFIGURE ] PDO: Testing feature 24/29: add_rsi
[2025-10-18T01:45:05.721475] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-18T01:45:05.895872] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:45:06.069724] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:06.243951] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:45:06.420584] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:45:06.596240] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:06.771490] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:45:06.947872] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:07.124917] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:07.308665] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:07.492490] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:45:07.492684] [INFO ] [CONFIGURE ] PDO: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T01:45:07.492744] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3926 tests
[2025-10-18T01:45:07.492782] [INFO ] [CONFIGURE ] PDO: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:45:07.492813] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-18T01:45:07.650995] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:45:07.806390] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:07.961791] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:45:08.117735] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:45:08.272929] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:08.429569] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:45:08.587296] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:08.747844] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:08.907897] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:09.065639] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:45:09.065838] [INFO ] [CONFIGURE ] PDO: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T01:45:09.066057] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3925 tests
[2025-10-18T01:45:09.066093] [INFO ] [CONFIGURE ] PDO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:45:09.066125] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-18T01:45:09.222395] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:45:09.391741] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:09.560928] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:45:09.725834] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:45:09.890437] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:45:10.057894] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:45:10.235274] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:45:10.403764] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:10.573011] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:10.738803] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:45:10.738986] [INFO ] [CONFIGURE ] PDO: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:45:10.739030] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3924 tests
[2025-10-18T01:45:10.739067] [INFO ] [CONFIGURE ] PDO: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:45:10.739101] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-18T01:45:10.913462] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:45:11.084909] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:11.255821] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:45:11.428146] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:45:11.601927] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:11.768569] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:45:11.944890] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:12.118509] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:12.283307] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:12.451164] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:45:12.451330] [INFO ] [CONFIGURE ] PDO: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T01:45:12.451375] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3923 tests
[2025-10-18T01:45:12.451410] [INFO ] [CONFIGURE ] PDO: Testing feature 28/29: add_volume_profile
[2025-10-18T01:45:12.451444] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-18T01:45:12.608547] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:45:12.785916] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:12.962209] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:45:13.123210] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:45:13.278233] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:13.433631] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:45:13.588663] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:13.745322] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:13.906957] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:14.070460] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:45:14.070629] [INFO ] [CONFIGURE ] PDO: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T01:45:14.070709] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3922 tests
[2025-10-18T01:45:14.070802] [INFO ] [CONFIGURE ] PDO: Testing feature 29/29: add_vwap
[2025-10-18T01:45:14.070845] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-18T01:45:14.232454] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:45:14.396298] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:14.567012] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:45:14.730090] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:45:14.897441] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:15.059079] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:45:15.228367] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:15.392882] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:15.558238] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:15.725301] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:45:15.725476] [INFO ] [CONFIGURE ] PDO: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T01:45:15.725521] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3921 tests
[2025-10-18T01:45:15.725556] [INFO ] [CONFIGURE ] PDO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:45:15.725587] [INFO ] [CONFIGURE ] PDO: Best accuracy: 70.00%
[2025-10-18T01:45:15.725618] [INFO ] [CONFIGURE ] PDO: Best feature set (4 features): ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:45:15.725673] [INFO ] [CONFIGURE ] PDO: Improvement over baseline: 30.00%
[2025-10-18T01:45:15.725723] [INFO ] [CONFIGURE ] PDO: Total time: 45.0 seconds
[2025-10-18T01:45:15.725753] [INFO ] [CONFIGURE ] PDO: Average time per feature: 1.5 seconds
[2025-10-18T01:45:15.725781] [INFO ] [CONFIGURE ] PDO: Average speed: 0.65 features/sec
[2025-10-18T01:45:15.726197] [INFO ] [LOCAL     ] Saved configuration for PDO: 4 features, 70.00% accuracy -> ./output/feature-sets/PDO.json
[2025-10-18T01:45:15.726243] [INFO ] [CONFIGURE ] PDO: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-10-18T01:45:15.726308] [INFO ] [sig       ] [247/380] Successfully configured PDO | 0.02 sym/s | Total: 3.0h | ETA: 1.6h
[2025-10-18T01:45:15.726376] [INFO ] [sig       ] [248/380] Configuring PDX...
[2025-10-18T01:45:15.726441] [INFO ] [CONFIGURE ] PDX: Configurate test run.
[2025-10-18T01:45:15.726496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-10-18T01:45:15.738256] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PDX'.
[2025-10-18T01:45:15.738670] [INFO ] [CONFIGURE ] PDX: Testing with 29 available features
[2025-10-18T01:45:15.738728] [INFO ] [CONFIGURE ] PDX: Establishing baseline with no features...
[2025-10-18T01:45:15.844666] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:15.949431] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:16.054339] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:45:16.158322] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:45:16.260019] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:16.362243] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:16.465590] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:45:16.574412] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:16.678368] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:16.811044] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:16.811227] [INFO ] [CONFIGURE ] PDX: Baseline score (no features): 40.00%
[2025-10-18T01:45:16.811271] [INFO ] [CONFIGURE ] PDX: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:45:16.811305] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:45:16.924809] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:17.037151] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:17.153192] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:45:17.272605] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:45:17.387811] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:17.503241] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:17.620000] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:45:17.735799] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:17.854522] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:17.977929] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:17.978088] [INFO ] [CONFIGURE ] PDX: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T01:45:17.978131] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3920 tests
[2025-10-18T01:45:17.978177] [INFO ] [CONFIGURE ] PDX: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:45:17.978232] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:45:18.097471] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:18.217150] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:18.337404] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:18.459044] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:18.584420] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:18.707800] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:45:18.829626] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:45:18.952591] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:19.078149] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:19.205002] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:19.205199] [INFO ] [CONFIGURE ] PDX: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-18T01:45:19.205260] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3919 tests
[2025-10-18T01:45:19.205350] [INFO ] [CONFIGURE ] PDX: Testing feature 3/29: add_daily_returns
[2025-10-18T01:45:19.205390] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_daily_returns']
[2025-10-18T01:45:19.320911] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:45:19.433460] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:19.544739] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:19.655106] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:45:19.765488] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:19.888626] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:20.006575] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:45:20.123694] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:20.238960] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:20.354091] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:20.354327] [INFO ] [CONFIGURE ] PDX: DISCARDED add_daily_returns (score: 10.00%)
[2025-10-18T01:45:20.354378] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3918 tests
[2025-10-18T01:45:20.354414] [INFO ] [CONFIGURE ] PDX: Testing feature 4/29: add_ema
[2025-10-18T01:45:20.354445] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_ema']
[2025-10-18T01:45:20.506483] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:20.627065] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:20.747348] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:45:20.867798] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:45:20.989186] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:21.111247] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:21.233451] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:45:21.355279] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:21.491673] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:21.624576] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:21.624773] [INFO ] [CONFIGURE ] PDX: DISCARDED add_ema (score: 30.00%)
[2025-10-18T01:45:21.624826] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3917 tests
[2025-10-18T01:45:21.624862] [INFO ] [CONFIGURE ] PDX: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:45:21.624896] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:45:21.758228] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:21.899884] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:22.027921] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:22.155723] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:22.289503] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:22.423974] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:22.575155] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:22.713430] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:22.849866] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:22.986727] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:22.986907] [INFO ] [CONFIGURE ] PDX: KEPT add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:45:22.986952] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3916 tests
[2025-10-18T01:45:22.986986] [INFO ] [CONFIGURE ] PDX: Testing feature 6/29: add_failed_moves
[2025-10-18T01:45:22.987019] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T01:45:23.126048] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:23.264902] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:23.410000] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:23.547250] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:23.683606] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:23.820929] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:23.978139] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:24.119423] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:24.262761] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:24.407824] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:24.408023] [INFO ] [CONFIGURE ] PDX: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T01:45:24.408072] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3915 tests
[2025-10-18T01:45:24.408109] [INFO ] [CONFIGURE ] PDX: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:45:24.408143] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T01:45:24.536389] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:24.666982] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:24.807887] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:24.951298] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:25.102927] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:25.250265] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:25.400003] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:45:25.541602] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:25.673017] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:25.805383] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:25.805568] [INFO ] [CONFIGURE ] PDX: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-18T01:45:25.805616] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3914 tests
[2025-10-18T01:45:25.805681] [INFO ] [CONFIGURE ] PDX: Testing feature 8/29: add_macd
[2025-10-18T01:45:25.805733] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T01:45:25.956931] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:45:26.110605] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:26.261152] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:26.417765] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:26.568254] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:26.717868] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:45:26.866432] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:45:27.014484] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:27.164887] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:27.315331] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:27.315508] [INFO ] [CONFIGURE ] PDX: DISCARDED add_macd (score: 10.00%)
[2025-10-18T01:45:27.315570] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3913 tests
[2025-10-18T01:45:27.315609] [INFO ] [CONFIGURE ] PDX: Testing feature 9/29: add_mfi
[2025-10-18T01:45:27.315659] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T01:45:27.455174] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:27.594082] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:27.738112] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:27.877471] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:28.017590] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:28.157604] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:28.299741] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:28.441381] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:28.584442] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:28.727440] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:28.727602] [INFO ] [CONFIGURE ] PDX: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T01:45:28.727672] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3912 tests
[2025-10-18T01:45:28.727732] [INFO ] [CONFIGURE ] PDX: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:45:28.727767] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:45:28.884598] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:45:29.039269] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:29.192505] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:29.347623] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:45:29.511610] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:45:29.677531] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:29.844613] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:30.011486] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:30.181668] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:30.349522] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:30.349720] [INFO ] [CONFIGURE ] PDX: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:45:30.349776] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3911 tests
[2025-10-18T01:45:30.349837] [INFO ] [CONFIGURE ] PDX: Testing feature 11/29: add_obv_daily
[2025-10-18T01:45:30.349869] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T01:45:30.488850] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:30.629637] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:30.768557] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:30.909264] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:31.051115] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:31.192577] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:45:31.330395] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:31.468063] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:31.609301] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:31.748085] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:31.748241] [INFO ] [CONFIGURE ] PDX: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T01:45:31.748289] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3910 tests
[2025-10-18T01:45:31.748323] [INFO ] [CONFIGURE ] PDX: Testing feature 12/29: add_obv_interval
[2025-10-18T01:45:31.748353] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T01:45:31.883164] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:45:32.016550] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:32.149730] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:32.283499] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:32.418982] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:32.554015] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:45:32.689982] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:32.826503] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:32.967386] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:33.105226] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:33.105383] [INFO ] [CONFIGURE ] PDX: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T01:45:33.105425] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3909 tests
[2025-10-18T01:45:33.105461] [INFO ] [CONFIGURE ] PDX: Testing feature 13/29: add_opening_strength
[2025-10-18T01:45:33.105493] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:45:33.250524] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:33.394700] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:33.539597] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:33.695631] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:33.859122] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:34.003548] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:34.149765] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:34.305047] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:34.453878] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:34.599951] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:34.600143] [INFO ] [CONFIGURE ] PDX: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T01:45:34.600189] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3908 tests
[2025-10-18T01:45:34.600223] [INFO ] [CONFIGURE ] PDX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:45:34.600254] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T01:45:34.745716] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:34.892190] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:35.039075] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:35.196591] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:35.356039] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:35.514077] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:35.666140] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:35.816835] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:35.967975] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:36.119267] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:36.119426] [INFO ] [CONFIGURE ] PDX: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T01:45:36.119468] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3907 tests
[2025-10-18T01:45:36.119503] [INFO ] [CONFIGURE ] PDX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:45:36.119534] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T01:45:36.246456] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:36.374716] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:36.507185] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:36.636015] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:45:36.765852] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:36.896479] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:37.027743] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:37.160214] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:37.292358] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:37.423565] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:45:37.423750] [INFO ] [CONFIGURE ] PDX: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:45:37.423806] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3906 tests
[2025-10-18T01:45:37.423843] [INFO ] [CONFIGURE ] PDX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:45:37.423876] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T01:45:37.563298] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:37.720283] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:37.904016] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:38.092406] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:38.274215] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:38.461930] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:38.621951] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:38.779201] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:38.943856] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:45:39.085017] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:39.085211] [INFO ] [CONFIGURE ] PDX: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:45:39.085257] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3905 tests
[2025-10-18T01:45:39.085292] [INFO ] [CONFIGURE ] PDX: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:45:39.085324] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T01:45:39.227779] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:39.389312] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:39.549727] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:39.693164] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:39.838145] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:39.987481] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:40.141329] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:40.295078] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:40.454710] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:45:40.611473] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:40.611739] [INFO ] [CONFIGURE ] PDX: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T01:45:40.611797] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3904 tests
[2025-10-18T01:45:40.611835] [INFO ] [CONFIGURE ] PDX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:45:40.611869] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T01:45:40.747730] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:40.882311] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:41.020096] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:41.162844] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:41.303487] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:41.444720] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:41.591963] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:41.726447] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:41.863262] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:42.000049] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:42.000198] [INFO ] [CONFIGURE ] PDX: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T01:45:42.000260] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3903 tests
[2025-10-18T01:45:42.000297] [INFO ] [CONFIGURE ] PDX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:45:42.000328] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T01:45:42.132702] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:42.264672] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:42.397504] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:42.539050] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:42.676754] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:42.815135] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:42.946996] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:43.081852] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:43.219082] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:43.354914] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:43.355068] [INFO ] [CONFIGURE ] PDX: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T01:45:43.355111] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3902 tests
[2025-10-18T01:45:43.355145] [INFO ] [CONFIGURE ] PDX: Testing feature 20/29: add_price_rejection
[2025-10-18T01:45:43.355174] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T01:45:43.491444] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:43.630059] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:43.768668] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:43.910762] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:44.048491] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:44.188301] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:44.335496] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:44.481331] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:44.626512] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:44.774919] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:44.775092] [INFO ] [CONFIGURE ] PDX: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T01:45:44.775137] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3901 tests
[2025-10-18T01:45:44.775172] [INFO ] [CONFIGURE ] PDX: Testing feature 21/29: add_range_position
[2025-10-18T01:45:44.775204] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T01:45:44.921993] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:45.068628] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:45.222096] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:45.371930] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:45.521575] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:45.671311] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:45.821264] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:45.968005] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:46.117975] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:46.272794] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:46.272955] [INFO ] [CONFIGURE ] PDX: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:45:46.273001] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3900 tests
[2025-10-18T01:45:46.273035] [INFO ] [CONFIGURE ] PDX: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:45:46.273067] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T01:45:46.433510] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:46.608185] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:46.773118] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:46.941839] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:45:47.128363] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:45:47.309908] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:47.487077] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:47.660470] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:47.837530] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:48.030124] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:48.030348] [INFO ] [CONFIGURE ] PDX: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T01:45:48.030411] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3899 tests
[2025-10-18T01:45:48.030449] [INFO ] [CONFIGURE ] PDX: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:45:48.030481] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T01:45:48.171313] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:48.314284] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:48.461398] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:48.606304] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:48.748559] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:48.890241] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:49.034887] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:49.182760] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:49.347842] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:49.500604] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:49.500820] [INFO ] [CONFIGURE ] PDX: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T01:45:49.500872] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3898 tests
[2025-10-18T01:45:49.500907] [INFO ] [CONFIGURE ] PDX: Testing feature 24/29: add_rsi
[2025-10-18T01:45:49.500938] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-18T01:45:49.664445] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:49.830076] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:49.997720] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:50.153670] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:45:50.310539] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:50.467581] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:50.624619] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:50.787730] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:50.947371] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:51.107246] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:45:51.107429] [INFO ] [CONFIGURE ] PDX: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T01:45:51.107473] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3897 tests
[2025-10-18T01:45:51.107508] [INFO ] [CONFIGURE ] PDX: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:45:51.107540] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T01:45:51.242619] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:51.378779] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:51.516178] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:51.653452] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:45:51.789796] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:51.931488] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:52.073740] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:52.210559] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:52.353875] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:52.500716] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:52.500898] [INFO ] [CONFIGURE ] PDX: DISCARDED add_tick_distribution (score: 30.00%)
[2025-10-18T01:45:52.500942] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3896 tests
[2025-10-18T01:45:52.500977] [INFO ] [CONFIGURE ] PDX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:45:52.501008] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T01:45:52.645194] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:52.790356] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:52.929483] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:53.069037] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:53.210035] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:53.384338] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:53.526543] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:53.668694] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:53.811074] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:53.954788] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:53.954954] [INFO ] [CONFIGURE ] PDX: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T01:45:53.954999] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3895 tests
[2025-10-18T01:45:53.955033] [INFO ] [CONFIGURE ] PDX: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:45:53.955156] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T01:45:54.101527] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:54.252471] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:54.409449] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:54.563191] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:54.710848] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:45:54.866092] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:55.013093] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:55.160378] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:45:55.309271] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:55.459687] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:55.459876] [INFO ] [CONFIGURE ] PDX: KEPT add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:45:55.459923] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3894 tests
[2025-10-18T01:45:55.459960] [INFO ] [CONFIGURE ] PDX: Testing feature 28/29: add_volume_profile
[2025-10-18T01:45:55.459992] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence', 'add_volume_profile']
[2025-10-18T01:45:55.619110] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:55.777512] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:55.938761] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:45:56.101242] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:56.268141] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:56.444540] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:45:56.605046] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:45:56.766050] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:56.930877] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:45:57.099595] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:45:57.099829] [INFO ] [CONFIGURE ] PDX: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T01:45:57.099880] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3893 tests
[2025-10-18T01:45:57.099918] [INFO ] [CONFIGURE ] PDX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:45:57.099950] [INFO ] [CONFIGURE ] PDX: Best accuracy: 60.00%
[2025-10-18T01:45:57.099984] [INFO ] [CONFIGURE ] PDX: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T01:45:57.100012] [INFO ] [CONFIGURE ] PDX: Improvement over baseline: 20.00%
[2025-10-18T01:45:57.100038] [INFO ] [CONFIGURE ] PDX: Total time: 40.3 seconds
[2025-10-18T01:45:57.100064] [INFO ] [CONFIGURE ] PDX: Average time per feature: 1.4 seconds
[2025-10-18T01:45:57.100091] [INFO ] [CONFIGURE ] PDX: Average speed: 0.72 features/sec
[2025-10-18T01:45:57.100709] [INFO ] [LOCAL     ] Saved configuration for PDX: 3 features, 60.00% accuracy -> ./output/feature-sets/PDX.json
[2025-10-18T01:45:57.100779] [INFO ] [CONFIGURE ] PDX: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-10-18T01:45:57.100867] [INFO ] [sig       ] [248/380] Successfully configured PDX | 0.02 sym/s | Total: 3.0h | ETA: 1.6h
[2025-10-18T01:45:57.100934] [INFO ] [sig       ] [249/380] Configuring PEB...
[2025-10-18T01:45:57.100989] [INFO ] [CONFIGURE ] PEB: Configurate test run.
[2025-10-18T01:45:57.101021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-10-18T01:45:57.114918] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PEB'.
[2025-10-18T01:45:57.115366] [INFO ] [CONFIGURE ] PEB: Testing with 29 available features
[2025-10-18T01:45:57.115424] [INFO ] [CONFIGURE ] PEB: Establishing baseline with no features...
[2025-10-18T01:45:57.219344] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:57.318755] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:45:57.418526] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:45:57.517911] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:57.619744] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:57.725215] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:45:57.827368] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:45:57.932673] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:58.035865] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:45:58.142034] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:45:58.142173] [INFO ] [CONFIGURE ] PEB: Baseline score (no features): 60.00%
[2025-10-18T01:45:58.142216] [INFO ] [CONFIGURE ] PEB: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:45:58.142248] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:45:58.257755] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:45:58.370569] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:45:58.489534] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:45:58.603923] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:45:58.716609] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:45:58.831550] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:45:58.952562] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:45:59.073418] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:45:59.193802] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:45:59.314616] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:45:59.314823] [INFO ] [CONFIGURE ] PEB: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T01:45:59.314874] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3892 tests
[2025-10-18T01:45:59.314994] [INFO ] [CONFIGURE ] PEB: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:45:59.315035] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:45:59.454496] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:45:59.579533] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:45:59.704311] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:45:59.829747] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:45:59.952855] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:46:00.080219] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:00.202532] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:00.325843] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:00.454608] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:00.579586] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:00.579766] [INFO ] [CONFIGURE ] PEB: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T01:46:00.579817] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3891 tests
[2025-10-18T01:46:00.579853] [INFO ] [CONFIGURE ] PEB: Testing feature 3/29: add_daily_returns
[2025-10-18T01:46:00.579883] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns']
[2025-10-18T01:46:00.684563] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:00.788690] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:00.894190] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:01.000111] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:01.104790] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:46:01.215875] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:01.335326] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:01.456235] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:01.571212] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:01.686472] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:01.686677] [INFO ] [CONFIGURE ] PEB: KEPT add_daily_returns (score: 70.00%)
[2025-10-18T01:46:01.686740] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3890 tests
[2025-10-18T01:46:01.686779] [INFO ] [CONFIGURE ] PEB: Testing feature 4/29: add_ema
[2025-10-18T01:46:01.686811] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T01:46:01.819888] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:01.955328] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:02.086410] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:02.214124] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:02.344771] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:46:02.497916] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:02.629336] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:02.761896] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:02.892272] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:03.023765] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:03.023957] [INFO ] [CONFIGURE ] PEB: DISCARDED add_ema (score: 70.00%)
[2025-10-18T01:46:03.024029] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3889 tests
[2025-10-18T01:46:03.024090] [INFO ] [CONFIGURE ] PEB: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:46:03.024125] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:46:03.160185] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:03.294468] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:03.429891] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:46:03.564125] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:03.699930] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:46:03.834449] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:03.970402] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:04.105119] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:04.241086] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:04.374555] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:04.374737] [INFO ] [CONFIGURE ] PEB: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T01:46:04.374792] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3888 tests
[2025-10-18T01:46:04.374828] [INFO ] [CONFIGURE ] PEB: Testing feature 6/29: add_failed_moves
[2025-10-18T01:46:04.374858] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-18T01:46:04.485300] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:04.600220] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:04.713809] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:04.829000] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:04.941611] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:46:05.052666] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:05.168048] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:05.290240] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:05.407245] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:05.524323] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:05.524546] [INFO ] [CONFIGURE ] PEB: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T01:46:05.524595] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3887 tests
[2025-10-18T01:46:05.524630] [INFO ] [CONFIGURE ] PEB: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:46:05.524699] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-18T01:46:05.629136] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:05.737066] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:05.842767] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:05.949390] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:06.057792] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:46:06.164368] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:06.270385] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:06.397505] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:06.518696] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:06.631290] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:06.631519] [INFO ] [CONFIGURE ] PEB: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T01:46:06.631569] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3886 tests
[2025-10-18T01:46:06.631604] [INFO ] [CONFIGURE ] PEB: Testing feature 8/29: add_macd
[2025-10-18T01:46:06.631635] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T01:46:06.774816] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:46:06.920675] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:07.066961] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:46:07.212799] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:07.361917] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:46:07.511049] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:07.659924] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:07.811995] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:07.963782] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:08.115410] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:08.115579] [INFO ] [CONFIGURE ] PEB: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:46:08.115628] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3885 tests
[2025-10-18T01:46:08.115698] [INFO ] [CONFIGURE ] PEB: Testing feature 9/29: add_mfi
[2025-10-18T01:46:08.115745] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-18T01:46:08.237555] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:08.361976] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:08.492537] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:08.620265] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:08.749493] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:46:08.882786] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:09.011446] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:09.144802] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:09.273974] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:09.417115] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:09.417357] [INFO ] [CONFIGURE ] PEB: KEPT add_mfi (score: 80.00%)
[2025-10-18T01:46:09.417419] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3884 tests
[2025-10-18T01:46:09.417458] [INFO ] [CONFIGURE ] PEB: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:46:09.417491] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:46:09.594468] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:09.755625] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:09.912328] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:10.066399] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:10.221853] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:46:10.379305] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:10.536420] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:10.702432] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:10.860739] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:11.028095] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:11.028332] [INFO ] [CONFIGURE ] PEB: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-18T01:46:11.028403] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3883 tests
[2025-10-18T01:46:11.028474] [INFO ] [CONFIGURE ] PEB: Testing feature 11/29: add_obv_daily
[2025-10-18T01:46:11.028541] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_obv_daily']
[2025-10-18T01:46:11.172355] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:11.319120] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:11.476849] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:46:11.627949] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:11.775896] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:46:11.929143] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:12.064614] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:12.200372] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:12.334520] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:12.470849] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:12.471037] [INFO ] [CONFIGURE ] PEB: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:46:12.471082] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3882 tests
[2025-10-18T01:46:12.471117] [INFO ] [CONFIGURE ] PEB: Testing feature 12/29: add_obv_interval
[2025-10-18T01:46:12.471147] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_obv_interval']
[2025-10-18T01:46:12.600068] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:12.728262] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:12.859762] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:12.988247] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:13.116629] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:46:13.246077] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:13.377132] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:13.509366] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:13.641560] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:46:13.773898] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:13.774051] [INFO ] [CONFIGURE ] PEB: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T01:46:13.774094] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3881 tests
[2025-10-18T01:46:13.774130] [INFO ] [CONFIGURE ] PEB: Testing feature 13/29: add_opening_strength
[2025-10-18T01:46:13.774162] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength']
[2025-10-18T01:46:13.913219] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:14.049972] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:14.189875] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:46:14.330682] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:14.474631] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:46:14.616043] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:14.754140] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:14.893108] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:15.032167] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:15.172135] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:15.172325] [INFO ] [CONFIGURE ] PEB: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T01:46:15.172371] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3880 tests
[2025-10-18T01:46:15.172406] [INFO ] [CONFIGURE ] PEB: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:46:15.172437] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T01:46:15.314445] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:15.456500] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:15.603257] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:15.746471] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:15.889966] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:46:16.033520] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:16.177582] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:16.323103] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:16.469518] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:16.627316] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:16.627502] [INFO ] [CONFIGURE ] PEB: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T01:46:16.627547] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3879 tests
[2025-10-18T01:46:16.627582] [INFO ] [CONFIGURE ] PEB: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:46:16.627613] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T01:46:16.752000] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:16.876947] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:17.005243] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:17.135971] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:17.263782] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:46:17.392774] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:17.521544] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:17.654495] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:17.788990] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:17.925828] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:17.926022] [INFO ] [CONFIGURE ] PEB: KEPT add_pbf_morning_momentum (score: 90.00%)
[2025-10-18T01:46:17.926068] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3878 tests
[2025-10-18T01:46:17.926103] [INFO ] [CONFIGURE ] PEB: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:46:17.926135] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-18T01:46:18.076231] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:18.224212] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:18.372467] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:18.517431] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:18.660769] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:46:18.804186] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:18.950159] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:19.095851] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:19.244555] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:19.399073] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:19.399320] [INFO ] [CONFIGURE ] PEB: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:46:19.399371] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3877 tests
[2025-10-18T01:46:19.399406] [INFO ] [CONFIGURE ] PEB: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:46:19.399437] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-18T01:46:19.547059] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:19.696968] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:19.843975] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:19.992109] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:20.141596] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:46:20.290900] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:20.441231] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:20.593979] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:20.748458] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:20.900213] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:20.900383] [INFO ] [CONFIGURE ] PEB: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T01:46:20.900436] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3876 tests
[2025-10-18T01:46:20.900476] [INFO ] [CONFIGURE ] PEB: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:46:20.900514] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-18T01:46:21.036009] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:21.171434] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:21.307453] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:21.444037] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:21.583253] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:46:21.719994] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:21.860313] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:21.996084] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:22.128254] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:22.262501] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:22.262722] [INFO ] [CONFIGURE ] PEB: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T01:46:22.262782] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3875 tests
[2025-10-18T01:46:22.262822] [INFO ] [CONFIGURE ] PEB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:46:22.262857] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-18T01:46:22.398013] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:22.529941] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:22.665143] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:22.794042] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:22.924177] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:46:23.057478] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:23.188686] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:23.324636] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:23.458555] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:23.595719] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:23.595891] [INFO ] [CONFIGURE ] PEB: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T01:46:23.595946] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3874 tests
[2025-10-18T01:46:23.595993] [INFO ] [CONFIGURE ] PEB: Testing feature 20/29: add_price_rejection
[2025-10-18T01:46:23.596034] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-18T01:46:23.741386] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:23.881790] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:24.024176] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:24.162763] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:24.311821] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:46:24.461880] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:24.611376] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:24.759176] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:24.901220] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:25.050111] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:25.050341] [INFO ] [CONFIGURE ] PEB: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-18T01:46:25.050407] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3873 tests
[2025-10-18T01:46:25.050447] [INFO ] [CONFIGURE ] PEB: Testing feature 21/29: add_range_position
[2025-10-18T01:46:25.050481] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-18T01:46:25.199044] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:25.341154] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:25.481829] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:25.625989] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:25.771317] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:46:25.916354] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:26.065275] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:26.209177] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:26.360532] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:26.508081] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:26.508257] [INFO ] [CONFIGURE ] PEB: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:46:26.508302] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3872 tests
[2025-10-18T01:46:26.508339] [INFO ] [CONFIGURE ] PEB: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:46:26.508371] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-18T01:46:26.665865] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:26.823089] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:26.980518] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:27.139960] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:27.300324] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:46:27.472572] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:27.645906] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:27.818822] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:27.990205] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:28.162551] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:28.162761] [INFO ] [CONFIGURE ] PEB: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T01:46:28.162816] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3871 tests
[2025-10-18T01:46:28.162853] [INFO ] [CONFIGURE ] PEB: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:46:28.162886] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-18T01:46:28.305031] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:28.447737] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:28.589768] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:28.737325] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:28.881745] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:46:29.022757] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:29.175536] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:29.314420] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:29.453410] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:29.598134] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:29.598325] [INFO ] [CONFIGURE ] PEB: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T01:46:29.598371] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3870 tests
[2025-10-18T01:46:29.598408] [INFO ] [CONFIGURE ] PEB: Testing feature 24/29: add_rsi
[2025-10-18T01:46:29.598442] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-18T01:46:29.769303] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:29.938987] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:30.107533] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:30.270325] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:30.432480] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:46:30.609499] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:30.805940] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:30.994412] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:31.227262] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:31.454277] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:31.454525] [INFO ] [CONFIGURE ] PEB: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T01:46:31.454586] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3869 tests
[2025-10-18T01:46:31.454625] [INFO ] [CONFIGURE ] PEB: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:46:31.454705] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-18T01:46:31.600215] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:31.746461] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:31.892295] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:32.036116] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:32.181323] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:46:32.327445] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:32.473017] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:32.615740] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:32.781945] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:32.920751] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:32.920927] [INFO ] [CONFIGURE ] PEB: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:46:32.920973] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3868 tests
[2025-10-18T01:46:32.921006] [INFO ] [CONFIGURE ] PEB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:46:32.921121] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-18T01:46:33.054382] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:33.185785] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:33.324940] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:33.462335] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:33.599805] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:46:33.737396] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:33.877184] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:34.016792] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:34.155761] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:34.299335] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:34.299495] [INFO ] [CONFIGURE ] PEB: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T01:46:34.299538] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3867 tests
[2025-10-18T01:46:34.299573] [INFO ] [CONFIGURE ] PEB: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:46:34.299605] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-10-18T01:46:34.444368] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:34.587919] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:34.731827] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:46:34.881191] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:35.028849] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:46:35.192888] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:35.354946] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:35.527557] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:35.686559] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:35.836070] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:35.836231] [INFO ] [CONFIGURE ] PEB: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T01:46:35.836275] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3866 tests
[2025-10-18T01:46:35.836310] [INFO ] [CONFIGURE ] PEB: Testing feature 28/29: add_volume_profile
[2025-10-18T01:46:35.836341] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-10-18T01:46:35.970510] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:36.108887] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:36.244306] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:36.380576] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:46:36.516143] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:46:36.654829] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:36.793516] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:36.934445] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:37.072525] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:37.211707] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:37.211859] [INFO ] [CONFIGURE ] PEB: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T01:46:37.211923] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3865 tests
[2025-10-18T01:46:37.211981] [INFO ] [CONFIGURE ] PEB: Testing feature 29/29: add_vwap
[2025-10-18T01:46:37.212015] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_vwap']
[2025-10-18T01:46:37.349514] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:37.488577] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:46:37.627220] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:46:37.769350] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:37.909049] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:46:38.048478] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:46:38.195018] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:46:38.332440] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:38.471311] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:38.610609] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:46:38.610770] [INFO ] [CONFIGURE ] PEB: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T01:46:38.610876] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3864 tests
[2025-10-18T01:46:38.610931] [INFO ] [CONFIGURE ] PEB: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:46:38.610963] [INFO ] [CONFIGURE ] PEB: Best accuracy: 90.00%
[2025-10-18T01:46:38.610994] [INFO ] [CONFIGURE ] PEB: Best feature set (3 features): ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T01:46:38.611023] [INFO ] [CONFIGURE ] PEB: Improvement over baseline: 30.00%
[2025-10-18T01:46:38.611050] [INFO ] [CONFIGURE ] PEB: Total time: 40.5 seconds
[2025-10-18T01:46:38.611076] [INFO ] [CONFIGURE ] PEB: Average time per feature: 1.4 seconds
[2025-10-18T01:46:38.611104] [INFO ] [CONFIGURE ] PEB: Average speed: 0.72 features/sec
[2025-10-18T01:46:38.611722] [INFO ] [LOCAL     ] Saved configuration for PEB: 3 features, 90.00% accuracy -> ./output/feature-sets/PEB.json
[2025-10-18T01:46:38.611791] [INFO ] [CONFIGURE ] PEB: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-18T01:46:38.611880] [INFO ] [sig       ] [249/380] Successfully configured PEB | 0.02 sym/s | Total: 3.0h | ETA: 1.6h
[2025-10-18T01:46:38.611955] [INFO ] [sig       ] [250/380] Configuring PEG...
[2025-10-18T01:46:38.612020] [INFO ] [CONFIGURE ] PEG: Configurate test run.
[2025-10-18T01:46:38.612075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-10-18T01:46:38.624741] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PEG'.
[2025-10-18T01:46:38.625102] [INFO ] [CONFIGURE ] PEG: Testing with 29 available features
[2025-10-18T01:46:38.625159] [INFO ] [CONFIGURE ] PEG: Establishing baseline with no features...
[2025-10-18T01:46:38.721356] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:46:38.822155] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:46:38.924822] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:39.028141] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:39.131124] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:46:39.236260] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:46:39.345948] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:46:39.458173] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:39.562270] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:46:39.664742] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:46:39.664842] [INFO ] [CONFIGURE ] PEG: Baseline score (no features): 50.00%
[2025-10-18T01:46:39.664884] [INFO ] [CONFIGURE ] PEG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:46:39.664915] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:46:39.777783] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:39.890300] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:46:40.004999] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:40.121058] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:40.237265] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:46:40.353356] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:46:40.470822] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:46:40.587610] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:40.707596] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:40.830698] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:46:40.830906] [INFO ] [CONFIGURE ] PEG: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T01:46:40.830961] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3863 tests
[2025-10-18T01:46:40.830995] [INFO ] [CONFIGURE ] PEG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:46:40.831025] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:46:40.949830] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:41.068509] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:46:41.187883] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:41.308710] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:41.429855] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:46:41.552527] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:46:41.673496] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:46:41.796939] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:41.921061] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:42.044608] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:46:42.044790] [INFO ] [CONFIGURE ] PEG: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T01:46:42.044841] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3862 tests
[2025-10-18T01:46:42.044877] [INFO ] [CONFIGURE ] PEG: Testing feature 3/29: add_daily_returns
[2025-10-18T01:46:42.044908] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns']
[2025-10-18T01:46:42.159256] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:42.267063] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:46:42.373964] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:42.483343] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:42.590101] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:46:42.694350] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:46:42.799588] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:46:42.905327] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:43.013720] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:46:43.122618] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:46:43.122839] [INFO ] [CONFIGURE ] PEG: KEPT add_daily_returns (score: 60.00%)
[2025-10-18T01:46:43.122903] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3861 tests
[2025-10-18T01:46:43.122942] [INFO ] [CONFIGURE ] PEG: Testing feature 4/29: add_ema
[2025-10-18T01:46:43.122975] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T01:46:43.247143] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:43.373420] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:46:43.497830] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:43.625680] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:43.750851] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:46:43.895163] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:46:44.036005] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:46:44.166063] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:44.297784] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:46:44.431854] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:46:44.432034] [INFO ] [CONFIGURE ] PEG: DISCARDED add_ema (score: 40.00%)
[2025-10-18T01:46:44.432147] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3860 tests
[2025-10-18T01:46:44.432191] [INFO ] [CONFIGURE ] PEG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:46:44.432223] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:46:44.569525] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:44.703159] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:46:44.837357] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:44.976030] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:45.109153] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:46:45.244124] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:46:45.378924] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:46:45.515228] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:45.651044] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:45.786816] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:46:45.786966] [INFO ] [CONFIGURE ] PEG: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:46:45.787011] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3859 tests
[2025-10-18T01:46:45.787044] [INFO ] [CONFIGURE ] PEG: Testing feature 6/29: add_failed_moves
[2025-10-18T01:46:45.787075] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-18T01:46:45.899399] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:46.013186] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:46:46.125837] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:46.243735] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:46.358798] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:46:46.473412] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:46:46.589723] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:46:46.708119] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:46.827550] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:46:46.947216] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:46:46.947381] [INFO ] [CONFIGURE ] PEG: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:46:46.947450] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3858 tests
[2025-10-18T01:46:46.947487] [INFO ] [CONFIGURE ] PEG: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:46:46.947519] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-18T01:46:47.056347] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:47.164256] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:46:47.273247] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:47.380001] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:47.487332] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:46:47.600373] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:46:47.708513] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:46:47.825366] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:47.935394] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:46:48.044732] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:46:48.044893] [INFO ] [CONFIGURE ] PEG: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:46:48.044935] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3857 tests
[2025-10-18T01:46:48.044969] [INFO ] [CONFIGURE ] PEG: Testing feature 8/29: add_macd
[2025-10-18T01:46:48.045001] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T01:46:48.188833] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:48.333354] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:46:48.479131] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:48.630064] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:48.776217] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:46:48.922833] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:46:49.070926] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:46:49.219371] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:49.377614] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:49.527345] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:46:49.527526] [INFO ] [CONFIGURE ] PEG: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:46:49.527571] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3856 tests
[2025-10-18T01:46:49.527607] [INFO ] [CONFIGURE ] PEG: Testing feature 9/29: add_mfi
[2025-10-18T01:46:49.527638] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-18T01:46:49.651391] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:49.773381] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:46:49.896032] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:50.019937] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:50.153731] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:46:50.284290] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:46:50.410134] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:46:50.537384] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:50.668011] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:50.798863] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:46:50.799043] [INFO ] [CONFIGURE ] PEG: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:46:50.799109] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3855 tests
[2025-10-18T01:46:50.799168] [INFO ] [CONFIGURE ] PEG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:46:50.799202] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:46:50.963143] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:46:51.101663] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:46:51.240797] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:51.381936] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:51.522207] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:46:51.666188] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:46:51.813638] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:46:51.955060] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:52.098847] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:52.242425] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:46:52.242596] [INFO ] [CONFIGURE ] PEG: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:46:52.242663] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3854 tests
[2025-10-18T01:46:52.242723] [INFO ] [CONFIGURE ] PEG: Testing feature 11/29: add_obv_daily
[2025-10-18T01:46:52.242758] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-18T01:46:52.358815] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:46:52.475628] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:46:52.594303] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:52.718458] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:52.855453] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:46:52.978741] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:46:53.097748] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:46:53.218098] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:53.341806] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:53.475187] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:46:53.475370] [INFO ] [CONFIGURE ] PEG: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:46:53.475424] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3853 tests
[2025-10-18T01:46:53.475461] [INFO ] [CONFIGURE ] PEG: Testing feature 12/29: add_obv_interval
[2025-10-18T01:46:53.475499] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-18T01:46:53.602723] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:53.728178] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:46:53.851912] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:53.995939] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:54.123013] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:46:54.247124] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:46:54.377329] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:46:54.509825] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:46:54.641626] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:54.768158] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:46:54.768377] [INFO ] [CONFIGURE ] PEG: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:46:54.768429] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3852 tests
[2025-10-18T01:46:54.768466] [INFO ] [CONFIGURE ] PEG: Testing feature 13/29: add_opening_strength
[2025-10-18T01:46:54.768499] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T01:46:54.899876] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:55.030854] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:46:55.157942] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:55.287099] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:55.404725] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:46:55.527361] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:46:55.647554] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:46:55.766528] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:55.885113] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:56.003607] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:46:56.003753] [INFO ] [CONFIGURE ] PEG: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:46:56.003804] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3851 tests
[2025-10-18T01:46:56.003838] [INFO ] [CONFIGURE ] PEG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:46:56.003869] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T01:46:56.127791] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:56.251959] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:46:56.376635] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:56.502223] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:56.632899] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:46:56.761525] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:46:56.892151] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:46:57.032464] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:57.171107] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:57.306702] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:46:57.306877] [INFO ] [CONFIGURE ] PEG: KEPT add_order_flow_imbalance (score: 70.00%)
[2025-10-18T01:46:57.306920] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3850 tests
[2025-10-18T01:46:57.306955] [INFO ] [CONFIGURE ] PEG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:46:57.306986] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-18T01:46:57.440677] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:57.573306] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:46:57.717451] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:57.851184] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:57.993205] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:46:58.129359] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:46:58.265152] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:46:58.404083] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:58.541976] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:46:58.688388] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:46:58.688585] [INFO ] [CONFIGURE ] PEG: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:46:58.688631] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3849 tests
[2025-10-18T01:46:58.688743] [INFO ] [CONFIGURE ] PEG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:46:58.688789] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-18T01:46:58.844746] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:46:59.003250] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:46:59.158023] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:46:59.294368] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:46:59.432300] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:46:59.570617] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:46:59.711339] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:46:59.849592] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:46:59.987576] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:47:00.128355] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:47:00.128484] [INFO ] [CONFIGURE ] PEG: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:47:00.128528] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3848 tests
[2025-10-18T01:47:00.128563] [INFO ] [CONFIGURE ] PEG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:47:00.128593] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-18T01:47:00.266726] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:00.405971] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:47:00.544869] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:47:00.684892] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:47:00.825739] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:47:00.965697] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:47:01.106200] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:47:01.250555] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:47:01.395539] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:47:01.547439] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:47:01.547579] [INFO ] [CONFIGURE ] PEG: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:47:01.547624] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3847 tests
[2025-10-18T01:47:01.547692] [INFO ] [CONFIGURE ] PEG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:47:01.547737] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-18T01:47:01.683589] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:01.817075] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:47:01.953801] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:47:02.083531] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:47:02.212823] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:47:02.342331] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:47:02.471604] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:47:02.601700] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:47:02.732127] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:47:02.863186] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:47:02.863319] [INFO ] [CONFIGURE ] PEG: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:47:02.863361] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3846 tests
[2025-10-18T01:47:02.863394] [INFO ] [CONFIGURE ] PEG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:47:02.863425] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-18T01:47:02.990430] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:03.118258] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:47:03.245558] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:47:03.373135] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:47:03.501491] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:47:03.630302] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:47:03.758590] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:47:03.888534] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:47:04.020130] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:47:04.152702] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:47:04.152865] [INFO ] [CONFIGURE ] PEG: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:47:04.152927] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3845 tests
[2025-10-18T01:47:04.152966] [INFO ] [CONFIGURE ] PEG: Testing feature 20/29: add_price_rejection
[2025-10-18T01:47:04.152996] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-18T01:47:04.293113] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:04.431779] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:47:04.570954] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:47:04.712623] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:47:04.852193] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:47:04.994707] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:05.135239] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:47:05.277213] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:47:05.420399] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:05.562252] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:47:05.562391] [INFO ] [CONFIGURE ] PEG: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:47:05.562434] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3844 tests
[2025-10-18T01:47:05.562468] [INFO ] [CONFIGURE ] PEG: Testing feature 21/29: add_range_position
[2025-10-18T01:47:05.562498] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-18T01:47:05.708275] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:05.860559] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:47:06.012530] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:47:06.159506] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:47:06.307670] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:47:06.456386] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:06.606333] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:47:06.758381] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:47:06.910684] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:47:07.063067] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:47:07.063221] [INFO ] [CONFIGURE ] PEG: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:47:07.063265] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3843 tests
[2025-10-18T01:47:07.063298] [INFO ] [CONFIGURE ] PEG: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:47:07.063328] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-18T01:47:07.223478] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:07.383589] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:47:07.545603] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:47:07.708561] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:47:07.870686] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:47:08.034248] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:47:08.198625] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:47:08.363570] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:47:08.529054] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:47:08.695791] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:47:08.695923] [INFO ] [CONFIGURE ] PEG: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:47:08.695967] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3842 tests
[2025-10-18T01:47:08.696000] [INFO ] [CONFIGURE ] PEG: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:47:08.696030] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-18T01:47:08.832201] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:08.974778] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:47:09.135984] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:47:09.293375] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:47:09.436907] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:47:09.581417] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:47:09.730538] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:47:09.881885] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:47:10.037596] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:47:10.187349] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:47:10.187511] [INFO ] [CONFIGURE ] PEG: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:47:10.187554] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3841 tests
[2025-10-18T01:47:10.187589] [INFO ] [CONFIGURE ] PEG: Testing feature 24/29: add_rsi
[2025-10-18T01:47:10.187621] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-18T01:47:10.353623] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:10.523043] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:47:10.689862] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:47:10.855904] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:47:11.020413] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:47:11.193406] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:47:11.372193] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:47:11.544828] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:47:11.715301] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:47:11.900724] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:47:11.900896] [INFO ] [CONFIGURE ] PEG: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:47:11.900941] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3840 tests
[2025-10-18T01:47:11.901003] [INFO ] [CONFIGURE ] PEG: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:47:11.901036] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-18T01:47:12.044042] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:12.187840] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:47:12.339889] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:47:12.486602] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:47:12.633921] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:47:12.783803] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:47:12.934245] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:47:13.088048] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:47:13.235967] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:47:13.385841] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:47:13.386061] [INFO ] [CONFIGURE ] PEG: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T01:47:13.386109] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3839 tests
[2025-10-18T01:47:13.386144] [INFO ] [CONFIGURE ] PEG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:47:13.386176] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-18T01:47:13.531200] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:13.684386] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:47:13.834155] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:47:13.980007] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:47:14.127298] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:47:14.272363] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:47:14.414778] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:47:14.555839] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:47:14.698227] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:47:14.838943] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:47:14.839126] [INFO ] [CONFIGURE ] PEG: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T01:47:14.839171] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3838 tests
[2025-10-18T01:47:14.839204] [INFO ] [CONFIGURE ] PEG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:47:14.839235] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-18T01:47:14.984051] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:15.130630] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:47:15.278128] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:47:15.426943] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:47:15.577876] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:47:15.733343] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:47:15.888322] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:47:16.042481] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:47:16.197039] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:47:16.351999] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:47:16.352157] [INFO ] [CONFIGURE ] PEG: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:47:16.352203] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3837 tests
[2025-10-18T01:47:16.352238] [INFO ] [CONFIGURE ] PEG: Testing feature 28/29: add_volume_profile
[2025-10-18T01:47:16.352270] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-18T01:47:16.491696] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:16.633702] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:47:16.775992] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:47:16.920742] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:47:17.083573] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:47:17.245592] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:47:17.404020] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:47:17.549792] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:47:17.692401] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:47:17.835720] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:47:17.835897] [INFO ] [CONFIGURE ] PEG: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:47:17.836027] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3836 tests
[2025-10-18T01:47:17.836073] [INFO ] [CONFIGURE ] PEG: Testing feature 29/29: add_vwap
[2025-10-18T01:47:17.836106] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-18T01:47:17.987385] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:18.133909] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:47:18.294132] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:47:18.443324] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:47:18.597557] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:47:18.753603] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:18.911919] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:47:19.060321] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:47:19.209547] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:47:19.362024] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:47:19.362206] [INFO ] [CONFIGURE ] PEG: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T01:47:19.362250] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3835 tests
[2025-10-18T01:47:19.362284] [INFO ] [CONFIGURE ] PEG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:47:19.362315] [INFO ] [CONFIGURE ] PEG: Best accuracy: 70.00%
[2025-10-18T01:47:19.362597] [INFO ] [CONFIGURE ] PEG: Best feature set (2 features): ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T01:47:19.362679] [INFO ] [CONFIGURE ] PEG: Improvement over baseline: 20.00%
[2025-10-18T01:47:19.362728] [INFO ] [CONFIGURE ] PEG: Total time: 39.7 seconds
[2025-10-18T01:47:19.362759] [INFO ] [CONFIGURE ] PEG: Average time per feature: 1.4 seconds
[2025-10-18T01:47:19.362787] [INFO ] [CONFIGURE ] PEG: Average speed: 0.73 features/sec
[2025-10-18T01:47:19.363868] [INFO ] [LOCAL     ] Saved configuration for PEG: 2 features, 70.00% accuracy -> ./output/feature-sets/PEG.json
[2025-10-18T01:47:19.363922] [INFO ] [CONFIGURE ] PEG: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T01:47:19.363970] [INFO ] [sig       ] [250/380] Successfully configured PEG | 0.02 sym/s | Total: 3.0h | ETA: 1.6h
[2025-10-18T01:47:19.364028] [INFO ] [sig       ] [251/380] Configuring PFE...
[2025-10-18T01:47:19.364069] [INFO ] [CONFIGURE ] PFE: Configurate test run.
[2025-10-18T01:47:19.364124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'.
[2025-10-18T01:47:19.377582] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFE'.
[2025-10-18T01:47:19.377974] [INFO ] [CONFIGURE ] PFE: Testing with 29 available features
[2025-10-18T01:47:19.378031] [INFO ] [CONFIGURE ] PFE: Establishing baseline with no features...
[2025-10-18T01:47:19.483193] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:19.588714] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:19.699024] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:19.807746] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:19.915484] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:20.023867] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:20.131870] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:47:20.242077] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:20.351801] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:20.465109] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:20.465302] [INFO ] [CONFIGURE ] PFE: Baseline score (no features): 70.00%
[2025-10-18T01:47:20.465348] [INFO ] [CONFIGURE ] PFE: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:47:20.465382] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:47:20.585845] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:20.705671] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:20.826827] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:20.947506] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:21.071361] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:21.194366] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:21.320588] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:21.444262] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:21.569617] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:21.695773] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:21.695977] [INFO ] [CONFIGURE ] PFE: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-18T01:47:21.696040] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3834 tests
[2025-10-18T01:47:21.696076] [INFO ] [CONFIGURE ] PFE: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:47:21.696108] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:47:21.835587] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:21.978434] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:22.118484] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:22.258893] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:22.398837] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:22.540338] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:22.680965] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:47:22.822240] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:22.964615] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:23.106891] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:23.107042] [INFO ] [CONFIGURE ] PFE: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T01:47:23.107157] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3833 tests
[2025-10-18T01:47:23.107200] [INFO ] [CONFIGURE ] PFE: Testing feature 3/29: add_daily_returns
[2025-10-18T01:47:23.107232] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:47:23.234155] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:23.363431] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:23.500309] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:23.667336] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:23.849231] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:24.034407] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:24.181603] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:24.337747] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:24.484254] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:24.615994] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:24.616170] [INFO ] [CONFIGURE ] PFE: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-18T01:47:24.616215] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3832 tests
[2025-10-18T01:47:24.616248] [INFO ] [CONFIGURE ] PFE: Testing feature 4/29: add_ema
[2025-10-18T01:47:24.616280] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:47:24.751189] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:24.887453] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:25.023019] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:25.159568] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:25.294058] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:25.426625] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:25.559413] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:25.693827] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:25.829168] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:25.963575] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:47:25.963747] [INFO ] [CONFIGURE ] PFE: DISCARDED add_ema (score: 70.00%)
[2025-10-18T01:47:25.963800] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3831 tests
[2025-10-18T01:47:25.963836] [INFO ] [CONFIGURE ] PFE: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:47:25.963866] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:47:26.102419] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:26.241553] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:26.381203] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:26.523299] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:26.682089] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:26.834853] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:26.992129] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:47:27.134608] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:27.288752] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:27.438584] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:27.438756] [INFO ] [CONFIGURE ] PFE: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T01:47:27.438810] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3830 tests
[2025-10-18T01:47:27.438846] [INFO ] [CONFIGURE ] PFE: Testing feature 6/29: add_failed_moves
[2025-10-18T01:47:27.438877] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:47:27.564660] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:27.689733] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:27.818213] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:27.947733] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:28.083724] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:28.215252] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:28.344173] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:28.474002] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:28.603768] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:28.733223] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:28.733349] [INFO ] [CONFIGURE ] PFE: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T01:47:28.733393] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3829 tests
[2025-10-18T01:47:28.733428] [INFO ] [CONFIGURE ] PFE: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:47:28.733459] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:47:28.850267] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:28.973809] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:29.091976] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:29.211371] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:29.331596] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:29.454385] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:29.575463] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:29.704169] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:29.822269] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:29.939049] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:29.939200] [INFO ] [CONFIGURE ] PFE: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T01:47:29.939245] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3828 tests
[2025-10-18T01:47:29.939279] [INFO ] [CONFIGURE ] PFE: Testing feature 8/29: add_macd
[2025-10-18T01:47:29.939310] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T01:47:30.091272] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:30.241983] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:30.393031] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:30.545374] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:30.704225] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:30.857804] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:31.012371] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:31.163926] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:31.322732] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:31.495917] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:31.496151] [INFO ] [CONFIGURE ] PFE: DISCARDED add_macd (score: 80.00%)
[2025-10-18T01:47:31.496221] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3827 tests
[2025-10-18T01:47:31.496260] [INFO ] [CONFIGURE ] PFE: Testing feature 9/29: add_mfi
[2025-10-18T01:47:31.496294] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:47:31.633843] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:31.773190] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:31.932452] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:32.095116] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:32.240997] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:32.387740] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:32.534885] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:32.708163] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:32.872684] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:33.030369] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:33.030711] [INFO ] [CONFIGURE ] PFE: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T01:47:33.030779] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3826 tests
[2025-10-18T01:47:33.030823] [INFO ] [CONFIGURE ] PFE: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:47:33.030859] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:47:33.198661] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:33.357912] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:33.555534] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:33.723266] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:33.885768] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:34.049571] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:34.215485] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:34.394031] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:34.561483] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:34.726627] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:34.726810] [INFO ] [CONFIGURE ] PFE: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-18T01:47:34.726859] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3825 tests
[2025-10-18T01:47:34.726894] [INFO ] [CONFIGURE ] PFE: Testing feature 11/29: add_obv_daily
[2025-10-18T01:47:34.726924] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T01:47:34.855282] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:34.989902] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:35.120931] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:35.250163] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:35.380035] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:35.509585] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:35.641744] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:47:35.777454] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:35.909492] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:47:36.042043] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:47:36.042214] [INFO ] [CONFIGURE ] PFE: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T01:47:36.042259] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3824 tests
[2025-10-18T01:47:36.042294] [INFO ] [CONFIGURE ] PFE: Testing feature 12/29: add_obv_interval
[2025-10-18T01:47:36.042324] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T01:47:36.169560] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:36.298051] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:36.429201] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:36.597178] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:36.725245] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:36.854115] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:36.982321] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:37.110725] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:37.243432] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:37.372405] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:37.372525] [INFO ] [CONFIGURE ] PFE: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T01:47:37.372585] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3823 tests
[2025-10-18T01:47:37.372662] [INFO ] [CONFIGURE ] PFE: Testing feature 13/29: add_opening_strength
[2025-10-18T01:47:37.372718] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:47:37.508273] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:37.643162] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:37.776319] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:47:37.910475] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:38.050930] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:38.185835] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:38.320904] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:47:38.456536] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:38.592278] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:38.733949] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:38.734082] [INFO ] [CONFIGURE ] PFE: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:47:38.734124] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3822 tests
[2025-10-18T01:47:38.734159] [INFO ] [CONFIGURE ] PFE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:47:38.734189] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T01:47:38.871516] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:39.006205] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:39.141858] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:39.278068] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:39.419942] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:39.557599] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:39.700752] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:39.840683] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:39.979984] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:40.127179] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:40.127432] [INFO ] [CONFIGURE ] PFE: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T01:47:40.127558] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3821 tests
[2025-10-18T01:47:40.127617] [INFO ] [CONFIGURE ] PFE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:47:40.127679] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T01:47:40.247809] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:40.367375] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:40.487468] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:40.608729] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:40.730438] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:40.854622] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:40.977410] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:41.101074] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:41.222881] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:41.347425] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:41.347539] [INFO ] [CONFIGURE ] PFE: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T01:47:41.347583] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3820 tests
[2025-10-18T01:47:41.347617] [INFO ] [CONFIGURE ] PFE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:47:41.347673] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T01:47:41.475403] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:41.603616] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:41.732536] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:41.862636] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:41.989398] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:42.120099] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:42.251434] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:47:42.382626] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:42.514707] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:42.677557] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:42.677704] [INFO ] [CONFIGURE ] PFE: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:47:42.677762] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3819 tests
[2025-10-18T01:47:42.677798] [INFO ] [CONFIGURE ] PFE: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:47:42.677828] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T01:47:42.809797] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:42.943131] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:43.077070] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:43.212932] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:43.368380] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:43.496530] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:43.625106] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:43.753613] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:43.882047] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:44.011378] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:44.011502] [INFO ] [CONFIGURE ] PFE: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T01:47:44.011544] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3818 tests
[2025-10-18T01:47:44.011578] [INFO ] [CONFIGURE ] PFE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:47:44.011608] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T01:47:44.123311] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:44.235916] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:44.348802] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:44.462415] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:44.577259] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:44.707421] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:44.832247] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:44.955145] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:45.079787] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:45.204593] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:45.204749] [INFO ] [CONFIGURE ] PFE: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T01:47:45.204802] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3817 tests
[2025-10-18T01:47:45.204836] [INFO ] [CONFIGURE ] PFE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:47:45.204867] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T01:47:45.326117] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:45.448347] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:45.571259] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:45.707040] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:45.827601] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:45.948333] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:46.073118] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:46.196968] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:46.322763] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:46.447268] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:46.447430] [INFO ] [CONFIGURE ] PFE: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T01:47:46.447474] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3816 tests
[2025-10-18T01:47:46.447508] [INFO ] [CONFIGURE ] PFE: Testing feature 20/29: add_price_rejection
[2025-10-18T01:47:46.447539] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T01:47:46.578543] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:46.713053] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:46.847042] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:46.985267] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:47.128795] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:47.269042] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:47.409160] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:47.551835] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:47.692235] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:47.831337] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:47.831541] [INFO ] [CONFIGURE ] PFE: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T01:47:47.831589] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3815 tests
[2025-10-18T01:47:47.831622] [INFO ] [CONFIGURE ] PFE: Testing feature 21/29: add_range_position
[2025-10-18T01:47:47.831682] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T01:47:47.991408] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:48.142754] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:48.290875] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:48.435904] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:48.583467] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:48.764261] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:48.910573] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:49.063502] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:49.224877] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:49.380491] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:49.380694] [INFO ] [CONFIGURE ] PFE: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T01:47:49.380755] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3814 tests
[2025-10-18T01:47:49.380794] [INFO ] [CONFIGURE ] PFE: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:47:49.380826] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T01:47:49.560671] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:49.731985] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:49.895669] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:50.059461] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:50.224330] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:50.395662] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:50.558381] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:50.722109] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:50.889366] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:51.053620] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:51.053859] [INFO ] [CONFIGURE ] PFE: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T01:47:51.053922] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 1.5s/test | Remaining: 3813 tests
[2025-10-18T01:47:51.053960] [INFO ] [CONFIGURE ] PFE: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:47:51.053992] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T01:47:51.185576] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:51.318864] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:51.456557] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:51.595542] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:51.765580] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:51.920934] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:52.058284] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:52.194244] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:52.334798] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:52.471957] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:52.472091] [INFO ] [CONFIGURE ] PFE: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T01:47:52.472134] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3812 tests
[2025-10-18T01:47:52.472168] [INFO ] [CONFIGURE ] PFE: Testing feature 24/29: add_rsi
[2025-10-18T01:47:52.472198] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T01:47:52.627115] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:52.783335] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:52.939619] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:53.096921] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:53.253310] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:53.412786] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:53.571144] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:53.728855] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:53.890985] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:54.058433] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:47:54.058696] [INFO ] [CONFIGURE ] PFE: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T01:47:54.058780] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3811 tests
[2025-10-18T01:47:54.058833] [INFO ] [CONFIGURE ] PFE: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:47:54.058867] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T01:47:54.204612] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:54.345759] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:54.493156] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:54.643828] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:54.826573] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:54.975009] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:55.127906] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:55.282123] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:55.437701] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:55.595629] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:55.595833] [INFO ] [CONFIGURE ] PFE: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:47:55.595882] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3810 tests
[2025-10-18T01:47:55.595919] [INFO ] [CONFIGURE ] PFE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:47:55.595950] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T01:47:55.753560] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:55.914993] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:56.068268] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:56.203802] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:56.342243] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:56.483960] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:56.628457] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:56.771529] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:56.913690] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:57.058073] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:57.058248] [INFO ] [CONFIGURE ] PFE: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T01:47:57.058293] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3809 tests
[2025-10-18T01:47:57.058327] [INFO ] [CONFIGURE ] PFE: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:47:57.058358] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T01:47:57.201633] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:57.353697] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:57.498932] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:57.644894] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:57.791565] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:57.939192] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:58.087523] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:58.240082] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:58.387686] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:58.538025] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:58.538258] [INFO ] [CONFIGURE ] PFE: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T01:47:58.538319] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3808 tests
[2025-10-18T01:47:58.538357] [INFO ] [CONFIGURE ] PFE: Testing feature 28/29: add_volume_profile
[2025-10-18T01:47:58.538390] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T01:47:58.679785] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:47:58.819003] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:47:58.959897] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:47:59.097192] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:47:59.232752] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:47:59.369309] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:47:59.510446] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:47:59.649326] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:47:59.790001] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:47:59.929181] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:47:59.929342] [INFO ] [CONFIGURE ] PFE: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T01:47:59.929387] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3807 tests
[2025-10-18T01:47:59.929422] [INFO ] [CONFIGURE ] PFE: Testing feature 29/29: add_vwap
[2025-10-18T01:47:59.929453] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T01:48:00.066818] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:00.205434] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:48:00.343674] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:48:00.483147] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:48:00.624848] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:48:00.768808] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:48:00.910445] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:48:01.050837] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:48:01.211073] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:48:01.357478] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:01.357697] [INFO ] [CONFIGURE ] PFE: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T01:48:01.357765] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3806 tests
[2025-10-18T01:48:01.357808] [INFO ] [CONFIGURE ] PFE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:48:01.357861] [INFO ] [CONFIGURE ] PFE: Best accuracy: 80.00%
[2025-10-18T01:48:01.357920] [INFO ] [CONFIGURE ] PFE: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T01:48:01.357954] [INFO ] [CONFIGURE ] PFE: Improvement over baseline: 10.00%
[2025-10-18T01:48:01.357982] [INFO ] [CONFIGURE ] PFE: Total time: 40.9 seconds
[2025-10-18T01:48:01.358009] [INFO ] [CONFIGURE ] PFE: Average time per feature: 1.4 seconds
[2025-10-18T01:48:01.358037] [INFO ] [CONFIGURE ] PFE: Average speed: 0.71 features/sec
[2025-10-18T01:48:01.358589] [INFO ] [LOCAL     ] Saved configuration for PFE: 1 features, 80.00% accuracy -> ./output/feature-sets/PFE.json
[2025-10-18T01:48:01.358702] [INFO ] [CONFIGURE ] PFE: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-18T01:48:01.358781] [INFO ] [sig       ] [251/380] Successfully configured PFE | 0.02 sym/s | Total: 3.0h | ETA: 1.5h
[2025-10-18T01:48:01.358858] [INFO ] [sig       ] [252/380] Configuring PFGC...
[2025-10-18T01:48:01.358923] [INFO ] [CONFIGURE ] PFGC: Configurate test run.
[2025-10-18T01:48:01.358979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-10-18T01:48:01.372710] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFGC'.
[2025-10-18T01:48:01.373213] [INFO ] [CONFIGURE ] PFGC: Testing with 29 available features
[2025-10-18T01:48:01.373273] [INFO ] [CONFIGURE ] PFGC: Establishing baseline with no features...
[2025-10-18T01:48:01.488753] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:01.613601] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:01.734357] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:01.854604] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:01.977555] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:02.096945] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:02.212700] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:02.327803] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:02.445910] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:02.568795] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:02.569016] [INFO ] [CONFIGURE ] PFGC: Baseline score (no features): 60.00%
[2025-10-18T01:48:02.569079] [INFO ] [CONFIGURE ] PFGC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:48:02.569116] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:48:02.697931] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:02.824839] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:02.951778] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:48:03.080988] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:03.211987] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:03.340918] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:03.470418] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:03.600394] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:03.730884] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:03.900622] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:03.900826] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T01:48:03.900875] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3805 tests
[2025-10-18T01:48:03.900910] [INFO ] [CONFIGURE ] PFGC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:48:03.900940] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:48:04.033728] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:04.167151] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:48:04.314666] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:48:04.456512] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:48:04.591039] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:04.726199] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:04.864021] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:05.001254] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:05.160570] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:05.300043] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:05.300263] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T01:48:05.300310] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3804 tests
[2025-10-18T01:48:05.300346] [INFO ] [CONFIGURE ] PFGC: Testing feature 3/29: add_daily_returns
[2025-10-18T01:48:05.300380] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_daily_returns']
[2025-10-18T01:48:05.419280] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:05.539213] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:05.659367] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:05.788971] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:05.909281] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:06.031449] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:06.152668] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:06.278151] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:06.397995] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:06.519461] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:06.519629] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T01:48:06.519706] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3803 tests
[2025-10-18T01:48:06.519752] [INFO ] [CONFIGURE ] PFGC: Testing feature 4/29: add_ema
[2025-10-18T01:48:06.519784] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_ema']
[2025-10-18T01:48:06.647165] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:06.780896] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:06.919504] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:07.054119] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:07.188365] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:07.324289] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:07.459542] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:07.596289] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:07.735191] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:48:07.869723] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:07.869905] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:48:07.869996] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3802 tests
[2025-10-18T01:48:07.870053] [INFO ] [CONFIGURE ] PFGC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:48:07.870087] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:48:08.011171] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:08.160681] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:08.309540] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:08.454341] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:08.615274] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:08.762529] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:08.915822] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:09.068558] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:09.216876] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:09.359073] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:09.359262] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T01:48:09.359306] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3801 tests
[2025-10-18T01:48:09.359341] [INFO ] [CONFIGURE ] PFGC: Testing feature 6/29: add_failed_moves
[2025-10-18T01:48:09.359372] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_failed_moves']
[2025-10-18T01:48:09.477820] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:09.597412] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:09.722986] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:09.847067] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:10.002458] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:10.123744] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:10.246303] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:10.368239] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:10.493505] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:10.616742] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:10.616904] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:48:10.616947] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3800 tests
[2025-10-18T01:48:10.616981] [INFO ] [CONFIGURE ] PFGC: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:48:10.617011] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_lag_shelf']
[2025-10-18T01:48:10.726933] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:10.837057] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:10.949441] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:11.077088] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:11.197236] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:11.314676] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:11.432202] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:11.548263] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:11.663943] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:11.779925] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:11.780093] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:48:11.780140] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3799 tests
[2025-10-18T01:48:11.780173] [INFO ] [CONFIGURE ] PFGC: Testing feature 8/29: add_macd
[2025-10-18T01:48:11.780204] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:48:11.934063] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:12.084697] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:12.232766] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:48:12.382371] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:12.538342] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:12.688921] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:48:12.841275] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:13.005662] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:48:13.159726] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:48:13.316787] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:13.316951] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_macd (score: 20.00%)
[2025-10-18T01:48:13.316996] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3798 tests
[2025-10-18T01:48:13.317030] [INFO ] [CONFIGURE ] PFGC: Testing feature 9/29: add_mfi
[2025-10-18T01:48:13.317061] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_mfi']
[2025-10-18T01:48:13.441102] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:13.565864] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:13.693052] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:13.820491] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:13.952513] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:14.081953] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:14.209601] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:14.339441] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:14.469836] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:14.605714] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:14.605896] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:48:14.605938] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3797 tests
[2025-10-18T01:48:14.605972] [INFO ] [CONFIGURE ] PFGC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:48:14.606003] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:48:14.747104] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:14.894188] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:15.039129] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:48:15.180611] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:15.324432] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:48:15.473766] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:15.622338] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:15.767543] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:15.913136] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:16.096254] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:16.096434] [INFO ] [CONFIGURE ] PFGC: KEPT add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:48:16.096508] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3796 tests
[2025-10-18T01:48:16.096566] [INFO ] [CONFIGURE ] PFGC: Testing feature 11/29: add_obv_daily
[2025-10-18T01:48:16.096603] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T01:48:16.246599] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:16.396060] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:16.548458] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:16.699288] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:16.854106] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:17.008960] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:17.165430] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:17.320638] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:17.478401] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:17.634714] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:17.634868] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T01:48:17.634912] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3795 tests
[2025-10-18T01:48:17.634945] [INFO ] [CONFIGURE ] PFGC: Testing feature 12/29: add_obv_interval
[2025-10-18T01:48:17.634974] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-18T01:48:17.781930] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:17.931001] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:18.081429] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:48:18.231918] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:18.386193] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:48:18.538259] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:18.690146] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:18.842070] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:18.994386] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:19.153993] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:19.154156] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T01:48:19.154203] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3794 tests
[2025-10-18T01:48:19.154237] [INFO ] [CONFIGURE ] PFGC: Testing feature 13/29: add_opening_strength
[2025-10-18T01:48:19.154268] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:48:19.316723] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:19.484201] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:19.645588] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:19.813509] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:19.982204] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:20.147774] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:20.311951] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:20.477133] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:20.642070] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:20.807579] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:20.807788] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T01:48:20.807872] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3793 tests
[2025-10-18T01:48:20.807932] [INFO ] [CONFIGURE ] PFGC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:48:20.807967] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-18T01:48:20.968836] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:21.131302] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:21.297323] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:21.460810] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:21.623724] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:21.788388] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:21.956040] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:22.121177] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:22.316480] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:22.482565] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:22.482810] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T01:48:22.482874] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3792 tests
[2025-10-18T01:48:22.482914] [INFO ] [CONFIGURE ] PFGC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:48:22.482945] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-18T01:48:22.624023] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:22.776978] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:48:22.939977] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:23.097936] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:23.251943] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:48:23.402356] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:23.558581] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:23.710899] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:23.864043] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:24.024021] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:24.024255] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:48:24.024306] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3791 tests
[2025-10-18T01:48:24.024342] [INFO ] [CONFIGURE ] PFGC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:48:24.024372] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-18T01:48:24.180513] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:24.336267] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:24.489880] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:48:24.646005] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:24.802048] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:24.960774] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:25.112402] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:25.265173] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:25.420359] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:25.578244] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:25.578491] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:48:25.578559] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3790 tests
[2025-10-18T01:48:25.578618] [INFO ] [CONFIGURE ] PFGC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:48:25.578683] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-18T01:48:25.715736] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:25.855257] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:25.994143] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:48:26.136336] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:26.279570] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:48:26.422055] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:26.567732] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:26.713728] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:26.858897] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:27.004190] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:27.004411] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:48:27.004471] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3789 tests
[2025-10-18T01:48:27.004508] [INFO ] [CONFIGURE ] PFGC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:48:27.004540] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-18T01:48:27.143622] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:27.282980] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:27.420755] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:48:27.560962] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:27.704077] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:48:27.851511] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:28.001930] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:28.140462] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:28.278985] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:28.417332] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:28.417502] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:48:28.417545] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3788 tests
[2025-10-18T01:48:28.417579] [INFO ] [CONFIGURE ] PFGC: Testing feature 20/29: add_price_rejection
[2025-10-18T01:48:28.417609] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-18T01:48:28.564022] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:28.719419] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:28.873904] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:29.030909] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:29.191487] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:29.350305] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:48:29.509608] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:29.669402] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:29.833580] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:48:29.993575] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:29.993800] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T01:48:29.993853] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3787 tests
[2025-10-18T01:48:29.993891] [INFO ] [CONFIGURE ] PFGC: Testing feature 21/29: add_range_position
[2025-10-18T01:48:29.993924] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-18T01:48:30.152386] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:30.313994] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:30.477171] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:30.640552] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:30.799810] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:30.959956] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:48:31.117942] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:31.277438] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:31.440924] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:48:31.605516] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:31.605710] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:48:31.605768] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3786 tests
[2025-10-18T01:48:31.605804] [INFO ] [CONFIGURE ] PFGC: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:48:31.605836] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-18T01:48:31.803360] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:32.019911] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:32.266265] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:48:32.506685] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:32.712913] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:32.903823] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:33.092234] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:33.272609] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:33.453238] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:33.633532] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:33.633749] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T01:48:33.633817] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3785 tests
[2025-10-18T01:48:33.633854] [INFO ] [CONFIGURE ] PFGC: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:48:33.633885] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-18T01:48:33.779815] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:33.927353] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:34.075841] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:48:34.225290] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:34.373519] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:34.525057] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:34.676766] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:34.826221] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:34.974953] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:35.130259] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:35.130412] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:48:35.130457] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3784 tests
[2025-10-18T01:48:35.130492] [INFO ] [CONFIGURE ] PFGC: Testing feature 24/29: add_rsi
[2025-10-18T01:48:35.130527] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-18T01:48:35.295714] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:35.460670] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:48:35.625577] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:48:35.792527] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:35.960984] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:36.132871] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:36.302219] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:36.470962] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:36.643919] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:36.816245] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:36.816415] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T01:48:36.816459] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3783 tests
[2025-10-18T01:48:36.816494] [INFO ] [CONFIGURE ] PFGC: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:48:36.816526] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-18T01:48:36.959769] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:37.106943] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:37.252019] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:48:37.402310] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:37.551539] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:48:37.693463] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:37.835122] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:37.977757] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:38.120838] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:38.265005] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:38.265182] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T01:48:38.265226] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3782 tests
[2025-10-18T01:48:38.265260] [INFO ] [CONFIGURE ] PFGC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:48:38.265291] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-18T01:48:38.406773] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:38.549569] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:38.693748] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:48:38.838227] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:38.984471] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:39.133862] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:39.301398] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:39.451212] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:39.598844] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:39.760677] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:39.760868] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:48:39.760923] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3781 tests
[2025-10-18T01:48:39.760958] [INFO ] [CONFIGURE ] PFGC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:48:39.760991] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-18T01:48:39.918244] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:40.070081] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:48:40.226519] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:40.392883] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:40.557929] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:40.737171] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:40.920980] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:41.096177] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:41.263575] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:48:41.427929] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:41.428125] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:48:41.428183] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3780 tests
[2025-10-18T01:48:41.428221] [INFO ] [CONFIGURE ] PFGC: Testing feature 28/29: add_volume_profile
[2025-10-18T01:48:41.428252] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-18T01:48:41.570001] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:41.730810] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:48:41.887715] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:48:42.039471] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:42.191438] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:42.350959] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:42.510986] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:42.670992] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:42.827967] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:42.981509] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:42.981717] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T01:48:42.981776] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3779 tests
[2025-10-18T01:48:42.981816] [INFO ] [CONFIGURE ] PFGC: Testing feature 29/29: add_vwap
[2025-10-18T01:48:42.981848] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-18T01:48:43.132596] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:43.283535] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:48:43.435378] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:48:43.599760] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:43.755309] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:43.912037] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:48:44.076012] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:48:44.242392] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:44.399161] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:44.557993] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:48:44.558218] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T01:48:44.558288] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3778 tests
[2025-10-18T01:48:44.558345] [INFO ] [CONFIGURE ] PFGC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:48:44.558394] [INFO ] [CONFIGURE ] PFGC: Best accuracy: 70.00%
[2025-10-18T01:48:44.558445] [INFO ] [CONFIGURE ] PFGC: Best feature set (2 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:48:44.558492] [INFO ] [CONFIGURE ] PFGC: Improvement over baseline: 10.00%
[2025-10-18T01:48:44.558537] [INFO ] [CONFIGURE ] PFGC: Total time: 42.0 seconds
[2025-10-18T01:48:44.558582] [INFO ] [CONFIGURE ] PFGC: Average time per feature: 1.5 seconds
[2025-10-18T01:48:44.558629] [INFO ] [CONFIGURE ] PFGC: Average speed: 0.69 features/sec
[2025-10-18T01:48:44.559427] [INFO ] [LOCAL     ] Saved configuration for PFGC: 2 features, 70.00% accuracy -> ./output/feature-sets/PFGC.json
[2025-10-18T01:48:44.559509] [INFO ] [CONFIGURE ] PFGC: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T01:48:44.559617] [INFO ] [sig       ] [252/380] Successfully configured PFGC | 0.02 sym/s | Total: 3.0h | ETA: 1.5h
[2025-10-18T01:48:44.559727] [INFO ] [sig       ] [253/380] Configuring PFH...
[2025-10-18T01:48:44.559806] [INFO ] [CONFIGURE ] PFH: Configurate test run.
[2025-10-18T01:48:44.559874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-10-18T01:48:44.576389] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFH'.
[2025-10-18T01:48:44.577000] [INFO ] [CONFIGURE ] PFH: Testing with 29 available features
[2025-10-18T01:48:44.577098] [INFO ] [CONFIGURE ] PFH: Establishing baseline with no features...
[2025-10-18T01:48:44.696862] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:44.801709] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:48:44.906770] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:45.012310] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:48:45.122098] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:48:45.228956] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:48:45.336711] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:48:45.447491] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:48:45.558284] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:48:45.668462] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:45.668623] [INFO ] [CONFIGURE ] PFH: Baseline score (no features): 40.00%
[2025-10-18T01:48:45.668702] [INFO ] [CONFIGURE ] PFH: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:48:45.668747] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:48:45.788004] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:45.911969] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:48:46.039214] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:46.164143] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:48:46.286474] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:48:46.408821] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:48:46.552443] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:48:46.676825] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:48:46.833566] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:48:46.974615] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:46.974805] [INFO ] [CONFIGURE ] PFH: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T01:48:46.974854] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3777 tests
[2025-10-18T01:48:46.974889] [INFO ] [CONFIGURE ] PFH: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:48:46.974919] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:48:47.110091] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:47.236732] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:48:47.365093] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:47.490967] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:48:47.617675] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:48:47.746320] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:48:47.884637] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:48:48.022302] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:48:48.156349] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:48.285795] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:48.285958] [INFO ] [CONFIGURE ] PFH: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T01:48:48.286002] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3776 tests
[2025-10-18T01:48:48.286035] [INFO ] [CONFIGURE ] PFH: Testing feature 3/29: add_daily_returns
[2025-10-18T01:48:48.286065] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns']
[2025-10-18T01:48:48.396176] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:48.505925] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:48:48.617100] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:48.729723] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:48:48.843566] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:48:48.958979] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:48:49.073503] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:48:49.186813] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:48:49.301946] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:49.415820] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:49.415972] [INFO ] [CONFIGURE ] PFH: KEPT add_daily_returns (score: 50.00%)
[2025-10-18T01:48:49.416015] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3775 tests
[2025-10-18T01:48:49.416050] [INFO ] [CONFIGURE ] PFH: Testing feature 4/29: add_ema
[2025-10-18T01:48:49.416080] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T01:48:49.576001] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:49.704294] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:48:49.832947] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:49.964369] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:50.108129] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:48:50.249708] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:48:50.387675] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:48:50.525873] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:50.666679] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:50.806520] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:50.806767] [INFO ] [CONFIGURE ] PFH: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:48:50.806834] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3774 tests
[2025-10-18T01:48:50.806883] [INFO ] [CONFIGURE ] PFH: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:48:50.806997] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:48:50.950189] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:51.097737] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:48:51.241383] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:51.386989] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:48:51.528356] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:48:51.669310] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:48:51.812844] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:48:51.958934] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:48:52.101001] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:52.243847] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:52.244026] [INFO ] [CONFIGURE ] PFH: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-18T01:48:52.244069] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3773 tests
[2025-10-18T01:48:52.244104] [INFO ] [CONFIGURE ] PFH: Testing feature 6/29: add_failed_moves
[2025-10-18T01:48:52.244135] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T01:48:52.392219] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:52.541267] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:48:52.684449] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:52.837093] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:48:52.983737] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:48:53.130827] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:48:53.281492] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:48:53.429858] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:48:53.579204] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:53.735241] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:53.735409] [INFO ] [CONFIGURE ] PFH: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:48:53.735453] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3772 tests
[2025-10-18T01:48:53.735488] [INFO ] [CONFIGURE ] PFH: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:48:53.735520] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T01:48:53.874567] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:54.015993] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:48:54.157680] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:54.301528] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:48:54.443103] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:48:54.582876] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:48:54.726327] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:48:54.868892] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:48:55.014473] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:55.160523] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:55.160723] [INFO ] [CONFIGURE ] PFH: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T01:48:55.160779] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3771 tests
[2025-10-18T01:48:55.160815] [INFO ] [CONFIGURE ] PFH: Testing feature 8/29: add_macd
[2025-10-18T01:48:55.160847] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T01:48:55.328250] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:55.500613] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:48:55.674999] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:55.844394] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:48:56.014418] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:48:56.185720] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:48:56.355333] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:48:56.526819] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:48:56.701449] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:48:56.875239] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:56.875441] [INFO ] [CONFIGURE ] PFH: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:48:56.875490] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3770 tests
[2025-10-18T01:48:56.875527] [INFO ] [CONFIGURE ] PFH: Testing feature 9/29: add_mfi
[2025-10-18T01:48:56.875559] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T01:48:57.033929] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:57.196449] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:48:57.354552] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:57.509683] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:48:57.665236] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:48:57.822464] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:48:57.979868] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:48:58.136553] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:48:58.294054] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:48:58.450885] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:48:58.451116] [INFO ] [CONFIGURE ] PFH: KEPT add_mfi (score: 70.00%)
[2025-10-18T01:48:58.451164] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3769 tests
[2025-10-18T01:48:58.451199] [INFO ] [CONFIGURE ] PFH: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:48:58.451230] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:48:58.644713] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:48:58.830722] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:48:59.014420] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:48:59.198395] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:48:59.383442] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:48:59.569259] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:48:59.755562] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:48:59.940932] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:49:00.130508] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:00.321515] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:00.321763] [INFO ] [CONFIGURE ] PFH: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:49:00.321821] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3768 tests
[2025-10-18T01:49:00.321857] [INFO ] [CONFIGURE ] PFH: Testing feature 11/29: add_obv_daily
[2025-10-18T01:49:00.321889] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_daily']
[2025-10-18T01:49:00.484414] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:00.648419] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:49:00.815900] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:00.978937] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:01.149189] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:01.324314] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:49:01.513589] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:01.721377] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:01.899671] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:02.073978] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:02.074213] [INFO ] [CONFIGURE ] PFH: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:49:02.074273] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3767 tests
[2025-10-18T01:49:02.074312] [INFO ] [CONFIGURE ] PFH: Testing feature 12/29: add_obv_interval
[2025-10-18T01:49:02.074345] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_interval']
[2025-10-18T01:49:02.242199] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:49:02.405417] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:49:02.569306] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:49:02.732665] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:02.896052] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:03.061468] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:49:03.226763] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:03.392014] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:03.556692] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:49:03.723780] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:03.723949] [INFO ] [CONFIGURE ] PFH: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:49:03.723995] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3766 tests
[2025-10-18T01:49:03.724029] [INFO ] [CONFIGURE ] PFH: Testing feature 13/29: add_opening_strength
[2025-10-18T01:49:03.724060] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_opening_strength']
[2025-10-18T01:49:03.902781] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:49:04.070092] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:49:04.237521] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:49:04.410711] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:04.584713] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:04.772338] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:49:04.952027] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:05.123171] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:05.298451] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:49:05.475528] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:05.475721] [INFO ] [CONFIGURE ] PFH: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T01:49:05.475778] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3765 tests
[2025-10-18T01:49:05.475816] [INFO ] [CONFIGURE ] PFH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:49:05.475848] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T01:49:05.665265] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:05.845670] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:49:06.027296] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:49:06.206330] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:06.386962] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:06.568061] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:49:06.750856] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:06.938027] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:49:07.139631] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:07.327563] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:07.327746] [INFO ] [CONFIGURE ] PFH: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:49:07.327799] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3764 tests
[2025-10-18T01:49:07.327849] [INFO ] [CONFIGURE ] PFH: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:49:07.327913] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T01:49:07.493497] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:49:07.674155] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:49:07.836531] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:49:07.998031] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:08.161248] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:08.322760] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:49:08.489617] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:08.666850] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:08.833317] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:49:08.998033] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:08.998190] [INFO ] [CONFIGURE ] PFH: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:49:08.998259] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3763 tests
[2025-10-18T01:49:08.998296] [INFO ] [CONFIGURE ] PFH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:49:08.998327] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T01:49:09.160560] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:49:09.321232] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:49:09.481936] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:09.644118] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:09.807214] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:09.972393] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:49:10.142045] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:10.311494] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:10.480566] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:49:10.651343] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:10.651541] [INFO ] [CONFIGURE ] PFH: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:49:10.651587] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3762 tests
[2025-10-18T01:49:10.651624] [INFO ] [CONFIGURE ] PFH: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:49:10.651693] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_return_2d']
[2025-10-18T01:49:10.829346] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:49:11.005475] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:49:11.177953] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:49:11.349844] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:11.523332] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:11.693095] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:49:11.864725] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:12.041100] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:12.217557] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:49:12.388209] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:12.388400] [INFO ] [CONFIGURE ] PFH: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:49:12.388445] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3761 tests
[2025-10-18T01:49:12.388480] [INFO ] [CONFIGURE ] PFH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:49:12.388513] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T01:49:12.545293] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:49:12.702047] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:49:12.859995] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:49:13.024161] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:13.184289] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:13.346864] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:49:13.512204] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:13.683472] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:13.857082] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:14.028813] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:14.029033] [INFO ] [CONFIGURE ] PFH: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T01:49:14.029088] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3760 tests
[2025-10-18T01:49:14.029131] [INFO ] [CONFIGURE ] PFH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:49:14.029170] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T01:49:14.186863] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:49:14.343285] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:49:14.500970] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:49:14.679596] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:14.842352] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:15.004602] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:49:15.167041] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:15.333614] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:15.498770] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:15.667199] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:15.667371] [INFO ] [CONFIGURE ] PFH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:49:15.667417] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3759 tests
[2025-10-18T01:49:15.667453] [INFO ] [CONFIGURE ] PFH: Testing feature 20/29: add_price_rejection
[2025-10-18T01:49:15.667489] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_price_rejection']
[2025-10-18T01:49:15.846486] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:49:16.018786] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:49:16.188923] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:49:16.383914] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:16.559005] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:16.737072] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:49:16.916332] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:17.094291] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:17.278038] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:49:17.458596] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:17.458820] [INFO ] [CONFIGURE ] PFH: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T01:49:17.458873] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3758 tests
[2025-10-18T01:49:17.458929] [INFO ] [CONFIGURE ] PFH: Testing feature 21/29: add_range_position
[2025-10-18T01:49:17.458963] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_range_position']
[2025-10-18T01:49:17.641819] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:17.824531] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:49:18.028004] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:49:18.211569] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:18.389872] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:18.569135] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:49:18.754183] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:18.933800] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:49:19.127179] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:49:19.306784] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:19.306943] [INFO ] [CONFIGURE ] PFH: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:49:19.306989] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3757 tests
[2025-10-18T01:49:19.307052] [INFO ] [CONFIGURE ] PFH: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:49:19.307114] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_realized_volatility']
[2025-10-18T01:49:19.502806] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:49:19.695787] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:49:19.928124] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:49:20.128147] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:20.337824] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:20.535716] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:49:20.741139] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:20.957313] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:21.167378] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:21.382261] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:21.382454] [INFO ] [CONFIGURE ] PFH: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T01:49:21.382501] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3756 tests
[2025-10-18T01:49:21.382538] [INFO ] [CONFIGURE ] PFH: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:49:21.382570] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_recent_range_context']
[2025-10-18T01:49:21.560731] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:49:21.743235] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:49:21.935950] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:49:22.104094] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:22.271782] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:22.441834] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:49:22.611065] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:22.781460] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:22.960635] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:23.133599] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:23.133777] [INFO ] [CONFIGURE ] PFH: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:49:23.133827] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3755 tests
[2025-10-18T01:49:23.133915] [INFO ] [CONFIGURE ] PFH: Testing feature 24/29: add_rsi
[2025-10-18T01:49:23.133965] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_ema', 'add_rsi']
[2025-10-18T01:49:23.315458] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:49:23.506204] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:49:23.691832] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:49:23.879369] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:24.064517] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:24.251883] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:49:24.442300] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:24.627712] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:49:24.819451] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:49:25.027265] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:25.027460] [INFO ] [CONFIGURE ] PFH: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T01:49:25.027505] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3754 tests
[2025-10-18T01:49:25.027543] [INFO ] [CONFIGURE ] PFH: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:49:25.027577] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_tick_distribution']
[2025-10-18T01:49:25.218715] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:49:25.443365] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:49:25.658547] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:49:25.854244] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:26.065585] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:26.251915] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:49:26.433839] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:26.597720] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:49:26.763981] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:26.931940] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:26.932108] [INFO ] [CONFIGURE ] PFH: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T01:49:26.932154] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3753 tests
[2025-10-18T01:49:26.932235] [INFO ] [CONFIGURE ] PFH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:49:26.932286] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T01:49:27.098195] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:49:27.264596] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:49:27.435665] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:27.598831] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:27.764700] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:27.929321] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:49:28.085266] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:28.242530] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:49:28.400038] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:49:28.558320] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:28.558464] [INFO ] [CONFIGURE ] PFH: DISCARDED add_volume_momentum_confirmation (score: 20.00%)
[2025-10-18T01:49:28.558540] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3752 tests
[2025-10-18T01:49:28.558599] [INFO ] [CONFIGURE ] PFH: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:49:28.558633] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_price_divergence']
[2025-10-18T01:49:28.721321] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:49:28.886915] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:49:29.061585] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:49:29.236310] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:29.410423] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:29.584527] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:49:29.760425] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:29.936188] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:49:30.115097] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:30.299426] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:30.299607] [INFO ] [CONFIGURE ] PFH: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:49:30.299691] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3751 tests
[2025-10-18T01:49:30.299743] [INFO ] [CONFIGURE ] PFH: Testing feature 28/29: add_volume_profile
[2025-10-18T01:49:30.299777] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_profile']
[2025-10-18T01:49:30.462699] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:49:30.627108] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:49:30.794019] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:30.960621] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:31.126742] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:31.290564] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:49:31.456537] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:49:31.615293] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:49:31.774829] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:31.935480] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:31.935683] [INFO ] [CONFIGURE ] PFH: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T01:49:31.935747] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3750 tests
[2025-10-18T01:49:31.935786] [INFO ] [CONFIGURE ] PFH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:49:31.935817] [INFO ] [CONFIGURE ] PFH: Best accuracy: 70.00%
[2025-10-18T01:49:31.935853] [INFO ] [CONFIGURE ] PFH: Best feature set (4 features): ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T01:49:31.935881] [INFO ] [CONFIGURE ] PFH: Improvement over baseline: 30.00%
[2025-10-18T01:49:31.935908] [INFO ] [CONFIGURE ] PFH: Total time: 46.3 seconds
[2025-10-18T01:49:31.935934] [INFO ] [CONFIGURE ] PFH: Average time per feature: 1.7 seconds
[2025-10-18T01:49:31.935961] [INFO ] [CONFIGURE ] PFH: Average speed: 0.63 features/sec
[2025-10-18T01:49:31.936566] [INFO ] [LOCAL     ] Saved configuration for PFH: 4 features, 70.00% accuracy -> ./output/feature-sets/PFH.json
[2025-10-18T01:49:31.936635] [INFO ] [CONFIGURE ] PFH: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-10-18T01:49:31.936736] [INFO ] [sig       ] [253/380] Successfully configured PFH | 0.02 sym/s | Total: 3.0h | ETA: 1.5h
[2025-10-18T01:49:31.936820] [INFO ] [sig       ] [254/380] Configuring PFLT...
[2025-10-18T01:49:31.936888] [INFO ] [CONFIGURE ] PFLT: Configurate test run.
[2025-10-18T01:49:31.936943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFLT' from 'https://tdm.silogroup.org/data/derivative_storage/PFLT.csv'.
[2025-10-18T01:49:31.949306] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFLT'.
[2025-10-18T01:49:31.949699] [INFO ] [CONFIGURE ] PFLT: Testing with 29 available features
[2025-10-18T01:49:31.949763] [INFO ] [CONFIGURE ] PFLT: Establishing baseline with no features...
[2025-10-18T01:49:32.055146] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:32.160541] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:49:32.265971] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:32.373433] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:32.481259] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:32.589095] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:32.697074] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:49:32.807951] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:32.911744] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:33.014959] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:33.015077] [INFO ] [CONFIGURE ] PFLT: Baseline score (no features): 70.00%
[2025-10-18T01:49:33.015118] [INFO ] [CONFIGURE ] PFLT: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:49:33.015150] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:49:33.133837] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:33.255323] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:33.378154] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:33.499194] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:33.621294] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:33.742432] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:33.865229] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:49:33.987952] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:34.110379] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:34.234184] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:34.234315] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-18T01:49:34.234357] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3749 tests
[2025-10-18T01:49:34.234391] [INFO ] [CONFIGURE ] PFLT: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:49:34.234421] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:49:34.355019] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:34.474966] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:34.596122] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:34.722068] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:34.849778] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:34.970130] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:35.097906] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:49:35.226795] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:35.359091] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:49:35.486462] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:49:35.486612] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T01:49:35.486684] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3748 tests
[2025-10-18T01:49:35.486737] [INFO ] [CONFIGURE ] PFLT: Testing feature 3/29: add_daily_returns
[2025-10-18T01:49:35.486768] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns']
[2025-10-18T01:49:35.597445] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:35.708672] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:35.822041] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:35.931310] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:36.053471] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:36.169921] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:36.286270] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:49:36.402041] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:36.518176] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:36.639829] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:36.640014] [INFO ] [CONFIGURE ] PFLT: KEPT add_daily_returns (score: 80.00%)
[2025-10-18T01:49:36.640058] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3747 tests
[2025-10-18T01:49:36.640092] [INFO ] [CONFIGURE ] PFLT: Testing feature 4/29: add_ema
[2025-10-18T01:49:36.640123] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T01:49:36.775394] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:36.909326] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:37.061062] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:37.199300] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:37.333389] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:49:37.468459] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:37.604817] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:49:37.740498] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:37.876810] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:38.047052] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:38.047223] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_ema (score: 70.00%)
[2025-10-18T01:49:38.047267] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3746 tests
[2025-10-18T01:49:38.047302] [INFO ] [CONFIGURE ] PFLT: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:49:38.047333] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:49:38.188851] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:38.331073] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:38.474094] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:38.616592] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:38.752290] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:38.892626] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:39.029635] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:49:39.165837] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:49:39.303439] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:39.454369] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:39.454555] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T01:49:39.454622] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3745 tests
[2025-10-18T01:49:39.454706] [INFO ] [CONFIGURE ] PFLT: Testing feature 6/29: add_failed_moves
[2025-10-18T01:49:39.454749] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-18T01:49:39.580763] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:39.704427] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:39.830399] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:39.950412] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:40.072141] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:40.193078] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:40.321212] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:49:40.439793] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:40.559458] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:40.680639] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:40.680823] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T01:49:40.680870] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3744 tests
[2025-10-18T01:49:40.680912] [INFO ] [CONFIGURE ] PFLT: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:49:40.680941] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-18T01:49:40.787248] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:40.895407] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:41.000665] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:41.105221] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:41.212953] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:41.320155] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:41.428468] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:49:41.534020] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:41.642053] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:41.751918] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:41.752136] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T01:49:41.752196] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3743 tests
[2025-10-18T01:49:41.752232] [INFO ] [CONFIGURE ] PFLT: Testing feature 8/29: add_macd
[2025-10-18T01:49:41.752264] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T01:49:41.897964] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:49:42.039767] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:42.191846] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:42.339129] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:42.494215] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:42.644057] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:42.793877] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:49:42.949976] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:49:43.106890] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:43.254890] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:43.255055] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:49:43.255100] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3742 tests
[2025-10-18T01:49:43.255134] [INFO ] [CONFIGURE ] PFLT: Testing feature 9/29: add_mfi
[2025-10-18T01:49:43.255188] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-18T01:49:43.374518] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:43.494773] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:43.615951] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:43.739317] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:43.862061] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:43.986216] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:44.127544] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:49:44.252177] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:44.378206] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:44.504176] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:44.504355] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T01:49:44.504399] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3741 tests
[2025-10-18T01:49:44.504434] [INFO ] [CONFIGURE ] PFLT: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:49:44.504465] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:49:44.641266] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:44.780733] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:44.916050] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:45.052052] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:45.190438] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:45.326906] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:45.472478] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:49:45.618825] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:49:45.761147] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:45.910455] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:45.910679] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:49:45.910744] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3740 tests
[2025-10-18T01:49:45.910784] [INFO ] [CONFIGURE ] PFLT: Testing feature 11/29: add_obv_daily
[2025-10-18T01:49:45.910816] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-18T01:49:46.029851] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:46.153864] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:49:46.274772] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:46.402686] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:49:46.528021] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:46.653769] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:46.778599] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:49:46.901434] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:49:47.022625] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:47.164841] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:47.165008] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:49:47.165054] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3739 tests
[2025-10-18T01:49:47.165093] [INFO ] [CONFIGURE ] PFLT: Testing feature 12/29: add_obv_interval
[2025-10-18T01:49:47.165124] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-18T01:49:47.278469] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:47.397433] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:47.519716] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:47.638198] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:47.758818] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:47.879749] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:48.000581] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:49:48.121094] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:48.242017] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:48.363203] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:48.363368] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T01:49:48.363414] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3738 tests
[2025-10-18T01:49:48.363451] [INFO ] [CONFIGURE ] PFLT: Testing feature 13/29: add_opening_strength
[2025-10-18T01:49:48.363483] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T01:49:48.494490] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:48.618128] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:48.745821] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:48.874208] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:49.002961] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:49.129561] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:49.254780] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:49:49.385300] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:49.528585] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:49.656202] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:49.656360] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T01:49:49.656404] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3737 tests
[2025-10-18T01:49:49.656439] [INFO ] [CONFIGURE ] PFLT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:49:49.656471] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T01:49:49.787743] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:49.919487] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:49:50.051418] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:50.192779] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:50.331802] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:50.469977] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:50.607291] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:49:50.741206] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:50.875450] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:51.010988] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:51.011139] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T01:49:51.011182] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3736 tests
[2025-10-18T01:49:51.011216] [INFO ] [CONFIGURE ] PFLT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:49:51.011246] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T01:49:51.130947] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:51.244496] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:51.361705] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:51.476814] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:51.590736] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:51.704459] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:51.820856] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:49:51.938469] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:49:52.052578] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:52.169323] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:52.169484] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:49:52.169527] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3735 tests
[2025-10-18T01:49:52.169561] [INFO ] [CONFIGURE ] PFLT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:49:52.169593] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T01:49:52.292447] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:52.414997] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:52.540046] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:52.663625] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:52.786226] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:52.916512] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:53.043266] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:49:53.165831] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:53.310180] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:53.434065] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:53.434214] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:49:53.434258] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3734 tests
[2025-10-18T01:49:53.434292] [INFO ] [CONFIGURE ] PFLT: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:49:53.434321] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T01:49:53.560114] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:53.685320] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:53.810952] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:53.934204] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:54.063886] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:54.189823] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:54.314375] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:49:54.440696] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:49:54.572587] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:54.700685] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:54.700886] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:49:54.700938] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3733 tests
[2025-10-18T01:49:54.700972] [INFO ] [CONFIGURE ] PFLT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:49:54.701003] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T01:49:54.811426] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:49:54.922052] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:55.032910] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:55.145280] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:55.261377] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:55.374626] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:55.489079] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:49:55.604321] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:55.718593] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:55.837794] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:55.837994] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:49:55.838044] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3732 tests
[2025-10-18T01:49:55.838079] [INFO ] [CONFIGURE ] PFLT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:49:55.838109] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T01:49:55.950417] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:56.062785] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:56.179663] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:56.293609] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:56.409966] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:56.534676] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:56.657771] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:49:56.774617] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:56.894263] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:57.008095] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:57.008274] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T01:49:57.008337] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3731 tests
[2025-10-18T01:49:57.008376] [INFO ] [CONFIGURE ] PFLT: Testing feature 20/29: add_price_rejection
[2025-10-18T01:49:57.008407] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-18T01:49:57.128296] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:57.250941] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:49:57.381737] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:57.508564] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:57.637383] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:57.772935] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:57.902720] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:49:58.035773] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:58.166908] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:58.296897] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:58.297047] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T01:49:58.297091] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3730 tests
[2025-10-18T01:49:58.297126] [INFO ] [CONFIGURE ] PFLT: Testing feature 21/29: add_range_position
[2025-10-18T01:49:58.297157] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-18T01:49:58.428573] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:49:58.568532] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:49:58.704351] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:49:58.841826] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:49:58.976634] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:49:59.114035] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:49:59.256991] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:49:59.425858] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:49:59.565336] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:49:59.710075] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:49:59.710295] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:49:59.710374] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3729 tests
[2025-10-18T01:49:59.710414] [INFO ] [CONFIGURE ] PFLT: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:49:59.710457] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-10-18T01:49:59.862184] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:50:00.013157] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:00.166897] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:50:00.317035] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:00.484820] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:50:00.640882] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:50:00.800129] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:00.966455] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:01.128820] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:01.298404] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:01.298582] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T01:50:01.298742] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3728 tests
[2025-10-18T01:50:01.298787] [INFO ] [CONFIGURE ] PFLT: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:50:01.298823] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-10-18T01:50:01.445505] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:50:01.571377] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:01.695207] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:50:01.819352] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:01.953959] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:50:02.088809] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:50:02.215577] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:02.343264] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:02.476432] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:02.607800] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:02.608085] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T01:50:02.608155] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3727 tests
[2025-10-18T01:50:02.608197] [INFO ] [CONFIGURE ] PFLT: Testing feature 24/29: add_rsi
[2025-10-18T01:50:02.608231] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T01:50:02.760823] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:50:02.911041] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:03.067419] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:50:03.220801] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:03.367978] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:50:03.517508] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:50:03.671926] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:03.823620] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:03.978183] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:04.134674] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:04.134863] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T01:50:04.134915] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3726 tests
[2025-10-18T01:50:04.134952] [INFO ] [CONFIGURE ] PFLT: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:50:04.134985] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-10-18T01:50:04.262289] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:50:04.389534] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:04.505900] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:50:04.624871] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:04.749335] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:50:04.877356] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:50:04.998343] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:05.120471] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:05.243901] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:05.366630] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:05.366792] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T01:50:05.366839] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3725 tests
[2025-10-18T01:50:05.366891] [INFO ] [CONFIGURE ] PFLT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:50:05.366946] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T01:50:05.491756] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:50:05.613571] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:05.734634] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:50:05.856227] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:05.977684] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:50:06.101888] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:50:06.226923] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:50:06.350862] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:06.477392] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:06.605494] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:06.605679] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:50:06.605741] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3724 tests
[2025-10-18T01:50:06.605779] [INFO ] [CONFIGURE ] PFLT: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:50:06.605831] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-10-18T01:50:06.734173] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:50:06.869226] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:07.013494] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:50:07.168142] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:07.308107] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:50:07.452341] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:50:07.603129] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:50:07.755309] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:07.890885] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:08.026979] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:08.027181] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:50:08.027227] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3723 tests
[2025-10-18T01:50:08.027263] [INFO ] [CONFIGURE ] PFLT: Testing feature 28/29: add_volume_profile
[2025-10-18T01:50:08.027294] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-10-18T01:50:08.145670] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:50:08.264955] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:08.383683] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:50:08.517041] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:08.636921] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:50:08.757574] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:50:08.879232] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:50:09.001389] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:09.122710] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:09.243154] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:09.243298] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:50:09.243343] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3722 tests
[2025-10-18T01:50:09.243378] [INFO ] [CONFIGURE ] PFLT: Testing feature 29/29: add_vwap
[2025-10-18T01:50:09.243410] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-10-18T01:50:09.364448] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:50:09.488046] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:09.612796] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:50:09.735878] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:09.858943] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:50:09.992508] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:50:10.118190] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:10.241713] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:10.371334] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:10.497562] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:10.497751] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T01:50:10.497861] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3721 tests
[2025-10-18T01:50:10.497949] [INFO ] [CONFIGURE ] PFLT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:50:10.498010] [INFO ] [CONFIGURE ] PFLT: Best accuracy: 80.00%
[2025-10-18T01:50:10.498046] [INFO ] [CONFIGURE ] PFLT: Best feature set (1 features): ['add_daily_returns']
[2025-10-18T01:50:10.498076] [INFO ] [CONFIGURE ] PFLT: Improvement over baseline: 10.00%
[2025-10-18T01:50:10.498103] [INFO ] [CONFIGURE ] PFLT: Total time: 37.5 seconds
[2025-10-18T01:50:10.498131] [INFO ] [CONFIGURE ] PFLT: Average time per feature: 1.3 seconds
[2025-10-18T01:50:10.498159] [INFO ] [CONFIGURE ] PFLT: Average speed: 0.77 features/sec
[2025-10-18T01:50:10.498776] [INFO ] [LOCAL     ] Saved configuration for PFLT: 1 features, 80.00% accuracy -> ./output/feature-sets/PFLT.json
[2025-10-18T01:50:10.498850] [INFO ] [CONFIGURE ] PFLT: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-18T01:50:10.498939] [INFO ] [sig       ] [254/380] Successfully configured PFLT | 0.02 sym/s | Total: 3.0h | ETA: 1.5h
[2025-10-18T01:50:10.499017] [INFO ] [sig       ] [255/380] Configuring PFS...
[2025-10-18T01:50:10.499083] [INFO ] [CONFIGURE ] PFS: Configurate test run.
[2025-10-18T01:50:10.499152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-10-18T01:50:10.512574] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFS'.
[2025-10-18T01:50:10.513026] [INFO ] [CONFIGURE ] PFS: Testing with 29 available features
[2025-10-18T01:50:10.513086] [INFO ] [CONFIGURE ] PFS: Establishing baseline with no features...
[2025-10-18T01:50:10.616887] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:10.719827] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:10.825246] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:10.927279] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:11.031624] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:11.132407] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:11.234563] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:11.340413] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:11.447430] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:11.555019] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:11.555155] [INFO ] [CONFIGURE ] PFS: Baseline score (no features): 70.00%
[2025-10-18T01:50:11.555199] [INFO ] [CONFIGURE ] PFS: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:50:11.555233] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:50:11.671440] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:11.788861] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:11.904257] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:12.020922] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:12.136821] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:12.254698] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:12.373267] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:12.492841] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:12.613168] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:12.733436] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:12.733581] [INFO ] [CONFIGURE ] PFS: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-18T01:50:12.733624] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3720 tests
[2025-10-18T01:50:12.733693] [INFO ] [CONFIGURE ] PFS: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:50:12.733739] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:50:12.866630] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:12.999001] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:13.134464] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:13.271296] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:13.406530] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:13.542054] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:13.678719] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:50:13.814839] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:13.952054] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:14.087600] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:14.087793] [INFO ] [CONFIGURE ] PFS: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T01:50:14.087872] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3719 tests
[2025-10-18T01:50:14.087924] [INFO ] [CONFIGURE ] PFS: Testing feature 3/29: add_daily_returns
[2025-10-18T01:50:14.087958] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:50:14.207571] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:14.326269] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:14.444190] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:14.571297] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:14.694154] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:50:14.821542] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:14.940626] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:15.068317] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:15.192558] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:15.319332] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:50:15.319489] [INFO ] [CONFIGURE ] PFS: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:50:15.319533] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3718 tests
[2025-10-18T01:50:15.319569] [INFO ] [CONFIGURE ] PFS: Testing feature 4/29: add_ema
[2025-10-18T01:50:15.319624] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:50:15.450321] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:15.583319] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:15.716267] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:15.853065] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:15.985675] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:16.124596] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:16.262064] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:16.396630] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:16.532247] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:16.669446] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:16.669611] [INFO ] [CONFIGURE ] PFS: DISCARDED add_ema (score: 80.00%)
[2025-10-18T01:50:16.669682] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3717 tests
[2025-10-18T01:50:16.669737] [INFO ] [CONFIGURE ] PFS: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:50:16.669771] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:50:16.809883] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:16.949728] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:17.091575] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:17.235239] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:17.384818] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:17.539843] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:17.693311] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:17.879087] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:18.090328] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:18.268356] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:18.268552] [INFO ] [CONFIGURE ] PFS: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-18T01:50:18.268599] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3716 tests
[2025-10-18T01:50:18.268636] [INFO ] [CONFIGURE ] PFS: Testing feature 6/29: add_failed_moves
[2025-10-18T01:50:18.268713] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:50:18.417534] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:18.570769] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:18.715448] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:18.841809] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:18.971890] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:19.100526] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:19.231335] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:19.363402] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:19.496260] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:19.622665] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:19.622859] [INFO ] [CONFIGURE ] PFS: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T01:50:19.622918] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3715 tests
[2025-10-18T01:50:19.622955] [INFO ] [CONFIGURE ] PFS: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:50:19.622986] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:50:19.735054] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:19.855713] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:19.985472] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:20.107924] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:20.234572] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:20.365105] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:20.493683] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:20.640124] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:20.765130] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:20.895837] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:20.896040] [INFO ] [CONFIGURE ] PFS: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T01:50:20.896122] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3714 tests
[2025-10-18T01:50:20.896181] [INFO ] [CONFIGURE ] PFS: Testing feature 8/29: add_macd
[2025-10-18T01:50:20.896216] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T01:50:21.057295] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:21.219228] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:21.382744] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:21.543873] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:21.705856] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:21.866310] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:22.030905] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:50:22.196445] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:22.372881] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:22.537292] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:22.537472] [INFO ] [CONFIGURE ] PFS: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:50:22.537516] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3713 tests
[2025-10-18T01:50:22.537552] [INFO ] [CONFIGURE ] PFS: Testing feature 9/29: add_mfi
[2025-10-18T01:50:22.537583] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:50:22.672536] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:22.810673] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:22.948456] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:23.081285] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:23.216065] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:23.356252] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:23.495262] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:23.673678] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:23.825007] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:23.983097] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:23.983292] [INFO ] [CONFIGURE ] PFS: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T01:50:23.983338] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3712 tests
[2025-10-18T01:50:23.983374] [INFO ] [CONFIGURE ] PFS: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:50:23.983406] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:50:24.141911] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:24.299591] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:24.451058] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:24.600712] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:24.750146] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:24.897372] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:25.057323] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:25.214312] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:25.369873] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:25.535639] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:50:25.535815] [INFO ] [CONFIGURE ] PFS: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T01:50:25.535877] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3711 tests
[2025-10-18T01:50:25.535915] [INFO ] [CONFIGURE ] PFS: Testing feature 11/29: add_obv_daily
[2025-10-18T01:50:25.535947] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T01:50:25.660934] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:25.789071] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:25.917775] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:26.063841] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:26.215195] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:26.346813] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:26.475142] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:26.610182] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:26.740952] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:26.872309] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:26.872496] [INFO ] [CONFIGURE ] PFS: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-18T01:50:26.872567] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3710 tests
[2025-10-18T01:50:26.872604] [INFO ] [CONFIGURE ] PFS: Testing feature 12/29: add_obv_interval
[2025-10-18T01:50:26.872636] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T01:50:26.999577] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:27.130886] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:27.261901] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:27.393139] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:27.523729] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:27.656865] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:27.790132] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:27.922295] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:28.050544] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:28.185828] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:28.186046] [INFO ] [CONFIGURE ] PFS: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T01:50:28.186096] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3709 tests
[2025-10-18T01:50:28.186132] [INFO ] [CONFIGURE ] PFS: Testing feature 13/29: add_opening_strength
[2025-10-18T01:50:28.186163] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:50:28.317772] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:28.448919] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:28.580311] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:28.714422] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:28.850168] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:28.986380] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:29.123735] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:50:29.262613] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:29.405192] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:29.548541] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:50:29.548736] [INFO ] [CONFIGURE ] PFS: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:50:29.548792] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3708 tests
[2025-10-18T01:50:29.548829] [INFO ] [CONFIGURE ] PFS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:50:29.548861] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T01:50:29.720394] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:29.862195] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:30.018405] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:30.164818] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:30.311319] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:30.453004] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:30.598478] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:30.749257] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:30.893796] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:31.037426] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:31.037587] [INFO ] [CONFIGURE ] PFS: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T01:50:31.037631] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3707 tests
[2025-10-18T01:50:31.037704] [INFO ] [CONFIGURE ] PFS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:50:31.037746] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T01:50:31.158180] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:31.280690] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:31.401701] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:31.523480] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:31.646109] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:31.775939] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:31.897045] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:32.024332] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:32.148088] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:32.272515] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:32.272675] [INFO ] [CONFIGURE ] PFS: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:50:32.272744] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3706 tests
[2025-10-18T01:50:32.272784] [INFO ] [CONFIGURE ] PFS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:50:32.272817] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T01:50:32.402794] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:32.530458] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:32.651858] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:32.787816] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:32.925488] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:50:33.067292] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:33.201784] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:33.336730] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:33.478262] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:33.619962] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:33.620144] [INFO ] [CONFIGURE ] PFS: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T01:50:33.620209] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3705 tests
[2025-10-18T01:50:33.620248] [INFO ] [CONFIGURE ] PFS: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:50:33.620341] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T01:50:33.767406] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:33.906887] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:34.048950] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:34.187601] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:34.332223] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:50:34.481856] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:34.631467] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:34.777285] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:34.919070] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:35.059904] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:35.060118] [INFO ] [CONFIGURE ] PFS: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:50:35.060165] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3704 tests
[2025-10-18T01:50:35.060200] [INFO ] [CONFIGURE ] PFS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:50:35.060231] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T01:50:35.197694] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:35.330230] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:35.462806] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:35.601736] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:35.728677] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:35.859195] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:35.988410] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:50:36.115386] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:36.241707] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:36.369083] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:36.369226] [INFO ] [CONFIGURE ] PFS: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:50:36.369268] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3703 tests
[2025-10-18T01:50:36.369303] [INFO ] [CONFIGURE ] PFS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:50:36.369334] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T01:50:36.492876] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:36.623214] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:36.748396] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:36.873833] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:37.000160] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:37.135277] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:37.270859] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:37.404379] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:37.531285] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:37.661795] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:37.661975] [INFO ] [CONFIGURE ] PFS: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T01:50:37.662020] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3702 tests
[2025-10-18T01:50:37.662054] [INFO ] [CONFIGURE ] PFS: Testing feature 20/29: add_price_rejection
[2025-10-18T01:50:37.662084] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T01:50:37.795403] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:37.929110] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:38.063755] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:38.199513] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:38.330801] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:50:38.463905] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:38.609706] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:38.748001] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:38.884375] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:39.021862] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:39.022028] [INFO ] [CONFIGURE ] PFS: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:50:39.022072] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3701 tests
[2025-10-18T01:50:39.022106] [INFO ] [CONFIGURE ] PFS: Testing feature 21/29: add_range_position
[2025-10-18T01:50:39.022137] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T01:50:39.171249] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:39.315888] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:39.462053] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:39.609137] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:39.765880] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:39.915380] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:40.068104] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:40.229162] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:40.377498] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:40.527582] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:50:40.527812] [INFO ] [CONFIGURE ] PFS: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:50:40.527889] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3700 tests
[2025-10-18T01:50:40.527935] [INFO ] [CONFIGURE ] PFS: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:50:40.527968] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T01:50:40.686856] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:40.850123] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:41.011271] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:41.171437] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:41.337184] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:41.498999] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:41.660823] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:41.876152] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:42.045441] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:42.211510] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:42.211732] [INFO ] [CONFIGURE ] PFS: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T01:50:42.211789] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3699 tests
[2025-10-18T01:50:42.211827] [INFO ] [CONFIGURE ] PFS: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:50:42.211860] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T01:50:42.344340] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:42.481667] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:42.615231] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:42.749770] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:42.883592] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:43.023058] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:43.157101] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:43.292240] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:43.428004] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:43.571052] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:43.571276] [INFO ] [CONFIGURE ] PFS: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T01:50:43.571345] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3698 tests
[2025-10-18T01:50:43.571403] [INFO ] [CONFIGURE ] PFS: Testing feature 24/29: add_rsi
[2025-10-18T01:50:43.571437] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T01:50:43.722339] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:43.878861] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:44.036493] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:44.198833] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:44.357680] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:44.505572] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:44.651237] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:44.799491] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:44.946733] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:45.094559] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:45.094794] [INFO ] [CONFIGURE ] PFS: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T01:50:45.094852] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3697 tests
[2025-10-18T01:50:45.094891] [INFO ] [CONFIGURE ] PFS: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:50:45.094921] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T01:50:45.216598] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:45.338946] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:45.461890] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:45.591728] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:45.718766] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:45.843352] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:45.967188] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:46.093324] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:46.219177] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:46.345991] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:46.346137] [INFO ] [CONFIGURE ] PFS: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:50:46.346180] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3696 tests
[2025-10-18T01:50:46.346279] [INFO ] [CONFIGURE ] PFS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:50:46.346320] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T01:50:46.470301] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:46.596200] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:46.723347] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:46.849175] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:46.975363] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:47.103321] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:47.230145] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:47.357513] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:47.486494] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:47.618826] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:47.619013] [INFO ] [CONFIGURE ] PFS: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:50:47.619063] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3695 tests
[2025-10-18T01:50:47.619098] [INFO ] [CONFIGURE ] PFS: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:50:47.619129] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T01:50:47.752880] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:47.913949] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:48.048458] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:48.194857] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:48.336290] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:48.476629] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:48.616805] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:48.760441] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:48.906637] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:49.052936] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:49.053127] [INFO ] [CONFIGURE ] PFS: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T01:50:49.053193] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3694 tests
[2025-10-18T01:50:49.053232] [INFO ] [CONFIGURE ] PFS: Testing feature 28/29: add_volume_profile
[2025-10-18T01:50:49.053264] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T01:50:49.184034] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:49.315276] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:49.444217] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:49.577008] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:49.708777] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:49.843852] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:49.979161] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:50.115167] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:50.251310] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:50.391134] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:50.391295] [INFO ] [CONFIGURE ] PFS: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T01:50:50.391345] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3693 tests
[2025-10-18T01:50:50.391381] [INFO ] [CONFIGURE ] PFS: Testing feature 29/29: add_vwap
[2025-10-18T01:50:50.391413] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T01:50:50.528992] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:50:50.667448] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:50.806983] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:50:50.976204] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:51.106446] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:50:51.235890] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:50:51.378036] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:50:51.535131] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:51.691565] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:50:51.836328] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:50:51.836491] [INFO ] [CONFIGURE ] PFS: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T01:50:51.836535] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3692 tests
[2025-10-18T01:50:51.836595] [INFO ] [CONFIGURE ] PFS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:50:51.836694] [INFO ] [CONFIGURE ] PFS: Best accuracy: 80.00%
[2025-10-18T01:50:51.836752] [INFO ] [CONFIGURE ] PFS: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T01:50:51.836785] [INFO ] [CONFIGURE ] PFS: Improvement over baseline: 10.00%
[2025-10-18T01:50:51.836813] [INFO ] [CONFIGURE ] PFS: Total time: 40.3 seconds
[2025-10-18T01:50:51.836842] [INFO ] [CONFIGURE ] PFS: Average time per feature: 1.4 seconds
[2025-10-18T01:50:51.836870] [INFO ] [CONFIGURE ] PFS: Average speed: 0.72 features/sec
[2025-10-18T01:50:51.837417] [INFO ] [LOCAL     ] Saved configuration for PFS: 1 features, 80.00% accuracy -> ./output/feature-sets/PFS.json
[2025-10-18T01:50:51.837487] [INFO ] [CONFIGURE ] PFS: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-18T01:50:51.837564] [INFO ] [sig       ] [255/380] Successfully configured PFS | 0.02 sym/s | Total: 3.1h | ETA: 1.5h
[2025-10-18T01:50:51.837631] [INFO ] [sig       ] [256/380] Configuring PFSI...
[2025-10-18T01:50:51.837718] [INFO ] [CONFIGURE ] PFSI: Configurate test run.
[2025-10-18T01:50:51.837773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-10-18T01:50:51.851764] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PFSI'.
[2025-10-18T01:50:51.852168] [INFO ] [CONFIGURE ] PFSI: Testing with 29 available features
[2025-10-18T01:50:51.852225] [INFO ] [CONFIGURE ] PFSI: Establishing baseline with no features...
[2025-10-18T01:50:51.958762] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:50:52.065925] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:52.178059] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:50:52.283443] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:52.392169] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:50:52.497719] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:50:52.603414] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:52.709108] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:52.814885] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:50:52.922873] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:50:52.923012] [INFO ] [CONFIGURE ] PFSI: Baseline score (no features): 50.00%
[2025-10-18T01:50:52.923054] [INFO ] [CONFIGURE ] PFSI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:50:52.923086] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:50:53.044996] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:50:53.166264] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:53.289347] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:50:53.407975] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:53.527755] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:50:53.650466] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:50:53.773989] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:53.896753] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:54.022181] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:50:54.148369] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:50:54.148560] [INFO ] [CONFIGURE ] PFSI: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-18T01:50:54.148603] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3691 tests
[2025-10-18T01:50:54.148637] [INFO ] [CONFIGURE ] PFSI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:50:54.148713] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:50:54.285472] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:50:54.422946] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:54.559864] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:50:54.695610] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:54.835335] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:50:54.973623] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:50:55.112391] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:55.257325] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:55.397286] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:50:55.537538] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:50:55.537715] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:50:55.537772] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3690 tests
[2025-10-18T01:50:55.537811] [INFO ] [CONFIGURE ] PFSI: Testing feature 3/29: add_daily_returns
[2025-10-18T01:50:55.537870] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:50:55.664534] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:50:55.793232] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:55.919490] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:50:56.048251] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:56.177356] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:50:56.306507] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:50:56.438259] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:50:56.570586] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:56.708844] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:50:56.844011] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:50:56.844196] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:50:56.844243] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3689 tests
[2025-10-18T01:50:56.844282] [INFO ] [CONFIGURE ] PFSI: Testing feature 4/29: add_ema
[2025-10-18T01:50:56.844315] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:50:57.026174] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:50:57.172819] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:57.316855] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:50:57.458396] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:57.601560] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:50:57.741282] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:50:57.886272] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:50:58.028246] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:50:58.176293] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:50:58.334058] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:50:58.334344] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:50:58.334396] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3688 tests
[2025-10-18T01:50:58.334433] [INFO ] [CONFIGURE ] PFSI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:50:58.334466] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:50:58.499742] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:50:58.670366] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:50:58.842669] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:50:59.002156] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:50:59.159857] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:50:59.321443] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:50:59.487595] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:50:59.662892] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:50:59.822487] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:50:59.978904] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:50:59.979132] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T01:50:59.979196] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3687 tests
[2025-10-18T01:50:59.979235] [INFO ] [CONFIGURE ] PFSI: Testing feature 6/29: add_failed_moves
[2025-10-18T01:50:59.979266] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:51:00.106802] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:51:00.232571] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:00.358748] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:00.493413] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:00.639014] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:00.776181] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:00.908255] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:51:01.042324] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:01.173911] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:01.317036] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:01.317185] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T01:51:01.317229] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3686 tests
[2025-10-18T01:51:01.317324] [INFO ] [CONFIGURE ] PFSI: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:51:01.317375] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:51:01.437541] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:51:01.562066] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:01.683689] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:01.810715] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:01.960869] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:02.102944] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:02.229829] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:51:02.358809] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:02.485283] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:02.621237] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:02.621445] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:51:02.621493] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3685 tests
[2025-10-18T01:51:02.621529] [INFO ] [CONFIGURE ] PFSI: Testing feature 8/29: add_macd
[2025-10-18T01:51:02.621563] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T01:51:02.790135] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:51:02.949241] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:03.113989] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:03.267130] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:03.429565] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:51:03.587217] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:03.776976] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:51:03.941206] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:04.133202] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:04.300207] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:04.300432] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:51:04.300484] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3684 tests
[2025-10-18T01:51:04.300524] [INFO ] [CONFIGURE ] PFSI: Testing feature 9/29: add_mfi
[2025-10-18T01:51:04.300559] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:51:04.442794] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:04.580451] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:04.717189] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:04.849623] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:04.980320] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:05.116999] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:05.256103] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:51:05.394876] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:05.537138] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:05.677111] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:05.677306] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:51:05.677350] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3683 tests
[2025-10-18T01:51:05.677386] [INFO ] [CONFIGURE ] PFSI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:51:05.677419] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:51:05.833447] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:05.986407] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:06.152214] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:06.306420] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:06.462746] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:06.616277] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:06.773011] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:51:06.931786] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:07.097976] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:07.259785] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:07.259952] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T01:51:07.259997] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3682 tests
[2025-10-18T01:51:07.260033] [INFO ] [CONFIGURE ] PFSI: Testing feature 11/29: add_obv_daily
[2025-10-18T01:51:07.260064] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T01:51:07.392436] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:51:07.526624] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:07.658761] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:07.786890] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:07.919434] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:08.048669] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:08.178307] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:51:08.302973] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:08.442688] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:08.571552] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:08.571759] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:51:08.571814] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3681 tests
[2025-10-18T01:51:08.571850] [INFO ] [CONFIGURE ] PFSI: Testing feature 12/29: add_obv_interval
[2025-10-18T01:51:08.571882] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T01:51:08.699463] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:51:08.821920] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:08.948841] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:09.075492] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:09.197036] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:09.316122] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:09.435287] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:51:09.558687] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:09.686567] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:09.817144] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:09.817322] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:51:09.817367] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3680 tests
[2025-10-18T01:51:09.817403] [INFO ] [CONFIGURE ] PFSI: Testing feature 13/29: add_opening_strength
[2025-10-18T01:51:09.817436] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:51:09.950154] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:51:10.086877] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:10.242473] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:10.403862] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:10.588380] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:10.798668] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:10.981005] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:51:11.156365] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:11.314578] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:11.469002] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:11.469216] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:51:11.469262] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3679 tests
[2025-10-18T01:51:11.469298] [INFO ] [CONFIGURE ] PFSI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:51:11.469330] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T01:51:11.612201] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:51:11.756340] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:11.896633] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:12.036313] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:12.196212] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:12.335573] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:12.474429] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:51:12.615269] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:12.761878] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:12.910111] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:12.910322] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:51:12.910370] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3678 tests
[2025-10-18T01:51:12.910409] [INFO ] [CONFIGURE ] PFSI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:51:12.910444] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T01:51:13.028781] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:13.146141] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:13.269030] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:13.391032] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:13.513056] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:13.648352] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:13.786763] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:51:13.919760] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:14.057170] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:14.192864] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:14.193054] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:51:14.193116] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3677 tests
[2025-10-18T01:51:14.193154] [INFO ] [CONFIGURE ] PFSI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:51:14.193186] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T01:51:14.333926] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:14.473864] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:14.615424] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:14.761617] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:14.903810] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:15.052023] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:15.213235] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:51:15.360827] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:15.508804] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:15.660666] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:15.660874] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T01:51:15.660933] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3676 tests
[2025-10-18T01:51:15.661011] [INFO ] [CONFIGURE ] PFSI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:51:15.661089] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T01:51:15.815212] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:15.958151] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:16.101481] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:16.248184] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:16.396374] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:16.542605] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:16.695378] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:51:16.853201] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:17.005531] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:17.162214] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:17.162437] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T01:51:17.162521] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3675 tests
[2025-10-18T01:51:17.162599] [INFO ] [CONFIGURE ] PFSI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:51:17.162694] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T01:51:17.303964] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:17.431279] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:17.553080] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:17.679230] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:17.804772] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:17.931430] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:18.062370] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:51:18.189376] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:51:18.324761] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:18.449167] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:18.449340] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:51:18.449392] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3674 tests
[2025-10-18T01:51:18.449432] [INFO ] [CONFIGURE ] PFSI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:51:18.449471] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T01:51:18.571497] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:51:18.693381] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:18.813527] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:18.938684] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:19.060766] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:19.183610] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:19.301763] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:51:19.419127] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:19.538063] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:19.658309] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:19.658528] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:51:19.658574] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3673 tests
[2025-10-18T01:51:19.658608] [INFO ] [CONFIGURE ] PFSI: Testing feature 20/29: add_price_rejection
[2025-10-18T01:51:19.658638] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T01:51:19.783439] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:51:19.909366] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:20.035820] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:20.162122] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:20.293768] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:20.420337] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:20.546527] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:51:20.674639] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:20.812251] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:20.939840] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:20.939966] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:51:20.940009] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3672 tests
[2025-10-18T01:51:20.940043] [INFO ] [CONFIGURE ] PFSI: Testing feature 21/29: add_range_position
[2025-10-18T01:51:20.940073] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T01:51:21.072427] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:51:21.206463] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:21.351231] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:21.487172] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:21.622613] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:21.758225] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:21.897062] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:51:22.058012] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:22.217236] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:22.377497] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:22.377792] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:51:22.377880] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3671 tests
[2025-10-18T01:51:22.377941] [INFO ] [CONFIGURE ] PFSI: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:51:22.377999] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T01:51:22.534442] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:22.684906] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:22.857037] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:23.026398] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:23.183034] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:23.337823] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:23.492312] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:51:23.649699] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:23.808598] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:23.964010] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:23.964181] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:51:23.964259] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3670 tests
[2025-10-18T01:51:23.964319] [INFO ] [CONFIGURE ] PFSI: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:51:23.964354] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T01:51:24.087021] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:51:24.210445] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:24.336406] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:24.487184] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:24.615207] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:24.744839] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:24.873901] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:51:25.001095] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:25.128977] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:25.257494] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:25.257692] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:51:25.257754] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3669 tests
[2025-10-18T01:51:25.257792] [INFO ] [CONFIGURE ] PFSI: Testing feature 24/29: add_rsi
[2025-10-18T01:51:25.257887] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T01:51:25.402153] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:25.546196] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:25.703303] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:25.862986] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:26.018015] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:26.172301] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:26.353272] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:51:26.518024] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:26.668330] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:26.826340] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:26.826548] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T01:51:26.826608] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3668 tests
[2025-10-18T01:51:26.826673] [INFO ] [CONFIGURE ] PFSI: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:51:26.826762] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T01:51:26.951778] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:51:27.076957] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:27.206898] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:27.331948] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:27.470172] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:27.599410] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:27.736730] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:51:27.866216] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:27.995134] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:28.122841] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:28.122992] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T01:51:28.123053] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3667 tests
[2025-10-18T01:51:28.123111] [INFO ] [CONFIGURE ] PFSI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:51:28.123145] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T01:51:28.251470] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:51:28.377036] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:28.503877] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:28.632147] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:28.761282] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:28.887940] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:29.013405] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:51:29.139553] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:29.268149] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:29.403753] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:29.403928] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T01:51:29.403972] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3666 tests
[2025-10-18T01:51:29.404006] [INFO ] [CONFIGURE ] PFSI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:51:29.404037] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T01:51:29.539313] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:51:29.677066] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:29.818920] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:29.970895] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:30.109052] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:30.246958] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:30.386428] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:51:30.554686] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:30.700499] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:30.845141] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:30.845324] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:51:30.845370] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3665 tests
[2025-10-18T01:51:30.845407] [INFO ] [CONFIGURE ] PFSI: Testing feature 28/29: add_volume_profile
[2025-10-18T01:51:30.845440] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T01:51:30.974277] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:31.104346] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:31.231672] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:31.356713] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:31.483188] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:31.611479] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:31.742026] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:51:31.890999] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:32.020045] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:32.147438] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:32.147629] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T01:51:32.147712] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3664 tests
[2025-10-18T01:51:32.147756] [INFO ] [CONFIGURE ] PFSI: Testing feature 29/29: add_vwap
[2025-10-18T01:51:32.147787] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T01:51:32.273833] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:32.399364] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:51:32.524272] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:51:32.650246] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:32.777317] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:32.904384] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:51:33.033058] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:51:33.162141] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:51:33.290671] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:51:33.420267] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:33.420432] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_vwap (score: 30.00%)
[2025-10-18T01:51:33.420483] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3663 tests
[2025-10-18T01:51:33.420520] [INFO ] [CONFIGURE ] PFSI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:51:33.420550] [INFO ] [CONFIGURE ] PFSI: Best accuracy: 70.00%
[2025-10-18T01:51:33.420581] [INFO ] [CONFIGURE ] PFSI: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T01:51:33.420671] [INFO ] [CONFIGURE ] PFSI: Improvement over baseline: 20.00%
[2025-10-18T01:51:33.420721] [INFO ] [CONFIGURE ] PFSI: Total time: 40.5 seconds
[2025-10-18T01:51:33.420752] [INFO ] [CONFIGURE ] PFSI: Average time per feature: 1.4 seconds
[2025-10-18T01:51:33.420779] [INFO ] [CONFIGURE ] PFSI: Average speed: 0.72 features/sec
[2025-10-18T01:51:33.421297] [INFO ] [LOCAL     ] Saved configuration for PFSI: 1 features, 70.00% accuracy -> ./output/feature-sets/PFSI.json
[2025-10-18T01:51:33.421367] [INFO ] [CONFIGURE ] PFSI: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-18T01:51:33.421444] [INFO ] [sig       ] [256/380] Successfully configured PFSI | 0.02 sym/s | Total: 3.1h | ETA: 1.5h
[2025-10-18T01:51:33.421511] [INFO ] [sig       ] [257/380] Configuring PG...
[2025-10-18T01:51:33.421576] [INFO ] [CONFIGURE ] PG: Configurate test run.
[2025-10-18T01:51:33.421632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PG' from 'https://tdm.silogroup.org/data/derivative_storage/PG.csv'.
[2025-10-18T01:51:33.436078] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PG'.
[2025-10-18T01:51:33.436527] [INFO ] [CONFIGURE ] PG: Testing with 29 available features
[2025-10-18T01:51:33.436585] [INFO ] [CONFIGURE ] PG: Establishing baseline with no features...
[2025-10-18T01:51:33.570757] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:33.681101] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:33.789077] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:33.898884] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:34.008916] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:34.111214] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:51:34.211168] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:51:34.311125] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:51:34.411924] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:51:34.511786] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:34.511932] [INFO ] [CONFIGURE ] PG: Baseline score (no features): 50.00%
[2025-10-18T01:51:34.511974] [INFO ] [CONFIGURE ] PG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:51:34.512006] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:51:34.621965] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:34.732514] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:34.843882] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:34.956005] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:51:35.069789] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:35.182950] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:51:35.295821] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:51:35.409810] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:35.525219] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:51:35.641266] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:35.641424] [INFO ] [CONFIGURE ] PG: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T01:51:35.641468] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3662 tests
[2025-10-18T01:51:35.641521] [INFO ] [CONFIGURE ] PG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:51:35.641554] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:51:35.770394] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:35.901416] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:36.034550] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:36.170554] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:51:36.307005] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:36.442207] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:51:36.607007] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:51:36.739604] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:36.873453] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:51:37.006795] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:37.006953] [INFO ] [CONFIGURE ] PG: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T01:51:37.007054] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3661 tests
[2025-10-18T01:51:37.007097] [INFO ] [CONFIGURE ] PG: Testing feature 3/29: add_daily_returns
[2025-10-18T01:51:37.007128] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:51:37.123601] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:37.240095] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:37.357157] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:37.474364] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:37.592461] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:37.710668] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:51:37.829019] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:51:37.948113] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:38.068053] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:51:38.187475] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:38.187665] [INFO ] [CONFIGURE ] PG: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T01:51:38.187728] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3660 tests
[2025-10-18T01:51:38.187766] [INFO ] [CONFIGURE ] PG: Testing feature 4/29: add_ema
[2025-10-18T01:51:38.187798] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:51:38.321357] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:38.450852] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:38.580280] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:38.710844] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:38.841078] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:38.971815] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:51:39.104399] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:51:39.236538] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:51:39.369505] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:51:39.502383] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:39.502530] [INFO ] [CONFIGURE ] PG: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:51:39.502574] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3659 tests
[2025-10-18T01:51:39.502609] [INFO ] [CONFIGURE ] PG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:51:39.502639] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:51:39.664622] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:39.802929] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:39.941533] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:40.080596] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:51:40.220093] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:40.360449] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:51:40.502784] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:51:40.644198] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:40.785917] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:51:40.929530] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:40.929705] [INFO ] [CONFIGURE ] PG: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T01:51:40.929762] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3658 tests
[2025-10-18T01:51:40.929799] [INFO ] [CONFIGURE ] PG: Testing feature 6/29: add_failed_moves
[2025-10-18T01:51:40.929830] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:51:41.048055] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:41.167764] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:41.287993] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:41.408116] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:51:41.529373] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:41.650908] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:51:41.773755] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:51:41.899851] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:42.022342] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:51:42.145626] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:42.145914] [INFO ] [CONFIGURE ] PG: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T01:51:42.145965] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3657 tests
[2025-10-18T01:51:42.146000] [INFO ] [CONFIGURE ] PG: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:51:42.146031] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:51:42.257084] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:42.369387] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:42.481566] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:42.594931] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:42.709023] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:42.822167] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:51:42.936364] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:51:43.050337] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:51:43.164706] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:51:43.279509] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:43.279731] [INFO ] [CONFIGURE ] PG: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T01:51:43.279785] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3656 tests
[2025-10-18T01:51:43.279820] [INFO ] [CONFIGURE ] PG: Testing feature 8/29: add_macd
[2025-10-18T01:51:43.279851] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T01:51:43.427311] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:43.575855] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:43.725103] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:43.875337] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:44.025796] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:51:44.177302] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:51:44.329477] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:51:44.483884] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:51:44.637512] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:51:44.792561] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:44.792753] [INFO ] [CONFIGURE ] PG: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:51:44.792808] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3655 tests
[2025-10-18T01:51:44.792845] [INFO ] [CONFIGURE ] PG: Testing feature 9/29: add_mfi
[2025-10-18T01:51:44.792875] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:51:44.921465] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:45.048327] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:45.176627] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:45.305670] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:51:45.435698] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:45.566732] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:51:45.723344] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:51:45.855581] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:45.987847] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:51:46.125020] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:46.125214] [INFO ] [CONFIGURE ] PG: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:51:46.125273] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3654 tests
[2025-10-18T01:51:46.125310] [INFO ] [CONFIGURE ] PG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:51:46.125342] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:51:46.275453] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:46.424054] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:46.574995] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:46.723773] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:51:46.876255] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:47.024729] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:51:47.175871] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:51:47.327433] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:51:47.484228] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:51:47.652637] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:47.652869] [INFO ] [CONFIGURE ] PG: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-10-18T01:51:47.652933] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3653 tests
[2025-10-18T01:51:47.652971] [INFO ] [CONFIGURE ] PG: Testing feature 11/29: add_obv_daily
[2025-10-18T01:51:47.653004] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T01:51:47.777979] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:47.903554] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:48.028822] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:48.154795] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:51:48.283712] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:48.413536] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:51:48.540597] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:51:48.666100] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:51:48.798369] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:51:48.926109] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:48.926268] [INFO ] [CONFIGURE ] PG: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:51:48.926313] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3652 tests
[2025-10-18T01:51:48.926349] [INFO ] [CONFIGURE ] PG: Testing feature 12/29: add_obv_interval
[2025-10-18T01:51:48.926379] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T01:51:49.052483] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:49.179446] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:49.302563] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:49.425461] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:51:49.550498] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:49.674415] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:51:49.809973] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:51:49.951692] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:50.084725] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:51:50.214789] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:50.214967] [INFO ] [CONFIGURE ] PG: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T01:51:50.215012] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3651 tests
[2025-10-18T01:51:50.215049] [INFO ] [CONFIGURE ] PG: Testing feature 13/29: add_opening_strength
[2025-10-18T01:51:50.215083] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:51:50.353552] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:50.490015] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:50.624711] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:50.766588] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:50.907571] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:51.046244] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:51:51.188037] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:51:51.328217] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:51:51.467484] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:51:51.612169] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:51.612467] [INFO ] [CONFIGURE ] PG: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:51:51.612525] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3650 tests
[2025-10-18T01:51:51.612562] [INFO ] [CONFIGURE ] PG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:51:51.612592] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T01:51:51.787007] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:51.926028] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:52.065421] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:52.203208] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:52.345985] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:51:52.488458] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:51:52.630262] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:51:52.770559] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:52.915451] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:51:53.059450] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:53.059638] [INFO ] [CONFIGURE ] PG: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T01:51:53.059722] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3649 tests
[2025-10-18T01:51:53.059761] [INFO ] [CONFIGURE ] PG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:51:53.059844] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T01:51:53.178084] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:53.296540] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:53.415431] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:53.535814] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:51:53.656606] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:53.778947] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:51:53.905943] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:51:54.033621] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:51:54.159762] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:51:54.282739] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:51:54.282878] [INFO ] [CONFIGURE ] PG: DISCARDED add_pbf_morning_momentum (score: 20.00%)
[2025-10-18T01:51:54.282921] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3648 tests
[2025-10-18T01:51:54.282955] [INFO ] [CONFIGURE ] PG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:51:54.282986] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T01:51:54.411294] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:54.537199] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:54.662928] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:54.817448] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:51:54.948552] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:55.076323] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:51:55.203481] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:51:55.331426] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:51:55.461073] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:51:55.596662] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:55.596854] [INFO ] [CONFIGURE ] PG: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T01:51:55.596900] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3647 tests
[2025-10-18T01:51:55.596942] [INFO ] [CONFIGURE ] PG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:51:55.597015] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T01:51:55.734888] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:55.877370] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:56.011875] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:56.150104] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:56.286517] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:56.418615] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:51:56.552531] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:51:56.693629] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:56.829727] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:51:56.964928] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:56.965109] [INFO ] [CONFIGURE ] PG: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:51:56.965171] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3646 tests
[2025-10-18T01:51:56.965209] [INFO ] [CONFIGURE ] PG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:51:56.965244] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T01:51:57.080227] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:57.194777] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:57.310061] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:57.426447] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:51:57.549943] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:57.669146] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:51:57.792138] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:51:57.914542] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:51:58.036663] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:51:58.160183] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:58.160377] [INFO ] [CONFIGURE ] PG: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:51:58.160423] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3645 tests
[2025-10-18T01:51:58.160458] [INFO ] [CONFIGURE ] PG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:51:58.160489] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T01:51:58.281690] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:58.401763] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:58.521101] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:58.640604] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:51:58.758917] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:51:58.876930] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:51:58.995839] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:51:59.117324] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:51:59.245718] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:51:59.372901] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:51:59.373057] [INFO ] [CONFIGURE ] PG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T01:51:59.373100] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3644 tests
[2025-10-18T01:51:59.373134] [INFO ] [CONFIGURE ] PG: Testing feature 20/29: add_price_rejection
[2025-10-18T01:51:59.373165] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T01:51:59.498556] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:51:59.624033] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:51:59.751050] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:51:59.877964] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:52:00.016352] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:00.145143] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:00.275573] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:52:00.405338] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:52:00.535844] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:00.665715] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:00.665873] [INFO ] [CONFIGURE ] PG: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-18T01:52:00.665917] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3643 tests
[2025-10-18T01:52:00.665950] [INFO ] [CONFIGURE ] PG: Testing feature 21/29: add_range_position
[2025-10-18T01:52:00.665979] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T01:52:00.803130] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:00.949328] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:01.097303] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:52:01.252803] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:52:01.415555] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:01.569758] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:01.730840] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:52:01.881385] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:52:02.031631] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:02.176254] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:02.176409] [INFO ] [CONFIGURE ] PG: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:52:02.176473] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3642 tests
[2025-10-18T01:52:02.176531] [INFO ] [CONFIGURE ] PG: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:52:02.176566] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T01:52:02.339406] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:02.501315] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:02.661333] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:52:02.818685] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:52:02.975616] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:03.139766] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:03.295489] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:52:03.451985] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:52:03.605422] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:52:03.767148] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:03.767418] [INFO ] [CONFIGURE ] PG: DISCARDED add_realized_volatility (score: 20.00%)
[2025-10-18T01:52:03.767519] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3641 tests
[2025-10-18T01:52:03.767578] [INFO ] [CONFIGURE ] PG: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:52:03.767613] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T01:52:03.923762] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:04.050756] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:04.179970] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:52:04.317597] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:52:04.453131] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:04.593856] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:04.725203] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:52:04.857816] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:52:04.990810] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:05.131081] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:52:05.131337] [INFO ] [CONFIGURE ] PG: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T01:52:05.131396] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3640 tests
[2025-10-18T01:52:05.131436] [INFO ] [CONFIGURE ] PG: Testing feature 24/29: add_rsi
[2025-10-18T01:52:05.131470] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T01:52:05.282232] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:05.431897] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:05.588462] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:52:05.735988] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:52:05.890790] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:06.043372] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:06.205761] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:52:06.363609] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:52:06.525224] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:06.685181] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:06.685385] [INFO ] [CONFIGURE ] PG: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:52:06.685438] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3639 tests
[2025-10-18T01:52:06.685479] [INFO ] [CONFIGURE ] PG: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:52:06.685510] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T01:52:06.813975] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:06.974837] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:07.109957] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:52:07.241127] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:52:07.373706] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:07.509572] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:07.643556] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:52:07.778347] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:52:07.913337] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:08.050214] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:08.050412] [INFO ] [CONFIGURE ] PG: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T01:52:08.050457] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3638 tests
[2025-10-18T01:52:08.050491] [INFO ] [CONFIGURE ] PG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:52:08.050523] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T01:52:08.180856] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:08.314283] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:08.450367] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:52:08.587182] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:52:08.722078] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:08.857092] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:08.997916] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:52:09.135788] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:52:09.271262] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:09.413165] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:52:09.413352] [INFO ] [CONFIGURE ] PG: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T01:52:09.413414] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3637 tests
[2025-10-18T01:52:09.413473] [INFO ] [CONFIGURE ] PG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:52:09.413509] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T01:52:09.552860] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:09.693095] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:09.832948] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:52:10.004797] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:52:10.145303] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:10.286366] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:10.426780] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:52:10.570466] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:52:10.718294] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:10.864873] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:52:10.865041] [INFO ] [CONFIGURE ] PG: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:52:10.865086] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3636 tests
[2025-10-18T01:52:10.865120] [INFO ] [CONFIGURE ] PG: Testing feature 28/29: add_volume_profile
[2025-10-18T01:52:10.865150] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T01:52:10.997434] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:11.130196] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:11.265118] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:52:11.397975] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:52:11.534523] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:11.668696] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:11.805500] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:52:11.941628] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:52:12.075839] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:12.209493] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:12.209752] [INFO ] [CONFIGURE ] PG: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-18T01:52:12.209810] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3635 tests
[2025-10-18T01:52:12.209847] [INFO ] [CONFIGURE ] PG: Testing feature 29/29: add_vwap
[2025-10-18T01:52:12.209878] [INFO ] [CONFIGURE ] PG: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T01:52:12.345789] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:12.493539] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:12.636455] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:52:12.778997] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:52:12.923763] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:13.066016] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:13.209619] [DEBUG] [FORECASTER] PG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T01:52:13.351115] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:52:13.496190] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:13.639505] [DEBUG] [FORECASTER] PG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:52:13.639748] [INFO ] [CONFIGURE ] PG: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T01:52:13.639802] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3634 tests
[2025-10-18T01:52:13.639839] [INFO ] [CONFIGURE ] PG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:52:13.639871] [INFO ] [CONFIGURE ] PG: Best accuracy: 60.00%
[2025-10-18T01:52:13.639902] [INFO ] [CONFIGURE ] PG: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T01:52:13.639931] [INFO ] [CONFIGURE ] PG: Improvement over baseline: 10.00%
[2025-10-18T01:52:13.639958] [INFO ] [CONFIGURE ] PG: Total time: 39.1 seconds
[2025-10-18T01:52:13.639986] [INFO ] [CONFIGURE ] PG: Average time per feature: 1.3 seconds
[2025-10-18T01:52:13.640013] [INFO ] [CONFIGURE ] PG: Average speed: 0.74 features/sec
[2025-10-18T01:52:13.640717] [INFO ] [LOCAL     ] Saved configuration for PG: 1 features, 60.00% accuracy -> ./output/feature-sets/PG.json
[2025-10-18T01:52:13.640789] [INFO ] [CONFIGURE ] PG: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-18T01:52:13.640892] [INFO ] [sig       ] [257/380] Successfully configured PG | 0.02 sym/s | Total: 3.1h | ETA: 1.5h
[2025-10-18T01:52:13.640969] [INFO ] [sig       ] [258/380] Configuring PGR...
[2025-10-18T01:52:13.641034] [INFO ] [CONFIGURE ] PGR: Configurate test run.
[2025-10-18T01:52:13.641112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGR' from 'https://tdm.silogroup.org/data/derivative_storage/PGR.csv'.
[2025-10-18T01:52:13.654460] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PGR'.
[2025-10-18T01:52:13.654901] [INFO ] [CONFIGURE ] PGR: Testing with 29 available features
[2025-10-18T01:52:13.654958] [INFO ] [CONFIGURE ] PGR: Establishing baseline with no features...
[2025-10-18T01:52:13.761626] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:13.868535] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:52:13.974826] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:14.081476] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:14.188352] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:14.296875] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:14.407211] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:14.515774] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:14.625508] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:14.736353] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:14.736501] [INFO ] [CONFIGURE ] PGR: Baseline score (no features): 40.00%
[2025-10-18T01:52:14.736544] [INFO ] [CONFIGURE ] PGR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:52:14.736577] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:52:14.859823] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:14.981615] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:15.105065] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:15.228912] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:15.350431] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:15.473190] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:15.596243] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:15.720415] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:15.844817] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:15.969482] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:15.969681] [INFO ] [CONFIGURE ] PGR: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-18T01:52:15.969757] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3633 tests
[2025-10-18T01:52:15.969804] [INFO ] [CONFIGURE ] PGR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:52:15.969843] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:52:16.109826] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:16.250953] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:52:16.391427] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:16.541486] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:16.694721] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:52:16.833792] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:16.976081] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:17.115863] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:17.257712] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:17.400584] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:52:17.400823] [INFO ] [CONFIGURE ] PGR: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T01:52:17.400874] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3632 tests
[2025-10-18T01:52:17.400910] [INFO ] [CONFIGURE ] PGR: Testing feature 3/29: add_daily_returns
[2025-10-18T01:52:17.400942] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:52:17.525809] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:17.651700] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:52:17.777309] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:17.902192] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:18.031545] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:18.159768] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:18.288240] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:18.417258] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:18.543314] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:18.662765] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:18.662928] [INFO ] [CONFIGURE ] PGR: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:52:18.662971] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3631 tests
[2025-10-18T01:52:18.663005] [INFO ] [CONFIGURE ] PGR: Testing feature 4/29: add_ema
[2025-10-18T01:52:18.663035] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:52:18.797550] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:18.948329] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:19.126790] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:19.293731] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:19.456405] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:19.618097] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:19.779258] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:19.932255] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:20.077154] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:20.223507] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:20.223737] [INFO ] [CONFIGURE ] PGR: DISCARDED add_ema (score: 60.00%)
[2025-10-18T01:52:20.223798] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3630 tests
[2025-10-18T01:52:20.223838] [INFO ] [CONFIGURE ] PGR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:52:20.223872] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:52:20.369558] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:20.511395] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:20.651797] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:20.793244] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:20.939971] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:21.083609] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:21.227590] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:21.371546] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:21.515085] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:21.665867] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:21.666052] [INFO ] [CONFIGURE ] PGR: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T01:52:21.666097] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3629 tests
[2025-10-18T01:52:21.666132] [INFO ] [CONFIGURE ] PGR: Testing feature 6/29: add_failed_moves
[2025-10-18T01:52:21.666163] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:52:21.789559] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:21.916811] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:22.045280] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:22.182709] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:22.307229] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:22.431826] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:22.556923] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:22.682372] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:22.812485] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:22.940288] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:22.940430] [INFO ] [CONFIGURE ] PGR: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T01:52:22.940492] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3628 tests
[2025-10-18T01:52:22.940529] [INFO ] [CONFIGURE ] PGR: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:52:22.940560] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:52:23.055942] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:23.173806] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:52:23.290514] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:23.407245] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:23.523315] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:23.653965] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:23.772764] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:23.891161] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:24.008358] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:24.126950] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:24.127113] [INFO ] [CONFIGURE ] PGR: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:52:24.127156] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3627 tests
[2025-10-18T01:52:24.127190] [INFO ] [CONFIGURE ] PGR: Testing feature 8/29: add_macd
[2025-10-18T01:52:24.127221] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T01:52:24.279621] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:24.432916] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:24.594721] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:24.753218] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:24.909334] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:25.076564] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:25.256705] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:25.423779] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:25.586248] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:25.746181] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:25.746381] [INFO ] [CONFIGURE ] PGR: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:52:25.746426] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3626 tests
[2025-10-18T01:52:25.746463] [INFO ] [CONFIGURE ] PGR: Testing feature 9/29: add_mfi
[2025-10-18T01:52:25.746494] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:52:25.878960] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:26.018156] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:26.161540] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:26.299628] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:26.440582] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:26.585942] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:26.724063] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:26.867281] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:27.016324] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:27.163017] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:27.163230] [INFO ] [CONFIGURE ] PGR: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T01:52:27.163276] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3625 tests
[2025-10-18T01:52:27.163310] [INFO ] [CONFIGURE ] PGR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:52:27.163342] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:52:27.305575] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:27.448770] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:52:27.592749] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:27.738837] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:27.887762] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:52:28.032721] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:28.179044] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:28.356434] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:28.504838] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:28.657037] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:28.657228] [INFO ] [CONFIGURE ] PGR: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:52:28.657271] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3624 tests
[2025-10-18T01:52:28.657306] [INFO ] [CONFIGURE ] PGR: Testing feature 11/29: add_obv_daily
[2025-10-18T01:52:28.657338] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T01:52:28.781257] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:28.906470] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:29.035056] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:29.162081] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:29.292937] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:29.420319] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:29.543091] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:29.670438] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:29.795003] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:29.919495] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:29.919698] [INFO ] [CONFIGURE ] PGR: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:52:29.919759] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3623 tests
[2025-10-18T01:52:29.919797] [INFO ] [CONFIGURE ] PGR: Testing feature 12/29: add_obv_interval
[2025-10-18T01:52:29.919830] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T01:52:30.040362] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:30.160664] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:30.283253] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:30.405165] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:30.526317] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:30.649463] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:30.773365] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:30.896708] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:31.020364] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:31.144141] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:31.144283] [INFO ] [CONFIGURE ] PGR: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T01:52:31.144326] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3622 tests
[2025-10-18T01:52:31.144423] [INFO ] [CONFIGURE ] PGR: Testing feature 13/29: add_opening_strength
[2025-10-18T01:52:31.144476] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:52:31.274863] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:31.403192] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:52:31.531912] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:31.670104] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:31.804614] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:31.941202] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:32.076042] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:32.209081] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:32.342462] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:32.476015] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:32.476184] [INFO ] [CONFIGURE ] PGR: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:52:32.476226] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3621 tests
[2025-10-18T01:52:32.476260] [INFO ] [CONFIGURE ] PGR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:52:32.476290] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T01:52:32.609067] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:32.746845] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:32.883839] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:33.022144] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:33.157115] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:33.293898] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:33.430183] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:33.566874] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:33.715258] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:33.876955] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:33.877174] [INFO ] [CONFIGURE ] PGR: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:52:33.877243] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3620 tests
[2025-10-18T01:52:33.877307] [INFO ] [CONFIGURE ] PGR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:52:33.877345] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T01:52:34.003472] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:34.131576] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:52:34.260176] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:34.414672] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:34.543061] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:52:34.673861] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:34.796150] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:34.912546] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:35.035921] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:35.157722] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:35.157916] [INFO ] [CONFIGURE ] PGR: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:52:35.158054] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3619 tests
[2025-10-18T01:52:35.158099] [INFO ] [CONFIGURE ] PGR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:52:35.158132] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T01:52:35.285066] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:35.408488] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:35.534985] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:35.662713] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:35.793957] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:35.921117] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:36.048443] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:36.175619] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:36.304105] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:36.433240] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:36.433394] [INFO ] [CONFIGURE ] PGR: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T01:52:36.433439] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3618 tests
[2025-10-18T01:52:36.433474] [INFO ] [CONFIGURE ] PGR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:52:36.433507] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T01:52:36.564724] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:36.707562] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:36.856810] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:36.996231] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:37.134466] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:37.273393] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:37.441544] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:37.588535] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:37.732138] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:37.876565] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:37.876783] [INFO ] [CONFIGURE ] PGR: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:52:37.876837] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3617 tests
[2025-10-18T01:52:37.876873] [INFO ] [CONFIGURE ] PGR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:52:37.876905] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T01:52:38.014270] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:38.148166] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:52:38.278265] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:38.412423] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:38.543938] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:38.668919] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:38.795001] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:38.923462] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:39.050028] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:39.177715] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:39.177908] [INFO ] [CONFIGURE ] PGR: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:52:39.177964] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3616 tests
[2025-10-18T01:52:39.178000] [INFO ] [CONFIGURE ] PGR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:52:39.178031] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T01:52:39.301003] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:39.438522] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:39.568772] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:39.691249] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:39.814795] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:39.938907] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:40.063759] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:40.188454] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:40.315291] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:40.479134] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:40.479369] [INFO ] [CONFIGURE ] PGR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:52:40.479428] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3615 tests
[2025-10-18T01:52:40.479464] [INFO ] [CONFIGURE ] PGR: Testing feature 20/29: add_price_rejection
[2025-10-18T01:52:40.479494] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T01:52:40.611422] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:40.745100] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:40.877982] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:41.015753] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:41.152389] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:41.286574] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:41.426551] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:41.561863] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:41.699928] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:41.839832] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:41.839979] [INFO ] [CONFIGURE ] PGR: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T01:52:41.840024] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3614 tests
[2025-10-18T01:52:41.840060] [INFO ] [CONFIGURE ] PGR: Testing feature 21/29: add_range_position
[2025-10-18T01:52:41.840091] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T01:52:41.982788] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:42.122915] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:42.272010] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:42.414272] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:42.554801] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:42.701534] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:42.848256] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:42.996152] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:43.143064] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:43.298832] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:43.299112] [INFO ] [CONFIGURE ] PGR: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:52:43.299173] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3613 tests
[2025-10-18T01:52:43.299211] [INFO ] [CONFIGURE ] PGR: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:52:43.299242] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T01:52:43.453817] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:43.614547] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:43.778708] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:43.942819] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:44.110871] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:44.277953] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:44.439479] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:44.599896] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:44.759193] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:44.920795] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:44.920952] [INFO ] [CONFIGURE ] PGR: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:52:44.920996] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3612 tests
[2025-10-18T01:52:44.921030] [INFO ] [CONFIGURE ] PGR: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:52:44.921060] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T01:52:45.054333] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:45.183869] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:52:45.313522] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:45.442992] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:45.570051] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:45.695032] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:45.822411] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:45.949540] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:46.086169] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:46.218864] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:46.219030] [INFO ] [CONFIGURE ] PGR: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:52:46.219074] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3611 tests
[2025-10-18T01:52:46.219108] [INFO ] [CONFIGURE ] PGR: Testing feature 24/29: add_rsi
[2025-10-18T01:52:46.219140] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T01:52:46.368406] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:46.549919] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:46.701359] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:46.856920] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:47.014856] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:47.166369] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:47.320127] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:47.472724] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:47.626804] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:47.781098] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:47.781264] [INFO ] [CONFIGURE ] PGR: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:52:47.781308] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3610 tests
[2025-10-18T01:52:47.781342] [INFO ] [CONFIGURE ] PGR: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:52:47.781373] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T01:52:47.911765] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:48.037639] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:52:48.164710] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:48.292479] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:48.420800] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:48.548965] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:48.678868] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:48.813850] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:48.944816] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:49.075000] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:49.075130] [INFO ] [CONFIGURE ] PGR: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T01:52:49.075216] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3609 tests
[2025-10-18T01:52:49.075275] [INFO ] [CONFIGURE ] PGR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:52:49.075308] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T01:52:49.205981] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:49.334766] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:49.467784] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:49.599858] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:49.731340] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:49.862427] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:49.993757] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:50.131102] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:50.264080] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:50.397397] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:50.397538] [INFO ] [CONFIGURE ] PGR: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:52:50.397585] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3608 tests
[2025-10-18T01:52:50.397619] [INFO ] [CONFIGURE ] PGR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:52:50.397679] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T01:52:50.534017] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:50.670267] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:52:50.814109] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:50.953325] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:51.091902] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:51.230031] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:51.368328] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:51.508000] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:51.648157] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:51.788667] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:51.788808] [INFO ] [CONFIGURE ] PGR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T01:52:51.788870] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3607 tests
[2025-10-18T01:52:51.788928] [INFO ] [CONFIGURE ] PGR: Testing feature 28/29: add_volume_profile
[2025-10-18T01:52:51.788961] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T01:52:51.919857] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:52.051720] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:52:52.180925] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:52.312466] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:52.442416] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:52.610477] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:52.752772] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:52.897674] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:53.041579] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:53.183777] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:53.184003] [INFO ] [CONFIGURE ] PGR: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T01:52:53.184055] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3606 tests
[2025-10-18T01:52:53.184090] [INFO ] [CONFIGURE ] PGR: Testing feature 29/29: add_vwap
[2025-10-18T01:52:53.184122] [INFO ] [CONFIGURE ] PGR: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T01:52:53.319560] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:52:53.457217] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T01:52:53.598783] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:53.735270] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:52:53.903671] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:54.075531] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:54.238087] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:52:54.367489] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:52:54.495852] [DEBUG] [FORECASTER] PGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:52:54.625303] [DEBUG] [FORECASTER] PGR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:52:54.625511] [INFO ] [CONFIGURE ] PGR: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T01:52:54.625562] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3605 tests
[2025-10-18T01:52:54.625610] [INFO ] [CONFIGURE ] PGR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:52:54.625688] [INFO ] [CONFIGURE ] PGR: Best accuracy: 70.00%
[2025-10-18T01:52:54.625735] [INFO ] [CONFIGURE ] PGR: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T01:52:54.625766] [INFO ] [CONFIGURE ] PGR: Improvement over baseline: 30.00%
[2025-10-18T01:52:54.625793] [INFO ] [CONFIGURE ] PGR: Total time: 39.9 seconds
[2025-10-18T01:52:54.625820] [INFO ] [CONFIGURE ] PGR: Average time per feature: 1.4 seconds
[2025-10-18T01:52:54.625848] [INFO ] [CONFIGURE ] PGR: Average speed: 0.73 features/sec
[2025-10-18T01:52:54.626433] [INFO ] [LOCAL     ] Saved configuration for PGR: 1 features, 70.00% accuracy -> ./output/feature-sets/PGR.json
[2025-10-18T01:52:54.626532] [INFO ] [CONFIGURE ] PGR: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-18T01:52:54.626620] [INFO ] [sig       ] [258/380] Successfully configured PGR | 0.02 sym/s | Total: 3.1h | ETA: 1.5h
[2025-10-18T01:52:54.626712] [INFO ] [sig       ] [259/380] Configuring PHIN...
[2025-10-18T01:52:54.626778] [INFO ] [CONFIGURE ] PHIN: Configurate test run.
[2025-10-18T01:52:54.626832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-10-18T01:52:54.640098] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PHIN'.
[2025-10-18T01:52:54.640457] [INFO ] [CONFIGURE ] PHIN: Testing with 29 available features
[2025-10-18T01:52:54.640514] [INFO ] [CONFIGURE ] PHIN: Establishing baseline with no features...
[2025-10-18T01:52:54.740086] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:54.839916] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:52:54.940837] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:52:55.041584] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:52:55.142880] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:52:55.244422] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:52:55.346349] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:52:55.447949] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:52:55.549971] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:52:55.653212] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:52:55.653393] [INFO ] [CONFIGURE ] PHIN: Baseline score (no features): 50.00%
[2025-10-18T01:52:55.653441] [INFO ] [CONFIGURE ] PHIN: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:52:55.653474] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:52:55.764562] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:55.876635] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:52:55.988798] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:52:56.102053] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:52:56.215674] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:52:56.329371] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:56.443456] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:52:56.558383] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:52:56.673735] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:52:56.789357] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:52:56.789494] [INFO ] [CONFIGURE ] PHIN: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T01:52:56.789537] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3604 tests
[2025-10-18T01:52:56.789571] [INFO ] [CONFIGURE ] PHIN: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:52:56.789603] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:52:56.926008] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:57.060801] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:52:57.197605] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:52:57.336101] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:52:57.470234] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:52:57.605992] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:57.741710] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:52:57.873262] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:52:58.013423] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:52:58.146235] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:52:58.146435] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:52:58.146484] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3603 tests
[2025-10-18T01:52:58.146519] [INFO ] [CONFIGURE ] PHIN: Testing feature 3/29: add_daily_returns
[2025-10-18T01:52:58.146549] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:52:58.264794] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:58.383072] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:52:58.503324] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:52:58.659882] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:52:58.787328] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:52:58.915603] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:52:59.043085] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:52:59.170628] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:52:59.298614] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:52:59.438282] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:52:59.438469] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:52:59.438513] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3602 tests
[2025-10-18T01:52:59.438548] [INFO ] [CONFIGURE ] PHIN: Testing feature 4/29: add_ema
[2025-10-18T01:52:59.438579] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:52:59.578985] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:52:59.732146] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:52:59.894070] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:00.036027] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:00.184711] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:00.333907] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:00.479897] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:00.632126] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:00.783798] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:00.938410] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:53:00.938583] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_ema (score: 20.00%)
[2025-10-18T01:53:00.938629] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3601 tests
[2025-10-18T01:53:00.938702] [INFO ] [CONFIGURE ] PHIN: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:53:00.938745] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:53:01.093047] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:01.250241] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:53:01.411393] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:01.567426] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:01.748344] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:01.924770] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:53:02.086940] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:02.252976] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:02.413884] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:53:02.586131] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:02.586343] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T01:53:02.586407] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3600 tests
[2025-10-18T01:53:02.586446] [INFO ] [CONFIGURE ] PHIN: Testing feature 6/29: add_failed_moves
[2025-10-18T01:53:02.586477] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:53:02.721447] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:02.865916] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:02.999940] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:03.141753] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:03.282852] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:03.421538] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:03.560683] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:03.703753] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:03.850833] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:03.989534] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:03.989768] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:53:03.989823] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3599 tests
[2025-10-18T01:53:03.989859] [INFO ] [CONFIGURE ] PHIN: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:53:03.989892] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:53:04.114094] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:04.236679] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:04.360152] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:04.484461] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:04.608549] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:04.764327] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:04.889100] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:05.013290] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:05.139420] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:53:05.265659] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:05.265778] [INFO ] [CONFIGURE ] PHIN: KEPT add_lag_shelf (score: 70.00%)
[2025-10-18T01:53:05.265823] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3598 tests
[2025-10-18T01:53:05.265857] [INFO ] [CONFIGURE ] PHIN: Testing feature 8/29: add_macd
[2025-10-18T01:53:05.265912] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-10-18T01:53:05.426246] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:05.584050] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:05.743505] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:53:05.902313] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:06.062097] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:06.225044] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:53:06.386733] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:06.551055] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:06.713324] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:06.878305] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:06.878446] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:53:06.878491] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3597 tests
[2025-10-18T01:53:06.878526] [INFO ] [CONFIGURE ] PHIN: Testing feature 9/29: add_mfi
[2025-10-18T01:53:06.878557] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi']
[2025-10-18T01:53:07.018047] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:07.158855] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:07.302081] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:07.445255] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:07.590969] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:07.739502] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:07.885099] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:08.029032] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:08.172827] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:53:08.331343] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:08.331487] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:53:08.331531] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3596 tests
[2025-10-18T01:53:08.331566] [INFO ] [CONFIGURE ] PHIN: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:53:08.331596] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:53:08.495770] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:08.651987] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:08.812470] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:08.974192] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:09.135209] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:09.294416] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:09.454596] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:09.614418] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:09.773913] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:09.932028] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:09.932195] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:53:09.932238] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3595 tests
[2025-10-18T01:53:09.932271] [INFO ] [CONFIGURE ] PHIN: Testing feature 11/29: add_obv_daily
[2025-10-18T01:53:09.932302] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_daily']
[2025-10-18T01:53:10.066007] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:10.200244] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:10.337423] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:10.472834] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:10.610052] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:10.748529] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:10.886027] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:11.026563] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:11.166105] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:11.311368] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:11.311546] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T01:53:11.311591] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3594 tests
[2025-10-18T01:53:11.311624] [INFO ] [CONFIGURE ] PHIN: Testing feature 12/29: add_obv_interval
[2025-10-18T01:53:11.311690] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_interval']
[2025-10-18T01:53:11.455839] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:11.632052] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:11.809839] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:12.010997] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:12.177365] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:12.325512] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:12.484475] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:12.649771] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:12.798662] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:12.937842] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:12.938045] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:53:12.938092] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3593 tests
[2025-10-18T01:53:12.938127] [INFO ] [CONFIGURE ] PHIN: Testing feature 13/29: add_opening_strength
[2025-10-18T01:53:12.938158] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:53:13.081530] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:13.237245] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:13.400127] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:13.548673] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:13.719568] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:13.887627] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:53:14.060429] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:14.231410] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:14.400848] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:14.571082] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:14.571266] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:53:14.571320] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3592 tests
[2025-10-18T01:53:14.571356] [INFO ] [CONFIGURE ] PHIN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:53:14.571387] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-18T01:53:14.741719] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:14.900741] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:15.047554] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:15.195937] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:15.345139] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:15.494366] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:53:15.646882] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:15.795638] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:15.951588] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:53:16.100556] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:16.100743] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:53:16.100797] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3591 tests
[2025-10-18T01:53:16.100833] [INFO ] [CONFIGURE ] PHIN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:53:16.100864] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-18T01:53:16.230237] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:16.360288] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:53:16.493155] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:16.624850] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:16.751173] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:16.897429] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:17.028325] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:17.159394] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:17.291659] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:17.425118] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:17.425300] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:53:17.425346] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3590 tests
[2025-10-18T01:53:17.425381] [INFO ] [CONFIGURE ] PHIN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:53:17.425413] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-10-18T01:53:17.563272] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:17.707361] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:17.841770] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:17.976686] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:18.111424] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:18.246949] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:53:18.386279] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:18.525242] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:18.662703] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:53:18.797168] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:18.797333] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T01:53:18.797377] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3589 tests
[2025-10-18T01:53:18.797412] [INFO ] [CONFIGURE ] PHIN: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:53:18.797443] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-18T01:53:18.933567] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:19.069716] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:19.205928] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:19.344206] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:19.483216] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:19.627963] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:19.767557] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:19.932528] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:20.071335] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:20.213217] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:20.214314] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:53:20.214375] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3588 tests
[2025-10-18T01:53:20.214413] [INFO ] [CONFIGURE ] PHIN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:53:20.214444] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-10-18T01:53:20.332339] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:20.447156] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:53:20.561786] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:20.677040] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:20.792902] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:20.909166] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:21.030207] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:21.152163] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:21.272148] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:53:21.392795] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:21.393003] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:53:21.393051] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3587 tests
[2025-10-18T01:53:21.393086] [INFO ] [CONFIGURE ] PHIN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:53:21.393115] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-10-18T01:53:21.505706] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:21.618793] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:21.732096] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:21.846110] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:21.969520] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:22.096621] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:22.220787] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:22.345557] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:22.470277] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:53:22.595202] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:22.595352] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:53:22.595415] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3586 tests
[2025-10-18T01:53:22.595452] [INFO ] [CONFIGURE ] PHIN: Testing feature 20/29: add_price_rejection
[2025-10-18T01:53:22.595482] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_price_rejection']
[2025-10-18T01:53:22.727669] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:22.862963] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:22.998417] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:23.133772] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:23.270061] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:23.406271] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:23.542668] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:23.678806] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:23.815399] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:23.955945] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:23.956104] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:53:23.956162] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3585 tests
[2025-10-18T01:53:23.956198] [INFO ] [CONFIGURE ] PHIN: Testing feature 21/29: add_range_position
[2025-10-18T01:53:23.956228] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position']
[2025-10-18T01:53:24.096164] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:24.235689] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:24.377052] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:24.517571] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:24.658476] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:24.800205] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:24.942052] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:25.085423] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:25.227323] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:25.370517] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:25.370636] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T01:53:25.370718] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3584 tests
[2025-10-18T01:53:25.370758] [INFO ] [CONFIGURE ] PHIN: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:53:25.370788] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_realized_volatility']
[2025-10-18T01:53:25.526572] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:25.686723] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:53:25.845687] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:26.014494] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:26.173492] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:26.334245] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:26.494369] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:26.660967] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:26.826088] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:53:26.995503] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:26.995664] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T01:53:26.995727] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3583 tests
[2025-10-18T01:53:26.995764] [INFO ] [CONFIGURE ] PHIN: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:53:26.995794] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_recent_range_context']
[2025-10-18T01:53:27.133005] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:27.268675] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:27.404927] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:27.552990] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:27.699731] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:27.839842] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:27.983539] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:28.124583] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:28.268158] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:53:28.417106] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:28.417289] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T01:53:28.417333] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3582 tests
[2025-10-18T01:53:28.417368] [INFO ] [CONFIGURE ] PHIN: Testing feature 24/29: add_rsi
[2025-10-18T01:53:28.417401] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-10-18T01:53:28.574631] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:28.729559] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:53:28.886195] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:29.043173] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:29.198835] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:29.352960] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:29.504682] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:29.651589] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:29.803568] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:29.950166] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:29.950346] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T01:53:29.950389] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3581 tests
[2025-10-18T01:53:29.950424] [INFO ] [CONFIGURE ] PHIN: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:53:29.950455] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_tick_distribution']
[2025-10-18T01:53:30.072420] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:30.195095] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:30.326881] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:30.457497] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:30.589630] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:30.720601] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:30.852032] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:30.984891] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:31.116806] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:53:31.256324] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:31.256542] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T01:53:31.256605] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3580 tests
[2025-10-18T01:53:31.256663] [INFO ] [CONFIGURE ] PHIN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:53:31.256729] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-10-18T01:53:31.390526] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:53:31.525758] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:53:31.664527] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:31.797784] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:31.936457] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:32.075145] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:32.215120] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:32.355150] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:32.496824] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:53:32.641010] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:32.641179] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:53:32.641223] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3579 tests
[2025-10-18T01:53:32.641259] [INFO ] [CONFIGURE ] PHIN: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:53:32.641291] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-10-18T01:53:32.784248] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:32.930527] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:33.076809] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:33.230429] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:33.376917] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:33.525761] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:33.677315] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:33.827079] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:33.976124] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:34.125950] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:34.126103] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:53:34.126146] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3578 tests
[2025-10-18T01:53:34.126181] [INFO ] [CONFIGURE ] PHIN: Testing feature 28/29: add_volume_profile
[2025-10-18T01:53:34.126212] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_profile']
[2025-10-18T01:53:34.263321] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:34.395314] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:34.530466] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:53:34.663240] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:34.796480] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:34.930333] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:35.090955] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:35.226032] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:35.361406] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:35.495964] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:35.496138] [INFO ] [CONFIGURE ] PHIN: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:53:35.496181] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3577 tests
[2025-10-18T01:53:35.496215] [INFO ] [CONFIGURE ] PHIN: Testing feature 29/29: add_vwap
[2025-10-18T01:53:35.496247] [INFO ] [CONFIGURE ] PHIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap']
[2025-10-18T01:53:35.631318] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:53:35.766788] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:35.905754] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:53:36.044877] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:53:36.180830] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:36.318871] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:36.454564] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T01:53:36.592765] [DEBUG] [FORECASTER] PHIN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:36.730412] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:53:36.872812] [DEBUG] [FORECASTER] PHIN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:53:36.872957] [INFO ] [CONFIGURE ] PHIN: KEPT add_vwap (score: 80.00%)
[2025-10-18T01:53:36.873001] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3576 tests
[2025-10-18T01:53:36.873037] [INFO ] [CONFIGURE ] PHIN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:53:36.873068] [INFO ] [CONFIGURE ] PHIN: Best accuracy: 80.00%
[2025-10-18T01:53:36.873100] [INFO ] [CONFIGURE ] PHIN: Best feature set (3 features): ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap']
[2025-10-18T01:53:36.873130] [INFO ] [CONFIGURE ] PHIN: Improvement over baseline: 30.00%
[2025-10-18T01:53:36.873158] [INFO ] [CONFIGURE ] PHIN: Total time: 41.2 seconds
[2025-10-18T01:53:36.873186] [INFO ] [CONFIGURE ] PHIN: Average time per feature: 1.4 seconds
[2025-10-18T01:53:36.873215] [INFO ] [CONFIGURE ] PHIN: Average speed: 0.70 features/sec
[2025-10-18T01:53:36.873739] [INFO ] [LOCAL     ] Saved configuration for PHIN: 3 features, 80.00% accuracy -> ./output/feature-sets/PHIN.json
[2025-10-18T01:53:36.873810] [INFO ] [CONFIGURE ] PHIN: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T01:53:36.873882] [INFO ] [sig       ] [259/380] Successfully configured PHIN | 0.02 sym/s | Total: 3.1h | ETA: 1.5h
[2025-10-18T01:53:36.873959] [INFO ] [sig       ] [260/380] Configuring PHM...
[2025-10-18T01:53:36.874014] [INFO ] [CONFIGURE ] PHM: Configurate test run.
[2025-10-18T01:53:36.874056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-10-18T01:53:36.886447] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PHM'.
[2025-10-18T01:53:36.886812] [INFO ] [CONFIGURE ] PHM: Testing with 29 available features
[2025-10-18T01:53:36.886895] [INFO ] [CONFIGURE ] PHM: Establishing baseline with no features...
[2025-10-18T01:53:36.996118] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:53:37.103701] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:37.210027] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:53:37.317084] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:37.424272] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:37.534019] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:37.638609] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:37.741598] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:37.845035] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:37.948896] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:53:37.949023] [INFO ] [CONFIGURE ] PHM: Baseline score (no features): 50.00%
[2025-10-18T01:53:37.949065] [INFO ] [CONFIGURE ] PHM: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:53:37.949096] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:53:38.089267] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:53:38.200659] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:38.313813] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:53:38.427482] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:38.542828] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:38.661164] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:53:38.777287] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:38.892488] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:39.009914] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:39.129003] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:53:39.129180] [INFO ] [CONFIGURE ] PHM: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T01:53:39.129223] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3575 tests
[2025-10-18T01:53:39.129257] [INFO ] [CONFIGURE ] PHM: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:53:39.129287] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:53:39.249613] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:53:39.370065] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:39.491016] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:53:39.612590] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:39.749773] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:39.874054] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:53:39.998823] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:40.123312] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:40.249451] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:40.380448] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:53:40.380670] [INFO ] [CONFIGURE ] PHM: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:53:40.380737] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3574 tests
[2025-10-18T01:53:40.380776] [INFO ] [CONFIGURE ] PHM: Testing feature 3/29: add_daily_returns
[2025-10-18T01:53:40.380806] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns']
[2025-10-18T01:53:40.489783] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:53:40.600836] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:40.707583] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:53:40.814585] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:40.921049] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:41.027408] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:41.135072] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:41.241757] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:41.350359] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:41.458440] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:53:41.458589] [INFO ] [CONFIGURE ] PHM: KEPT add_daily_returns (score: 60.00%)
[2025-10-18T01:53:41.458632] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3573 tests
[2025-10-18T01:53:41.458706] [INFO ] [CONFIGURE ] PHM: Testing feature 4/29: add_ema
[2025-10-18T01:53:41.458751] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T01:53:41.580717] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:53:41.703238] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:41.826616] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:53:41.950727] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:42.074387] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:42.197212] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:42.321506] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:42.462536] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:42.589018] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:42.714975] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:53:42.715120] [INFO ] [CONFIGURE ] PHM: DISCARDED add_ema (score: 60.00%)
[2025-10-18T01:53:42.715164] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3572 tests
[2025-10-18T01:53:42.715198] [INFO ] [CONFIGURE ] PHM: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:53:42.715230] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:53:42.845272] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:53:42.974498] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:43.104970] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:53:43.235373] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:43.366391] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:43.498277] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:53:43.629598] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:43.762047] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:43.894955] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:44.030827] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:53:44.031027] [INFO ] [CONFIGURE ] PHM: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T01:53:44.031073] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 1.5s/test | Remaining: 3571 tests
[2025-10-18T01:53:44.031106] [INFO ] [CONFIGURE ] PHM: Testing feature 6/29: add_failed_moves
[2025-10-18T01:53:44.031137] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-18T01:53:44.158237] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:53:44.275913] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:44.388389] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:53:44.499529] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:44.613383] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:44.733942] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:44.853566] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:44.974607] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:45.098840] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:45.220407] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:53:45.220564] [INFO ] [CONFIGURE ] PHM: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:53:45.220609] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3570 tests
[2025-10-18T01:53:45.220664] [INFO ] [CONFIGURE ] PHM: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:53:45.220722] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-18T01:53:45.327790] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:53:45.439002] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:45.554983] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:53:45.673532] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:45.784389] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:45.896494] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:46.010471] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:46.129272] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:46.245940] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:46.362393] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:53:46.362528] [INFO ] [CONFIGURE ] PHM: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T01:53:46.362571] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3569 tests
[2025-10-18T01:53:46.362629] [INFO ] [CONFIGURE ] PHM: Testing feature 8/29: add_macd
[2025-10-18T01:53:46.362700] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T01:53:46.513399] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:53:46.663735] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:46.814207] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:53:46.966486] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:47.121235] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:47.274805] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:53:47.430856] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:47.585024] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:47.740385] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:47.900074] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:53:47.900240] [INFO ] [CONFIGURE ] PHM: DISCARDED add_macd (score: 40.00%)
[2025-10-18T01:53:47.900286] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3568 tests
[2025-10-18T01:53:47.900321] [INFO ] [CONFIGURE ] PHM: Testing feature 9/29: add_mfi
[2025-10-18T01:53:47.900353] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-18T01:53:48.033073] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:53:48.161443] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:48.289510] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:53:48.418239] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:48.547754] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:48.677551] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:48.809520] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:48.941703] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:49.074342] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:49.206064] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:53:49.206212] [INFO ] [CONFIGURE ] PHM: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:53:49.206256] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3567 tests
[2025-10-18T01:53:49.206290] [INFO ] [CONFIGURE ] PHM: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:53:49.206320] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:53:49.347892] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:53:49.489615] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:49.631086] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:53:49.776939] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:49.988628] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:50.133420] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:50.282880] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:50.430888] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:50.578415] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:50.726926] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:53:50.727103] [INFO ] [CONFIGURE ] PHM: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T01:53:50.727148] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3566 tests
[2025-10-18T01:53:50.727182] [INFO ] [CONFIGURE ] PHM: Testing feature 11/29: add_obv_daily
[2025-10-18T01:53:50.727214] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-18T01:53:50.848464] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:53:50.969331] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:51.089613] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:53:51.210823] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:51.333913] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:51.456553] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:51.581544] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:51.710722] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:53:51.838661] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:51.964579] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:53:51.964757] [INFO ] [CONFIGURE ] PHM: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:53:51.964809] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3565 tests
[2025-10-18T01:53:51.964867] [INFO ] [CONFIGURE ] PHM: Testing feature 12/29: add_obv_interval
[2025-10-18T01:53:51.964976] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-18T01:53:52.081452] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:53:52.198662] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:52.316672] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:53:52.437747] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:52.559756] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:52.679053] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:52.799510] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:52.920215] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:53.042509] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:53.164037] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:53:53.164219] [INFO ] [CONFIGURE ] PHM: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:53:53.164263] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3564 tests
[2025-10-18T01:53:53.164297] [INFO ] [CONFIGURE ] PHM: Testing feature 13/29: add_opening_strength
[2025-10-18T01:53:53.164327] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T01:53:53.292373] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:53:53.414964] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:53:53.544518] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:53:53.668798] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:53.795821] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:53:53.921385] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:54.046236] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:54.170327] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:54.297040] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:54.424212] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:53:54.424393] [INFO ] [CONFIGURE ] PHM: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:53:54.424436] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3563 tests
[2025-10-18T01:53:54.424470] [INFO ] [CONFIGURE ] PHM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:53:54.424501] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T01:53:54.555511] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:53:54.686187] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:53:54.816951] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:53:54.952726] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:55.088051] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:55.219547] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:53:55.357543] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:55.490360] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:55.625334] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:55.761988] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:53:55.762207] [INFO ] [CONFIGURE ] PHM: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-18T01:53:55.762251] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3562 tests
[2025-10-18T01:53:55.762285] [INFO ] [CONFIGURE ] PHM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:53:55.762316] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T01:53:55.875927] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:53:55.990147] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:56.105576] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:53:56.218946] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:56.332905] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:56.450509] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:53:56.567852] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:56.684902] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:56.804884] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:56.927400] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:53:56.927576] [INFO ] [CONFIGURE ] PHM: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:53:56.927620] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3561 tests
[2025-10-18T01:53:56.927680] [INFO ] [CONFIGURE ] PHM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:53:56.927729] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T01:53:57.047711] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:53:57.176030] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:57.298330] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:53:57.424259] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:57.544843] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:57.666341] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:53:57.792779] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:57.919950] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:58.048430] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:58.178940] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:53:58.179218] [INFO ] [CONFIGURE ] PHM: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T01:53:58.179282] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3560 tests
[2025-10-18T01:53:58.179341] [INFO ] [CONFIGURE ] PHM: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:53:58.179376] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T01:53:58.309015] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:53:58.438251] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:58.565835] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:53:58.692988] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:53:58.823430] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:53:58.952613] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:53:59.079742] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:53:59.204001] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:53:59.328383] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:53:59.454266] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:53:59.454432] [INFO ] [CONFIGURE ] PHM: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-18T01:53:59.454474] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3559 tests
[2025-10-18T01:53:59.454507] [INFO ] [CONFIGURE ] PHM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:53:59.454537] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T01:53:59.570506] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:53:59.678670] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:53:59.788045] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:53:59.897171] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:54:00.010275] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:00.126164] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:00.240664] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:54:00.354144] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:00.469255] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:54:00.586865] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:54:00.587069] [INFO ] [CONFIGURE ] PHM: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T01:54:00.587150] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3558 tests
[2025-10-18T01:54:00.587224] [INFO ] [CONFIGURE ] PHM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:54:00.587315] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T01:54:00.705629] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:54:00.820333] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:54:00.935006] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:54:01.051673] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:54:01.164917] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:01.297736] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:01.416293] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:54:01.540834] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:01.660152] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:54:01.779401] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:54:01.779578] [INFO ] [CONFIGURE ] PHM: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T01:54:01.779622] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3557 tests
[2025-10-18T01:54:01.779691] [INFO ] [CONFIGURE ] PHM: Testing feature 20/29: add_price_rejection
[2025-10-18T01:54:01.779739] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-18T01:54:01.914079] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:54:02.041246] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:54:02.171111] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:02.299578] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:54:02.456635] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:02.583161] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:02.711261] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:54:02.842749] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:02.971186] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:54:03.098617] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:54:03.098800] [INFO ] [CONFIGURE ] PHM: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T01:54:03.098848] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3556 tests
[2025-10-18T01:54:03.098926] [INFO ] [CONFIGURE ] PHM: Testing feature 21/29: add_range_position
[2025-10-18T01:54:03.098977] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-18T01:54:03.226568] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:54:03.354590] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:54:03.481917] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:03.610523] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:54:03.739430] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:03.871067] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:04.001223] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:54:04.130906] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:04.262459] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:54:04.402581] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:54:04.402841] [INFO ] [CONFIGURE ] PHM: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:54:04.402920] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3555 tests
[2025-10-18T01:54:04.402980] [INFO ] [CONFIGURE ] PHM: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:54:04.403017] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-10-18T01:54:04.553161] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:54:04.718749] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:54:04.913914] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:54:05.098609] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:54:05.294095] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:05.481977] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:05.647111] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:54:05.809961] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:05.960508] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:54:06.108542] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:54:06.108714] [INFO ] [CONFIGURE ] PHM: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T01:54:06.108771] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3554 tests
[2025-10-18T01:54:06.108808] [INFO ] [CONFIGURE ] PHM: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:54:06.108841] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-10-18T01:54:06.228246] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:54:06.347632] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:54:06.464791] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:54:06.585631] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:54:06.703734] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:06.821404] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:06.940497] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:54:07.061175] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:07.181803] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:54:07.302277] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:54:07.302438] [INFO ] [CONFIGURE ] PHM: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:54:07.302499] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3553 tests
[2025-10-18T01:54:07.302537] [INFO ] [CONFIGURE ] PHM: Testing feature 24/29: add_rsi
[2025-10-18T01:54:07.302568] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T01:54:07.435051] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:54:07.575022] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:54:07.730186] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:54:07.883189] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:54:08.043303] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:08.194223] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:08.348927] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:54:08.543576] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:08.700875] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:54:08.861990] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:54:08.862162] [INFO ] [CONFIGURE ] PHM: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:54:08.862208] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3552 tests
[2025-10-18T01:54:08.862245] [INFO ] [CONFIGURE ] PHM: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:54:08.862279] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-10-18T01:54:08.986895] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:54:09.114081] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:54:09.237537] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:54:09.360731] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:54:09.487810] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:09.626696] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:09.756262] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:54:09.882417] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:10.010041] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:54:10.141113] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:54:10.141283] [INFO ] [CONFIGURE ] PHM: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T01:54:10.141326] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3551 tests
[2025-10-18T01:54:10.141360] [INFO ] [CONFIGURE ] PHM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:54:10.141392] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T01:54:10.265917] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:54:10.394465] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:54:10.526454] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:10.667788] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:54:10.805983] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:10.933848] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:11.063475] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:54:11.195228] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:11.333555] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:54:11.467288] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:54:11.467482] [INFO ] [CONFIGURE ] PHM: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T01:54:11.467527] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3550 tests
[2025-10-18T01:54:11.467562] [INFO ] [CONFIGURE ] PHM: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:54:11.467596] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-10-18T01:54:11.605233] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:54:11.743129] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:54:11.879571] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:54:12.015371] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:54:12.156494] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:12.294168] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:12.437118] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:54:12.574212] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:12.710841] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:54:12.848794] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:54:12.848977] [INFO ] [CONFIGURE ] PHM: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:54:12.849022] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3549 tests
[2025-10-18T01:54:12.849057] [INFO ] [CONFIGURE ] PHM: Testing feature 28/29: add_volume_profile
[2025-10-18T01:54:12.849088] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-10-18T01:54:12.972941] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:54:13.096850] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:54:13.221358] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:54:13.346369] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:54:13.473287] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:13.600318] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:13.743048] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:54:13.883359] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:54:14.020600] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:54:14.169850] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:54:14.170049] [INFO ] [CONFIGURE ] PHM: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T01:54:14.170095] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3548 tests
[2025-10-18T01:54:14.170130] [INFO ] [CONFIGURE ] PHM: Testing feature 29/29: add_vwap
[2025-10-18T01:54:14.170162] [INFO ] [CONFIGURE ] PHM: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-10-18T01:54:14.315593] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:54:14.456060] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:54:14.612764] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:54:14.752460] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:54:14.886622] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:15.017463] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:54:15.149406] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:54:15.280823] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:15.414283] [DEBUG] [FORECASTER] PHM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:54:15.542422] [DEBUG] [FORECASTER] PHM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:54:15.542620] [INFO ] [CONFIGURE ] PHM: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T01:54:15.542711] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3547 tests
[2025-10-18T01:54:15.542757] [INFO ] [CONFIGURE ] PHM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:54:15.542788] [INFO ] [CONFIGURE ] PHM: Best accuracy: 60.00%
[2025-10-18T01:54:15.542818] [INFO ] [CONFIGURE ] PHM: Best feature set (1 features): ['add_daily_returns']
[2025-10-18T01:54:15.542845] [INFO ] [CONFIGURE ] PHM: Improvement over baseline: 10.00%
[2025-10-18T01:54:15.542870] [INFO ] [CONFIGURE ] PHM: Total time: 37.6 seconds
[2025-10-18T01:54:15.542896] [INFO ] [CONFIGURE ] PHM: Average time per feature: 1.3 seconds
[2025-10-18T01:54:15.542924] [INFO ] [CONFIGURE ] PHM: Average speed: 0.77 features/sec
[2025-10-18T01:54:15.543251] [INFO ] [LOCAL     ] Saved configuration for PHM: 1 features, 60.00% accuracy -> ./output/feature-sets/PHM.json
[2025-10-18T01:54:15.543298] [INFO ] [CONFIGURE ] PHM: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-18T01:54:15.543336] [INFO ] [sig       ] [260/380] Successfully configured PHM | 0.02 sym/s | Total: 3.1h | ETA: 1.4h
[2025-10-18T01:54:15.543370] [INFO ] [sig       ] [261/380] Configuring PHR...
[2025-10-18T01:54:15.543399] [INFO ] [CONFIGURE ] PHR: Configurate test run.
[2025-10-18T01:54:15.543428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHR' from 'https://tdm.silogroup.org/data/derivative_storage/PHR.csv'.
[2025-10-18T01:54:15.554281] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PHR'.
[2025-10-18T01:54:15.554615] [INFO ] [CONFIGURE ] PHR: Testing with 29 available features
[2025-10-18T01:54:15.554696] [INFO ] [CONFIGURE ] PHR: Establishing baseline with no features...
[2025-10-18T01:54:15.658588] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:54:15.760752] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:15.862606] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:15.963637] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:16.068710] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:16.171856] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:16.274740] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:16.383223] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:16.489564] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:16.593904] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:16.594085] [INFO ] [CONFIGURE ] PHR: Baseline score (no features): 70.00%
[2025-10-18T01:54:16.594140] [INFO ] [CONFIGURE ] PHR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:54:16.594175] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:54:16.714594] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:54:16.835145] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:16.959539] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:17.086548] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:54:17.202493] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:17.316041] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:17.431143] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:17.543620] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:54:17.660274] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:17.774867] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:17.775032] [INFO ] [CONFIGURE ] PHR: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T01:54:17.775074] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3546 tests
[2025-10-18T01:54:17.775108] [INFO ] [CONFIGURE ] PHR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:54:17.775139] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:54:17.891633] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:54:18.007460] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:18.123735] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:18.241055] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:18.357864] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:18.475125] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:18.592398] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:18.711940] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:18.832000] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:18.952732] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:18.952898] [INFO ] [CONFIGURE ] PHR: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T01:54:18.952942] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3545 tests
[2025-10-18T01:54:18.952976] [INFO ] [CONFIGURE ] PHR: Testing feature 3/29: add_daily_returns
[2025-10-18T01:54:18.953006] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_daily_returns']
[2025-10-18T01:54:19.055261] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:54:19.157723] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:19.260111] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:19.364064] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:54:19.468568] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:19.573342] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:19.678109] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:19.782838] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:19.887958] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:19.994023] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:54:19.994192] [INFO ] [CONFIGURE ] PHR: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T01:54:19.994236] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3544 tests
[2025-10-18T01:54:19.994270] [INFO ] [CONFIGURE ] PHR: Testing feature 4/29: add_ema
[2025-10-18T01:54:19.994300] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_ema']
[2025-10-18T01:54:20.108826] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:54:20.223395] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:20.339143] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:20.455141] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:20.572511] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:20.689762] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:20.810940] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:20.931569] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:54:21.053770] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:21.176562] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:21.176754] [INFO ] [CONFIGURE ] PHR: DISCARDED add_ema (score: 60.00%)
[2025-10-18T01:54:21.176812] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3543 tests
[2025-10-18T01:54:21.176849] [INFO ] [CONFIGURE ] PHR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:54:21.176881] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:54:21.300840] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:54:21.428821] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:21.556764] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:21.681728] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:54:21.812155] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:54:21.944609] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:22.073816] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:22.204804] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:54:22.335152] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:22.465724] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:22.465899] [INFO ] [CONFIGURE ] PHR: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:54:22.465941] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3542 tests
[2025-10-18T01:54:22.465975] [INFO ] [CONFIGURE ] PHR: Testing feature 6/29: add_failed_moves
[2025-10-18T01:54:22.466005] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_failed_moves']
[2025-10-18T01:54:22.574368] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:54:22.684956] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:22.797232] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:22.908076] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:23.019377] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:23.131725] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:23.242491] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:23.353737] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:23.465335] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:23.578781] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:23.578921] [INFO ] [CONFIGURE ] PHR: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T01:54:23.578965] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3541 tests
[2025-10-18T01:54:23.579000] [INFO ] [CONFIGURE ] PHR: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:54:23.579029] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_lag_shelf']
[2025-10-18T01:54:23.680474] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:54:23.784507] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:23.884385] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:23.985315] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:24.090239] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:24.198244] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:24.306553] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:24.414239] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:24.519352] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:24.625336] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:24.625504] [INFO ] [CONFIGURE ] PHR: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T01:54:24.625547] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3540 tests
[2025-10-18T01:54:24.625581] [INFO ] [CONFIGURE ] PHR: Testing feature 8/29: add_macd
[2025-10-18T01:54:24.625612] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:54:24.770161] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:54:24.918980] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:25.059438] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:25.201227] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:54:25.346355] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:54:25.493308] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:25.641320] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:25.792470] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:54:25.944628] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:26.093435] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:26.093624] [INFO ] [CONFIGURE ] PHR: DISCARDED add_macd (score: 60.00%)
[2025-10-18T01:54:26.093703] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3539 tests
[2025-10-18T01:54:26.093752] [INFO ] [CONFIGURE ] PHR: Testing feature 9/29: add_mfi
[2025-10-18T01:54:26.093785] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_mfi']
[2025-10-18T01:54:26.212826] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:54:26.331187] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:26.451269] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:26.572075] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:54:26.696551] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:26.824792] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:26.947094] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:27.071155] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:27.193445] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:27.313233] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:27.313406] [INFO ] [CONFIGURE ] PHR: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:54:27.313449] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3538 tests
[2025-10-18T01:54:27.313483] [INFO ] [CONFIGURE ] PHR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:54:27.313514] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:54:27.443948] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:54:27.575617] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:27.711232] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:27.847635] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:27.989255] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:28.139197] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:28.279975] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:28.432473] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:28.574807] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:28.723378] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:54:28.724185] [INFO ] [CONFIGURE ] PHR: KEPT add_momentum_acceleration (score: 80.00%)
[2025-10-18T01:54:28.724248] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3537 tests
[2025-10-18T01:54:28.724287] [INFO ] [CONFIGURE ] PHR: Testing feature 11/29: add_obv_daily
[2025-10-18T01:54:28.724319] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T01:54:28.878393] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:54:29.024322] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:29.171079] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:29.319853] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:29.461876] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:29.609261] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:29.754566] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:29.921855] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:30.076354] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:54:30.224319] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:30.224547] [INFO ] [CONFIGURE ] PHR: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T01:54:30.224613] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3536 tests
[2025-10-18T01:54:30.224691] [INFO ] [CONFIGURE ] PHR: Testing feature 12/29: add_obv_interval
[2025-10-18T01:54:30.224743] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-18T01:54:30.363035] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:54:30.507437] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:30.646095] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:30.786674] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:30.929715] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:31.076222] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:31.218054] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:31.360454] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:31.502218] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:54:31.650518] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:54:31.650754] [INFO ] [CONFIGURE ] PHR: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:54:31.650809] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3535 tests
[2025-10-18T01:54:31.650847] [INFO ] [CONFIGURE ] PHR: Testing feature 13/29: add_opening_strength
[2025-10-18T01:54:31.650882] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:54:31.799768] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:54:31.950318] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:32.105320] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:32.257564] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:32.410065] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:32.563154] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:32.725504] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:32.894136] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:33.048637] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:33.208804] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:33.209040] [INFO ] [CONFIGURE ] PHR: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:54:33.209098] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3534 tests
[2025-10-18T01:54:33.209136] [INFO ] [CONFIGURE ] PHR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:54:33.209168] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-18T01:54:33.360297] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:54:33.511305] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:33.662961] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:33.820705] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:33.974337] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:34.130578] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:34.286319] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:34.438519] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:54:34.589991] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:34.742475] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:34.742667] [INFO ] [CONFIGURE ] PHR: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:54:34.742729] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3533 tests
[2025-10-18T01:54:34.742779] [INFO ] [CONFIGURE ] PHR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:54:34.742835] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-18T01:54:34.886408] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:54:35.026524] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:35.169828] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:35.314095] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:35.462282] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:35.621765] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:35.768360] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:35.928898] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:36.077957] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:36.225388] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:54:36.225609] [INFO ] [CONFIGURE ] PHR: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:54:36.225696] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3532 tests
[2025-10-18T01:54:36.225747] [INFO ] [CONFIGURE ] PHR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:54:36.225781] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-18T01:54:36.373056] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:54:36.525146] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:36.671249] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:36.818513] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:54:36.968436] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:37.118539] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:37.266076] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:37.413574] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:37.563808] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:37.716509] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:54:37.716716] [INFO ] [CONFIGURE ] PHR: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T01:54:37.716774] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3531 tests
[2025-10-18T01:54:37.716814] [INFO ] [CONFIGURE ] PHR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:54:37.716847] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-18T01:54:37.855443] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:54:37.987622] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:38.123910] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:38.257340] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:54:38.391203] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:38.525174] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:38.664290] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:38.802186] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:38.946821] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:39.088383] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:39.088538] [INFO ] [CONFIGURE ] PHR: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:54:39.088581] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3530 tests
[2025-10-18T01:54:39.088615] [INFO ] [CONFIGURE ] PHR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:54:39.088674] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-18T01:54:39.226659] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:54:39.361410] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:39.494491] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:39.629980] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:39.770501] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:39.905233] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:40.041748] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:40.179050] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:40.315474] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:40.457520] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:54:40.457729] [INFO ] [CONFIGURE ] PHR: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T01:54:40.457802] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3529 tests
[2025-10-18T01:54:40.457892] [INFO ] [CONFIGURE ] PHR: Testing feature 20/29: add_price_rejection
[2025-10-18T01:54:40.457931] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-18T01:54:40.607891] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:54:40.758245] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:40.904575] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:41.052263] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:54:41.199430] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:41.347590] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:41.495790] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:41.646769] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:41.796737] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:41.976788] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:41.977023] [INFO ] [CONFIGURE ] PHR: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:54:41.977134] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3528 tests
[2025-10-18T01:54:41.977198] [INFO ] [CONFIGURE ] PHR: Testing feature 21/29: add_range_position
[2025-10-18T01:54:41.977243] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-18T01:54:42.129146] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:54:42.281835] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:42.435990] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:42.589000] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:42.744347] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:42.899545] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:43.067764] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:43.226156] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:43.382128] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:43.538423] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:43.538592] [INFO ] [CONFIGURE ] PHR: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T01:54:43.538637] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3527 tests
[2025-10-18T01:54:43.538714] [INFO ] [CONFIGURE ] PHR: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:54:43.538751] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-18T01:54:43.708254] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:54:43.877535] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:44.051636] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:44.222639] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:44.394754] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:54:44.568931] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:44.741995] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:44.915867] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:45.089925] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:54:45.264502] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:45.264706] [INFO ] [CONFIGURE ] PHR: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T01:54:45.264818] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3526 tests
[2025-10-18T01:54:45.264863] [INFO ] [CONFIGURE ] PHR: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:54:45.264896] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-18T01:54:45.407249] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:54:45.551665] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:45.699461] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:45.843635] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:45.987969] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:46.134335] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:46.281598] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:46.428225] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:46.576244] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:46.726348] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:54:46.726560] [INFO ] [CONFIGURE ] PHR: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T01:54:46.726622] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3525 tests
[2025-10-18T01:54:46.726694] [INFO ] [CONFIGURE ] PHR: Testing feature 24/29: add_rsi
[2025-10-18T01:54:46.726740] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-18T01:54:46.885177] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:54:47.044291] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:47.203752] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:47.363613] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:47.529855] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:47.695822] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:47.858742] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:48.047070] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:48.209039] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:54:48.371522] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:48.371735] [INFO ] [CONFIGURE ] PHR: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:54:48.371791] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3524 tests
[2025-10-18T01:54:48.371828] [INFO ] [CONFIGURE ] PHR: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:54:48.371859] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-18T01:54:48.508932] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:54:48.647743] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:48.788962] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:48.935758] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:49.081259] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:49.227205] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:49.373730] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:49.524914] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:49.676072] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:49.846723] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:49.846916] [INFO ] [CONFIGURE ] PHR: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T01:54:49.846963] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3523 tests
[2025-10-18T01:54:49.846999] [INFO ] [CONFIGURE ] PHR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:54:49.847033] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-18T01:54:49.995412] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:54:50.148798] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:50.298776] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:50.447696] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:54:50.599794] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:50.748568] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:50.893577] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:51.071012] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:51.227445] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:51.383202] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:51.383362] [INFO ] [CONFIGURE ] PHR: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T01:54:51.383408] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3522 tests
[2025-10-18T01:54:51.383443] [INFO ] [CONFIGURE ] PHR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:54:51.383474] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-18T01:54:51.537041] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:54:51.688503] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:51.841065] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:51.997764] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:52.151617] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:52.306098] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:52.463636] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:52.622733] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:52.782928] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:52.938826] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:54:52.939005] [INFO ] [CONFIGURE ] PHR: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T01:54:52.939049] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3521 tests
[2025-10-18T01:54:52.939085] [INFO ] [CONFIGURE ] PHR: Testing feature 28/29: add_volume_profile
[2025-10-18T01:54:52.939117] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-18T01:54:53.086067] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:54:53.231350] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:53.380110] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:53.525044] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:53.683459] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:53.842017] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:54:53.993843] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:54.154784] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:54.303823] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:54:54.459191] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:54:54.459385] [INFO ] [CONFIGURE ] PHR: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:54:54.459437] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3520 tests
[2025-10-18T01:54:54.459473] [INFO ] [CONFIGURE ] PHR: Testing feature 29/29: add_vwap
[2025-10-18T01:54:54.459505] [INFO ] [CONFIGURE ] PHR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-18T01:54:54.609377] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:54:54.755333] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T01:54:54.902101] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:54:55.050613] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:54:55.210742] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:54:55.359400] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:54:55.508708] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:54:55.658763] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:54:55.805321] [DEBUG] [FORECASTER] PHR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:54:55.953300] [DEBUG] [FORECASTER] PHR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:55.953490] [INFO ] [CONFIGURE ] PHR: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T01:54:55.953547] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3519 tests
[2025-10-18T01:54:55.953584] [INFO ] [CONFIGURE ] PHR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:54:55.953615] [INFO ] [CONFIGURE ] PHR: Best accuracy: 80.00%
[2025-10-18T01:54:55.953668] [INFO ] [CONFIGURE ] PHR: Best feature set (2 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:54:55.953723] [INFO ] [CONFIGURE ] PHR: Improvement over baseline: 10.00%
[2025-10-18T01:54:55.953753] [INFO ] [CONFIGURE ] PHR: Total time: 39.4 seconds
[2025-10-18T01:54:55.953780] [INFO ] [CONFIGURE ] PHR: Average time per feature: 1.4 seconds
[2025-10-18T01:54:55.953894] [INFO ] [CONFIGURE ] PHR: Average speed: 0.74 features/sec
[2025-10-18T01:54:55.954385] [INFO ] [LOCAL     ] Saved configuration for PHR: 2 features, 80.00% accuracy -> ./output/feature-sets/PHR.json
[2025-10-18T01:54:55.954454] [INFO ] [CONFIGURE ] PHR: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T01:54:55.954548] [INFO ] [sig       ] [261/380] Successfully configured PHR | 0.02 sym/s | Total: 3.1h | ETA: 1.4h
[2025-10-18T01:54:55.954615] [INFO ] [sig       ] [262/380] Configuring PII...
[2025-10-18T01:54:55.954705] [INFO ] [CONFIGURE ] PII: Configurate test run.
[2025-10-18T01:54:55.954761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-10-18T01:54:55.970042] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PII'.
[2025-10-18T01:54:55.970442] [INFO ] [CONFIGURE ] PII: Testing with 29 available features
[2025-10-18T01:54:55.970504] [INFO ] [CONFIGURE ] PII: Establishing baseline with no features...
[2025-10-18T01:54:56.073342] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:54:56.176189] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:54:56.282922] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:54:56.386271] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:54:56.490831] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:56.595897] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:54:56.704303] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:54:56.815816] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:54:56.927446] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:54:57.051973] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:54:57.052200] [INFO ] [CONFIGURE ] PII: Baseline score (no features): 50.00%
[2025-10-18T01:54:57.052285] [INFO ] [CONFIGURE ] PII: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:54:57.052357] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:54:57.231193] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:54:57.365102] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:54:57.515310] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:54:57.691514] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:54:57.855444] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:54:58.020526] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:54:58.155041] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:54:58.278516] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:54:58.393831] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:54:58.504797] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:54:58.504939] [INFO ] [CONFIGURE ] PII: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T01:54:58.504981] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3518 tests
[2025-10-18T01:54:58.505015] [INFO ] [CONFIGURE ] PII: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:54:58.505046] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:54:58.613591] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:54:58.723844] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:54:58.841459] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:54:58.959625] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:54:59.082341] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:54:59.204478] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:54:59.326402] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:54:59.451574] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:54:59.577546] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:54:59.706389] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:54:59.706540] [INFO ] [CONFIGURE ] PII: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:54:59.706582] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3517 tests
[2025-10-18T01:54:59.706616] [INFO ] [CONFIGURE ] PII: Testing feature 3/29: add_daily_returns
[2025-10-18T01:54:59.706669] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_daily_returns']
[2025-10-18T01:54:59.815327] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:54:59.928345] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:00.034167] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:00.147418] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:00.257697] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:00.367199] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:00.476899] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:00.590215] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:55:00.699961] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:00.811003] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:55:00.811183] [INFO ] [CONFIGURE ] PII: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T01:55:00.811245] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3516 tests
[2025-10-18T01:55:00.811282] [INFO ] [CONFIGURE ] PII: Testing feature 4/29: add_ema
[2025-10-18T01:55:00.811315] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_ema']
[2025-10-18T01:55:00.932207] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:55:01.066567] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:55:01.195342] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:01.325808] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:01.489782] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:01.633126] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:01.783616] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:55:01.933346] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:55:02.073570] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:02.223359] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:55:02.223553] [INFO ] [CONFIGURE ] PII: DISCARDED add_ema (score: 30.00%)
[2025-10-18T01:55:02.223598] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3515 tests
[2025-10-18T01:55:02.223633] [INFO ] [CONFIGURE ] PII: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:55:02.223703] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:55:02.356727] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:55:02.488104] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:02.620219] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:02.759197] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:02.898120] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:03.032879] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:03.168571] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:55:03.305454] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:55:03.446396] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:03.583152] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:03.583353] [INFO ] [CONFIGURE ] PII: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:55:03.583399] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3514 tests
[2025-10-18T01:55:03.583434] [INFO ] [CONFIGURE ] PII: Testing feature 6/29: add_failed_moves
[2025-10-18T01:55:03.583464] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_failed_moves']
[2025-10-18T01:55:03.700273] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:55:03.822780] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:03.938628] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:04.050368] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:04.163274] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:04.276225] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:04.391081] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:04.504060] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:55:04.621580] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:04.737334] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:04.737507] [INFO ] [CONFIGURE ] PII: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T01:55:04.737597] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3513 tests
[2025-10-18T01:55:04.737674] [INFO ] [CONFIGURE ] PII: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:55:04.737726] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_lag_shelf']
[2025-10-18T01:55:04.844163] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:55:04.948285] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:05.050353] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:05.155399] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:05.265267] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:05.375921] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:05.483776] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:05.591188] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:55:05.698692] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:05.808429] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:05.808610] [INFO ] [CONFIGURE ] PII: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T01:55:05.808681] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3512 tests
[2025-10-18T01:55:05.808738] [INFO ] [CONFIGURE ] PII: Testing feature 8/29: add_macd
[2025-10-18T01:55:05.808774] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:55:05.958231] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:55:06.100834] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:06.240053] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:06.384395] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:06.536067] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:06.682768] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:06.827190] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:06.975826] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:55:07.132041] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:07.288019] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:07.288225] [INFO ] [CONFIGURE ] PII: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:55:07.288306] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3511 tests
[2025-10-18T01:55:07.288389] [INFO ] [CONFIGURE ] PII: Testing feature 9/29: add_mfi
[2025-10-18T01:55:07.288467] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_mfi']
[2025-10-18T01:55:07.426913] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:55:07.558951] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:07.679163] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:07.803299] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:07.925638] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:08.051808] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:08.188754] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:08.309135] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:55:08.431775] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:08.554036] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:55:08.554196] [INFO ] [CONFIGURE ] PII: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T01:55:08.554239] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3510 tests
[2025-10-18T01:55:08.554274] [INFO ] [CONFIGURE ] PII: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:55:08.554304] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:55:08.686356] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:55:08.821565] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:08.955121] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:09.091123] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:09.230722] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:09.369040] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:09.502869] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:09.636732] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:55:09.773939] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:09.914074] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:09.914256] [INFO ] [CONFIGURE ] PII: KEPT add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:55:09.914302] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3509 tests
[2025-10-18T01:55:09.914369] [INFO ] [CONFIGURE ] PII: Testing feature 11/29: add_obv_daily
[2025-10-18T01:55:09.914426] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T01:55:10.057742] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:55:10.202814] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:10.351976] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:10.496325] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:10.640595] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:10.786016] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:10.931900] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:55:11.078038] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:55:11.223755] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:11.376095] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:11.376361] [INFO ] [CONFIGURE ] PII: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T01:55:11.376427] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3508 tests
[2025-10-18T01:55:11.376480] [INFO ] [CONFIGURE ] PII: Testing feature 12/29: add_obv_interval
[2025-10-18T01:55:11.376537] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-18T01:55:11.519342] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:55:11.666176] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:55:11.814542] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:11.964518] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:12.114145] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:12.261285] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:12.416196] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:12.576182] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:55:12.739509] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:12.890318] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:12.890493] [INFO ] [CONFIGURE ] PII: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T01:55:12.890537] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3507 tests
[2025-10-18T01:55:12.890571] [INFO ] [CONFIGURE ] PII: Testing feature 13/29: add_opening_strength
[2025-10-18T01:55:12.890602] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:55:13.045031] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:55:13.199729] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:13.354739] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:13.511477] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:13.679067] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:13.868503] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:14.025486] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:55:14.183225] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:55:14.345291] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:14.510613] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:14.510855] [INFO ] [CONFIGURE ] PII: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T01:55:14.510921] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3506 tests
[2025-10-18T01:55:14.510960] [INFO ] [CONFIGURE ] PII: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:55:14.510992] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-18T01:55:14.685060] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:55:14.839696] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:55:14.998117] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:15.160189] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:15.329786] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:15.494900] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:15.664055] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:15.823669] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:55:15.985932] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:16.154220] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:16.154443] [INFO ] [CONFIGURE ] PII: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:55:16.154490] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3505 tests
[2025-10-18T01:55:16.154526] [INFO ] [CONFIGURE ] PII: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:55:16.154560] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-18T01:55:16.308401] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:55:16.460311] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:16.610198] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:16.764041] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:16.918406] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:17.072263] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:17.226608] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:17.380954] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:55:17.532636] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:17.684990] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:17.685209] [INFO ] [CONFIGURE ] PII: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:55:17.685255] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3504 tests
[2025-10-18T01:55:17.685293] [INFO ] [CONFIGURE ] PII: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:55:17.685326] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-18T01:55:17.855082] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:55:18.027634] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:18.195863] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:18.362618] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:18.532859] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:18.688947] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:18.851120] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:55:19.013430] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:55:19.178018] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:19.334247] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:19.334417] [INFO ] [CONFIGURE ] PII: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T01:55:19.334461] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3503 tests
[2025-10-18T01:55:19.334495] [INFO ] [CONFIGURE ] PII: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:55:19.334525] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-18T01:55:19.478006] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:55:19.618055] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:19.768995] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:19.918932] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:20.069805] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:20.221435] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:20.369922] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:20.525216] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:55:20.667336] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:20.815135] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:20.815312] [INFO ] [CONFIGURE ] PII: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:55:20.815357] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3502 tests
[2025-10-18T01:55:20.815396] [INFO ] [CONFIGURE ] PII: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:55:20.815429] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-18T01:55:20.955917] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:55:21.100441] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:21.245720] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:21.389946] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:21.530242] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:21.678141] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:21.832945] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:21.983489] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:55:22.135133] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:22.283335] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:22.283568] [INFO ] [CONFIGURE ] PII: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T01:55:22.283631] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3501 tests
[2025-10-18T01:55:22.283713] [INFO ] [CONFIGURE ] PII: Testing feature 20/29: add_price_rejection
[2025-10-18T01:55:22.283753] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-18T01:55:22.434178] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:55:22.584468] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:55:22.740271] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:22.933966] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:23.108675] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:23.266776] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:23.423175] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:23.575827] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:55:23.733547] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:23.907595] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:55:23.907789] [INFO ] [CONFIGURE ] PII: DISCARDED add_price_rejection (score: 20.00%)
[2025-10-18T01:55:23.907881] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3500 tests
[2025-10-18T01:55:23.907928] [INFO ] [CONFIGURE ] PII: Testing feature 21/29: add_range_position
[2025-10-18T01:55:23.907963] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-18T01:55:24.073617] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:55:24.248773] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:55:24.411453] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:24.572173] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:24.734944] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:24.895575] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:25.057441] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:25.218213] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:55:25.380625] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:25.540595] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:55:25.540814] [INFO ] [CONFIGURE ] PII: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T01:55:25.540863] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3499 tests
[2025-10-18T01:55:25.540899] [INFO ] [CONFIGURE ] PII: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:55:25.540929] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-18T01:55:25.714963] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:55:25.889424] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:26.065604] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:26.245152] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:26.428093] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:26.608792] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:26.790160] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:26.975044] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:55:27.160618] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:27.344365] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:55:27.344569] [INFO ] [CONFIGURE ] PII: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T01:55:27.344615] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3498 tests
[2025-10-18T01:55:27.344699] [INFO ] [CONFIGURE ] PII: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:55:27.344750] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-18T01:55:27.528780] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:55:27.680263] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:27.835866] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:27.987050] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:28.140127] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:28.293505] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:28.447777] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:28.606277] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:55:28.758544] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:28.912874] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:55:28.913065] [INFO ] [CONFIGURE ] PII: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T01:55:28.913128] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3497 tests
[2025-10-18T01:55:28.913167] [INFO ] [CONFIGURE ] PII: Testing feature 24/29: add_rsi
[2025-10-18T01:55:28.913200] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-18T01:55:29.072875] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:55:29.234148] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:29.395284] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:29.565881] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:29.729350] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:29.896852] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:30.065629] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:30.233240] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:55:30.403216] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:30.586515] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:30.586681] [INFO ] [CONFIGURE ] PII: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T01:55:30.586743] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3496 tests
[2025-10-18T01:55:30.586780] [INFO ] [CONFIGURE ] PII: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:55:30.586810] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-18T01:55:30.735015] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:55:30.881997] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:55:31.028874] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:31.176579] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:31.326680] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:31.477441] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:31.622126] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:31.773408] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:55:31.929846] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:32.082208] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:32.082406] [INFO ] [CONFIGURE ] PII: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T01:55:32.082451] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3495 tests
[2025-10-18T01:55:32.082485] [INFO ] [CONFIGURE ] PII: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:55:32.082516] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-18T01:55:32.233084] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:55:32.389794] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:55:32.549517] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:32.707669] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:32.875438] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:33.036889] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:33.199525] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:33.361315] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:55:33.523312] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:33.682638] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:33.682837] [INFO ] [CONFIGURE ] PII: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:55:33.682919] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3494 tests
[2025-10-18T01:55:33.682982] [INFO ] [CONFIGURE ] PII: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:55:33.683032] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-18T01:55:33.856530] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:55:34.030379] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:55:34.193037] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:34.357482] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:34.527285] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:34.694555] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:34.860958] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:35.029587] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:55:35.198677] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:35.358800] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:35.358984] [INFO ] [CONFIGURE ] PII: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:55:35.359029] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3493 tests
[2025-10-18T01:55:35.359064] [INFO ] [CONFIGURE ] PII: Testing feature 28/29: add_volume_profile
[2025-10-18T01:55:35.359096] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-18T01:55:35.503233] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:55:35.645468] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:35.789367] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:35.941292] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:36.094088] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:36.246521] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:36.398714] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:36.551176] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:55:36.705719] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:36.863244] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:36.863419] [INFO ] [CONFIGURE ] PII: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:55:36.863464] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3492 tests
[2025-10-18T01:55:36.863500] [INFO ] [CONFIGURE ] PII: Testing feature 29/29: add_vwap
[2025-10-18T01:55:36.863531] [INFO ] [CONFIGURE ] PII: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-18T01:55:37.017303] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:55:37.170632] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:37.323862] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:55:37.477907] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:55:37.634092] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:37.784935] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:55:37.947593] [DEBUG] [FORECASTER] PII: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:38.103771] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:55:38.270601] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:55:38.440375] [DEBUG] [FORECASTER] PII: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:38.440587] [INFO ] [CONFIGURE ] PII: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T01:55:38.440636] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3491 tests
[2025-10-18T01:55:38.440743] [INFO ] [CONFIGURE ] PII: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:55:38.440819] [INFO ] [CONFIGURE ] PII: Best accuracy: 70.00%
[2025-10-18T01:55:38.440873] [INFO ] [CONFIGURE ] PII: Best feature set (2 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:55:38.440907] [INFO ] [CONFIGURE ] PII: Improvement over baseline: 20.00%
[2025-10-18T01:55:38.440936] [INFO ] [CONFIGURE ] PII: Total time: 41.4 seconds
[2025-10-18T01:55:38.440963] [INFO ] [CONFIGURE ] PII: Average time per feature: 1.5 seconds
[2025-10-18T01:55:38.440990] [INFO ] [CONFIGURE ] PII: Average speed: 0.70 features/sec
[2025-10-18T01:55:38.441591] [INFO ] [LOCAL     ] Saved configuration for PII: 2 features, 70.00% accuracy -> ./output/feature-sets/PII.json
[2025-10-18T01:55:38.441685] [INFO ] [CONFIGURE ] PII: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T01:55:38.441766] [INFO ] [sig       ] [262/380] Successfully configured PII | 0.02 sym/s | Total: 3.1h | ETA: 1.4h
[2025-10-18T01:55:38.441848] [INFO ] [sig       ] [263/380] Configuring PINS...
[2025-10-18T01:55:38.441929] [INFO ] [CONFIGURE ] PINS: Configurate test run.
[2025-10-18T01:55:38.441987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-10-18T01:55:38.455840] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PINS'.
[2025-10-18T01:55:38.456291] [INFO ] [CONFIGURE ] PINS: Testing with 29 available features
[2025-10-18T01:55:38.456351] [INFO ] [CONFIGURE ] PINS: Establishing baseline with no features...
[2025-10-18T01:55:38.564956] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:55:38.673152] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:55:38.781243] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:55:38.890750] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:38.997671] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:39.102589] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:39.210496] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:39.315071] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:55:39.419747] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:55:39.523543] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:39.523714] [INFO ] [CONFIGURE ] PINS: Baseline score (no features): 40.00%
[2025-10-18T01:55:39.523770] [INFO ] [CONFIGURE ] PINS: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:55:39.523808] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:55:39.642510] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:55:39.755525] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:39.871783] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:55:39.984726] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:40.099325] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:40.214751] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:40.330047] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:55:40.447161] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:55:40.564795] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:55:40.684300] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:40.684481] [INFO ] [CONFIGURE ] PINS: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T01:55:40.684525] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3490 tests
[2025-10-18T01:55:40.684562] [INFO ] [CONFIGURE ] PINS: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:55:40.684597] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:55:40.817369] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:55:40.950490] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:55:41.083179] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:55:41.219202] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:41.357960] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:41.492932] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:41.628612] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:55:41.765118] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:55:41.907033] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:55:42.045270] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:42.045435] [INFO ] [CONFIGURE ] PINS: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:55:42.045479] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3489 tests
[2025-10-18T01:55:42.045513] [INFO ] [CONFIGURE ] PINS: Testing feature 3/29: add_daily_returns
[2025-10-18T01:55:42.045544] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:55:42.166326] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:55:42.285599] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:55:42.405991] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:55:42.528029] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:42.675795] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:42.801170] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:42.923753] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:55:43.046181] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:55:43.171969] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:55:43.299879] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:43.300038] [INFO ] [CONFIGURE ] PINS: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:55:43.300080] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3488 tests
[2025-10-18T01:55:43.300114] [INFO ] [CONFIGURE ] PINS: Testing feature 4/29: add_ema
[2025-10-18T01:55:43.300144] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:55:43.439726] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:55:43.571792] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:43.707894] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:55:43.840749] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:43.975549] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:44.110565] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:44.246909] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:55:44.383861] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:55:44.521191] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:55:44.660503] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:44.660709] [INFO ] [CONFIGURE ] PINS: DISCARDED add_ema (score: 60.00%)
[2025-10-18T01:55:44.660768] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3487 tests
[2025-10-18T01:55:44.660806] [INFO ] [CONFIGURE ] PINS: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:55:44.660837] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:55:44.801401] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:55:44.946416] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:45.087724] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:55:45.227869] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:45.370243] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:45.515550] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:45.688090] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:45.832577] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:55:45.977225] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:55:46.124215] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:46.124406] [INFO ] [CONFIGURE ] PINS: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:55:46.124469] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3486 tests
[2025-10-18T01:55:46.124507] [INFO ] [CONFIGURE ] PINS: Testing feature 6/29: add_failed_moves
[2025-10-18T01:55:46.124538] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:55:46.246702] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:55:46.367569] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:46.488184] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:55:46.609269] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:46.731949] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:46.857034] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:46.984729] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:55:47.110358] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:55:47.237461] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:55:47.362805] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:47.362990] [INFO ] [CONFIGURE ] PINS: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:55:47.363035] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3485 tests
[2025-10-18T01:55:47.363069] [INFO ] [CONFIGURE ] PINS: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:55:47.363100] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:55:47.476359] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:55:47.594399] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:55:47.709258] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:55:47.825405] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:47.943541] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:48.062028] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:48.178561] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:55:48.295377] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:55:48.413597] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:55:48.531452] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:48.531629] [INFO ] [CONFIGURE ] PINS: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T01:55:48.531708] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3484 tests
[2025-10-18T01:55:48.531753] [INFO ] [CONFIGURE ] PINS: Testing feature 8/29: add_macd
[2025-10-18T01:55:48.531786] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T01:55:48.683116] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:55:48.834396] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:48.988907] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:55:49.141921] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:49.295051] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:49.449712] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:49.602834] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:49.763185] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:55:49.918478] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:55:50.075467] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:50.075696] [INFO ] [CONFIGURE ] PINS: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:55:50.075759] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3483 tests
[2025-10-18T01:55:50.075797] [INFO ] [CONFIGURE ] PINS: Testing feature 9/29: add_mfi
[2025-10-18T01:55:50.075828] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:55:50.205275] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:55:50.334033] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:50.462237] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:55:50.591001] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:50.727954] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:50.860613] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:50.992243] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:55:51.125596] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:55:51.260261] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:55:51.394506] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:51.394727] [INFO ] [CONFIGURE ] PINS: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:55:51.394788] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3482 tests
[2025-10-18T01:55:51.394827] [INFO ] [CONFIGURE ] PINS: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:55:51.394859] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:55:51.538984] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:55:51.683367] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:51.834520] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:55:51.982097] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:52.128951] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:52.278733] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:52.426835] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:55:52.576567] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:55:52.727862] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:55:52.886304] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:52.886503] [INFO ] [CONFIGURE ] PINS: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T01:55:52.886548] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3481 tests
[2025-10-18T01:55:52.886582] [INFO ] [CONFIGURE ] PINS: Testing feature 11/29: add_obv_daily
[2025-10-18T01:55:52.886614] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T01:55:53.016331] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:55:53.141168] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:53.268947] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:55:53.398300] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:53.527994] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:53.664995] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:53.801578] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:55:53.940839] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:55:54.085297] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:55:54.218403] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:54.218631] [INFO ] [CONFIGURE ] PINS: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:55:54.218719] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3480 tests
[2025-10-18T01:55:54.218764] [INFO ] [CONFIGURE ] PINS: Testing feature 12/29: add_obv_interval
[2025-10-18T01:55:54.218797] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T01:55:54.347798] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:55:54.472210] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:55:54.597586] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:55:54.728426] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:54.849556] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:54.971510] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:55.092624] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:55:55.219948] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:55:55.344436] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:55:55.476452] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:55.476735] [INFO ] [CONFIGURE ] PINS: KEPT add_obv_interval (score: 70.00%)
[2025-10-18T01:55:55.477790] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3479 tests
[2025-10-18T01:55:55.477928] [INFO ] [CONFIGURE ] PINS: Testing feature 13/29: add_opening_strength
[2025-10-18T01:55:55.477987] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:55:55.624520] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:55:55.777357] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:55:55.925333] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:55:56.074771] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:56.230391] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:56.371024] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:56.511288] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:55:56.654607] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:55:56.796962] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:55:56.940488] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:56.940696] [INFO ] [CONFIGURE ] PINS: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:55:56.940756] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3478 tests
[2025-10-18T01:55:56.940793] [INFO ] [CONFIGURE ] PINS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:55:56.940825] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-18T01:55:57.081265] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:55:57.223601] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:55:57.374748] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:55:57.530758] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:57.691502] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:55:57.848589] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:57.981675] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:55:58.120525] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:55:58.279560] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:55:58.423152] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:58.423302] [INFO ] [CONFIGURE ] PINS: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:55:58.423345] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3477 tests
[2025-10-18T01:55:58.423379] [INFO ] [CONFIGURE ] PINS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:55:58.423410] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-18T01:55:58.542047] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:55:58.661898] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:55:58.782524] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:55:58.904158] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:55:59.027628] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:55:59.150970] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:55:59.275356] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:55:59.402156] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:55:59.528622] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:55:59.654096] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:55:59.654277] [INFO ] [CONFIGURE ] PINS: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:55:59.654321] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3476 tests
[2025-10-18T01:55:59.654356] [INFO ] [CONFIGURE ] PINS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:55:59.654388] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-18T01:55:59.786235] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:55:59.921936] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:00.057612] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:56:00.195758] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:00.330587] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:56:00.471525] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:00.607490] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:00.744914] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:56:00.881114] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:01.011895] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:56:01.012072] [INFO ] [CONFIGURE ] PINS: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:56:01.012116] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3475 tests
[2025-10-18T01:56:01.012151] [INFO ] [CONFIGURE ] PINS: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:56:01.012182] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_return_2d']
[2025-10-18T01:56:01.144809] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:56:01.278837] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:56:01.424667] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:56:01.568885] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:01.712466] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:56:01.859007] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:02.008040] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:56:02.156830] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:02.305717] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:02.454791] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:02.454972] [INFO ] [CONFIGURE ] PINS: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T01:56:02.455018] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3474 tests
[2025-10-18T01:56:02.455053] [INFO ] [CONFIGURE ] PINS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:56:02.455085] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-18T01:56:02.593905] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:56:02.723953] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:02.864214] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:56:02.990737] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:03.120268] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:03.250152] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:03.374610] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:03.501749] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:56:03.632342] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:03.771599] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:56:03.771800] [INFO ] [CONFIGURE ] PINS: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T01:56:03.771850] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3473 tests
[2025-10-18T01:56:03.771884] [INFO ] [CONFIGURE ] PINS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:56:03.771916] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-18T01:56:03.898683] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:56:04.021091] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:04.144150] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:56:04.269310] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:04.397124] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:56:04.524630] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:04.658151] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:04.785349] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:04.913950] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:05.041601] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:05.041795] [INFO ] [CONFIGURE ] PINS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:56:05.041845] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3472 tests
[2025-10-18T01:56:05.041881] [INFO ] [CONFIGURE ] PINS: Testing feature 20/29: add_price_rejection
[2025-10-18T01:56:05.041912] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_price_rejection']
[2025-10-18T01:56:05.174012] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:56:05.308402] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:05.459915] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:56:05.594753] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:05.732476] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:56:05.870085] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:06.008123] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:06.150940] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:06.292348] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:06.444935] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:06.445116] [INFO ] [CONFIGURE ] PINS: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T01:56:06.445169] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3471 tests
[2025-10-18T01:56:06.445211] [INFO ] [CONFIGURE ] PINS: Testing feature 21/29: add_range_position
[2025-10-18T01:56:06.445243] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_range_position']
[2025-10-18T01:56:06.589017] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:56:06.737870] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:06.934199] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:56:07.110066] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:07.272550] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:07.452884] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:07.676168] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:56:07.888169] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:08.064574] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:08.230408] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:08.230611] [INFO ] [CONFIGURE ] PINS: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:56:08.230707] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3470 tests
[2025-10-18T01:56:08.230757] [INFO ] [CONFIGURE ] PINS: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:56:08.230792] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_realized_volatility']
[2025-10-18T01:56:08.406629] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:56:08.589950] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:56:08.766763] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:56:08.942797] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:09.120457] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:56:09.291843] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:09.459753] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:09.625488] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:56:09.797481] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:09.989108] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:09.989284] [INFO ] [CONFIGURE ] PINS: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:56:09.989330] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3469 tests
[2025-10-18T01:56:09.989366] [INFO ] [CONFIGURE ] PINS: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:56:09.989398] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_recent_range_context']
[2025-10-18T01:56:10.129365] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:56:10.264336] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:56:10.407494] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:56:10.545083] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:10.677722] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:56:10.811562] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:10.943976] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:11.081022] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:56:11.213823] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:11.346714] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:11.346851] [INFO ] [CONFIGURE ] PINS: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T01:56:11.346893] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3468 tests
[2025-10-18T01:56:11.346927] [INFO ] [CONFIGURE ] PINS: Testing feature 24/29: add_rsi
[2025-10-18T01:56:11.346958] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-18T01:56:11.494813] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:56:11.642336] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:56:11.790186] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:56:11.940296] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:56:12.089958] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:12.240268] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:12.390871] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:12.542196] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:56:12.694381] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:12.846519] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:12.846717] [INFO ] [CONFIGURE ] PINS: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T01:56:12.846774] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3467 tests
[2025-10-18T01:56:12.846810] [INFO ] [CONFIGURE ] PINS: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:56:12.846841] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_tick_distribution']
[2025-10-18T01:56:12.998576] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:56:13.128833] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:13.259593] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:56:13.393479] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:13.524539] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:56:13.657587] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:13.796938] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:13.933036] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:56:14.068789] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:14.205282] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:14.205483] [INFO ] [CONFIGURE ] PINS: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T01:56:14.205527] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3466 tests
[2025-10-18T01:56:14.205562] [INFO ] [CONFIGURE ] PINS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:56:14.205594] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-18T01:56:14.349263] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:56:14.491396] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:14.627009] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:56:14.766486] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:14.906219] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:56:15.040692] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:15.176939] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:56:15.324024] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:15.465377] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:15.618164] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:15.618341] [INFO ] [CONFIGURE ] PINS: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:56:15.618385] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3465 tests
[2025-10-18T01:56:15.618419] [INFO ] [CONFIGURE ] PINS: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:56:15.618452] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_price_divergence']
[2025-10-18T01:56:15.758322] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:56:15.903091] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:56:16.050293] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:56:16.203114] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:16.362379] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:56:16.507995] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:16.656915] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:16.802931] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:16.949509] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:17.098896] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:17.099058] [INFO ] [CONFIGURE ] PINS: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:56:17.099102] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3464 tests
[2025-10-18T01:56:17.099136] [INFO ] [CONFIGURE ] PINS: Testing feature 28/29: add_volume_profile
[2025-10-18T01:56:17.099167] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_profile']
[2025-10-18T01:56:17.230120] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:56:17.367863] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:56:17.501471] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:56:17.634966] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:17.768340] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:56:17.915410] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:18.057096] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:18.194132] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:18.330456] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:18.475260] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:18.475436] [INFO ] [CONFIGURE ] PINS: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:56:18.475504] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3463 tests
[2025-10-18T01:56:18.475563] [INFO ] [CONFIGURE ] PINS: Testing feature 29/29: add_vwap
[2025-10-18T01:56:18.475597] [INFO ] [CONFIGURE ] PINS: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_vwap']
[2025-10-18T01:56:18.619145] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:56:18.760884] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:18.904286] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:56:19.066054] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:19.206328] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:19.349840] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:19.491038] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:19.638878] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:19.799706] [DEBUG] [FORECASTER] PINS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:19.953953] [DEBUG] [FORECASTER] PINS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:19.954145] [INFO ] [CONFIGURE ] PINS: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T01:56:19.954198] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3462 tests
[2025-10-18T01:56:19.954237] [INFO ] [CONFIGURE ] PINS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:56:19.954269] [INFO ] [CONFIGURE ] PINS: Best accuracy: 70.00%
[2025-10-18T01:56:19.954302] [INFO ] [CONFIGURE ] PINS: Best feature set (2 features): ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T01:56:19.954333] [INFO ] [CONFIGURE ] PINS: Improvement over baseline: 30.00%
[2025-10-18T01:56:19.954361] [INFO ] [CONFIGURE ] PINS: Total time: 40.4 seconds
[2025-10-18T01:56:19.954390] [INFO ] [CONFIGURE ] PINS: Average time per feature: 1.4 seconds
[2025-10-18T01:56:19.954419] [INFO ] [CONFIGURE ] PINS: Average speed: 0.72 features/sec
[2025-10-18T01:56:19.955146] [INFO ] [LOCAL     ] Saved configuration for PINS: 2 features, 70.00% accuracy -> ./output/feature-sets/PINS.json
[2025-10-18T01:56:19.955216] [INFO ] [CONFIGURE ] PINS: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T01:56:19.955309] [INFO ] [sig       ] [263/380] Successfully configured PINS | 0.02 sym/s | Total: 3.1h | ETA: 1.4h
[2025-10-18T01:56:19.955378] [INFO ] [sig       ] [264/380] Configuring PIPR...
[2025-10-18T01:56:19.955444] [INFO ] [CONFIGURE ] PIPR: Configurate test run.
[2025-10-18T01:56:19.955501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIPR' from 'https://tdm.silogroup.org/data/derivative_storage/PIPR.csv'.
[2025-10-18T01:56:19.969236] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PIPR'.
[2025-10-18T01:56:19.969616] [INFO ] [CONFIGURE ] PIPR: Testing with 29 available features
[2025-10-18T01:56:19.969703] [INFO ] [CONFIGURE ] PIPR: Establishing baseline with no features...
[2025-10-18T01:56:20.072210] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:56:20.175753] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:56:20.280408] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:56:20.388195] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:56:20.493281] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:20.600983] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:20.711690] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:20.823906] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:20.931712] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:21.039438] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:56:21.039612] [INFO ] [CONFIGURE ] PIPR: Baseline score (no features): 30.00%
[2025-10-18T01:56:21.039696] [INFO ] [CONFIGURE ] PIPR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:56:21.039745] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:56:21.157282] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:56:21.277982] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:21.398998] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:21.517632] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:56:21.644133] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:21.769250] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:21.888781] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:22.008789] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:22.127594] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:22.252355] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:56:22.252515] [INFO ] [CONFIGURE ] PIPR: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T01:56:22.252561] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3461 tests
[2025-10-18T01:56:22.252596] [INFO ] [CONFIGURE ] PIPR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:56:22.252677] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:56:22.391493] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:56:22.524995] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:22.668631] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:22.813360] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:22.954975] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:23.096804] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:23.240112] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:23.386666] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:23.532077] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:23.675200] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:23.675436] [INFO ] [CONFIGURE ] PIPR: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-18T01:56:23.675488] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3460 tests
[2025-10-18T01:56:23.675527] [INFO ] [CONFIGURE ] PIPR: Testing feature 3/29: add_daily_returns
[2025-10-18T01:56:23.675559] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:56:23.823324] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:56:23.972074] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:24.117984] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:24.263857] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:24.411244] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:24.561165] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:24.708120] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:24.855599] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:25.003559] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:25.151389] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:25.151554] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-18T01:56:25.151599] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3459 tests
[2025-10-18T01:56:25.151633] [INFO ] [CONFIGURE ] PIPR: Testing feature 4/29: add_ema
[2025-10-18T01:56:25.151705] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-18T01:56:25.320072] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:56:25.478588] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:25.638414] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:25.797067] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:56:25.955454] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:26.113827] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:26.275042] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:26.444058] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:26.609240] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:26.778152] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:26.778346] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:56:26.778391] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3458 tests
[2025-10-18T01:56:26.778426] [INFO ] [CONFIGURE ] PIPR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:56:26.778458] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:56:26.943560] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:56:27.111508] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:27.280886] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:27.451440] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:27.621903] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:27.794281] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:27.964694] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:28.135271] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:28.300234] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:28.470905] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:56:28.471118] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T01:56:28.471180] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3457 tests
[2025-10-18T01:56:28.471275] [INFO ] [CONFIGURE ] PIPR: Testing feature 6/29: add_failed_moves
[2025-10-18T01:56:28.471317] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-18T01:56:28.615184] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:56:28.758469] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:28.911546] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:29.060037] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:29.208532] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:29.359367] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:29.515187] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:29.666542] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:29.817132] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:29.967532] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:29.967728] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T01:56:29.967784] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3456 tests
[2025-10-18T01:56:29.967846] [INFO ] [CONFIGURE ] PIPR: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:56:29.967898] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T01:56:30.108138] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:56:30.250577] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:30.392062] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:30.531157] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:30.672217] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:30.815750] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:30.967333] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:31.113318] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:31.258150] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:31.446531] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:56:31.446735] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T01:56:31.446792] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3455 tests
[2025-10-18T01:56:31.446829] [INFO ] [CONFIGURE ] PIPR: Testing feature 8/29: add_macd
[2025-10-18T01:56:31.446862] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T01:56:31.634413] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:56:31.815378] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:32.002337] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:32.185397] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:32.362013] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:32.532819] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:32.710548] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:32.887720] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:33.061866] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:33.237723] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:33.237934] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_macd (score: 70.00%)
[2025-10-18T01:56:33.237986] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3454 tests
[2025-10-18T01:56:33.238023] [INFO ] [CONFIGURE ] PIPR: Testing feature 9/29: add_mfi
[2025-10-18T01:56:33.238054] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-18T01:56:33.391512] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:56:33.549340] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:33.702342] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:33.855625] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:34.012604] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:34.167742] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:34.323555] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:34.499369] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:34.657958] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:34.817923] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:34.818119] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T01:56:34.818164] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3453 tests
[2025-10-18T01:56:34.818200] [INFO ] [CONFIGURE ] PIPR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:56:34.818232] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:56:34.989880] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:56:35.159792] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:35.328639] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:35.497733] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:35.669838] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:35.840305] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:36.013416] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:36.187789] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:36.362008] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:36.540898] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:36.541065] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T01:56:36.541109] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3452 tests
[2025-10-18T01:56:36.541143] [INFO ] [CONFIGURE ] PIPR: Testing feature 11/29: add_obv_daily
[2025-10-18T01:56:36.541174] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-18T01:56:36.686184] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:56:36.832410] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:36.979853] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:37.132594] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:56:37.283098] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:37.431049] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:37.580534] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:37.730591] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:37.881295] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:38.030324] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:38.030488] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:56:38.030532] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3451 tests
[2025-10-18T01:56:38.030566] [INFO ] [CONFIGURE ] PIPR: Testing feature 12/29: add_obv_interval
[2025-10-18T01:56:38.030596] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-18T01:56:38.170228] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:56:38.315141] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:38.463246] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:38.615282] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:56:38.766282] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:38.923086] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:39.104324] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:39.263016] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:39.423173] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:39.582536] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:56:39.582763] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:56:39.582819] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3450 tests
[2025-10-18T01:56:39.582855] [INFO ] [CONFIGURE ] PIPR: Testing feature 13/29: add_opening_strength
[2025-10-18T01:56:39.582891] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:56:39.746823] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:56:39.904255] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:40.063435] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:40.221194] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:40.379547] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:40.566296] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:40.730147] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:40.892457] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:41.050768] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:41.206046] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:41.206207] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T01:56:41.206252] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3449 tests
[2025-10-18T01:56:41.206287] [INFO ] [CONFIGURE ] PIPR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:56:41.206319] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T01:56:41.362137] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:56:41.517731] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:41.673251] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:41.836519] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:56:41.991206] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:42.148518] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:42.308760] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:42.466785] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:42.628492] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:42.789116] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:56:42.789306] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:56:42.789353] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3448 tests
[2025-10-18T01:56:42.789390] [INFO ] [CONFIGURE ] PIPR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:56:42.789424] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T01:56:42.928940] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:56:43.069149] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:43.211335] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:43.353229] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:43.496432] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:43.634750] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:43.790402] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:43.939149] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:44.082602] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:44.234855] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:44.235042] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:56:44.235100] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3447 tests
[2025-10-18T01:56:44.235138] [INFO ] [CONFIGURE ] PIPR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:56:44.235170] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T01:56:44.377623] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:56:44.519339] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:44.676313] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:44.833397] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:44.985337] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:45.141284] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:45.294440] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:45.447235] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:45.602941] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:45.757926] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:45.758114] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T01:56:45.758189] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3446 tests
[2025-10-18T01:56:45.758261] [INFO ] [CONFIGURE ] PIPR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:56:45.758329] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T01:56:45.912842] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:56:46.066553] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:46.219432] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:46.372563] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:46.526852] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:46.681365] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:46.836185] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:46.992199] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:47.155460] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:47.310367] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:47.310542] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T01:56:47.310586] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3445 tests
[2025-10-18T01:56:47.310620] [INFO ] [CONFIGURE ] PIPR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:56:47.310680] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T01:56:47.451610] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:56:47.599807] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:47.745220] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:47.885665] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:56:48.026850] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:48.169592] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:48.311059] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:48.456870] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:48.599592] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:48.742852] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:48.743041] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:56:48.743086] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3444 tests
[2025-10-18T01:56:48.743124] [INFO ] [CONFIGURE ] PIPR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:56:48.743158] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T01:56:48.880696] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:56:49.017744] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:49.160277] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:49.298373] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:49.436335] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:49.598114] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:49.738561] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:49.878241] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:50.017881] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:50.158252] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:50.158372] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T01:56:50.158415] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3443 tests
[2025-10-18T01:56:50.158449] [INFO ] [CONFIGURE ] PIPR: Testing feature 20/29: add_price_rejection
[2025-10-18T01:56:50.158480] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-18T01:56:50.306315] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:56:50.451621] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:50.598565] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:50.747555] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:56:50.897882] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:51.050461] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:51.213328] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:51.367329] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:51.521240] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:51.675248] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:51.675428] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:56:51.675490] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3442 tests
[2025-10-18T01:56:51.675528] [INFO ] [CONFIGURE ] PIPR: Testing feature 21/29: add_range_position
[2025-10-18T01:56:51.675559] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-10-18T01:56:51.834150] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:56:51.989307] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:52.144890] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:52.300312] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:56:52.456559] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:52.645549] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:52.805823] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:52.972524] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:53.131639] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:53.290919] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:53.291095] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:56:53.291139] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3441 tests
[2025-10-18T01:56:53.291174] [INFO ] [CONFIGURE ] PIPR: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:56:53.291205] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-18T01:56:53.470233] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:56:53.642958] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:53.821364] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:54.001783] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:54.181740] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:54.356259] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:56:54.529801] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:54.703513] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:54.879434] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:55.058572] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:55.058794] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T01:56:55.058869] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3440 tests
[2025-10-18T01:56:55.058908] [INFO ] [CONFIGURE ] PIPR: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:56:55.058940] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-10-18T01:56:55.203167] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:56:55.348152] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:55.494128] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:55.679177] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:55.828224] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:55.976869] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:56.127611] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:56.280073] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:56.431304] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:56.581728] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:56.581883] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T01:56:56.581927] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3439 tests
[2025-10-18T01:56:56.581962] [INFO ] [CONFIGURE ] PIPR: Testing feature 24/29: add_rsi
[2025-10-18T01:56:56.581993] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-18T01:56:56.749283] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:56:56.912607] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:57.078335] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:57.243934] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:56:57.412350] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:57.590730] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:57.766364] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:57.952102] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:58.131931] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:58.306611] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:58.306813] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:56:58.306896] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3438 tests
[2025-10-18T01:56:58.306956] [INFO ] [CONFIGURE ] PIPR: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:56:58.307072] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-10-18T01:56:58.453523] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:56:58.605131] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:56:58.752666] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:56:58.899604] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:56:59.044924] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:56:59.201427] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:56:59.361920] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:56:59.522391] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:56:59.691766] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:56:59.854845] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:56:59.855079] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:56:59.855138] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3437 tests
[2025-10-18T01:56:59.855175] [INFO ] [CONFIGURE ] PIPR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:56:59.855207] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-18T01:57:00.036752] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:00.248886] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:00.445273] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:57:00.630860] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:57:00.800442] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:57:00.950110] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:57:01.095621] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:01.249485] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:01.422192] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:57:01.586499] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:01.586698] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T01:57:01.586757] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3436 tests
[2025-10-18T01:57:01.586793] [INFO ] [CONFIGURE ] PIPR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:57:01.586826] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-18T01:57:01.780477] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:57:01.940624] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:02.101164] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:57:02.265139] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:02.430624] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:57:02.592327] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:57:02.755563] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:02.923314] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:03.083765] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:57:03.246353] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:57:03.246536] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T01:57:03.246604] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3435 tests
[2025-10-18T01:57:03.246662] [INFO ] [CONFIGURE ] PIPR: Testing feature 28/29: add_volume_profile
[2025-10-18T01:57:03.246720] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-10-18T01:57:03.397878] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:03.549767] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:03.701864] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:57:03.852161] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:57:04.002926] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:57:04.156017] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:57:04.311745] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:04.468245] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:04.621276] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:57:04.807203] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:57:04.807376] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T01:57:04.807421] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3434 tests
[2025-10-18T01:57:04.807454] [INFO ] [CONFIGURE ] PIPR: Testing feature 29/29: add_vwap
[2025-10-18T01:57:04.807486] [INFO ] [CONFIGURE ] PIPR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-10-18T01:57:04.969722] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:05.128081] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:05.282601] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:57:05.438713] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:05.596310] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:57:05.752146] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:57:05.910378] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:06.078559] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:06.247892] [DEBUG] [FORECASTER] PIPR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T01:57:06.420261] [DEBUG] [FORECASTER] PIPR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:57:06.420434] [INFO ] [CONFIGURE ] PIPR: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T01:57:06.420480] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3433 tests
[2025-10-18T01:57:06.420520] [INFO ] [CONFIGURE ] PIPR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:57:06.420551] [INFO ] [CONFIGURE ] PIPR: Best accuracy: 80.00%
[2025-10-18T01:57:06.420582] [INFO ] [CONFIGURE ] PIPR: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:57:06.420611] [INFO ] [CONFIGURE ] PIPR: Improvement over baseline: 50.00%
[2025-10-18T01:57:06.420638] [INFO ] [CONFIGURE ] PIPR: Total time: 45.4 seconds
[2025-10-18T01:57:06.420714] [INFO ] [CONFIGURE ] PIPR: Average time per feature: 1.6 seconds
[2025-10-18T01:57:06.420749] [INFO ] [CONFIGURE ] PIPR: Average speed: 0.64 features/sec
[2025-10-18T01:57:06.421295] [INFO ] [LOCAL     ] Saved configuration for PIPR: 2 features, 80.00% accuracy -> ./output/feature-sets/PIPR.json
[2025-10-18T01:57:06.421377] [INFO ] [CONFIGURE ] PIPR: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T01:57:06.421440] [INFO ] [sig       ] [264/380] Successfully configured PIPR | 0.02 sym/s | Total: 3.2h | ETA: 1.4h
[2025-10-18T01:57:06.421488] [INFO ] [sig       ] [265/380] Configuring PJT...
[2025-10-18T01:57:06.421544] [INFO ] [CONFIGURE ] PJT: Configurate test run.
[2025-10-18T01:57:06.421578] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PJT' from 'https://tdm.silogroup.org/data/derivative_storage/PJT.csv'.
[2025-10-18T01:57:06.433522] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PJT'.
[2025-10-18T01:57:06.433896] [INFO ] [CONFIGURE ] PJT: Testing with 29 available features
[2025-10-18T01:57:06.433953] [INFO ] [CONFIGURE ] PJT: Establishing baseline with no features...
[2025-10-18T01:57:06.544783] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:06.653632] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:57:06.762035] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:06.881440] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:06.990780] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:07.099010] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:07.214766] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:07.330681] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:07.442835] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:07.554189] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:07.554377] [INFO ] [CONFIGURE ] PJT: Baseline score (no features): 50.00%
[2025-10-18T01:57:07.554424] [INFO ] [CONFIGURE ] PJT: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:57:07.554458] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:57:07.676748] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:07.826549] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:07.948828] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:08.071108] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:08.189546] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:08.307990] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:08.432882] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:08.556030] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:08.690259] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:08.814964] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:08.815113] [INFO ] [CONFIGURE ] PJT: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T01:57:08.815156] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3432 tests
[2025-10-18T01:57:08.815190] [INFO ] [CONFIGURE ] PJT: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:57:08.815222] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T01:57:08.953039] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:09.087030] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:09.224503] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:09.364459] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:09.502336] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:57:09.640507] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:09.778384] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:57:09.916631] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:10.055448] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:10.195733] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:10.195863] [INFO ] [CONFIGURE ] PJT: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T01:57:10.195906] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3431 tests
[2025-10-18T01:57:10.195941] [INFO ] [CONFIGURE ] PJT: Testing feature 3/29: add_daily_returns
[2025-10-18T01:57:10.195971] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T01:57:10.323932] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:10.447089] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:57:10.570478] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:10.694368] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:57:10.847200] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:57:10.972806] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:11.097308] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:11.223552] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:11.350319] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:11.478440] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:11.478572] [INFO ] [CONFIGURE ] PJT: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:57:11.478618] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3430 tests
[2025-10-18T01:57:11.478682] [INFO ] [CONFIGURE ] PJT: Testing feature 4/29: add_ema
[2025-10-18T01:57:11.478733] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T01:57:11.615816] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:11.752352] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:57:11.890513] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:12.026224] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:12.163870] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:12.303245] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:12.443252] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:12.585091] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:12.724921] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:12.865224] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:12.865390] [INFO ] [CONFIGURE ] PJT: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:57:12.865458] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3429 tests
[2025-10-18T01:57:12.865495] [INFO ] [CONFIGURE ] PJT: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:57:12.865525] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:57:13.010283] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:13.156068] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:57:13.302498] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:13.453424] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:13.599934] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:13.746744] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:13.914849] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:14.062885] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:14.210194] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:14.362017] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:14.362166] [INFO ] [CONFIGURE ] PJT: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:57:14.362209] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3428 tests
[2025-10-18T01:57:14.362243] [INFO ] [CONFIGURE ] PJT: Testing feature 6/29: add_failed_moves
[2025-10-18T01:57:14.362274] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T01:57:14.494137] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:14.621766] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:14.749168] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:14.877749] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:15.008439] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:15.136630] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:15.259027] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:15.381687] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:15.506495] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:15.629782] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:15.629949] [INFO ] [CONFIGURE ] PJT: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T01:57:15.629992] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3427 tests
[2025-10-18T01:57:15.630025] [INFO ] [CONFIGURE ] PJT: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:57:15.630056] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T01:57:15.742500] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:15.856314] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:57:15.971176] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:16.092393] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:16.213749] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:16.334518] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:16.455908] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:16.579460] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:16.703308] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:16.827403] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:16.827570] [INFO ] [CONFIGURE ] PJT: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T01:57:16.827612] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3426 tests
[2025-10-18T01:57:16.827670] [INFO ] [CONFIGURE ] PJT: Testing feature 8/29: add_macd
[2025-10-18T01:57:16.827726] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T01:57:16.986285] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:17.145747] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:57:17.304813] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:17.463721] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:17.629238] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:17.793458] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:17.955212] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:18.116629] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:18.278240] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:18.446835] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:18.447028] [INFO ] [CONFIGURE ] PJT: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:57:18.447074] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3425 tests
[2025-10-18T01:57:18.447109] [INFO ] [CONFIGURE ] PJT: Testing feature 9/29: add_mfi
[2025-10-18T01:57:18.447140] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T01:57:18.582150] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:18.725118] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:18.864252] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:19.004624] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:19.143611] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:19.279949] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:19.429574] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:19.572715] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:19.710163] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:19.847483] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:19.847622] [INFO ] [CONFIGURE ] PJT: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:57:19.847699] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3424 tests
[2025-10-18T01:57:19.847745] [INFO ] [CONFIGURE ] PJT: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:57:19.847778] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:57:19.995822] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:20.158669] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:20.326773] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:20.494659] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:57:20.665979] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:57:20.836233] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:21.010249] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:21.184815] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:21.352267] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:21.523814] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:21.524016] [INFO ] [CONFIGURE ] PJT: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T01:57:21.524077] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3423 tests
[2025-10-18T01:57:21.524115] [INFO ] [CONFIGURE ] PJT: Testing feature 11/29: add_obv_daily
[2025-10-18T01:57:21.524148] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T01:57:21.665999] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:21.809290] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:21.951804] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:22.080464] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:22.209120] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:22.340132] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:22.469861] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:22.602543] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:22.735775] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:22.868363] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:22.868528] [INFO ] [CONFIGURE ] PJT: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:57:22.868573] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3422 tests
[2025-10-18T01:57:22.868607] [INFO ] [CONFIGURE ] PJT: Testing feature 12/29: add_obv_interval
[2025-10-18T01:57:22.868637] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T01:57:23.001614] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:23.131728] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:23.259811] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:23.393514] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:23.525076] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:23.658341] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:23.790418] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:23.922985] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:24.056710] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:24.188964] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:24.189148] [INFO ] [CONFIGURE ] PJT: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:57:24.189196] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3421 tests
[2025-10-18T01:57:24.189230] [INFO ] [CONFIGURE ] PJT: Testing feature 13/29: add_opening_strength
[2025-10-18T01:57:24.189261] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:57:24.324584] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:24.460938] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:57:24.596750] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:24.732483] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:57:24.868526] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:57:25.007564] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:25.144948] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:25.285264] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:25.424465] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:25.563480] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:25.563628] [INFO ] [CONFIGURE ] PJT: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:57:25.563705] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3420 tests
[2025-10-18T01:57:25.563750] [INFO ] [CONFIGURE ] PJT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:57:25.563782] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T01:57:25.702016] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:25.840189] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:57:26.011233] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:57:26.150145] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:57:26.288740] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:26.428670] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:26.570849] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:26.713503] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:26.855831] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:27.001813] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:27.001999] [INFO ] [CONFIGURE ] PJT: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:57:27.002056] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3419 tests
[2025-10-18T01:57:27.002098] [INFO ] [CONFIGURE ] PJT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:57:27.002130] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T01:57:27.124229] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:27.249484] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:57:27.368404] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:27.488141] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:27.608566] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:27.729118] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:27.853070] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:27.980845] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:28.105580] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:28.231427] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:28.231579] [INFO ] [CONFIGURE ] PJT: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:57:28.231622] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3418 tests
[2025-10-18T01:57:28.231690] [INFO ] [CONFIGURE ] PJT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:57:28.231737] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T01:57:28.366034] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:28.496536] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:57:28.626051] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:28.756735] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:28.890428] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T01:57:29.054852] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:29.184603] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:29.318985] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:29.450775] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:29.581784] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:29.581939] [INFO ] [CONFIGURE ] PJT: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T01:57:29.581982] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3417 tests
[2025-10-18T01:57:29.582016] [INFO ] [CONFIGURE ] PJT: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:57:29.582047] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T01:57:29.726690] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:29.861583] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:29.995600] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:30.137030] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:57:30.277308] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:30.417183] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:30.561784] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:30.705036] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:30.849062] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:30.992341] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:30.992527] [INFO ] [CONFIGURE ] PJT: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T01:57:30.992571] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3416 tests
[2025-10-18T01:57:30.992606] [INFO ] [CONFIGURE ] PJT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:57:30.992638] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T01:57:31.116225] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:31.240964] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:57:31.372034] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:31.505232] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:31.631404] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:31.755792] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:31.881580] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:32.006403] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:32.131163] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:32.258274] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:32.258453] [INFO ] [CONFIGURE ] PJT: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:57:32.258498] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3415 tests
[2025-10-18T01:57:32.258533] [INFO ] [CONFIGURE ] PJT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:57:32.258565] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T01:57:32.392823] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:32.527406] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:32.664111] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:32.798400] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:32.935694] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:33.068744] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:33.206498] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:33.344517] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:33.492694] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:33.631860] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:33.632094] [INFO ] [CONFIGURE ] PJT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T01:57:33.632139] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3414 tests
[2025-10-18T01:57:33.632174] [INFO ] [CONFIGURE ] PJT: Testing feature 20/29: add_price_rejection
[2025-10-18T01:57:33.632204] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T01:57:33.771480] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:33.913899] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:57:34.056453] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:34.212230] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:34.355148] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:34.501623] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:34.645008] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:34.788275] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:34.927173] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:35.109928] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:35.110218] [INFO ] [CONFIGURE ] PJT: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T01:57:35.110268] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3413 tests
[2025-10-18T01:57:35.110306] [INFO ] [CONFIGURE ] PJT: Testing feature 21/29: add_range_position
[2025-10-18T01:57:35.110341] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T01:57:35.266699] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:35.422050] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:35.583250] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:35.754750] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:57:35.925866] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:36.081085] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:36.237614] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:36.402403] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:36.563440] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:36.723462] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:36.723723] [INFO ] [CONFIGURE ] PJT: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T01:57:36.723783] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3412 tests
[2025-10-18T01:57:36.723823] [INFO ] [CONFIGURE ] PJT: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:57:36.723856] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T01:57:36.897839] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:37.072081] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:57:37.241604] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:37.411990] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:37.578034] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:37.759440] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:37.945114] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:38.159975] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:38.339609] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:38.502507] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:38.502707] [INFO ] [CONFIGURE ] PJT: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T01:57:38.502784] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3411 tests
[2025-10-18T01:57:38.502842] [INFO ] [CONFIGURE ] PJT: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:57:38.502910] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T01:57:38.634519] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:38.765391] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:57:38.891625] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:39.019992] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:39.147637] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:39.273716] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:39.399764] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:39.526026] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:39.656567] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:39.784378] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:39.784581] [INFO ] [CONFIGURE ] PJT: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T01:57:39.784630] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3410 tests
[2025-10-18T01:57:39.784703] [INFO ] [CONFIGURE ] PJT: Testing feature 24/29: add_rsi
[2025-10-18T01:57:39.784745] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T01:57:39.931081] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:40.075780] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:57:40.226720] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:40.373979] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:40.523264] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:40.678015] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:40.831792] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:40.988334] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:41.170406] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:41.318994] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:41.319164] [INFO ] [CONFIGURE ] PJT: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T01:57:41.319209] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3409 tests
[2025-10-18T01:57:41.319243] [INFO ] [CONFIGURE ] PJT: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:57:41.319276] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T01:57:41.438996] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:41.559961] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:57:41.682987] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:41.803712] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:41.925785] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:42.048770] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:57:42.173383] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:42.297132] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:42.421475] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:42.545844] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:42.545997] [INFO ] [CONFIGURE ] PJT: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T01:57:42.546042] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3408 tests
[2025-10-18T01:57:42.546076] [INFO ] [CONFIGURE ] PJT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:57:42.546107] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T01:57:42.674559] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:42.804012] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:42.933504] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:43.063787] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:43.193401] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:43.322304] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:57:43.454225] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:43.584551] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:43.714945] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:43.842418] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:43.842612] [INFO ] [CONFIGURE ] PJT: KEPT add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:57:43.842694] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3407 tests
[2025-10-18T01:57:43.842743] [INFO ] [CONFIGURE ] PJT: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:57:43.842778] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-10-18T01:57:43.985568] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:44.128529] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:44.270919] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:44.416353] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:57:44.561465] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:44.707010] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:57:44.853532] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:45.000291] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:45.148312] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:45.296402] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:45.296612] [INFO ] [CONFIGURE ] PJT: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:57:45.296691] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3406 tests
[2025-10-18T01:57:45.296783] [INFO ] [CONFIGURE ] PJT: Testing feature 28/29: add_volume_profile
[2025-10-18T01:57:45.296825] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-10-18T01:57:45.435388] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:45.573873] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:45.712240] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:45.851850] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:45.989335] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:46.127248] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:57:46.267009] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:46.409808] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:46.551325] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:46.692130] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:46.692290] [INFO ] [CONFIGURE ] PJT: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T01:57:46.692335] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3405 tests
[2025-10-18T01:57:46.692370] [INFO ] [CONFIGURE ] PJT: Testing feature 29/29: add_vwap
[2025-10-18T01:57:46.692404] [INFO ] [CONFIGURE ] PJT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_vwap']
[2025-10-18T01:57:46.835104] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:57:46.975071] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:47.115267] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:47.260085] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:47.405512] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T01:57:47.552692] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:57:47.700270] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:57:47.851408] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:48.003987] [DEBUG] [FORECASTER] PJT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:57:48.155869] [DEBUG] [FORECASTER] PJT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:57:48.156026] [INFO ] [CONFIGURE ] PJT: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T01:57:48.156070] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3404 tests
[2025-10-18T01:57:48.156107] [INFO ] [CONFIGURE ] PJT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:57:48.156139] [INFO ] [CONFIGURE ] PJT: Best accuracy: 70.00%
[2025-10-18T01:57:48.156175] [INFO ] [CONFIGURE ] PJT: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T01:57:48.156218] [INFO ] [CONFIGURE ] PJT: Improvement over baseline: 20.00%
[2025-10-18T01:57:48.156247] [INFO ] [CONFIGURE ] PJT: Total time: 40.6 seconds
[2025-10-18T01:57:48.156276] [INFO ] [CONFIGURE ] PJT: Average time per feature: 1.4 seconds
[2025-10-18T01:57:48.156304] [INFO ] [CONFIGURE ] PJT: Average speed: 0.71 features/sec
[2025-10-18T01:57:48.156759] [INFO ] [LOCAL     ] Saved configuration for PJT: 2 features, 70.00% accuracy -> ./output/feature-sets/PJT.json
[2025-10-18T01:57:48.156815] [INFO ] [CONFIGURE ] PJT: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T01:57:48.156891] [INFO ] [sig       ] [265/380] Successfully configured PJT | 0.02 sym/s | Total: 3.2h | ETA: 1.4h
[2025-10-18T01:57:48.156961] [INFO ] [sig       ] [266/380] Configuring PK...
[2025-10-18T01:57:48.157028] [INFO ] [CONFIGURE ] PK: Configurate test run.
[2025-10-18T01:57:48.157085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-10-18T01:57:48.169766] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PK'.
[2025-10-18T01:57:48.170226] [INFO ] [CONFIGURE ] PK: Testing with 29 available features
[2025-10-18T01:57:48.170284] [INFO ] [CONFIGURE ] PK: Establishing baseline with no features...
[2025-10-18T01:57:48.294635] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:57:48.414790] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:48.540763] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:57:48.664081] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:57:48.781188] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:57:48.888275] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:57:48.995174] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:57:49.103168] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:57:49.210538] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:57:49.318664] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:57:49.318817] [INFO ] [CONFIGURE ] PK: Baseline score (no features): 50.00%
[2025-10-18T01:57:49.318861] [INFO ] [CONFIGURE ] PK: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:57:49.318893] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:57:49.435891] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:57:49.556367] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:49.674209] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:49.796000] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:57:49.914496] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:57:50.033382] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:57:50.152863] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:57:50.274228] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:57:50.395876] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:57:50.518334] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:57:50.518498] [INFO ] [CONFIGURE ] PK: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T01:57:50.518543] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3403 tests
[2025-10-18T01:57:50.518630] [INFO ] [CONFIGURE ] PK: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:57:50.518709] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:57:50.641560] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:57:50.769023] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:50.894267] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:51.018330] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:57:51.143743] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:57:51.273276] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:57:51.399151] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:57:51.526162] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:57:51.652202] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:57:51.787195] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:57:51.787388] [INFO ] [CONFIGURE ] PK: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T01:57:51.787451] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3402 tests
[2025-10-18T01:57:51.787488] [INFO ] [CONFIGURE ] PK: Testing feature 3/29: add_daily_returns
[2025-10-18T01:57:51.787518] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_daily_returns']
[2025-10-18T01:57:51.904117] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:57:52.031328] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:52.168876] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:52.331582] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:57:52.499124] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:57:52.661951] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:57:52.817714] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:57:52.947016] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:57:53.079635] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:57:53.201146] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:57:53.201322] [INFO ] [CONFIGURE ] PK: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T01:57:53.201376] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3401 tests
[2025-10-18T01:57:53.201413] [INFO ] [CONFIGURE ] PK: Testing feature 4/29: add_ema
[2025-10-18T01:57:53.201445] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_ema']
[2025-10-18T01:57:53.334369] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:57:53.465252] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:53.602720] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:53.737871] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:57:53.874280] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:57:54.015139] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:57:54.150289] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:57:54.286785] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:57:54.415402] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:57:54.540960] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:57:54.541139] [INFO ] [CONFIGURE ] PK: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:57:54.541183] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3400 tests
[2025-10-18T01:57:54.541218] [INFO ] [CONFIGURE ] PK: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:57:54.541249] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:57:54.669718] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:57:54.798815] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:54.927477] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:57:55.057727] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:57:55.187832] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:57:55.319884] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:57:55.450081] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:57:55.578793] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:55.708105] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:57:55.842158] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:57:55.842326] [INFO ] [CONFIGURE ] PK: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-18T01:57:55.842370] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3399 tests
[2025-10-18T01:57:55.842406] [INFO ] [CONFIGURE ] PK: Testing feature 6/29: add_failed_moves
[2025-10-18T01:57:55.842438] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T01:57:55.976298] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:57:56.109971] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:56.245134] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:57:56.393205] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:57:56.529725] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:57:56.666075] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:57:56.803179] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:57:56.946513] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:57.087385] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:57:57.256355] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:57:57.256549] [INFO ] [CONFIGURE ] PK: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T01:57:57.256720] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3398 tests
[2025-10-18T01:57:57.256763] [INFO ] [CONFIGURE ] PK: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:57:57.256796] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T01:57:57.401239] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:57:57.535109] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:57.665171] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:57:57.796961] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:57:57.928355] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:57:58.062588] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:57:58.196400] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:57:58.332417] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:57:58.469218] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:57:58.604191] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:57:58.604396] [INFO ] [CONFIGURE ] PK: KEPT add_lag_shelf (score: 80.00%)
[2025-10-18T01:57:58.604441] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3397 tests
[2025-10-18T01:57:58.604477] [INFO ] [CONFIGURE ] PK: Testing feature 8/29: add_macd
[2025-10-18T01:57:58.604511] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd']
[2025-10-18T01:57:58.760997] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:57:58.914273] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:57:59.071164] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:57:59.225439] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:57:59.381006] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:57:59.541281] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:57:59.697013] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:57:59.853356] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:00.011760] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:00.168784] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:00.168991] [INFO ] [CONFIGURE ] PK: DISCARDED add_macd (score: 40.00%)
[2025-10-18T01:58:00.169054] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3396 tests
[2025-10-18T01:58:00.169093] [INFO ] [CONFIGURE ] PK: Testing feature 9/29: add_mfi
[2025-10-18T01:58:00.169124] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_mfi']
[2025-10-18T01:58:00.312055] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:00.457760] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:00.607087] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:58:00.753128] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:58:00.900221] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:01.047428] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:01.206460] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:01.362193] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:58:01.515277] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:01.670879] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:01.671079] [INFO ] [CONFIGURE ] PK: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T01:58:01.671124] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3395 tests
[2025-10-18T01:58:01.671159] [INFO ] [CONFIGURE ] PK: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:58:01.671191] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:58:01.838727] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:02.006867] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:02.179314] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:58:02.344250] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:58:02.526592] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:02.697316] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:02.864352] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:03.042355] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:58:03.220144] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:03.411175] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:03.411389] [INFO ] [CONFIGURE ] PK: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T01:58:03.411438] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3394 tests
[2025-10-18T01:58:03.411474] [INFO ] [CONFIGURE ] PK: Testing feature 11/29: add_obv_daily
[2025-10-18T01:58:03.411509] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_daily']
[2025-10-18T01:58:03.577824] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:58:03.739014] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:03.903272] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:58:04.072319] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:58:04.246037] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:04.396949] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:58:04.551338] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:04.702041] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:58:04.863834] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:05.014994] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:05.015163] [INFO ] [CONFIGURE ] PK: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:58:05.015207] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3393 tests
[2025-10-18T01:58:05.015241] [INFO ] [CONFIGURE ] PK: Testing feature 12/29: add_obv_interval
[2025-10-18T01:58:05.015273] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval']
[2025-10-18T01:58:05.155283] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:58:05.303404] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:05.446727] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:58:05.589417] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:58:05.730797] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:58:05.878929] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:06.025951] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:06.171015] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:58:06.318842] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:06.465562] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:06.465745] [INFO ] [CONFIGURE ] PK: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T01:58:06.465807] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3392 tests
[2025-10-18T01:58:06.465844] [INFO ] [CONFIGURE ] PK: Testing feature 13/29: add_opening_strength
[2025-10-18T01:58:06.465895] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:58:06.615141] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:06.770845] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:06.925899] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:58:07.083057] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:58:07.242690] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:07.403181] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:07.557096] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:07.710529] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:58:07.865577] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:08.033662] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:08.033868] [INFO ] [CONFIGURE ] PK: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T01:58:08.033937] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3391 tests
[2025-10-18T01:58:08.033999] [INFO ] [CONFIGURE ] PK: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:58:08.034041] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-10-18T01:58:08.197090] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:58:08.362891] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:08.578798] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:58:08.740822] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:58:08.906728] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:09.072431] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:09.232874] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:09.396839] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:09.571510] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:09.735861] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:09.736073] [INFO ] [CONFIGURE ] PK: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:58:09.736120] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3390 tests
[2025-10-18T01:58:09.736156] [INFO ] [CONFIGURE ] PK: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:58:09.736190] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-10-18T01:58:09.889886] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:10.041303] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:10.186415] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:58:10.328585] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:58:10.470036] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:10.617560] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:10.762016] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:10.902939] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:58:11.044258] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:11.187803] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:11.188044] [INFO ] [CONFIGURE ] PK: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:58:11.188106] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3389 tests
[2025-10-18T01:58:11.188164] [INFO ] [CONFIGURE ] PK: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:58:11.188199] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-10-18T01:58:11.329061] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:11.466526] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:11.626672] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:58:11.768174] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:58:11.908044] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:58:12.045976] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:12.185413] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:12.325335] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:58:12.466015] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:12.612488] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:12.612711] [INFO ] [CONFIGURE ] PK: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:58:12.612771] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3388 tests
[2025-10-18T01:58:12.612808] [INFO ] [CONFIGURE ] PK: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:58:12.612841] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-10-18T01:58:12.759404] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:12.913542] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:13.060916] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:58:13.208789] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:58:13.357827] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:13.500541] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:13.658097] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:13.812019] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:13.967725] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:14.130599] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:14.130803] [INFO ] [CONFIGURE ] PK: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:58:14.130854] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3387 tests
[2025-10-18T01:58:14.130891] [INFO ] [CONFIGURE ] PK: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:58:14.130923] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-10-18T01:58:14.270437] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:14.414905] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:14.560956] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:58:14.706952] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:58:14.847561] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:14.981442] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:15.117038] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:15.256637] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:15.391674] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:15.527560] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:15.527732] [INFO ] [CONFIGURE ] PK: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:58:15.527794] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3386 tests
[2025-10-18T01:58:15.527857] [INFO ] [CONFIGURE ] PK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:58:15.527898] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-10-18T01:58:15.657532] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:15.794976] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:15.929579] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:58:16.065549] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:58:16.196276] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:16.328306] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:16.459514] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:16.591443] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:58:16.726986] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:16.859927] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:16.860050] [INFO ] [CONFIGURE ] PK: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T01:58:16.860094] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3385 tests
[2025-10-18T01:58:16.860127] [INFO ] [CONFIGURE ] PK: Testing feature 20/29: add_price_rejection
[2025-10-18T01:58:16.860162] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_price_rejection']
[2025-10-18T01:58:17.000558] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:17.142067] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:17.284199] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:58:17.426799] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:58:17.570171] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:17.713273] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:17.859460] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:18.003540] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:18.147032] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:18.290192] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:18.290338] [INFO ] [CONFIGURE ] PK: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:58:18.290381] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3384 tests
[2025-10-18T01:58:18.290415] [INFO ] [CONFIGURE ] PK: Testing feature 21/29: add_range_position
[2025-10-18T01:58:18.290446] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_range_position']
[2025-10-18T01:58:18.436428] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:18.583796] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:18.731914] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:58:18.887514] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:58:19.042449] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:19.196834] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:19.358009] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:19.519703] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:58:19.673838] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:19.834468] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:19.834637] [INFO ] [CONFIGURE ] PK: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T01:58:19.834722] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3383 tests
[2025-10-18T01:58:19.834762] [INFO ] [CONFIGURE ] PK: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:58:19.834792] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_realized_volatility']
[2025-10-18T01:58:20.004239] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:20.168448] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:20.336161] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:58:20.502081] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:58:20.667316] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:20.836669] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:21.012339] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:21.183192] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:58:21.355904] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:21.529448] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:21.529637] [INFO ] [CONFIGURE ] PK: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T01:58:21.529721] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3382 tests
[2025-10-18T01:58:21.529760] [INFO ] [CONFIGURE ] PK: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:58:21.529791] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_recent_range_context']
[2025-10-18T01:58:21.671857] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:21.812997] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:21.955158] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:58:22.098463] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:58:22.239665] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:22.383903] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:22.526483] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:22.673132] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:58:22.818633] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:22.967287] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:22.967457] [INFO ] [CONFIGURE ] PK: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T01:58:22.967500] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3381 tests
[2025-10-18T01:58:22.967534] [INFO ] [CONFIGURE ] PK: Testing feature 24/29: add_rsi
[2025-10-18T01:58:22.967567] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-10-18T01:58:23.129238] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:58:23.290221] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:23.451183] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:58:23.614140] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:58:23.772795] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:23.933497] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:24.103895] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:24.265379] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:58:24.434266] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:24.594289] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:24.594453] [INFO ] [CONFIGURE ] PK: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:58:24.594497] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3380 tests
[2025-10-18T01:58:24.594532] [INFO ] [CONFIGURE ] PK: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:58:24.594564] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_tick_distribution']
[2025-10-18T01:58:24.728595] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:24.874219] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:25.013604] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:58:25.147117] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:58:25.280591] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:25.414883] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:25.551149] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:25.691686] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:58:25.836080] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:25.979379] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:25.979755] [INFO ] [CONFIGURE ] PK: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:58:25.979816] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3379 tests
[2025-10-18T01:58:25.979853] [INFO ] [CONFIGURE ] PK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:58:25.979884] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-10-18T01:58:26.119214] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:26.260082] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:26.402183] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:58:26.545254] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:58:26.707614] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:26.853034] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:58:26.999628] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:27.147877] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:27.295267] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:27.444112] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:27.444335] [INFO ] [CONFIGURE ] PK: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T01:58:27.444399] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3378 tests
[2025-10-18T01:58:27.444437] [INFO ] [CONFIGURE ] PK: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:58:27.444469] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-10-18T01:58:27.600283] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:27.756852] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:27.908659] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:58:28.062032] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:58:28.215580] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:58:28.368342] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:28.525205] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:28.683951] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:58:28.839484] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:28.994957] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:28.995128] [INFO ] [CONFIGURE ] PK: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T01:58:28.995172] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3377 tests
[2025-10-18T01:58:28.995206] [INFO ] [CONFIGURE ] PK: Testing feature 28/29: add_volume_profile
[2025-10-18T01:58:28.995237] [INFO ] [CONFIGURE ] PK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_profile']
[2025-10-18T01:58:29.136603] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:29.280005] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:29.423584] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:58:29.572307] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:58:29.718956] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:29.863961] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:58:30.009003] [DEBUG] [FORECASTER] PK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:30.155795] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:58:30.310756] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T01:58:30.457791] [DEBUG] [FORECASTER] PK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:30.457976] [INFO ] [CONFIGURE ] PK: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T01:58:30.458022] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3376 tests
[2025-10-18T01:58:30.458058] [INFO ] [CONFIGURE ] PK: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:58:30.458088] [INFO ] [CONFIGURE ] PK: Best accuracy: 80.00%
[2025-10-18T01:58:30.458117] [INFO ] [CONFIGURE ] PK: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T01:58:30.458145] [INFO ] [CONFIGURE ] PK: Improvement over baseline: 30.00%
[2025-10-18T01:58:30.458171] [INFO ] [CONFIGURE ] PK: Total time: 41.1 seconds
[2025-10-18T01:58:30.458196] [INFO ] [CONFIGURE ] PK: Average time per feature: 1.5 seconds
[2025-10-18T01:58:30.458224] [INFO ] [CONFIGURE ] PK: Average speed: 0.70 features/sec
[2025-10-18T01:58:30.458996] [INFO ] [LOCAL     ] Saved configuration for PK: 3 features, 80.00% accuracy -> ./output/feature-sets/PK.json
[2025-10-18T01:58:30.459065] [INFO ] [CONFIGURE ] PK: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T01:58:30.459143] [INFO ] [sig       ] [266/380] Successfully configured PK | 0.02 sym/s | Total: 3.2h | ETA: 1.4h
[2025-10-18T01:58:30.459218] [INFO ] [sig       ] [267/380] Configuring PKG...
[2025-10-18T01:58:30.459283] [INFO ] [CONFIGURE ] PKG: Configurate test run.
[2025-10-18T01:58:30.459338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-10-18T01:58:30.473151] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PKG'.
[2025-10-18T01:58:30.473560] [INFO ] [CONFIGURE ] PKG: Testing with 29 available features
[2025-10-18T01:58:30.473618] [INFO ] [CONFIGURE ] PKG: Establishing baseline with no features...
[2025-10-18T01:58:30.581573] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:30.689608] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:30.796316] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:30.907298] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:31.022829] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:58:31.133472] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:31.242832] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:31.354120] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:31.466367] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:31.578423] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:58:31.578618] [INFO ] [CONFIGURE ] PKG: Baseline score (no features): 50.00%
[2025-10-18T01:58:31.578696] [INFO ] [CONFIGURE ] PKG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:58:31.578744] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:58:31.702070] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:58:31.825832] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:31.948871] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:32.072367] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:58:32.191636] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:32.309412] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:32.427743] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:32.545803] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:32.666889] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:32.818365] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:32.818564] [INFO ] [CONFIGURE ] PKG: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T01:58:32.818609] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3375 tests
[2025-10-18T01:58:32.818666] [INFO ] [CONFIGURE ] PKG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:58:32.818724] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:58:32.939304] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:33.065289] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:33.189576] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:58:33.308929] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:33.430751] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:58:33.550838] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:33.673504] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:33.800295] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:58:33.935133] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:34.059409] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:58:34.059576] [INFO ] [CONFIGURE ] PKG: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T01:58:34.059620] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3374 tests
[2025-10-18T01:58:34.059686] [INFO ] [CONFIGURE ] PKG: Testing feature 3/29: add_daily_returns
[2025-10-18T01:58:34.059737] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_daily_returns']
[2025-10-18T01:58:34.167832] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:58:34.275520] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:34.382888] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:34.489895] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:34.602214] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:58:34.711633] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:34.820478] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:34.930790] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:35.041823] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:35.154042] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:35.154201] [INFO ] [CONFIGURE ] PKG: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:58:35.154244] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3373 tests
[2025-10-18T01:58:35.154278] [INFO ] [CONFIGURE ] PKG: Testing feature 4/29: add_ema
[2025-10-18T01:58:35.154310] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_ema']
[2025-10-18T01:58:35.275917] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:35.400303] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:35.525238] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:35.651998] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:35.778678] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:58:35.906094] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:36.038515] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:36.167998] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:36.301327] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:36.429364] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:58:36.429526] [INFO ] [CONFIGURE ] PKG: DISCARDED add_ema (score: 50.00%)
[2025-10-18T01:58:36.429570] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3372 tests
[2025-10-18T01:58:36.429609] [INFO ] [CONFIGURE ] PKG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:58:36.429660] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:58:36.559885] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:36.690993] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:36.826832] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:58:36.958942] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:37.093691] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:58:37.229584] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:37.363392] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:58:37.508070] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:37.644043] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:37.780677] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:58:37.780841] [INFO ] [CONFIGURE ] PKG: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T01:58:37.780886] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3371 tests
[2025-10-18T01:58:37.780921] [INFO ] [CONFIGURE ] PKG: Testing feature 6/29: add_failed_moves
[2025-10-18T01:58:37.781035] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_failed_moves']
[2025-10-18T01:58:37.896560] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:38.013091] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:38.134555] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:38.251141] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:38.367066] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:58:38.486004] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:38.604778] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:38.723967] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:38.876023] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:38.994512] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:58:38.994688] [INFO ] [CONFIGURE ] PKG: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T01:58:38.994754] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3370 tests
[2025-10-18T01:58:38.994792] [INFO ] [CONFIGURE ] PKG: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:58:38.994824] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_lag_shelf']
[2025-10-18T01:58:39.101810] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:39.208140] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:39.315134] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:39.423204] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:39.537458] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:58:39.645663] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:39.753371] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:39.862799] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:39.971519] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:40.080940] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:58:40.081086] [INFO ] [CONFIGURE ] PKG: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T01:58:40.081131] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3369 tests
[2025-10-18T01:58:40.081166] [INFO ] [CONFIGURE ] PKG: Testing feature 8/29: add_macd
[2025-10-18T01:58:40.081198] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:58:40.227902] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:40.372154] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:40.517674] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:40.661795] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:40.807064] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:40.955828] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:41.101273] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:41.253548] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:41.417072] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:41.572043] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:58:41.572233] [INFO ] [CONFIGURE ] PKG: KEPT add_macd (score: 60.00%)
[2025-10-18T01:58:41.572278] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3368 tests
[2025-10-18T01:58:41.572315] [INFO ] [CONFIGURE ] PKG: Testing feature 9/29: add_mfi
[2025-10-18T01:58:41.572348] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T01:58:41.735489] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:41.927665] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:42.088041] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:42.248365] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:42.434561] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:42.599180] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:42.759677] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:42.919589] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:43.085475] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:43.251442] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:58:43.251748] [INFO ] [CONFIGURE ] PKG: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T01:58:43.251825] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3367 tests
[2025-10-18T01:58:43.251887] [INFO ] [CONFIGURE ] PKG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:58:43.251925] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:58:43.428912] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:43.602664] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:58:43.778058] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:43.955368] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:44.124786] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:44.297497] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:44.478828] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:44.657416] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:44.836146] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:45.034797] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:58:45.035061] [INFO ] [CONFIGURE ] PKG: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:58:45.035115] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3366 tests
[2025-10-18T01:58:45.035209] [INFO ] [CONFIGURE ] PKG: Testing feature 11/29: add_obv_daily
[2025-10-18T01:58:45.035269] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-18T01:58:45.237063] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:45.451925] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:45.671530] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:45.867903] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:46.051357] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:46.228208] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:46.402482] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:46.568580] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:46.738443] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:46.899212] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:58:46.899399] [INFO ] [CONFIGURE ] PKG: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T01:58:46.899443] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3365 tests
[2025-10-18T01:58:46.899479] [INFO ] [CONFIGURE ] PKG: Testing feature 12/29: add_obv_interval
[2025-10-18T01:58:46.899510] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-18T01:58:47.054503] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:47.207054] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:47.356794] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:47.507482] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:47.657744] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:47.807792] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:47.990923] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:48.148809] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:48.313192] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:48.469526] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:58:48.469733] [INFO ] [CONFIGURE ] PKG: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:58:48.469790] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3364 tests
[2025-10-18T01:58:48.469828] [INFO ] [CONFIGURE ] PKG: Testing feature 13/29: add_opening_strength
[2025-10-18T01:58:48.469859] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T01:58:48.632158] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:48.794196] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:48.957465] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:49.125153] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:49.284912] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:58:49.445811] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:49.606858] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:49.766118] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:49.925677] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:50.086883] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:58:50.087097] [INFO ] [CONFIGURE ] PKG: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:58:50.087148] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3363 tests
[2025-10-18T01:58:50.087183] [INFO ] [CONFIGURE ] PKG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:58:50.087215] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-18T01:58:50.245365] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:58:50.409989] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:50.571723] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:50.731184] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:50.891835] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:51.053249] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:51.215460] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:51.381909] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:51.548178] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:51.712805] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:58:51.712967] [INFO ] [CONFIGURE ] PKG: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T01:58:51.713013] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3362 tests
[2025-10-18T01:58:51.713049] [INFO ] [CONFIGURE ] PKG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:58:51.713079] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-18T01:58:51.860276] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:52.003750] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:52.148922] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:52.295850] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:52.440922] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:58:52.587571] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:52.733968] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:52.882209] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:53.030188] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:53.187070] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:58:53.187287] [INFO ] [CONFIGURE ] PKG: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T01:58:53.187351] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3361 tests
[2025-10-18T01:58:53.187390] [INFO ] [CONFIGURE ] PKG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:58:53.187424] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-18T01:58:53.341953] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:53.495512] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:53.647371] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:53.821356] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:58:54.001199] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:58:54.177537] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:54.337798] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:54.497664] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:54.653211] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:54.809496] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:58:54.809750] [INFO ] [CONFIGURE ] PKG: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T01:58:54.809811] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3360 tests
[2025-10-18T01:58:54.809851] [INFO ] [CONFIGURE ] PKG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:58:54.809884] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-18T01:58:54.973463] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:55.137634] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:55.300854] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:55.474184] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:55.639788] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:55.799840] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:58:55.967250] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:56.129387] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:56.294919] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:56.462552] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:58:56.462744] [INFO ] [CONFIGURE ] PKG: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:58:56.462798] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3359 tests
[2025-10-18T01:58:56.462836] [INFO ] [CONFIGURE ] PKG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:58:56.462869] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-18T01:58:56.609166] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:56.754028] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:56.898134] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:57.061452] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:57.206634] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:57.358956] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:58:57.507225] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:57.657462] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:57.806303] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:57.955966] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:58:57.956137] [INFO ] [CONFIGURE ] PKG: KEPT add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T01:58:57.956181] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3358 tests
[2025-10-18T01:58:57.956215] [INFO ] [CONFIGURE ] PKG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:58:57.956248] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-18T01:58:58.104710] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:58:58.252027] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:58.400872] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:58:58.549321] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:58:58.703428] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:58:58.862489] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:58:59.018513] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:58:59.171248] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:58:59.322044] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:58:59.474873] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:58:59.475068] [INFO ] [CONFIGURE ] PKG: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:58:59.475114] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3357 tests
[2025-10-18T01:58:59.475154] [INFO ] [CONFIGURE ] PKG: Testing feature 20/29: add_price_rejection
[2025-10-18T01:58:59.475186] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-18T01:58:59.631932] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:58:59.791008] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:58:59.953505] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:59:00.112795] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:59:00.273303] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:59:00.432286] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:00.594252] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:00.753253] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:59:00.913832] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:01.077547] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:59:01.077733] [INFO ] [CONFIGURE ] PKG: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T01:59:01.077788] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3356 tests
[2025-10-18T01:59:01.077856] [INFO ] [CONFIGURE ] PKG: Testing feature 21/29: add_range_position
[2025-10-18T01:59:01.077904] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-18T01:59:01.240837] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:01.422468] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:01.598466] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:59:01.776229] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:59:01.952928] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:59:02.129172] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:59:02.306498] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:02.483336] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:59:02.656932] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:02.836930] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:59:02.837735] [INFO ] [CONFIGURE ] PKG: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T01:59:02.837796] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3355 tests
[2025-10-18T01:59:02.838017] [INFO ] [CONFIGURE ] PKG: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:59:02.838069] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-18T01:59:03.022638] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:59:03.207364] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:03.407949] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:59:03.597615] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:59:03.784753] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:03.971671] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:04.164185] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:59:04.354173] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:59:04.546947] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:04.736908] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:59:04.737084] [INFO ] [CONFIGURE ] PKG: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T01:59:04.737145] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3354 tests
[2025-10-18T01:59:04.737182] [INFO ] [CONFIGURE ] PKG: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:59:04.737212] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-18T01:59:04.898122] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:59:05.058345] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:05.220441] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:59:05.382492] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T01:59:05.551231] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:59:05.714339] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:59:05.868138] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:06.022177] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:59:06.177250] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:06.333636] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:59:06.333796] [INFO ] [CONFIGURE ] PKG: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T01:59:06.333841] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3353 tests
[2025-10-18T01:59:06.333876] [INFO ] [CONFIGURE ] PKG: Testing feature 24/29: add_rsi
[2025-10-18T01:59:06.333909] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-18T01:59:06.504313] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:59:06.676842] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:06.855810] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:59:07.035064] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:59:07.217264] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:07.408701] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:59:07.584869] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:07.762093] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:59:07.940688] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:08.120055] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:59:08.120225] [INFO ] [CONFIGURE ] PKG: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:59:08.120270] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3352 tests
[2025-10-18T01:59:08.120306] [INFO ] [CONFIGURE ] PKG: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:59:08.120339] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-18T01:59:08.284610] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:59:08.439285] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:08.594379] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:59:08.749342] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:59:08.902350] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:09.060381] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:09.223729] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:09.420403] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:59:09.590279] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:09.757154] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:59:09.757338] [INFO ] [CONFIGURE ] PKG: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T01:59:09.757383] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3351 tests
[2025-10-18T01:59:09.757418] [INFO ] [CONFIGURE ] PKG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:59:09.757449] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-18T01:59:09.916983] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:59:10.081303] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:10.244708] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:59:10.409972] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:59:10.577311] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:10.746018] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:10.915211] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:11.095836] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:59:11.270723] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:11.446144] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:59:11.446339] [INFO ] [CONFIGURE ] PKG: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T01:59:11.446386] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3350 tests
[2025-10-18T01:59:11.446421] [INFO ] [CONFIGURE ] PKG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:59:11.446512] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-18T01:59:11.623905] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:59:11.801243] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:11.973237] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:59:12.145514] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:59:12.323874] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:12.506882] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:12.685944] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:12.856507] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:59:13.022229] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:13.189274] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T01:59:13.189472] [INFO ] [CONFIGURE ] PKG: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T01:59:13.189516] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3349 tests
[2025-10-18T01:59:13.189550] [INFO ] [CONFIGURE ] PKG: Testing feature 28/29: add_volume_profile
[2025-10-18T01:59:13.189582] [INFO ] [CONFIGURE ] PKG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-18T01:59:13.344256] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:59:13.498211] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:59:13.652842] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T01:59:13.813417] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T01:59:13.969876] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:14.133956] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:59:14.302706] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:14.470260] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T01:59:14.627974] [DEBUG] [FORECASTER] PKG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:14.786728] [DEBUG] [FORECASTER] PKG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T01:59:14.786894] [INFO ] [CONFIGURE ] PKG: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T01:59:14.786940] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3348 tests
[2025-10-18T01:59:14.787000] [INFO ] [CONFIGURE ] PKG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:59:14.787056] [INFO ] [CONFIGURE ] PKG: Best accuracy: 70.00%
[2025-10-18T01:59:14.787091] [INFO ] [CONFIGURE ] PKG: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-18T01:59:14.787122] [INFO ] [CONFIGURE ] PKG: Improvement over baseline: 20.00%
[2025-10-18T01:59:14.787149] [INFO ] [CONFIGURE ] PKG: Total time: 43.2 seconds
[2025-10-18T01:59:14.787176] [INFO ] [CONFIGURE ] PKG: Average time per feature: 1.5 seconds
[2025-10-18T01:59:14.787204] [INFO ] [CONFIGURE ] PKG: Average speed: 0.67 features/sec
[2025-10-18T01:59:14.787938] [INFO ] [LOCAL     ] Saved configuration for PKG: 3 features, 70.00% accuracy -> ./output/feature-sets/PKG.json
[2025-10-18T01:59:14.788009] [INFO ] [CONFIGURE ] PKG: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-18T01:59:14.788097] [INFO ] [sig       ] [267/380] Successfully configured PKG | 0.02 sym/s | Total: 3.2h | ETA: 1.4h
[2025-10-18T01:59:14.788183] [INFO ] [sig       ] [268/380] Configuring PKST...
[2025-10-18T01:59:14.788248] [INFO ] [CONFIGURE ] PKST: Configurate test run.
[2025-10-18T01:59:14.788304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKST' from 'https://tdm.silogroup.org/data/derivative_storage/PKST.csv'.
[2025-10-18T01:59:14.802078] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PKST'.
[2025-10-18T01:59:14.802452] [INFO ] [CONFIGURE ] PKST: Testing with 29 available features
[2025-10-18T01:59:14.802509] [INFO ] [CONFIGURE ] PKST: Establishing baseline with no features...
[2025-10-18T01:59:14.903173] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:15.002352] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:15.106610] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:15.206789] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:15.306529] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:15.407059] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:15.508583] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:15.611054] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:15.713731] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:15.816777] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:15.816929] [INFO ] [CONFIGURE ] PKST: Baseline score (no features): 70.00%
[2025-10-18T01:59:15.816972] [INFO ] [CONFIGURE ] PKST: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:59:15.817004] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:59:15.933481] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:16.052806] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:16.174103] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:16.302934] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:16.426899] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:16.557440] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:16.688207] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:16.818162] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:16.949407] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:17.080800] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:17.080990] [INFO ] [CONFIGURE ] PKST: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-18T01:59:17.081034] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3347 tests
[2025-10-18T01:59:17.081069] [INFO ] [CONFIGURE ] PKST: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:59:17.081101] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:59:17.214172] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:17.345523] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:59:17.475705] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:17.606540] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:17.742760] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:59:17.885739] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:18.029354] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:18.165538] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:18.293449] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:18.413350] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:18.413513] [INFO ] [CONFIGURE ] PKST: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T01:59:18.413556] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3346 tests
[2025-10-18T01:59:18.413591] [INFO ] [CONFIGURE ] PKST: Testing feature 3/29: add_daily_returns
[2025-10-18T01:59:18.413622] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_daily_returns']
[2025-10-18T01:59:18.518691] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:18.620733] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:18.724275] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:18.826780] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:18.930167] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:19.034227] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:59:19.139568] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:59:19.255861] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:59:19.361172] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:19.468204] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:19.468351] [INFO ] [CONFIGURE ] PKST: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T01:59:19.468394] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3345 tests
[2025-10-18T01:59:19.468428] [INFO ] [CONFIGURE ] PKST: Testing feature 4/29: add_ema
[2025-10-18T01:59:19.468459] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_ema']
[2025-10-18T01:59:19.584933] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:19.701314] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:19.818239] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:19.935626] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:20.051928] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:20.169612] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:59:20.287125] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:20.405720] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:20.525495] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:20.651053] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:20.651236] [INFO ] [CONFIGURE ] PKST: DISCARDED add_ema (score: 70.00%)
[2025-10-18T01:59:20.651296] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3344 tests
[2025-10-18T01:59:20.651336] [INFO ] [CONFIGURE ] PKST: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T01:59:20.651393] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T01:59:20.776533] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:20.902863] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:21.028550] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:21.155532] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:21.283015] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:21.417458] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:21.553488] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:59:21.706057] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:59:21.842113] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:21.983022] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:59:21.983220] [INFO ] [CONFIGURE ] PKST: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T01:59:21.983271] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3343 tests
[2025-10-18T01:59:21.983308] [INFO ] [CONFIGURE ] PKST: Testing feature 6/29: add_failed_moves
[2025-10-18T01:59:21.983339] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_failed_moves']
[2025-10-18T01:59:22.097771] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:22.210379] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:22.321842] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:22.431164] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:22.542214] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:22.654595] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:22.773630] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:22.885217] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:22.996079] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:23.107063] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:23.107209] [INFO ] [CONFIGURE ] PKST: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T01:59:23.107251] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3342 tests
[2025-10-18T01:59:23.107284] [INFO ] [CONFIGURE ] PKST: Testing feature 7/29: add_lag_shelf
[2025-10-18T01:59:23.107313] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_lag_shelf']
[2025-10-18T01:59:23.205939] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:23.311475] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:23.419117] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:23.528281] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:23.639180] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:23.750838] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:23.863844] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:23.976286] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:24.088883] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:24.193402] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:24.193578] [INFO ] [CONFIGURE ] PKST: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T01:59:24.193623] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3341 tests
[2025-10-18T01:59:24.193692] [INFO ] [CONFIGURE ] PKST: Testing feature 8/29: add_macd
[2025-10-18T01:59:24.193738] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T01:59:24.330289] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:24.466766] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:24.604434] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:59:24.746275] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:24.883361] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:25.021617] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:25.160664] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:59:25.299699] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:25.439857] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:25.580936] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:25.581106] [INFO ] [CONFIGURE ] PKST: DISCARDED add_macd (score: 50.00%)
[2025-10-18T01:59:25.581151] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3340 tests
[2025-10-18T01:59:25.581186] [INFO ] [CONFIGURE ] PKST: Testing feature 9/29: add_mfi
[2025-10-18T01:59:25.581217] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_mfi']
[2025-10-18T01:59:25.694865] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:25.808617] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:25.924381] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:26.043218] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:26.159883] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:26.276324] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:26.394510] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:26.510833] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:26.627507] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:26.746702] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:26.746880] [INFO ] [CONFIGURE ] PKST: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T01:59:26.746925] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3339 tests
[2025-10-18T01:59:26.746959] [INFO ] [CONFIGURE ] PKST: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T01:59:26.746990] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T01:59:26.897364] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:27.042475] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:27.184428] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:27.320264] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:27.460465] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:27.606962] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:59:27.748363] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:27.886458] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:28.023675] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:28.169722] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:59:28.169927] [INFO ] [CONFIGURE ] PKST: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T01:59:28.169973] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3338 tests
[2025-10-18T01:59:28.170008] [INFO ] [CONFIGURE ] PKST: Testing feature 11/29: add_obv_daily
[2025-10-18T01:59:28.170040] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_obv_daily']
[2025-10-18T01:59:28.279203] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:28.394073] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:59:28.507003] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:28.618191] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:28.727975] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:28.843531] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:28.954356] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:29.066343] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:29.179536] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:29.294430] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:29.294579] [INFO ] [CONFIGURE ] PKST: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T01:59:29.294622] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3337 tests
[2025-10-18T01:59:29.294688] [INFO ] [CONFIGURE ] PKST: Testing feature 12/29: add_obv_interval
[2025-10-18T01:59:29.294735] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_obv_interval']
[2025-10-18T01:59:29.402338] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:29.510518] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:59:29.619446] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:59:29.730236] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:29.838773] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:29.948973] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:30.060471] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:30.179157] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:30.293829] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:30.412268] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:30.412417] [INFO ] [CONFIGURE ] PKST: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T01:59:30.412551] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3336 tests
[2025-10-18T01:59:30.412612] [INFO ] [CONFIGURE ] PKST: Testing feature 13/29: add_opening_strength
[2025-10-18T01:59:30.412673] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T01:59:30.536252] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:30.661599] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:59:30.787213] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:30.908564] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:31.034266] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:31.162493] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:31.293267] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:59:31.420902] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:31.552252] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:31.670363] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:59:31.670515] [INFO ] [CONFIGURE ] PKST: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T01:59:31.670559] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3335 tests
[2025-10-18T01:59:31.670594] [INFO ] [CONFIGURE ] PKST: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T01:59:31.670626] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T01:59:31.788045] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:31.908258] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:32.028418] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:32.147872] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:32.269288] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:32.388596] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:32.509161] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:59:32.634040] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:32.761245] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:32.889765] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:59:32.889924] [INFO ] [CONFIGURE ] PKST: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T01:59:32.889967] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3334 tests
[2025-10-18T01:59:32.890273] [INFO ] [CONFIGURE ] PKST: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T01:59:32.890313] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T01:59:32.994497] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:33.100446] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:33.207445] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:33.314323] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:33.421316] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:33.530541] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:33.648145] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:33.756395] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:33.864505] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:33.971430] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:33.971663] [INFO ] [CONFIGURE ] PKST: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T01:59:33.971727] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3333 tests
[2025-10-18T01:59:33.971767] [INFO ] [CONFIGURE ] PKST: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T01:59:33.971799] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T01:59:34.089620] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:34.208911] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:34.328208] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:34.441831] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:34.555180] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:34.669545] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:34.782300] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:34.899372] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:35.015437] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:35.133014] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:59:35.133210] [INFO ] [CONFIGURE ] PKST: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T01:59:35.133258] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3332 tests
[2025-10-18T01:59:35.133293] [INFO ] [CONFIGURE ] PKST: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T01:59:35.133323] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_pbf_return_2d']
[2025-10-18T01:59:35.260230] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:35.380800] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:59:35.498268] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:35.620301] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:35.744305] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:35.869061] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:35.996875] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:59:36.120864] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:36.242553] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:36.363358] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:36.363574] [INFO ] [CONFIGURE ] PKST: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T01:59:36.363625] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3331 tests
[2025-10-18T01:59:36.363696] [INFO ] [CONFIGURE ] PKST: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T01:59:36.363742] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T01:59:36.474824] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:36.584931] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:36.697152] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:36.808779] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:36.926000] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:37.046675] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:59:37.169128] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:37.283672] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:37.396740] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:37.508513] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:59:37.508741] [INFO ] [CONFIGURE ] PKST: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T01:59:37.508796] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3330 tests
[2025-10-18T01:59:37.508831] [INFO ] [CONFIGURE ] PKST: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T01:59:37.508861] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T01:59:37.613600] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:37.718259] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:59:37.822789] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:37.932185] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:38.038566] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:38.145312] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:38.251524] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:38.357951] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:38.468297] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:38.575901] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:38.576109] [INFO ] [CONFIGURE ] PKST: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T01:59:38.576172] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3329 tests
[2025-10-18T01:59:38.576211] [INFO ] [CONFIGURE ] PKST: Testing feature 20/29: add_price_rejection
[2025-10-18T01:59:38.576244] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_price_rejection']
[2025-10-18T01:59:38.692420] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:38.808625] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:59:38.934680] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:39.056108] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:39.178221] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:39.308833] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:39.434280] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:59:39.557876] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:39.707556] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:39.834073] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:39.834244] [INFO ] [CONFIGURE ] PKST: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T01:59:39.834287] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3328 tests
[2025-10-18T01:59:39.834321] [INFO ] [CONFIGURE ] PKST: Testing feature 21/29: add_range_position
[2025-10-18T01:59:39.834351] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_range_position']
[2025-10-18T01:59:39.965334] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:40.095128] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T01:59:40.235147] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:59:40.370356] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:40.507976] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:40.647423] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:40.784152] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:59:40.921892] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:41.055505] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:41.189829] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:41.189996] [INFO ] [CONFIGURE ] PKST: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T01:59:41.190040] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 1.5s/test | Remaining: 3327 tests
[2025-10-18T01:59:41.190074] [INFO ] [CONFIGURE ] PKST: Testing feature 22/29: add_realized_volatility
[2025-10-18T01:59:41.190104] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_realized_volatility']
[2025-10-18T01:59:41.334609] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:59:41.478292] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:41.623138] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:41.770975] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:41.919765] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:42.065489] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:42.219498] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:59:42.402672] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:42.554966] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:42.734302] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:42.734486] [INFO ] [CONFIGURE ] PKST: KEPT add_realized_volatility (score: 80.00%)
[2025-10-18T01:59:42.734531] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3326 tests
[2025-10-18T01:59:42.734565] [INFO ] [CONFIGURE ] PKST: Testing feature 23/29: add_recent_range_context
[2025-10-18T01:59:42.734595] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_realized_volatility', 'add_recent_range_context']
[2025-10-18T01:59:42.891531] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:59:43.057605] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:43.221478] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:59:43.383774] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:43.548549] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:43.720259] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:43.900112] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:59:44.077069] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:44.244545] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:44.429443] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:59:44.429760] [INFO ] [CONFIGURE ] PKST: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T01:59:44.429823] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3325 tests
[2025-10-18T01:59:44.429864] [INFO ] [CONFIGURE ] PKST: Testing feature 24/29: add_rsi
[2025-10-18T01:59:44.429900] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-18T01:59:44.620272] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:59:44.818958] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:45.016032] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:59:45.211757] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:45.404069] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:45.593170] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:59:45.814307] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:59:46.006237] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:46.206551] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:46.405690] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:46.405987] [INFO ] [CONFIGURE ] PKST: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T01:59:46.406046] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3324 tests
[2025-10-18T01:59:46.406097] [INFO ] [CONFIGURE ] PKST: Testing feature 25/29: add_tick_distribution
[2025-10-18T01:59:46.406143] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_realized_volatility', 'add_tick_distribution']
[2025-10-18T01:59:46.589278] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:59:46.752938] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:46.911878] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:47.076466] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:47.236632] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:47.398113] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:47.575423] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:59:47.765920] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:47.939218] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:48.119987] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:48.120304] [INFO ] [CONFIGURE ] PKST: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T01:59:48.120435] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3323 tests
[2025-10-18T01:59:48.120495] [INFO ] [CONFIGURE ] PKST: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T01:59:48.120533] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-18T01:59:48.286072] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T01:59:48.448058] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:48.614374] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T01:59:48.816758] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:48.992595] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:49.176952] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:49.357927] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:59:49.532855] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:49.703723] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:49.873761] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:59:49.874001] [INFO ] [CONFIGURE ] PKST: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T01:59:49.874064] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3322 tests
[2025-10-18T01:59:49.874130] [INFO ] [CONFIGURE ] PKST: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T01:59:49.874188] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_realized_volatility', 'add_volume_price_divergence']
[2025-10-18T01:59:50.049091] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:59:50.223946] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:50.403945] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:50.581669] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:50.760556] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:50.946450] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:51.128398] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:59:51.309673] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T01:59:51.492977] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:51.679630] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:59:51.679984] [INFO ] [CONFIGURE ] PKST: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T01:59:51.680053] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3321 tests
[2025-10-18T01:59:51.680095] [INFO ] [CONFIGURE ] PKST: Testing feature 28/29: add_volume_profile
[2025-10-18T01:59:51.680129] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_realized_volatility', 'add_volume_profile']
[2025-10-18T01:59:51.863504] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:59:52.030992] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:52.193604] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:52.362962] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:52.534721] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:52.701213] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T01:59:52.872998] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:59:53.046398] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:53.216614] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:53.388804] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:53.389148] [INFO ] [CONFIGURE ] PKST: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T01:59:53.389212] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3320 tests
[2025-10-18T01:59:53.389252] [INFO ] [CONFIGURE ] PKST: Testing feature 29/29: add_vwap
[2025-10-18T01:59:53.389287] [INFO ] [CONFIGURE ] PKST: Testing with features: ['add_realized_volatility', 'add_vwap']
[2025-10-18T01:59:53.611589] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T01:59:53.847788] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:54.082245] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T01:59:54.320451] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:54.506550] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:54.676525] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T01:59:54.886176] [DEBUG] [FORECASTER] PKST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T01:59:55.045671] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T01:59:55.211105] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:55.409189] [DEBUG] [FORECASTER] PKST: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:55.409411] [INFO ] [CONFIGURE ] PKST: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T01:59:55.409460] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3319 tests
[2025-10-18T01:59:55.409500] [INFO ] [CONFIGURE ] PKST: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T01:59:55.409533] [INFO ] [CONFIGURE ] PKST: Best accuracy: 80.00%
[2025-10-18T01:59:55.409568] [INFO ] [CONFIGURE ] PKST: Best feature set (1 features): ['add_realized_volatility']
[2025-10-18T01:59:55.409599] [INFO ] [CONFIGURE ] PKST: Improvement over baseline: 10.00%
[2025-10-18T01:59:55.409628] [INFO ] [CONFIGURE ] PKST: Total time: 39.6 seconds
[2025-10-18T01:59:55.409702] [INFO ] [CONFIGURE ] PKST: Average time per feature: 1.4 seconds
[2025-10-18T01:59:55.409747] [INFO ] [CONFIGURE ] PKST: Average speed: 0.73 features/sec
[2025-10-18T01:59:55.410457] [INFO ] [LOCAL     ] Saved configuration for PKST: 1 features, 80.00% accuracy -> ./output/feature-sets/PKST.json
[2025-10-18T01:59:55.410536] [INFO ] [CONFIGURE ] PKST: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-18T01:59:55.410636] [INFO ] [sig       ] [268/380] Successfully configured PKST | 0.02 sym/s | Total: 3.2h | ETA: 1.3h
[2025-10-18T01:59:55.410732] [INFO ] [sig       ] [269/380] Configuring PKX...
[2025-10-18T01:59:55.410800] [INFO ] [CONFIGURE ] PKX: Configurate test run.
[2025-10-18T01:59:55.410857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-10-18T01:59:55.425610] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PKX'.
[2025-10-18T01:59:55.426248] [INFO ] [CONFIGURE ] PKX: Testing with 29 available features
[2025-10-18T01:59:55.426308] [INFO ] [CONFIGURE ] PKX: Establishing baseline with no features...
[2025-10-18T01:59:55.537934] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:59:55.655359] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:55.764106] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:59:55.869246] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:59:55.974779] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T01:59:56.080042] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:59:56.186140] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:56.299711] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:59:56.407262] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:56.517075] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:59:56.517206] [INFO ] [CONFIGURE ] PKX: Baseline score (no features): 50.00%
[2025-10-18T01:59:56.517248] [INFO ] [CONFIGURE ] PKX: Testing feature 1/29: add_bollinger_bands
[2025-10-18T01:59:56.517280] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_bollinger_bands']
[2025-10-18T01:59:56.634821] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T01:59:56.752266] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:56.870980] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:59:56.988926] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:57.107111] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:59:57.230124] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:59:57.350607] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:57.469943] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:59:57.589261] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T01:59:57.709468] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T01:59:57.709684] [INFO ] [CONFIGURE ] PKX: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T01:59:57.709746] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3318 tests
[2025-10-18T01:59:57.709782] [INFO ] [CONFIGURE ] PKX: Testing feature 2/29: add_cumulative_delta
[2025-10-18T01:59:57.709813] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta']
[2025-10-18T01:59:57.834753] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:59:57.964256] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:58.088720] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:59:58.213586] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T01:59:58.340099] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:59:58.468166] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T01:59:58.603288] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T01:59:58.733150] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T01:59:58.867066] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T01:59:59.000669] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T01:59:59.000895] [INFO ] [CONFIGURE ] PKX: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T01:59:59.000952] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3317 tests
[2025-10-18T01:59:59.000992] [INFO ] [CONFIGURE ] PKX: Testing feature 3/29: add_daily_returns
[2025-10-18T01:59:59.001024] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T01:59:59.132907] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T01:59:59.269777] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T01:59:59.402910] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T01:59:59.539946] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T01:59:59.673963] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T01:59:59.814630] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T01:59:59.952563] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:00.091694] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:00.228919] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:00:00.365955] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:00:00.366115] [INFO ] [CONFIGURE ] PKX: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T02:00:00.366159] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3316 tests
[2025-10-18T02:00:00.366194] [INFO ] [CONFIGURE ] PKX: Testing feature 4/29: add_ema
[2025-10-18T02:00:00.366224] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T02:00:00.519113] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:00:00.669588] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:00.821422] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:00:00.974004] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:01.130409] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:01.282720] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:00:01.441991] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:01.622424] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:01.808569] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:00:01.982115] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:00:01.982323] [INFO ] [CONFIGURE ] PKX: DISCARDED add_ema (score: 60.00%)
[2025-10-18T02:00:01.982367] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3315 tests
[2025-10-18T02:00:01.982405] [INFO ] [CONFIGURE ] PKX: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:00:01.982437] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:00:02.164118] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:02.343790] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:02.513188] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:00:02.674213] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:02.836379] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:02.991277] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:00:03.156584] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:03.321789] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:03.485280] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:00:03.653365] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:00:03.653581] [INFO ] [CONFIGURE ] PKX: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T02:00:03.653639] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3314 tests
[2025-10-18T02:00:03.653730] [INFO ] [CONFIGURE ] PKX: Testing feature 6/29: add_failed_moves
[2025-10-18T02:00:03.653787] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T02:00:03.792541] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:03.975522] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:04.113636] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:00:04.253012] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:04.396756] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:04.535232] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:00:04.679416] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:04.818775] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:04.967185] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:00:05.108968] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:05.109133] [INFO ] [CONFIGURE ] PKX: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:00:05.109194] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3313 tests
[2025-10-18T02:00:05.109253] [INFO ] [CONFIGURE ] PKX: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:00:05.109289] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T02:00:05.238953] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:05.366536] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:05.498257] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:00:05.632866] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:05.777098] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:05.909073] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:00:06.037983] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:06.162727] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:06.288108] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:00:06.413158] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:06.413326] [INFO ] [CONFIGURE ] PKX: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T02:00:06.413369] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3312 tests
[2025-10-18T02:00:06.413406] [INFO ] [CONFIGURE ] PKX: Testing feature 8/29: add_macd
[2025-10-18T02:00:06.413515] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T02:00:06.573250] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:06.751494] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:06.946418] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:00:07.115370] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:07.287476] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:00:07.455801] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:00:07.626712] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:07.797776] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:07.967508] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:00:08.137244] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:08.137421] [INFO ] [CONFIGURE ] PKX: KEPT add_macd (score: 70.00%)
[2025-10-18T02:00:08.137466] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3311 tests
[2025-10-18T02:00:08.137502] [INFO ] [CONFIGURE ] PKX: Testing feature 9/29: add_mfi
[2025-10-18T02:00:08.137534] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T02:00:08.318581] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:08.519094] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:08.725232] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:00:08.924285] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:09.130729] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:00:09.334102] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:00:09.538621] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:09.744609] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:09.955006] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:00:10.170885] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:10.171131] [INFO ] [CONFIGURE ] PKX: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T02:00:10.171183] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3310 tests
[2025-10-18T02:00:10.171220] [INFO ] [CONFIGURE ] PKX: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:00:10.171253] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:00:10.393056] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:10.616689] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:00:10.849839] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:00:11.079550] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:00:11.304297] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:11.530095] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:00:11.750367] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:11.976519] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:12.205368] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:00:12.439706] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:12.439973] [INFO ] [CONFIGURE ] PKX: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-18T02:00:12.440048] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3309 tests
[2025-10-18T02:00:12.440091] [INFO ] [CONFIGURE ] PKX: Testing feature 11/29: add_obv_daily
[2025-10-18T02:00:12.440126] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-18T02:00:12.643357] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:12.841895] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:13.048248] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:00:13.249972] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:13.447194] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:13.643266] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:00:13.838989] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:14.038790] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:14.237523] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:00:14.439326] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:14.439535] [INFO ] [CONFIGURE ] PKX: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:00:14.439583] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3308 tests
[2025-10-18T02:00:14.439619] [INFO ] [CONFIGURE ] PKX: Testing feature 12/29: add_obv_interval
[2025-10-18T02:00:14.439683] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-18T02:00:14.629312] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:14.805865] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:14.972745] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:15.136079] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:15.298028] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:15.460595] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:00:15.629459] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:15.801475] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:15.972950] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:00:16.140758] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:00:16.140930] [INFO ] [CONFIGURE ] PKX: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T02:00:16.140976] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3307 tests
[2025-10-18T02:00:16.141010] [INFO ] [CONFIGURE ] PKX: Testing feature 13/29: add_opening_strength
[2025-10-18T02:00:16.141043] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:00:16.321269] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:16.500199] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:16.675991] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:16.857256] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:17.040210] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:17.226305] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:00:17.412954] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:17.617944] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:17.802577] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:00:17.982224] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:00:17.982410] [INFO ] [CONFIGURE ] PKX: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:00:17.982455] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3306 tests
[2025-10-18T02:00:17.982490] [INFO ] [CONFIGURE ] PKX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:00:17.982520] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-18T02:00:18.164968] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:18.345889] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:18.529954] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:18.712081] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:18.893398] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:19.074477] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:00:19.271745] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:19.458816] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:19.646576] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:00:19.832777] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:19.832964] [INFO ] [CONFIGURE ] PKX: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T02:00:19.833010] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3305 tests
[2025-10-18T02:00:19.833045] [INFO ] [CONFIGURE ] PKX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:00:19.833078] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-18T02:00:20.000239] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:20.168870] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:20.338594] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:00:20.503412] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:20.671035] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:20.836092] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:00:21.002481] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:21.169507] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:21.340585] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:00:21.523951] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:21.524162] [INFO ] [CONFIGURE ] PKX: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T02:00:21.524210] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3304 tests
[2025-10-18T02:00:21.524246] [INFO ] [CONFIGURE ] PKX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:00:21.524281] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-18T02:00:21.719827] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:21.925962] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:22.099985] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:00:22.270891] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:22.453084] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:22.643331] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:00:22.838425] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:23.030595] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:23.229378] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:00:23.421475] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:23.421740] [INFO ] [CONFIGURE ] PKX: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:00:23.421799] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3303 tests
[2025-10-18T02:00:23.421836] [INFO ] [CONFIGURE ] PKX: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:00:23.421869] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-18T02:00:23.610500] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:23.805064] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:24.003489] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:24.178080] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:24.361814] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:24.561282] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:00:24.758800] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:24.945041] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:25.128283] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:00:25.305319] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:00:25.305517] [INFO ] [CONFIGURE ] PKX: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:00:25.305688] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3302 tests
[2025-10-18T02:00:25.305740] [INFO ] [CONFIGURE ] PKX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:00:25.305775] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-18T02:00:25.466830] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:25.633967] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:00:25.794415] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:00:25.960035] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:00:26.137573] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:26.314122] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:00:26.487845] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:26.673063] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:26.848755] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:00:27.027360] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:27.027557] [INFO ] [CONFIGURE ] PKX: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T02:00:27.027602] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3301 tests
[2025-10-18T02:00:27.027637] [INFO ] [CONFIGURE ] PKX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:00:27.027713] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-18T02:00:27.197009] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:27.367284] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:27.537299] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:00:27.714168] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:27.888287] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:00:28.058050] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:00:28.232147] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:28.408330] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:28.577145] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:00:28.742853] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:28.743026] [INFO ] [CONFIGURE ] PKX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:00:28.743070] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3300 tests
[2025-10-18T02:00:28.743106] [INFO ] [CONFIGURE ] PKX: Testing feature 20/29: add_price_rejection
[2025-10-18T02:00:28.743139] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-18T02:00:28.922553] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:29.101293] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:29.281585] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:00:29.466753] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:29.640818] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:29.816579] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:00:29.992097] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:30.168832] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:30.346599] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:00:30.524934] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:30.525090] [INFO ] [CONFIGURE ] PKX: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T02:00:30.525133] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3299 tests
[2025-10-18T02:00:30.525167] [INFO ] [CONFIGURE ] PKX: Testing feature 21/29: add_range_position
[2025-10-18T02:00:30.525197] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-18T02:00:30.709086] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:30.885442] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:31.062235] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:00:31.237953] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:31.446257] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:31.626012] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:00:31.811131] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:32.003684] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:32.187118] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:00:32.378275] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:00:32.378446] [INFO ] [CONFIGURE ] PKX: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:00:32.378489] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3298 tests
[2025-10-18T02:00:32.378523] [INFO ] [CONFIGURE ] PKX: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:00:32.378554] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-18T02:00:32.569960] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:32.762489] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:32.951363] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:33.155973] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:33.367277] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:33.588346] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:00:33.797284] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:34.013698] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:34.220771] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:00:34.434817] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:34.435005] [INFO ] [CONFIGURE ] PKX: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T02:00:34.435051] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3297 tests
[2025-10-18T02:00:34.435089] [INFO ] [CONFIGURE ] PKX: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:00:34.435124] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-18T02:00:34.621308] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:34.800011] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:34.978970] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:00:35.144115] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:35.307826] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:35.472127] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:00:35.646526] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:35.817729] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:35.991349] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:00:36.162637] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:36.162830] [INFO ] [CONFIGURE ] PKX: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T02:00:36.162876] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3296 tests
[2025-10-18T02:00:36.162910] [INFO ] [CONFIGURE ] PKX: Testing feature 24/29: add_rsi
[2025-10-18T02:00:36.162943] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-18T02:00:36.349869] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:36.537116] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:36.730896] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:36.918408] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:37.111719] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:37.327790] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:00:37.543326] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:37.756096] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:37.970101] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:00:38.178798] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:00:38.178988] [INFO ] [CONFIGURE ] PKX: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:00:38.179057] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3295 tests
[2025-10-18T02:00:38.179116] [INFO ] [CONFIGURE ] PKX: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:00:38.179150] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-18T02:00:38.358819] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:38.537985] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:38.709957] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:00:38.883773] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:39.060343] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:00:39.235612] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:00:39.411046] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:39.610858] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:39.790895] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:00:39.971855] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:39.971999] [INFO ] [CONFIGURE ] PKX: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:00:39.972087] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3294 tests
[2025-10-18T02:00:39.972141] [INFO ] [CONFIGURE ] PKX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:00:39.972175] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-18T02:00:40.149287] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:40.324054] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:00:40.537342] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:40.713550] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:40.896907] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:41.078892] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:00:41.258793] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:41.439820] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:41.624349] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:00:41.810295] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:41.810461] [INFO ] [CONFIGURE ] PKX: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:00:41.810505] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3293 tests
[2025-10-18T02:00:41.810541] [INFO ] [CONFIGURE ] PKX: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:00:41.810573] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-18T02:00:41.994721] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:42.181615] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:42.365405] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:42.549163] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:42.735628] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:42.921324] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:00:43.111483] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:43.304080] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:43.493160] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:00:43.681199] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:43.681393] [INFO ] [CONFIGURE ] PKX: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:00:43.681438] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3292 tests
[2025-10-18T02:00:43.681473] [INFO ] [CONFIGURE ] PKX: Testing feature 28/29: add_volume_profile
[2025-10-18T02:00:43.681505] [INFO ] [CONFIGURE ] PKX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-18T02:00:43.855539] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:00:44.032290] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:44.207962] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:00:44.384688] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:44.573045] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:44.753158] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:00:44.926963] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:00:45.100096] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:00:45.272965] [DEBUG] [FORECASTER] PKX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:00:45.446032] [DEBUG] [FORECASTER] PKX: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:00:45.446212] [INFO ] [CONFIGURE ] PKX: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:00:45.446256] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3291 tests
[2025-10-18T02:00:45.446312] [INFO ] [CONFIGURE ] PKX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:00:45.446367] [INFO ] [CONFIGURE ] PKX: Best accuracy: 70.00%
[2025-10-18T02:00:45.446400] [INFO ] [CONFIGURE ] PKX: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T02:00:45.446428] [INFO ] [CONFIGURE ] PKX: Improvement over baseline: 20.00%
[2025-10-18T02:00:45.446455] [INFO ] [CONFIGURE ] PKX: Total time: 48.9 seconds
[2025-10-18T02:00:45.446481] [INFO ] [CONFIGURE ] PKX: Average time per feature: 1.7 seconds
[2025-10-18T02:00:45.446508] [INFO ] [CONFIGURE ] PKX: Average speed: 0.59 features/sec
[2025-10-18T02:00:45.447188] [INFO ] [LOCAL     ] Saved configuration for PKX: 3 features, 70.00% accuracy -> ./output/feature-sets/PKX.json
[2025-10-18T02:00:45.447257] [INFO ] [CONFIGURE ] PKX: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-18T02:00:45.447343] [INFO ] [sig       ] [269/380] Successfully configured PKX | 0.02 sym/s | Total: 3.2h | ETA: 1.3h
[2025-10-18T02:00:45.447410] [INFO ] [sig       ] [270/380] Configuring PL...
[2025-10-18T02:00:45.447474] [INFO ] [CONFIGURE ] PL: Configurate test run.
[2025-10-18T02:00:45.447529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-10-18T02:00:45.461338] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PL'.
[2025-10-18T02:00:45.461752] [INFO ] [CONFIGURE ] PL: Testing with 29 available features
[2025-10-18T02:00:45.461809] [INFO ] [CONFIGURE ] PL: Establishing baseline with no features...
[2025-10-18T02:00:45.561606] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:00:45.662067] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:00:45.763254] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:45.870313] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:00:45.972017] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:00:46.075055] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:00:46.178469] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:00:46.284044] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:00:46.390330] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:00:46.500459] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:00:46.500628] [INFO ] [CONFIGURE ] PL: Baseline score (no features): 40.00%
[2025-10-18T02:00:46.500712] [INFO ] [CONFIGURE ] PL: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:00:46.500756] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:00:46.622204] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:00:46.770888] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:00:46.925533] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:47.117415] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:47.255055] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:47.382038] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:00:47.506128] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:00:47.623533] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:00:47.741351] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:00:47.857781] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:00:47.857945] [INFO ] [CONFIGURE ] PL: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T02:00:47.857992] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3290 tests
[2025-10-18T02:00:47.858027] [INFO ] [CONFIGURE ] PL: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:00:47.858059] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:00:47.987476] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:00:48.114771] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:00:48.245187] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:48.375997] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:00:48.509721] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:48.644866] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:00:48.780079] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:00:48.922869] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:00:49.057596] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:00:49.192660] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:00:49.192856] [INFO ] [CONFIGURE ] PL: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T02:00:49.192920] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3289 tests
[2025-10-18T02:00:49.192979] [INFO ] [CONFIGURE ] PL: Testing feature 3/29: add_daily_returns
[2025-10-18T02:00:49.193014] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:00:49.329490] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:00:49.465780] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:00:49.628616] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:49.764736] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:00:49.901273] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:50.039371] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:00:50.175604] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:00:50.310920] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:00:50.448710] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:00:50.586573] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:00:50.586779] [INFO ] [CONFIGURE ] PL: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:00:50.586837] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3288 tests
[2025-10-18T02:00:50.586873] [INFO ] [CONFIGURE ] PL: Testing feature 4/29: add_ema
[2025-10-18T02:00:50.586904] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-18T02:00:50.731196] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:00:50.877798] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:51.024109] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:51.170405] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:51.316412] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:51.463296] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:00:51.609595] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:00:51.762966] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:00:51.915633] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:00:52.069672] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:00:52.069829] [INFO ] [CONFIGURE ] PL: KEPT add_ema (score: 70.00%)
[2025-10-18T02:00:52.069873] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3287 tests
[2025-10-18T02:00:52.069907] [INFO ] [CONFIGURE ] PL: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:00:52.069937] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:00:52.245197] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:00:52.418427] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:00:52.593198] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:52.767995] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:52.948524] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:53.132257] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:00:53.313809] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:00:53.501772] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:00:53.679318] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:00:53.862615] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:00:53.862849] [INFO ] [CONFIGURE ] PL: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:00:53.862899] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3286 tests
[2025-10-18T02:00:53.862934] [INFO ] [CONFIGURE ] PL: Testing feature 6/29: add_failed_moves
[2025-10-18T02:00:53.862965] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-10-18T02:00:54.023052] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:00:54.176893] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:54.332579] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:54.487195] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:54.651225] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:54.807750] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:00:54.966170] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:00:55.127221] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:00:55.288918] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:00:55.449430] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:00:55.449572] [INFO ] [CONFIGURE ] PL: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:00:55.449615] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3285 tests
[2025-10-18T02:00:55.449678] [INFO ] [CONFIGURE ] PL: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:00:55.449730] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-10-18T02:00:55.596103] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:00:55.747449] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:55.904749] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:56.063111] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:56.217569] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:56.375215] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:00:56.525159] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:00:56.675256] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:00:56.826559] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:00:56.980335] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:00:56.980496] [INFO ] [CONFIGURE ] PL: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:00:56.980540] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3284 tests
[2025-10-18T02:00:56.980574] [INFO ] [CONFIGURE ] PL: Testing feature 8/29: add_macd
[2025-10-18T02:00:56.980605] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-18T02:00:57.172147] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:00:57.358269] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:57.545407] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:57.732606] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:57.922162] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:00:58.114474] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:00:58.306723] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:00:58.498867] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:00:58.720162] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:00:58.913384] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:00:58.913589] [INFO ] [CONFIGURE ] PL: KEPT add_macd (score: 80.00%)
[2025-10-18T02:00:58.913680] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3283 tests
[2025-10-18T02:00:58.913738] [INFO ] [CONFIGURE ] PL: Testing feature 9/29: add_mfi
[2025-10-18T02:00:58.913796] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T02:00:59.113735] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:00:59.324915] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:00:59.531953] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:00:59.741262] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:00:59.948106] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:01:00.155799] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:00.384162] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:01:00.597632] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:00.814611] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:01:01.036982] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:01.037208] [INFO ] [CONFIGURE ] PL: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T02:01:01.037254] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3282 tests
[2025-10-18T02:01:01.037292] [INFO ] [CONFIGURE ] PL: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:01:01.037325] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:01:01.270511] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:01.507898] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:01.764464] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:01.989898] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:02.218624] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:01:02.437525] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:02.659189] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:01:02.897841] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:03.126852] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:01:03.354919] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:03.355123] [INFO ] [CONFIGURE ] PL: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T02:01:03.355173] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3281 tests
[2025-10-18T02:01:03.355208] [INFO ] [CONFIGURE ] PL: Testing feature 11/29: add_obv_daily
[2025-10-18T02:01:03.355241] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-18T02:01:03.549901] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:03.746563] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:03.942972] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:04.140766] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:01:04.336627] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:01:04.532849] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:04.741209] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:01:04.946771] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:05.149574] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:01:05.354998] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:05.355163] [INFO ] [CONFIGURE ] PL: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:01:05.355207] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3280 tests
[2025-10-18T02:01:05.355242] [INFO ] [CONFIGURE ] PL: Testing feature 12/29: add_obv_interval
[2025-10-18T02:01:05.355324] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-18T02:01:05.555851] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:05.764202] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:05.959319] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:06.153837] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:06.352378] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:01:06.548911] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:06.746680] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:01:06.953339] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:07.160542] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:01:07.358585] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:07.358765] [INFO ] [CONFIGURE ] PL: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:01:07.358818] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3279 tests
[2025-10-18T02:01:07.358854] [INFO ] [CONFIGURE ] PL: Testing feature 13/29: add_opening_strength
[2025-10-18T02:01:07.358885] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:01:07.557208] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:07.756213] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:07.961386] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:08.163241] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:08.366509] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:08.573921] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:08.779679] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:01:08.982894] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:09.187065] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:01:09.394833] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:09.395001] [INFO ] [CONFIGURE ] PL: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T02:01:09.395046] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3278 tests
[2025-10-18T02:01:09.395081] [INFO ] [CONFIGURE ] PL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:01:09.395112] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-18T02:01:09.604071] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:09.810241] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:01:10.017468] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:10.228132] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:10.437086] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:01:10.645537] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:10.881215] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:01:11.093674] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:11.307072] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:01:11.524875] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:11.525083] [INFO ] [CONFIGURE ] PL: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T02:01:11.525141] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3277 tests
[2025-10-18T02:01:11.525178] [INFO ] [CONFIGURE ] PL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:01:11.525210] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-18T02:01:11.710052] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:11.897360] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:12.088080] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:12.276358] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:12.467697] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:01:12.658365] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:12.850615] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:01:13.042056] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:13.234127] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:01:13.430501] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:13.430731] [INFO ] [CONFIGURE ] PL: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T02:01:13.430791] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3276 tests
[2025-10-18T02:01:13.430828] [INFO ] [CONFIGURE ] PL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:01:13.430861] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-18T02:01:13.636389] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:13.878415] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:01:14.082885] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:14.295688] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:14.512195] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:14.741532] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:14.976818] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:01:15.196875] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:15.410174] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:01:15.622734] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:15.622923] [INFO ] [CONFIGURE ] PL: KEPT add_pbf_overnight_gap (score: 90.00%)
[2025-10-18T02:01:15.622969] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3275 tests
[2025-10-18T02:01:15.623004] [INFO ] [CONFIGURE ] PL: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:01:15.623037] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-18T02:01:15.840355] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:16.060139] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:01:16.272598] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:16.485183] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:16.698366] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:01:16.944774] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:17.164079] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:01:17.378272] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:17.593681] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:01:17.809604] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:17.809819] [INFO ] [CONFIGURE ] PL: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T02:01:17.809883] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3274 tests
[2025-10-18T02:01:17.809921] [INFO ] [CONFIGURE ] PL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:01:17.809955] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-18T02:01:18.009526] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:18.211191] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:01:18.412287] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:18.612786] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:18.813473] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:01:19.015934] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:19.218088] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:01:19.425170] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:19.630721] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:01:19.841639] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:19.841867] [INFO ] [CONFIGURE ] PL: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:01:19.841915] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3273 tests
[2025-10-18T02:01:19.841952] [INFO ] [CONFIGURE ] PL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:01:19.841986] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-18T02:01:20.041216] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:20.267471] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:01:20.481893] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:20.693338] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:20.893800] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:21.093806] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:21.294373] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:01:21.490817] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:21.690362] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:01:21.896714] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:21.896875] [INFO ] [CONFIGURE ] PL: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T02:01:21.896920] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3272 tests
[2025-10-18T02:01:21.896957] [INFO ] [CONFIGURE ] PL: Testing feature 20/29: add_price_rejection
[2025-10-18T02:01:21.896991] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-18T02:01:22.109348] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:22.324426] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:01:22.538695] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:22.755229] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:22.971274] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:01:23.182193] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:23.400179] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:01:23.615980] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:23.833420] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:01:24.055280] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:24.055445] [INFO ] [CONFIGURE ] PL: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T02:01:24.055488] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3271 tests
[2025-10-18T02:01:24.055524] [INFO ] [CONFIGURE ] PL: Testing feature 21/29: add_range_position
[2025-10-18T02:01:24.055557] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-18T02:01:24.273289] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:24.502780] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:01:24.723637] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:24.943839] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:01:25.162236] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:01:25.371812] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:01:25.612279] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:01:25.827952] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:26.072390] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:01:26.294022] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:26.294204] [INFO ] [CONFIGURE ] PL: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T02:01:26.294250] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3270 tests
[2025-10-18T02:01:26.294286] [INFO ] [CONFIGURE ] PL: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:01:26.294319] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-18T02:01:26.528522] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:26.766845] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:01:27.008254] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:27.251902] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:01:27.489144] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:27.724933] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:27.974405] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:01:28.225956] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:28.486926] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:01:28.739284] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:28.739472] [INFO ] [CONFIGURE ] PL: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T02:01:28.739518] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3269 tests
[2025-10-18T02:01:28.739554] [INFO ] [CONFIGURE ] PL: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:01:28.739589] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-18T02:01:28.951784] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:29.169527] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:01:29.384032] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:29.610717] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:29.860499] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:01:30.073578] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:30.294124] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:01:30.514967] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:30.729187] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:01:30.955995] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:30.956206] [INFO ] [CONFIGURE ] PL: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T02:01:30.956285] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3268 tests
[2025-10-18T02:01:30.956363] [INFO ] [CONFIGURE ] PL: Testing feature 24/29: add_rsi
[2025-10-18T02:01:30.956437] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_rsi']
[2025-10-18T02:01:31.183953] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:31.393851] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:31.618490] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:31.841029] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:32.077976] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:01:32.300716] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:32.514928] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:01:32.749478] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:32.991202] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:01:33.219120] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:33.219297] [INFO ] [CONFIGURE ] PL: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T02:01:33.219341] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3267 tests
[2025-10-18T02:01:33.219378] [INFO ] [CONFIGURE ] PL: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:01:33.219409] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-18T02:01:33.421698] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:33.625151] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:01:33.835292] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:34.053822] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:34.265690] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:34.495288] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:34.707670] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:01:34.914095] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:35.152570] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:01:35.362314] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:35.362505] [INFO ] [CONFIGURE ] PL: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T02:01:35.362569] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3266 tests
[2025-10-18T02:01:35.362606] [INFO ] [CONFIGURE ] PL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:01:35.362750] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-18T02:01:35.573766] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:35.784630] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:36.002615] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:36.231049] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:36.445447] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:01:36.666859] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:36.881881] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:01:37.114328] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:37.329724] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:01:37.550800] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:37.551002] [INFO ] [CONFIGURE ] PL: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:01:37.551049] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3265 tests
[2025-10-18T02:01:37.551092] [INFO ] [CONFIGURE ] PL: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:01:37.551125] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-18T02:01:37.776404] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:37.991917] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:38.229753] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:38.445560] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:38.662222] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:01:38.882801] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:39.126663] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:01:39.463576] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:39.774114] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:01:40.112534] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:40.112813] [INFO ] [CONFIGURE ] PL: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:01:40.112895] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3264 tests
[2025-10-18T02:01:40.112956] [INFO ] [CONFIGURE ] PL: Testing feature 28/29: add_volume_profile
[2025-10-18T02:01:40.113012] [INFO ] [CONFIGURE ] PL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-18T02:01:40.349614] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:01:40.567049] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:01:40.785165] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:01:41.002219] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:41.262190] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:01:41.479164] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:01:41.687227] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:01:41.898233] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:42.111408] [DEBUG] [FORECASTER] PL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:01:42.321636] [DEBUG] [FORECASTER] PL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:01:42.321866] [INFO ] [CONFIGURE ] PL: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:01:42.321913] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3263 tests
[2025-10-18T02:01:42.321979] [INFO ] [CONFIGURE ] PL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:01:42.322071] [INFO ] [CONFIGURE ] PL: Best accuracy: 90.00%
[2025-10-18T02:01:42.322125] [INFO ] [CONFIGURE ] PL: Best feature set (6 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-18T02:01:42.322157] [INFO ] [CONFIGURE ] PL: Improvement over baseline: 50.00%
[2025-10-18T02:01:42.322184] [INFO ] [CONFIGURE ] PL: Total time: 55.8 seconds
[2025-10-18T02:01:42.322211] [INFO ] [CONFIGURE ] PL: Average time per feature: 2.0 seconds
[2025-10-18T02:01:42.322238] [INFO ] [CONFIGURE ] PL: Average speed: 0.52 features/sec
[2025-10-18T02:01:42.322845] [INFO ] [LOCAL     ] Saved configuration for PL: 6 features, 90.00% accuracy -> ./output/feature-sets/PL.json
[2025-10-18T02:01:42.322914] [INFO ] [CONFIGURE ] PL: Configuration saved successfully: 6 features, 90.00% accuracy.
[2025-10-18T02:01:42.322991] [INFO ] [sig       ] [270/380] Successfully configured PL | 0.02 sym/s | Total: 3.2h | ETA: 1.3h
[2025-10-18T02:01:42.323067] [INFO ] [sig       ] [271/380] Configuring PLD...
[2025-10-18T02:01:42.323132] [INFO ] [CONFIGURE ] PLD: Configurate test run.
[2025-10-18T02:01:42.323188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-10-18T02:01:42.336618] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PLD'.
[2025-10-18T02:01:42.337037] [INFO ] [CONFIGURE ] PLD: Testing with 29 available features
[2025-10-18T02:01:42.337095] [INFO ] [CONFIGURE ] PLD: Establishing baseline with no features...
[2025-10-18T02:01:42.439835] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:01:42.542356] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:42.645108] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:01:42.747020] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:01:42.851126] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:42.955460] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:01:43.068525] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:01:43.186601] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:43.302081] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:01:43.417531] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:01:43.417704] [INFO ] [CONFIGURE ] PLD: Baseline score (no features): 50.00%
[2025-10-18T02:01:43.417762] [INFO ] [CONFIGURE ] PLD: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:01:43.417812] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:01:43.546681] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:01:43.673541] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:43.797969] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:01:43.924979] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:01:44.054168] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:44.173114] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:01:44.290435] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:01:44.408726] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:01:44.532490] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:01:44.655054] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:01:44.655235] [INFO ] [CONFIGURE ] PLD: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T02:01:44.655279] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3262 tests
[2025-10-18T02:01:44.655313] [INFO ] [CONFIGURE ] PLD: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:01:44.655344] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:01:44.788443] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:01:44.922473] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:45.056992] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:01:45.192376] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:01:45.328315] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:45.464943] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:01:45.607725] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:01:45.748945] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:01:45.889948] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:01:46.032383] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:01:46.032531] [INFO ] [CONFIGURE ] PLD: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T02:01:46.032575] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3261 tests
[2025-10-18T02:01:46.032609] [INFO ] [CONFIGURE ] PLD: Testing feature 3/29: add_daily_returns
[2025-10-18T02:01:46.032639] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:01:46.153929] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:01:46.275322] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:46.399264] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:01:46.522484] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:01:46.646039] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:46.770981] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:01:46.900332] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:01:47.036432] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:01:47.165678] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:01:47.295187] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:01:47.295361] [INFO ] [CONFIGURE ] PLD: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T02:01:47.295405] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3260 tests
[2025-10-18T02:01:47.295440] [INFO ] [CONFIGURE ] PLD: Testing feature 4/29: add_ema
[2025-10-18T02:01:47.295472] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T02:01:47.436563] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:01:47.577020] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:47.715868] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:01:47.856838] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:01:48.000245] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:48.140225] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:01:48.280232] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:01:48.420450] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:01:48.561506] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:01:48.703865] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:01:48.704036] [INFO ] [CONFIGURE ] PLD: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:01:48.704080] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3259 tests
[2025-10-18T02:01:48.704116] [INFO ] [CONFIGURE ] PLD: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:01:48.704148] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:01:48.849974] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:01:48.997081] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:49.150299] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:01:49.309274] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:49.465165] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:49.621149] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:01:49.770003] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:01:49.917794] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:01:50.067932] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:01:50.221195] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:01:50.221366] [INFO ] [CONFIGURE ] PLD: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:01:50.221410] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3258 tests
[2025-10-18T02:01:50.221445] [INFO ] [CONFIGURE ] PLD: Testing feature 6/29: add_failed_moves
[2025-10-18T02:01:50.221477] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T02:01:50.355149] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:01:50.483537] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:50.612923] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:01:50.741144] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:01:50.869515] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:51.003874] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:01:51.138448] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:01:51.272566] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:01:51.409185] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:01:51.541705] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:01:51.541850] [INFO ] [CONFIGURE ] PLD: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:01:51.541893] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3257 tests
[2025-10-18T02:01:51.541951] [INFO ] [CONFIGURE ] PLD: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:01:51.541983] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T02:01:51.665421] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:01:51.792461] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:51.918990] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:01:52.048189] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:01:52.169068] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:52.289161] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:01:52.413006] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:01:52.533503] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:01:52.656098] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:01:52.779486] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:01:52.779626] [INFO ] [CONFIGURE ] PLD: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T02:01:52.779703] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3256 tests
[2025-10-18T02:01:52.779749] [INFO ] [CONFIGURE ] PLD: Testing feature 8/29: add_macd
[2025-10-18T02:01:52.779782] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T02:01:52.933735] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:01:53.090827] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:53.250213] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:01:53.410190] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:01:53.571272] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:53.730537] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:01:53.890970] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:01:54.051996] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:01:54.209537] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:01:54.369060] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:01:54.369240] [INFO ] [CONFIGURE ] PLD: DISCARDED add_macd (score: 40.00%)
[2025-10-18T02:01:54.369285] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3255 tests
[2025-10-18T02:01:54.369320] [INFO ] [CONFIGURE ] PLD: Testing feature 9/29: add_mfi
[2025-10-18T02:01:54.369351] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T02:01:54.501670] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:01:54.643328] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:54.777236] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:01:54.910375] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:01:55.043227] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:55.177379] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:01:55.312042] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:01:55.446245] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:01:55.583495] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:01:55.717888] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:01:55.718063] [INFO ] [CONFIGURE ] PLD: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T02:01:55.718107] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3254 tests
[2025-10-18T02:01:55.718142] [INFO ] [CONFIGURE ] PLD: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:01:55.718172] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:01:55.862563] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:01:56.006769] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:56.151301] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:01:56.297871] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:01:56.443750] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:56.590390] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:01:56.737546] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:01:56.889665] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:01:57.042520] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:01:57.207441] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:01:57.207670] [INFO ] [CONFIGURE ] PLD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:01:57.207735] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3253 tests
[2025-10-18T02:01:57.207774] [INFO ] [CONFIGURE ] PLD: Testing feature 11/29: add_obv_daily
[2025-10-18T02:01:57.207832] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T02:01:57.329679] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:01:57.453074] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:57.576582] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:01:57.703523] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:01:57.831027] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:57.956947] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:01:58.081984] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:01:58.207876] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:01:58.336633] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:01:58.464326] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:01:58.464503] [INFO ] [CONFIGURE ] PLD: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T02:01:58.464547] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3252 tests
[2025-10-18T02:01:58.464581] [INFO ] [CONFIGURE ] PLD: Testing feature 12/29: add_obv_interval
[2025-10-18T02:01:58.464611] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T02:01:58.587321] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:01:58.710498] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:01:58.832883] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:01:58.957576] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:01:59.088689] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:01:59.222664] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:01:59.394275] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:01:59.524673] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:01:59.662206] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:01:59.795204] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:01:59.795387] [INFO ] [CONFIGURE ] PLD: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:01:59.795432] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3251 tests
[2025-10-18T02:01:59.795466] [INFO ] [CONFIGURE ] PLD: Testing feature 13/29: add_opening_strength
[2025-10-18T02:01:59.795498] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:01:59.931118] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:02:00.069794] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:00.207558] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:00.345762] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:00.483877] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:00.627318] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:00.769014] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:02:00.909508] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:02:01.072484] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:02:01.239427] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:02:01.239625] [INFO ] [CONFIGURE ] PLD: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:02:01.239712] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3250 tests
[2025-10-18T02:02:01.239760] [INFO ] [CONFIGURE ] PLD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:02:01.239794] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T02:02:01.396826] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:01.582943] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:01.745053] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:02:01.900544] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:02.069375] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:02.219933] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:02.397778] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:02:02.562012] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:02:02.710598] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:02:02.877170] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:02:02.877383] [INFO ] [CONFIGURE ] PLD: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:02:02.877462] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3249 tests
[2025-10-18T02:02:02.877523] [INFO ] [CONFIGURE ] PLD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:02:02.877561] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T02:02:03.014354] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:03.150520] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:03.288306] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:03.426243] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:03.563488] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:03.702038] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:03.841438] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:03.977658] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:02:04.105956] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:02:04.234264] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:02:04.234437] [INFO ] [CONFIGURE ] PLD: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:02:04.234482] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3248 tests
[2025-10-18T02:02:04.234518] [INFO ] [CONFIGURE ] PLD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:02:04.234549] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T02:02:04.373844] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:04.519344] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:04.650456] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:04.778270] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:04.905705] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:05.034695] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:05.163719] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:02:05.293123] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:02:05.449901] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:02:05.579314] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:02:05.579488] [INFO ] [CONFIGURE ] PLD: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:02:05.579531] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3247 tests
[2025-10-18T02:02:05.579565] [INFO ] [CONFIGURE ] PLD: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:02:05.579596] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T02:02:05.710973] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:05.843465] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:05.979908] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:02:06.125624] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:06.272010] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:06.419252] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:06.571606] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:06.725106] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:02:06.873714] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:02:07.026202] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:02:07.026379] [INFO ] [CONFIGURE ] PLD: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T02:02:07.026423] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3246 tests
[2025-10-18T02:02:07.026460] [INFO ] [CONFIGURE ] PLD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:02:07.026492] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T02:02:07.158630] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:02:07.288002] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:07.415995] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:02:07.545670] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:07.674216] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:07.802738] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:07.931878] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:02:08.067201] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:02:08.200339] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:02:08.328416] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:02:08.328591] [INFO ] [CONFIGURE ] PLD: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T02:02:08.328636] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3245 tests
[2025-10-18T02:02:08.328714] [INFO ] [CONFIGURE ] PLD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:02:08.328752] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T02:02:08.474444] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:08.588720] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:08.703954] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:08.819836] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:08.935160] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:09.066107] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:09.193078] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:02:09.313764] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:02:09.431488] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:02:09.551316] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:02:09.551472] [INFO ] [CONFIGURE ] PLD: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T02:02:09.551515] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3244 tests
[2025-10-18T02:02:09.551591] [INFO ] [CONFIGURE ] PLD: Testing feature 20/29: add_price_rejection
[2025-10-18T02:02:09.551664] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T02:02:09.673915] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:02:09.797511] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:09.920809] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:10.044777] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:10.170011] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:10.293909] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:10.419612] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:02:10.546477] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:02:10.677066] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:02:10.803286] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:02:10.803422] [INFO ] [CONFIGURE ] PLD: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:02:10.803465] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3243 tests
[2025-10-18T02:02:10.803499] [INFO ] [CONFIGURE ] PLD: Testing feature 21/29: add_range_position
[2025-10-18T02:02:10.803528] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T02:02:10.936767] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:11.070680] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:11.204343] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:11.337956] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:11.500831] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:11.646513] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:11.791712] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:02:11.933533] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:02:12.073184] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:02:12.214629] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:02:12.214810] [INFO ] [CONFIGURE ] PLD: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T02:02:12.214856] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3242 tests
[2025-10-18T02:02:12.214891] [INFO ] [CONFIGURE ] PLD: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:02:12.214921] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T02:02:12.365110] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:02:12.523854] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:12.682477] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:02:12.841357] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:12.999039] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:13.166537] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:13.326140] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:02:13.485396] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:02:13.651464] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:02:13.809226] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:02:13.809404] [INFO ] [CONFIGURE ] PLD: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T02:02:13.809450] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3241 tests
[2025-10-18T02:02:13.809485] [INFO ] [CONFIGURE ] PLD: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:02:13.809517] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T02:02:13.935031] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:14.060885] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:14.191482] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:02:14.318365] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:14.449431] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:14.583420] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:14.714874] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:02:14.850292] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:02:14.984497] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:02:15.128615] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:02:15.128834] [INFO ] [CONFIGURE ] PLD: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T02:02:15.128898] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3240 tests
[2025-10-18T02:02:15.128939] [INFO ] [CONFIGURE ] PLD: Testing feature 24/29: add_rsi
[2025-10-18T02:02:15.128974] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T02:02:15.283451] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:02:15.433727] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:15.583789] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:02:15.748832] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:15.927258] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:16.086856] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:16.242958] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:16.396500] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:16.554823] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:02:16.708370] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:02:16.708535] [INFO ] [CONFIGURE ] PLD: DISCARDED add_rsi (score: 20.00%)
[2025-10-18T02:02:16.708579] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3239 tests
[2025-10-18T02:02:16.708614] [INFO ] [CONFIGURE ] PLD: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:02:16.708666] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T02:02:16.832336] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:02:16.956127] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:17.082344] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:17.206997] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:17.332069] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:17.458221] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:17.586163] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:17.712354] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:02:17.839423] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:02:17.966678] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:02:17.966844] [INFO ] [CONFIGURE ] PLD: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T02:02:17.966888] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3238 tests
[2025-10-18T02:02:17.966922] [INFO ] [CONFIGURE ] PLD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:02:17.966954] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T02:02:18.092659] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:18.220456] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:18.347052] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:18.474975] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:18.605048] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:18.736875] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:18.869061] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:19.002804] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:19.135268] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:02:19.268868] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:02:19.269054] [INFO ] [CONFIGURE ] PLD: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T02:02:19.269099] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3237 tests
[2025-10-18T02:02:19.269136] [INFO ] [CONFIGURE ] PLD: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:02:19.269168] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T02:02:19.403722] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:02:19.541720] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:19.681636] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:19.821388] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:19.958031] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:20.096304] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:20.235298] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:20.374525] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:20.516509] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:02:20.671943] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:02:20.672122] [INFO ] [CONFIGURE ] PLD: DISCARDED add_volume_price_divergence (score: 20.00%)
[2025-10-18T02:02:20.672168] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3236 tests
[2025-10-18T02:02:20.672205] [INFO ] [CONFIGURE ] PLD: Testing feature 28/29: add_volume_profile
[2025-10-18T02:02:20.672237] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T02:02:20.801438] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:02:20.937552] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:21.075990] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:21.211383] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:21.339376] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:21.472340] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:21.605592] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:21.742276] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:02:21.882988] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:02:22.018875] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:02:22.019047] [INFO ] [CONFIGURE ] PLD: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:02:22.019092] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3235 tests
[2025-10-18T02:02:22.019128] [INFO ] [CONFIGURE ] PLD: Testing feature 29/29: add_vwap
[2025-10-18T02:02:22.019160] [INFO ] [CONFIGURE ] PLD: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T02:02:22.154379] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:22.288953] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:22.421819] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:02:22.557257] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:22.694813] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:22.829827] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:22.970751] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:02:23.109966] [DEBUG] [FORECASTER] PLD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:02:23.252768] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:02:23.395979] [DEBUG] [FORECASTER] PLD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:02:23.396224] [INFO ] [CONFIGURE ] PLD: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:02:23.396355] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3234 tests
[2025-10-18T02:02:23.396436] [INFO ] [CONFIGURE ] PLD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:02:23.396508] [INFO ] [CONFIGURE ] PLD: Best accuracy: 60.00%
[2025-10-18T02:02:23.396587] [INFO ] [CONFIGURE ] PLD: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T02:02:23.396688] [INFO ] [CONFIGURE ] PLD: Improvement over baseline: 10.00%
[2025-10-18T02:02:23.396764] [INFO ] [CONFIGURE ] PLD: Total time: 40.0 seconds
[2025-10-18T02:02:23.396886] [INFO ] [CONFIGURE ] PLD: Average time per feature: 1.4 seconds
[2025-10-18T02:02:23.396961] [INFO ] [CONFIGURE ] PLD: Average speed: 0.73 features/sec
[2025-10-18T02:02:23.397428] [INFO ] [LOCAL     ] Saved configuration for PLD: 1 features, 60.00% accuracy -> ./output/feature-sets/PLD.json
[2025-10-18T02:02:23.397513] [INFO ] [CONFIGURE ] PLD: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-18T02:02:23.397608] [INFO ] [sig       ] [271/380] Successfully configured PLD | 0.02 sym/s | Total: 3.3h | ETA: 1.3h
[2025-10-18T02:02:23.397716] [INFO ] [sig       ] [272/380] Configuring PLNT...
[2025-10-18T02:02:23.397781] [INFO ] [CONFIGURE ] PLNT: Configurate test run.
[2025-10-18T02:02:23.397894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLNT' from 'https://tdm.silogroup.org/data/derivative_storage/PLNT.csv'.
[2025-10-18T02:02:23.409968] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PLNT'.
[2025-10-18T02:02:23.410353] [INFO ] [CONFIGURE ] PLNT: Testing with 29 available features
[2025-10-18T02:02:23.410411] [INFO ] [CONFIGURE ] PLNT: Establishing baseline with no features...
[2025-10-18T02:02:23.514103] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:23.619185] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:23.721982] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:23.825878] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:02:23.930748] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:24.037463] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:24.145709] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:24.253740] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:24.364479] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:24.473665] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:24.473821] [INFO ] [CONFIGURE ] PLNT: Baseline score (no features): 60.00%
[2025-10-18T02:02:24.473864] [INFO ] [CONFIGURE ] PLNT: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:02:24.473897] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:02:24.603274] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:24.724378] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:24.843281] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:02:24.961471] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:25.083627] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:25.205919] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:25.329047] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:25.456516] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:25.582771] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:25.709602] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:25.709823] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T02:02:25.709874] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3233 tests
[2025-10-18T02:02:25.709912] [INFO ] [CONFIGURE ] PLNT: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:02:25.709967] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:02:25.837688] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:25.964329] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:26.093661] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:26.215446] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:02:26.341151] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:26.468209] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:26.595810] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:26.723162] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:26.850556] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:02:26.982582] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:02:26.982771] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T02:02:26.982824] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3232 tests
[2025-10-18T02:02:26.982860] [INFO ] [CONFIGURE ] PLNT: Testing feature 3/29: add_daily_returns
[2025-10-18T02:02:26.982891] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_daily_returns']
[2025-10-18T02:02:27.093895] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:27.203771] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:27.312707] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:27.435072] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:27.546043] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:27.656746] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:27.766879] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:27.877824] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:02:27.994456] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:28.105382] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:02:28.105543] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:02:28.105718] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3231 tests
[2025-10-18T02:02:28.105761] [INFO ] [CONFIGURE ] PLNT: Testing feature 4/29: add_ema
[2025-10-18T02:02:28.105794] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_ema']
[2025-10-18T02:02:28.225777] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:02:28.352266] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:28.485849] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:28.609605] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:28.733257] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:28.857241] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:28.981911] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:29.107571] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:29.236770] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:29.369823] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:29.370054] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:02:29.370114] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3230 tests
[2025-10-18T02:02:29.370154] [INFO ] [CONFIGURE ] PLNT: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:02:29.370189] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:02:29.505086] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:29.678903] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:29.818182] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:29.961460] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:30.106376] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:30.244503] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:30.378538] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:30.525243] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:30.663231] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:30.799000] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:02:30.799186] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T02:02:30.799230] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3229 tests
[2025-10-18T02:02:30.799266] [INFO ] [CONFIGURE ] PLNT: Testing feature 6/29: add_failed_moves
[2025-10-18T02:02:30.799298] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_failed_moves']
[2025-10-18T02:02:30.913460] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:31.023991] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:31.134369] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:31.246311] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:02:31.358115] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:31.474030] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:31.616857] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:31.769334] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:31.936093] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:32.106934] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:32.107154] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:02:32.107208] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3228 tests
[2025-10-18T02:02:32.107250] [INFO ] [CONFIGURE ] PLNT: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:02:32.107289] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_lag_shelf']
[2025-10-18T02:02:32.258870] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:32.395749] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:32.512267] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:32.642270] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:02:32.765495] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:32.884794] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:32.988759] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:33.092244] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:33.199408] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:33.307111] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:33.307283] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T02:02:33.307325] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3227 tests
[2025-10-18T02:02:33.307359] [INFO ] [CONFIGURE ] PLNT: Testing feature 8/29: add_macd
[2025-10-18T02:02:33.307391] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:02:33.449857] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:33.591921] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:33.735439] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:02:33.877944] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:34.021569] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:34.164507] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:34.306188] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:34.448529] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:34.592701] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:34.737618] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:34.737895] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_macd (score: 40.00%)
[2025-10-18T02:02:34.737955] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3226 tests
[2025-10-18T02:02:34.737992] [INFO ] [CONFIGURE ] PLNT: Testing feature 9/29: add_mfi
[2025-10-18T02:02:34.738024] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi']
[2025-10-18T02:02:34.855517] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:34.973246] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:35.093710] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:35.218356] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:02:35.340814] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:35.469005] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:35.603429] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:35.763866] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:35.891390] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:02:36.020250] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:36.020481] [INFO ] [CONFIGURE ] PLNT: KEPT add_mfi (score: 70.00%)
[2025-10-18T02:02:36.020545] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3225 tests
[2025-10-18T02:02:36.020606] [INFO ] [CONFIGURE ] PLNT: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:02:36.020660] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:02:36.177085] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:36.334536] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:36.499334] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:36.655458] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:36.808871] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:36.974076] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:37.128680] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:37.284822] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:37.445172] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:37.602919] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:37.603091] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:02:37.603135] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3224 tests
[2025-10-18T02:02:37.603169] [INFO ] [CONFIGURE ] PLNT: Testing feature 11/29: add_obv_daily
[2025-10-18T02:02:37.603201] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-18T02:02:37.730426] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:37.857080] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:37.985567] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:02:38.114482] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:38.240961] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:38.373857] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:38.502594] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:38.631782] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:38.790887] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:38.924347] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:02:38.924521] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T02:02:38.924566] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3223 tests
[2025-10-18T02:02:38.924601] [INFO ] [CONFIGURE ] PLNT: Testing feature 12/29: add_obv_interval
[2025-10-18T02:02:38.924634] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-18T02:02:39.065252] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:39.205124] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:39.350009] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:39.482621] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:02:39.619714] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:39.746898] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:39.878437] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:40.010444] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:40.144600] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:40.283843] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:40.284032] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:02:40.284089] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3222 tests
[2025-10-18T02:02:40.284126] [INFO ] [CONFIGURE ] PLNT: Testing feature 13/29: add_opening_strength
[2025-10-18T02:02:40.284159] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:02:40.424555] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:40.564805] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:40.706435] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:40.853134] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:40.996400] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:41.148388] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:41.286751] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:41.426628] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:41.566152] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:41.713593] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:02:41.713816] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:02:41.713878] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3221 tests
[2025-10-18T02:02:41.713923] [INFO ] [CONFIGURE ] PLNT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:02:41.713953] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-10-18T02:02:41.853506] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:41.992279] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:42.138085] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:42.279254] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:42.420258] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:42.561789] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:42.705861] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:42.852633] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:42.996939] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:43.147080] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:43.147269] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:02:43.147321] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3220 tests
[2025-10-18T02:02:43.147358] [INFO ] [CONFIGURE ] PLNT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:02:43.147392] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T02:02:43.277950] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:43.418092] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:43.542519] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:02:43.667150] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:02:43.791008] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:43.914856] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:44.043984] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:44.168789] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:44.294344] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:44.421816] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:44.421999] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T02:02:44.422042] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3219 tests
[2025-10-18T02:02:44.422075] [INFO ] [CONFIGURE ] PLNT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:02:44.422105] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T02:02:44.552026] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:44.682391] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:44.856023] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:45.001219] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:45.143215] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:45.293287] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:45.445751] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:45.590077] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:45.733339] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:45.874422] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:45.874599] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T02:02:45.874665] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3218 tests
[2025-10-18T02:02:45.874725] [INFO ] [CONFIGURE ] PLNT: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:02:45.874759] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-10-18T02:02:46.014321] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:46.148132] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:46.284047] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:46.423347] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:02:46.557502] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:46.699595] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:46.846098] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:46.990166] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:47.136018] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:47.281438] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:47.281612] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:02:47.281708] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3217 tests
[2025-10-18T02:02:47.281759] [INFO ] [CONFIGURE ] PLNT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:02:47.281791] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T02:02:47.416528] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:47.555564] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:47.686156] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:47.824848] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:02:47.954218] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:48.083029] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:48.212281] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:48.347577] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:48.477783] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:48.610095] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:48.610265] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T02:02:48.610311] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3216 tests
[2025-10-18T02:02:48.610347] [INFO ] [CONFIGURE ] PLNT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:02:48.610381] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T02:02:48.741102] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:48.870973] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:48.999135] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:02:49.128341] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:49.264337] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:49.391863] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:49.522123] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:49.647748] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:49.782200] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:49.917738] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:49.918020] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T02:02:49.918086] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3215 tests
[2025-10-18T02:02:49.918148] [INFO ] [CONFIGURE ] PLNT: Testing feature 20/29: add_price_rejection
[2025-10-18T02:02:49.918186] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-10-18T02:02:50.063818] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:50.203502] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:50.347949] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:02:50.483597] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:50.618771] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:50.760103] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:50.937370] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:51.075469] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:51.216104] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:02:51.355838] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:51.356003] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T02:02:51.356050] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3214 tests
[2025-10-18T02:02:51.356086] [INFO ] [CONFIGURE ] PLNT: Testing feature 21/29: add_range_position
[2025-10-18T02:02:51.356118] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_range_position']
[2025-10-18T02:02:51.501971] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:02:51.654845] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:51.809962] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:02:51.968503] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:02:52.118183] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:52.269660] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:52.421754] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:52.570594] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:52.721676] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:52.869213] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:02:52.869381] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_range_position (score: 20.00%)
[2025-10-18T02:02:52.869428] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3213 tests
[2025-10-18T02:02:52.869464] [INFO ] [CONFIGURE ] PLNT: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:02:52.869496] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-10-18T02:02:53.028160] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:02:53.189568] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:53.351983] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:02:53.513368] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:02:53.675398] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:53.836917] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:54.000992] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:54.159842] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:54.342116] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:02:54.510511] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:54.510818] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T02:02:54.510885] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3212 tests
[2025-10-18T02:02:54.510927] [INFO ] [CONFIGURE ] PLNT: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:02:54.510960] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-10-18T02:02:54.643365] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:54.779488] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:54.911426] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:55.045401] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:02:55.182735] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:55.315226] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:55.448193] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:55.582344] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:55.720204] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:55.855833] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:55.856053] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:02:55.856103] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3211 tests
[2025-10-18T02:02:55.856139] [INFO ] [CONFIGURE ] PLNT: Testing feature 24/29: add_rsi
[2025-10-18T02:02:55.856171] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-10-18T02:02:56.008973] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:02:56.154440] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:56.300414] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:02:56.452179] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:02:56.605205] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:56.758118] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:56.907851] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:57.057573] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:02:57.207031] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:57.356740] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:02:57.356891] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:02:57.356934] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3210 tests
[2025-10-18T02:02:57.356968] [INFO ] [CONFIGURE ] PLNT: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:02:57.356998] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-10-18T02:02:57.482302] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:02:57.610358] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:02:57.735811] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:02:57.865791] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:02:57.997288] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:58.130869] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:02:58.262973] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:58.394204] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:58.524211] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:58.654418] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:02:58.654589] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T02:02:58.654633] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3209 tests
[2025-10-18T02:02:58.654707] [INFO ] [CONFIGURE ] PLNT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:02:58.654748] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T02:02:58.780519] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:02:58.905938] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:02:59.027431] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:02:59.155752] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:02:59.283189] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:02:59.410120] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:02:59.537439] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:02:59.667740] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:02:59.801394] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:02:59.929503] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:02:59.929623] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-18T02:02:59.929700] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3208 tests
[2025-10-18T02:02:59.929747] [INFO ] [CONFIGURE ] PLNT: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:02:59.929780] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_volume_price_divergence']
[2025-10-18T02:03:00.066325] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:00.201299] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:00.336856] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:00.472799] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:03:00.608426] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:00.747422] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:03:00.884312] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:01.021723] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:01.164590] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:01.314961] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:01.315094] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T02:03:01.315139] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3207 tests
[2025-10-18T02:03:01.315175] [INFO ] [CONFIGURE ] PLNT: Testing feature 28/29: add_volume_profile
[2025-10-18T02:03:01.315244] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_volume_profile']
[2025-10-18T02:03:01.444853] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:01.573133] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:01.703158] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:01.835340] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:03:01.966466] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:02.095914] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:03:02.224872] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:02.369169] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:02.514020] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:03:02.649293] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:02.649469] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:03:02.649514] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3206 tests
[2025-10-18T02:03:02.649550] [INFO ] [CONFIGURE ] PLNT: Testing feature 29/29: add_vwap
[2025-10-18T02:03:02.649584] [INFO ] [CONFIGURE ] PLNT: Testing with features: ['add_mfi', 'add_vwap']
[2025-10-18T02:03:02.776699] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:02.914015] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:03.046135] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:03.179151] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:03:03.311975] [DEBUG] [FORECASTER] PLNT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:03.448989] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:03:03.601259] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:03.753166] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:03.910737] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:03:04.059404] [DEBUG] [FORECASTER] PLNT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:04.059600] [INFO ] [CONFIGURE ] PLNT: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:03:04.059666] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3205 tests
[2025-10-18T02:03:04.059726] [INFO ] [CONFIGURE ] PLNT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:03:04.059760] [INFO ] [CONFIGURE ] PLNT: Best accuracy: 70.00%
[2025-10-18T02:03:04.059792] [INFO ] [CONFIGURE ] PLNT: Best feature set (1 features): ['add_mfi']
[2025-10-18T02:03:04.059821] [INFO ] [CONFIGURE ] PLNT: Improvement over baseline: 10.00%
[2025-10-18T02:03:04.059848] [INFO ] [CONFIGURE ] PLNT: Total time: 39.6 seconds
[2025-10-18T02:03:04.059875] [INFO ] [CONFIGURE ] PLNT: Average time per feature: 1.4 seconds
[2025-10-18T02:03:04.059902] [INFO ] [CONFIGURE ] PLNT: Average speed: 0.73 features/sec
[2025-10-18T02:03:04.060502] [INFO ] [LOCAL     ] Saved configuration for PLNT: 1 features, 70.00% accuracy -> ./output/feature-sets/PLNT.json
[2025-10-18T02:03:04.060573] [INFO ] [CONFIGURE ] PLNT: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-18T02:03:04.060682] [INFO ] [sig       ] [272/380] Successfully configured PLNT | 0.02 sym/s | Total: 3.3h | ETA: 1.3h
[2025-10-18T02:03:04.060782] [INFO ] [sig       ] [273/380] Configuring PLOW...
[2025-10-18T02:03:04.060848] [INFO ] [CONFIGURE ] PLOW: Configurate test run.
[2025-10-18T02:03:04.060903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLOW' from 'https://tdm.silogroup.org/data/derivative_storage/PLOW.csv'.
[2025-10-18T02:03:04.075577] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PLOW'.
[2025-10-18T02:03:04.076098] [INFO ] [CONFIGURE ] PLOW: Testing with 29 available features
[2025-10-18T02:03:04.076158] [INFO ] [CONFIGURE ] PLOW: Establishing baseline with no features...
[2025-10-18T02:03:04.182074] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:04.301398] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:04.417127] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:03:04.522232] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:03:04.644958] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:04.753320] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:04.857239] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:04.959535] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:05.061745] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:05.165489] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:05.165630] [INFO ] [CONFIGURE ] PLOW: Baseline score (no features): 40.00%
[2025-10-18T02:03:05.165706] [INFO ] [CONFIGURE ] PLOW: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:03:05.165749] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:03:05.288715] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:05.408124] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:05.524409] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:05.642106] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:03:05.762704] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:05.892254] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:06.042228] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:03:06.160454] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:06.286179] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:03:06.417507] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:06.417732] [INFO ] [CONFIGURE ] PLOW: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T02:03:06.417796] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3204 tests
[2025-10-18T02:03:06.417865] [INFO ] [CONFIGURE ] PLOW: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:03:06.417902] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:03:06.559560] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:06.701600] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:03:06.846185] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:03:06.984129] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:03:07.122636] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:07.263170] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:03:07.401809] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:03:07.540218] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:07.691620] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:03:07.832605] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:07.832828] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T02:03:07.832880] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3203 tests
[2025-10-18T02:03:07.832918] [INFO ] [CONFIGURE ] PLOW: Testing feature 3/29: add_daily_returns
[2025-10-18T02:03:07.832953] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:03:07.961810] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:08.093693] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:08.220592] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:08.342370] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:03:08.478998] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:08.606123] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:08.739058] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:08.871568] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:09.011160] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:03:09.143605] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:09.143816] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T02:03:09.143865] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3202 tests
[2025-10-18T02:03:09.143902] [INFO ] [CONFIGURE ] PLOW: Testing feature 4/29: add_ema
[2025-10-18T02:03:09.143934] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T02:03:09.284605] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:09.427507] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:09.571672] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:09.737509] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:03:09.883617] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:10.038160] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:10.176675] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:10.319464] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:10.460672] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:10.604005] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:10.604189] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_ema (score: 50.00%)
[2025-10-18T02:03:10.604235] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3201 tests
[2025-10-18T02:03:10.604316] [INFO ] [CONFIGURE ] PLOW: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:03:10.604370] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:03:10.753475] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:10.907186] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:11.050921] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:03:11.195886] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:03:11.339992] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:11.488672] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:03:11.636929] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:11.791382] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:11.947502] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:12.127542] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:12.127739] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:03:12.127837] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3200 tests
[2025-10-18T02:03:12.127897] [INFO ] [CONFIGURE ] PLOW: Testing feature 6/29: add_failed_moves
[2025-10-18T02:03:12.127933] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T02:03:12.254521] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:12.381230] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:12.511867] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:12.645996] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:03:12.788754] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:12.920550] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:13.054613] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:03:13.189517] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:13.336201] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:03:13.467984] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:13.468150] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T02:03:13.468193] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3199 tests
[2025-10-18T02:03:13.468339] [INFO ] [CONFIGURE ] PLOW: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:03:13.468396] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T02:03:13.589592] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:13.721922] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:13.860697] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:13.980057] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:03:14.101205] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:14.220478] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:14.341051] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:14.461033] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:14.586392] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:03:14.707504] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:14.707689] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T02:03:14.707748] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3198 tests
[2025-10-18T02:03:14.707785] [INFO ] [CONFIGURE ] PLOW: Testing feature 8/29: add_macd
[2025-10-18T02:03:14.707843] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T02:03:14.863861] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:15.020456] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:15.179968] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:15.340353] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:03:15.506416] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:15.674968] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:15.842241] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:16.001521] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:16.165675] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:16.330242] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:16.330455] [INFO ] [CONFIGURE ] PLOW: KEPT add_macd (score: 60.00%)
[2025-10-18T02:03:16.330504] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3197 tests
[2025-10-18T02:03:16.330542] [INFO ] [CONFIGURE ] PLOW: Testing feature 9/29: add_mfi
[2025-10-18T02:03:16.330577] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T02:03:16.514731] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:16.703552] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:16.886765] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:17.079545] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:03:17.262393] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:17.451877] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:17.628537] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:17.821178] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:18.082494] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:18.288552] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:18.288792] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T02:03:18.288847] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3196 tests
[2025-10-18T02:03:18.288886] [INFO ] [CONFIGURE ] PLOW: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:03:18.288921] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:03:18.477022] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:18.661878] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:18.848155] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:03:19.035007] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:03:19.227218] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:19.413951] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:19.606405] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:19.817436] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:20.008584] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:20.211939] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:20.212161] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T02:03:20.212243] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3195 tests
[2025-10-18T02:03:20.212304] [INFO ] [CONFIGURE ] PLOW: Testing feature 11/29: add_obv_daily
[2025-10-18T02:03:20.212342] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-18T02:03:20.381574] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:20.565857] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:20.734744] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:20.906303] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:03:21.080472] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:21.258198] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:21.423552] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:21.589152] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:21.761630] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:21.958801] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:21.959000] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:03:21.959058] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3194 tests
[2025-10-18T02:03:21.959129] [INFO ] [CONFIGURE ] PLOW: Testing feature 12/29: add_obv_interval
[2025-10-18T02:03:21.959174] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-18T02:03:22.137418] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:22.309132] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:22.469888] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:03:22.630905] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:03:22.794469] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:22.961167] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:23.125186] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:23.288560] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:23.455208] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:23.622073] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:23.622249] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T02:03:23.622301] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3193 tests
[2025-10-18T02:03:23.622343] [INFO ] [CONFIGURE ] PLOW: Testing feature 13/29: add_opening_strength
[2025-10-18T02:03:23.622381] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:03:23.798564] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:23.970323] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:24.146510] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:24.319190] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:03:24.492950] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:24.664891] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:24.839172] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:25.019214] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:25.202618] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:25.383190] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:25.383409] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:03:25.383472] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3192 tests
[2025-10-18T02:03:25.383533] [INFO ] [CONFIGURE ] PLOW: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:03:25.383570] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-18T02:03:25.571874] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:25.753374] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:25.925971] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:26.099049] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:03:26.279515] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:26.453634] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:26.629156] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:26.802900] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:03:26.976230] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:27.154969] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:27.155180] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T02:03:27.155232] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3191 tests
[2025-10-18T02:03:27.155269] [INFO ] [CONFIGURE ] PLOW: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:03:27.155302] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-18T02:03:27.313530] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:27.469799] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:27.631338] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:27.791569] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:03:27.950747] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:28.109769] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:28.270238] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:28.429364] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:28.592676] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:28.761287] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:28.761469] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:03:28.761512] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3190 tests
[2025-10-18T02:03:28.761547] [INFO ] [CONFIGURE ] PLOW: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:03:28.761580] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-18T02:03:28.931391] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:29.102199] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:29.269860] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:03:29.436753] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:03:29.598921] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:29.771210] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:29.949612] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:30.151995] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:30.351775] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:30.545102] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:30.545307] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T02:03:30.545367] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3189 tests
[2025-10-18T02:03:30.545406] [INFO ] [CONFIGURE ] PLOW: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:03:30.545439] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-18T02:03:30.738915] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:30.913626] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:31.093802] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:31.277963] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:03:31.454090] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:31.631843] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:31.817144] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:31.991466] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:32.162303] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:32.333623] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:32.333823] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:03:32.333871] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3188 tests
[2025-10-18T02:03:32.333907] [INFO ] [CONFIGURE ] PLOW: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:03:32.333938] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-18T02:03:32.489894] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:32.657660] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:32.838866] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:33.009568] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:03:33.181344] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:33.356547] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:33.521833] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:33.690269] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:33.860318] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:34.028161] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:34.028352] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:03:34.028397] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3187 tests
[2025-10-18T02:03:34.028431] [INFO ] [CONFIGURE ] PLOW: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:03:34.028463] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-18T02:03:34.192182] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:34.349083] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:34.502829] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:34.666037] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:03:34.820803] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:34.979340] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:35.134916] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:35.293580] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:35.451158] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:35.608171] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:35.608350] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T02:03:35.608395] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3186 tests
[2025-10-18T02:03:35.608430] [INFO ] [CONFIGURE ] PLOW: Testing feature 20/29: add_price_rejection
[2025-10-18T02:03:35.608461] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-18T02:03:35.775502] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:35.944250] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:36.117683] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:36.296991] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:03:36.500924] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:36.683496] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:36.860996] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:37.040707] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:37.213131] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:37.383586] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:37.383769] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T02:03:37.383820] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3185 tests
[2025-10-18T02:03:37.383856] [INFO ] [CONFIGURE ] PLOW: Testing feature 21/29: add_range_position
[2025-10-18T02:03:37.383888] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-18T02:03:37.551911] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:37.722009] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:37.892698] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:38.070931] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:03:38.249888] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:38.429378] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:38.610385] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:38.789801] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:38.967051] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:39.143296] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:39.143489] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:03:39.143534] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3184 tests
[2025-10-18T02:03:39.143569] [INFO ] [CONFIGURE ] PLOW: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:03:39.143600] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-18T02:03:39.331754] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:39.549427] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:39.744226] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:39.935819] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:03:40.127911] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:40.322432] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:40.516613] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:40.712145] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:40.912868] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:41.117139] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:41.117316] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:03:41.117360] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3183 tests
[2025-10-18T02:03:41.117396] [INFO ] [CONFIGURE ] PLOW: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:03:41.117427] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-18T02:03:41.288638] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:41.463989] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:41.650290] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:41.854296] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:03:42.057993] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:42.293988] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:42.558721] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:42.744887] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:42.922313] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:43.097372] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:43.097581] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T02:03:43.097669] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3182 tests
[2025-10-18T02:03:43.097730] [INFO ] [CONFIGURE ] PLOW: Testing feature 24/29: add_rsi
[2025-10-18T02:03:43.097768] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-18T02:03:43.278551] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:43.460497] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:43.645210] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:43.829534] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:03:44.020074] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:44.209610] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:44.402966] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:44.592794] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:44.788367] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:44.985165] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:44.985333] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:03:44.985380] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3181 tests
[2025-10-18T02:03:44.985418] [INFO ] [CONFIGURE ] PLOW: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:03:44.985453] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-18T02:03:45.146042] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:45.306566] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:45.475021] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:45.638741] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:03:45.820305] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:45.985385] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:46.146845] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:46.308398] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:46.471187] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:46.633931] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:46.634121] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T02:03:46.634213] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3180 tests
[2025-10-18T02:03:46.634256] [INFO ] [CONFIGURE ] PLOW: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:03:46.634289] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-18T02:03:46.799167] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:46.966515] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:47.136310] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:47.303396] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:03:47.470703] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:47.639272] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:47.813016] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:47.979194] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:48.147381] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:48.316374] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:48.316548] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:03:48.316594] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3179 tests
[2025-10-18T02:03:48.316633] [INFO ] [CONFIGURE ] PLOW: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:03:48.316709] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-18T02:03:48.489120] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:48.661891] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:48.837397] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:49.010825] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:03:49.186044] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:49.362914] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:49.542379] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:49.718603] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:49.899245] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:50.078105] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:50.078297] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T02:03:50.078345] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3178 tests
[2025-10-18T02:03:50.078383] [INFO ] [CONFIGURE ] PLOW: Testing feature 28/29: add_volume_profile
[2025-10-18T02:03:50.078418] [INFO ] [CONFIGURE ] PLOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-18T02:03:50.240409] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:50.404509] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:50.569132] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:03:50.741133] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:03:50.921187] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:51.092374] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:03:51.262261] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:51.430204] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:51.646892] [DEBUG] [FORECASTER] PLOW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:03:51.840572] [DEBUG] [FORECASTER] PLOW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:03:51.840810] [INFO ] [CONFIGURE ] PLOW: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T02:03:51.840863] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3177 tests
[2025-10-18T02:03:51.840904] [INFO ] [CONFIGURE ] PLOW: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:03:51.840939] [INFO ] [CONFIGURE ] PLOW: Best accuracy: 60.00%
[2025-10-18T02:03:51.840976] [INFO ] [CONFIGURE ] PLOW: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T02:03:51.841012] [INFO ] [CONFIGURE ] PLOW: Improvement over baseline: 20.00%
[2025-10-18T02:03:51.841043] [INFO ] [CONFIGURE ] PLOW: Total time: 46.7 seconds
[2025-10-18T02:03:51.841072] [INFO ] [CONFIGURE ] PLOW: Average time per feature: 1.7 seconds
[2025-10-18T02:03:51.841104] [INFO ] [CONFIGURE ] PLOW: Average speed: 0.62 features/sec
[2025-10-18T02:03:51.841638] [INFO ] [LOCAL     ] Saved configuration for PLOW: 3 features, 60.00% accuracy -> ./output/feature-sets/PLOW.json
[2025-10-18T02:03:51.841722] [INFO ] [CONFIGURE ] PLOW: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-10-18T02:03:51.841778] [INFO ] [sig       ] [273/380] Successfully configured PLOW | 0.02 sym/s | Total: 3.3h | ETA: 1.3h
[2025-10-18T02:03:51.841836] [INFO ] [sig       ] [274/380] Configuring PLYM...
[2025-10-18T02:03:51.841872] [INFO ] [CONFIGURE ] PLYM: Configurate test run.
[2025-10-18T02:03:51.841906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-10-18T02:03:51.854305] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PLYM'.
[2025-10-18T02:03:51.854737] [INFO ] [CONFIGURE ] PLYM: Testing with 29 available features
[2025-10-18T02:03:51.854797] [INFO ] [CONFIGURE ] PLYM: Establishing baseline with no features...
[2025-10-18T02:03:51.970194] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:52.075185] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:52.182667] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:52.288752] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:03:52.396222] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:52.506123] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:03:52.617203] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:52.731783] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:52.846978] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:03:52.960339] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:03:52.960512] [INFO ] [CONFIGURE ] PLYM: Baseline score (no features): 60.00%
[2025-10-18T02:03:52.960556] [INFO ] [CONFIGURE ] PLYM: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:03:52.960590] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:03:53.079147] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:53.186887] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:03:53.303495] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:53.420234] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:03:53.530539] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:03:53.641462] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:03:53.771353] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:53.889378] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:54.018596] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:03:54.154064] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:03:54.154288] [INFO ] [CONFIGURE ] PLYM: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-18T02:03:54.154374] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3176 tests
[2025-10-18T02:03:54.154437] [INFO ] [CONFIGURE ] PLYM: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:03:54.154479] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:03:54.292526] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:54.434797] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:03:54.566535] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:54.697069] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:03:54.830561] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:03:54.964607] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:03:55.100082] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:03:55.235537] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:55.373792] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:03:55.512501] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:03:55.512701] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T02:03:55.512761] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3175 tests
[2025-10-18T02:03:55.512802] [INFO ] [CONFIGURE ] PLYM: Testing feature 3/29: add_daily_returns
[2025-10-18T02:03:55.512837] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:03:55.633808] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:55.755667] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:03:55.875323] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:55.996543] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:03:56.119723] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:03:56.245227] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:03:56.370159] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:56.493951] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:56.616795] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:03:56.743389] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:03:56.743565] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:03:56.743608] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3174 tests
[2025-10-18T02:03:56.743663] [INFO ] [CONFIGURE ] PLYM: Testing feature 4/29: add_ema
[2025-10-18T02:03:56.743722] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T02:03:56.884450] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:03:57.047673] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:03:57.199288] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:57.343170] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:03:57.485361] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:03:57.620585] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:03:57.765038] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:03:57.907850] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:03:58.049273] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:03:58.201802] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:03:58.202009] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_ema (score: 60.00%)
[2025-10-18T02:03:58.202058] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3173 tests
[2025-10-18T02:03:58.202097] [INFO ] [CONFIGURE ] PLYM: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:03:58.202133] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:03:58.358536] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:03:58.505929] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:03:58.653001] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:03:58.808292] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:03:58.960133] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:03:59.115927] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:03:59.270012] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:03:59.427633] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:03:59.587879] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:03:59.750833] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:03:59.751686] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:03:59.751749] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3172 tests
[2025-10-18T02:03:59.751787] [INFO ] [CONFIGURE ] PLYM: Testing feature 6/29: add_failed_moves
[2025-10-18T02:03:59.751818] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T02:03:59.882815] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:00.009531] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:04:00.137871] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:00.266507] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:00.396925] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:00.526015] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:00.655218] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:04:00.784607] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:04:00.915275] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:01.045269] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:01.045434] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:04:01.045476] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3171 tests
[2025-10-18T02:04:01.045510] [INFO ] [CONFIGURE ] PLYM: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:04:01.045540] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T02:04:01.170326] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:01.297311] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:04:01.436038] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:01.573941] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:01.698886] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:04:01.828335] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:01.955612] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:04:02.092640] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:04:02.239225] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:02.375610] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:04:02.375827] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T02:04:02.375893] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3170 tests
[2025-10-18T02:04:02.375932] [INFO ] [CONFIGURE ] PLYM: Testing feature 8/29: add_macd
[2025-10-18T02:04:02.375964] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T02:04:02.551396] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:02.717158] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:04:02.879082] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:03.042742] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:03.211355] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:03.380580] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:03.549189] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:03.763940] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:04:03.929832] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:04.092670] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:04.092854] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_macd (score: 70.00%)
[2025-10-18T02:04:04.092902] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3169 tests
[2025-10-18T02:04:04.092935] [INFO ] [CONFIGURE ] PLYM: Testing feature 9/29: add_mfi
[2025-10-18T02:04:04.092966] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T02:04:04.231820] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:04.382445] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:04:04.526002] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:04.664161] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:04.803286] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:04.946302] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:05.088526] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:04:05.226494] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:04:05.372867] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:05.527063] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:05.527269] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T02:04:05.527315] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3168 tests
[2025-10-18T02:04:05.527352] [INFO ] [CONFIGURE ] PLYM: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:04:05.527386] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:04:05.692864] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:05.858347] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:04:06.008777] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:06.155117] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:06.304213] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:04:06.462449] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:06.615689] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:04:06.798628] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:04:06.954062] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:07.111737] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:07.111905] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T02:04:07.111970] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3167 tests
[2025-10-18T02:04:07.112005] [INFO ] [CONFIGURE ] PLYM: Testing feature 11/29: add_obv_daily
[2025-10-18T02:04:07.112035] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T02:04:07.233453] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:07.361145] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:04:07.487362] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:07.615284] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:07.741458] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:04:07.866366] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:07.991185] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:08.115820] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:08.240099] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:08.364943] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:08.365103] [INFO ] [CONFIGURE ] PLYM: KEPT add_obv_daily (score: 80.00%)
[2025-10-18T02:04:08.365147] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3166 tests
[2025-10-18T02:04:08.365180] [INFO ] [CONFIGURE ] PLYM: Testing feature 12/29: add_obv_interval
[2025-10-18T02:04:08.365211] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval']
[2025-10-18T02:04:08.499713] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:08.638834] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:04:08.777989] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:08.917822] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:09.054888] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:09.193542] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:09.338439] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:09.487685] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:09.627503] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:09.766153] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:09.766283] [INFO ] [CONFIGURE ] PLYM: KEPT add_obv_interval (score: 90.00%)
[2025-10-18T02:04:09.766326] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3165 tests
[2025-10-18T02:04:09.766362] [INFO ] [CONFIGURE ] PLYM: Testing feature 13/29: add_opening_strength
[2025-10-18T02:04:09.766393] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:04:09.925756] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:10.101566] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:04:10.260235] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:04:10.424091] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:10.585027] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:10.739329] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:10.891851] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:11.044540] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:11.197467] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:11.351206] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:11.351374] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T02:04:11.351418] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3164 tests
[2025-10-18T02:04:11.351452] [INFO ] [CONFIGURE ] PLYM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:04:11.351482] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-18T02:04:11.503721] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:11.657044] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:04:11.812183] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:11.968328] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:12.124309] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:12.284089] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:12.440828] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:12.598774] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:12.755967] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:12.916169] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:12.916347] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T02:04:12.916392] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3163 tests
[2025-10-18T02:04:12.916426] [INFO ] [CONFIGURE ] PLYM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:04:12.916463] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-18T02:04:13.054996] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:13.193554] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:04:13.331398] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:13.470371] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:13.608559] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:13.749340] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:13.891346] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:14.031490] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:14.171606] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:14.316893] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:14.317027] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-18T02:04:14.317069] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3162 tests
[2025-10-18T02:04:14.317125] [INFO ] [CONFIGURE ] PLYM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:04:14.317157] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-18T02:04:14.460605] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:14.604481] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:04:14.744112] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:14.899666] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:15.041673] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:15.181388] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:15.322722] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:15.464582] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:15.607204] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:15.761065] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:15.761226] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T02:04:15.761270] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3161 tests
[2025-10-18T02:04:15.761304] [INFO ] [CONFIGURE ] PLYM: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:04:15.761336] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_pbf_return_2d']
[2025-10-18T02:04:15.925972] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:16.073916] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:04:16.223240] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:16.376496] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:16.530954] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:16.688215] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:16.863200] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:17.027612] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:17.203036] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:17.374000] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:17.374183] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-18T02:04:17.374227] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3160 tests
[2025-10-18T02:04:17.374262] [INFO ] [CONFIGURE ] PLYM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:04:17.374293] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-18T02:04:17.529456] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:17.677434] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:04:17.819366] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:17.963356] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:18.112348] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:18.261157] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:18.406099] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:18.552815] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:18.700845] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:18.852051] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:18.852247] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:04:18.852292] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3159 tests
[2025-10-18T02:04:18.852330] [INFO ] [CONFIGURE ] PLYM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:04:18.852363] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-18T02:04:19.018959] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:19.164737] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:04:19.315709] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:19.455863] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:19.588555] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:19.723722] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:19.870431] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:20.010284] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:20.144712] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:20.279770] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:20.279922] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T02:04:20.280011] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3158 tests
[2025-10-18T02:04:20.280054] [INFO ] [CONFIGURE ] PLYM: Testing feature 20/29: add_price_rejection
[2025-10-18T02:04:20.280085] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_price_rejection']
[2025-10-18T02:04:20.421857] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:20.564804] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:04:20.708552] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:20.851690] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:20.997323] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:21.142055] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:21.288438] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:21.441149] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:21.592537] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:21.743425] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:21.743575] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-18T02:04:21.743620] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3157 tests
[2025-10-18T02:04:21.743686] [INFO ] [CONFIGURE ] PLYM: Testing feature 21/29: add_range_position
[2025-10-18T02:04:21.743758] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_range_position']
[2025-10-18T02:04:21.896466] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:22.067365] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:04:22.221689] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:22.374126] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:22.528317] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:22.683099] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:22.841763] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:22.999313] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:23.159232] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:23.322789] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:23.322958] [INFO ] [CONFIGURE ] PLYM: KEPT add_range_position (score: 100.00%)
[2025-10-18T02:04:23.323002] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3156 tests
[2025-10-18T02:04:23.323036] [INFO ] [CONFIGURE ] PLYM: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:04:23.323067] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_range_position', 'add_realized_volatility']
[2025-10-18T02:04:23.521041] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:23.715844] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:04:23.916568] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:24.122877] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:24.324632] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:24.523247] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:24.724348] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:24.931013] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:25.131153] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:25.332124] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:25.332323] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_realized_volatility (score: 100.00%)
[2025-10-18T02:04:25.332371] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3155 tests
[2025-10-18T02:04:25.332406] [INFO ] [CONFIGURE ] PLYM: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:04:25.332436] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_range_position', 'add_recent_range_context']
[2025-10-18T02:04:25.501964] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:25.672173] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:04:25.843523] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:26.017293] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:26.192747] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:26.370183] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:26.544537] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:26.712288] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:26.879032] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:27.049869] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:27.050060] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_recent_range_context (score: 100.00%)
[2025-10-18T02:04:27.050105] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3154 tests
[2025-10-18T02:04:27.050140] [INFO ] [CONFIGURE ] PLYM: Testing feature 24/29: add_rsi
[2025-10-18T02:04:27.050172] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_range_position', 'add_ema', 'add_rsi']
[2025-10-18T02:04:27.242443] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:27.435634] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:04:27.628729] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:27.834073] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:28.032924] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:28.231028] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:28.427559] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:28.623581] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:28.819717] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:29.020853] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:29.021052] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_rsi (score: 90.00%)
[2025-10-18T02:04:29.021096] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3153 tests
[2025-10-18T02:04:29.021133] [INFO ] [CONFIGURE ] PLYM: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:04:29.021167] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_range_position', 'add_tick_distribution']
[2025-10-18T02:04:29.191297] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:29.351190] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:04:29.515510] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:29.692200] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:29.866850] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:30.040916] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:30.212903] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:30.385480] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:30.560262] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:30.733745] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:30.733917] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_tick_distribution (score: 100.00%)
[2025-10-18T02:04:30.733965] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3152 tests
[2025-10-18T02:04:30.734003] [INFO ] [CONFIGURE ] PLYM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:04:30.734056] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-10-18T02:04:30.901181] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:31.069639] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:04:31.237595] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:31.402506] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:31.581079] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:31.761630] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:31.945196] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:32.129255] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:32.304370] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:32.471939] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:32.472129] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_volume_momentum_confirmation (score: 100.00%)
[2025-10-18T02:04:32.472173] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3151 tests
[2025-10-18T02:04:32.472207] [INFO ] [CONFIGURE ] PLYM: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:04:32.472239] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_range_position', 'add_volume_price_divergence']
[2025-10-18T02:04:32.659451] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:32.837728] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:04:33.016587] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:33.198549] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:33.378418] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:33.563101] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:33.739337] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:33.924373] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:34.115008] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:34.321342] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:34.321584] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_volume_price_divergence (score: 100.00%)
[2025-10-18T02:04:34.321685] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3150 tests
[2025-10-18T02:04:34.321757] [INFO ] [CONFIGURE ] PLYM: Testing feature 28/29: add_volume_profile
[2025-10-18T02:04:34.321815] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_range_position', 'add_volume_profile']
[2025-10-18T02:04:34.573137] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:04:34.809409] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:04:35.055722] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:35.264291] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:35.450037] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:35.613428] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:35.781361] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:35.954637] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:36.128348] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:36.293471] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:36.293607] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-18T02:04:36.293675] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3149 tests
[2025-10-18T02:04:36.293730] [INFO ] [CONFIGURE ] PLYM: Testing feature 29/29: add_vwap
[2025-10-18T02:04:36.293766] [INFO ] [CONFIGURE ] PLYM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_range_position', 'add_vwap']
[2025-10-18T02:04:36.458477] [DEBUG] [FORECASTER] PLYM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:36.626519] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:04:36.796677] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:36.978152] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:04:37.175097] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:04:37.378779] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:37.546825] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:37.719089] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:04:37.907687] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:04:38.085732] [DEBUG] [FORECASTER] PLYM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:04:38.085909] [INFO ] [CONFIGURE ] PLYM: DISCARDED add_vwap (score: 90.00%)
[2025-10-18T02:04:38.085952] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3148 tests
[2025-10-18T02:04:38.085987] [INFO ] [CONFIGURE ] PLYM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:04:38.086017] [INFO ] [CONFIGURE ] PLYM: Best accuracy: 100.00%
[2025-10-18T02:04:38.086047] [INFO ] [CONFIGURE ] PLYM: Best feature set (4 features): ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval', 'add_range_position']
[2025-10-18T02:04:38.086076] [INFO ] [CONFIGURE ] PLYM: Improvement over baseline: 40.00%
[2025-10-18T02:04:38.086103] [INFO ] [CONFIGURE ] PLYM: Total time: 45.1 seconds
[2025-10-18T02:04:38.086129] [INFO ] [CONFIGURE ] PLYM: Average time per feature: 1.6 seconds
[2025-10-18T02:04:38.086156] [INFO ] [CONFIGURE ] PLYM: Average speed: 0.64 features/sec
[2025-10-18T02:04:38.086604] [INFO ] [LOCAL     ] Saved configuration for PLYM: 4 features, 100.00% accuracy -> ./output/feature-sets/PLYM.json
[2025-10-18T02:04:38.086694] [INFO ] [CONFIGURE ] PLYM: Configuration saved successfully: 4 features, 100.00% accuracy.
[2025-10-18T02:04:38.086756] [INFO ] [sig       ] [274/380] Successfully configured PLYM | 0.02 sym/s | Total: 3.3h | ETA: 1.3h
[2025-10-18T02:04:38.086792] [INFO ] [sig       ] [275/380] Configuring PM...
[2025-10-18T02:04:38.086822] [INFO ] [CONFIGURE ] PM: Configurate test run.
[2025-10-18T02:04:38.086851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-10-18T02:04:38.097527] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PM'.
[2025-10-18T02:04:38.097904] [INFO ] [CONFIGURE ] PM: Testing with 29 available features
[2025-10-18T02:04:38.097963] [INFO ] [CONFIGURE ] PM: Establishing baseline with no features...
[2025-10-18T02:04:38.198438] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:38.296944] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:04:38.395563] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:38.495324] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:04:38.605811] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:04:38.708398] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:38.809608] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:38.911554] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:04:39.014332] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:04:39.116097] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:04:39.116240] [INFO ] [CONFIGURE ] PM: Baseline score (no features): 40.00%
[2025-10-18T02:04:39.116282] [INFO ] [CONFIGURE ] PM: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:04:39.116315] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:04:39.229006] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:39.340786] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:04:39.452840] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:39.566978] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:04:39.682823] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:04:39.797926] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:39.921297] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:40.042362] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:04:40.167270] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:04:40.293564] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:04:40.293773] [INFO ] [CONFIGURE ] PM: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T02:04:40.293826] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3147 tests
[2025-10-18T02:04:40.293861] [INFO ] [CONFIGURE ] PM: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:04:40.293892] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:04:40.416067] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:40.548200] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:04:40.679796] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:04:40.816712] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:04:40.947138] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:04:41.070843] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:41.191828] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:41.316109] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:04:41.454621] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:04:41.584316] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:04:41.584494] [INFO ] [CONFIGURE ] PM: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T02:04:41.584537] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3146 tests
[2025-10-18T02:04:41.584571] [INFO ] [CONFIGURE ] PM: Testing feature 3/29: add_daily_returns
[2025-10-18T02:04:41.584600] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns']
[2025-10-18T02:04:41.692939] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:41.801989] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:04:41.909277] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:42.016562] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:04:42.123572] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:04:42.233344] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:42.345414] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:42.457792] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:04:42.574875] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:04:42.688611] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:04:42.688784] [INFO ] [CONFIGURE ] PM: KEPT add_daily_returns (score: 50.00%)
[2025-10-18T02:04:42.688833] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3145 tests
[2025-10-18T02:04:42.688868] [INFO ] [CONFIGURE ] PM: Testing feature 4/29: add_ema
[2025-10-18T02:04:42.688899] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T02:04:42.817384] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:42.945290] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:04:43.077393] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:43.208339] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:04:43.341018] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:04:43.473566] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:43.619009] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:04:43.765687] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:04:43.911191] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:04:44.059019] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:04:44.059208] [INFO ] [CONFIGURE ] PM: DISCARDED add_ema (score: 30.00%)
[2025-10-18T02:04:44.059255] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3144 tests
[2025-10-18T02:04:44.059293] [INFO ] [CONFIGURE ] PM: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:04:44.059325] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:04:44.207110] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:44.343108] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:04:44.478717] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:44.617619] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:04:44.756866] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:04:44.896630] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:45.037619] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:45.180810] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:04:45.323789] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:04:45.465724] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:04:45.465901] [INFO ] [CONFIGURE ] PM: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:04:45.465946] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3143 tests
[2025-10-18T02:04:45.465980] [INFO ] [CONFIGURE ] PM: Testing feature 6/29: add_failed_moves
[2025-10-18T02:04:45.466010] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T02:04:45.609983] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:45.754131] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:04:45.898116] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:46.043884] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:04:46.191115] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:04:46.339523] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:46.489720] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:46.642795] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:04:46.792065] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:04:46.942185] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:04:46.942358] [INFO ] [CONFIGURE ] PM: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:04:46.942402] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3142 tests
[2025-10-18T02:04:46.942435] [INFO ] [CONFIGURE ] PM: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:04:46.942467] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T02:04:47.079192] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:47.214928] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:04:47.352982] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:47.492332] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:04:47.634326] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:04:47.775236] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:47.916306] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:48.060054] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:04:48.204609] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:04:48.348344] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:04:48.348504] [INFO ] [CONFIGURE ] PM: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T02:04:48.348547] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3141 tests
[2025-10-18T02:04:48.348581] [INFO ] [CONFIGURE ] PM: Testing feature 8/29: add_macd
[2025-10-18T02:04:48.348614] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T02:04:48.511424] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:48.673802] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:04:48.837459] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:49.000692] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:04:49.164277] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:04:49.328594] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:49.509434] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:49.675673] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:04:49.847074] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:04:50.022596] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:04:50.022859] [INFO ] [CONFIGURE ] PM: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:04:50.022923] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3140 tests
[2025-10-18T02:04:50.022966] [INFO ] [CONFIGURE ] PM: Testing feature 9/29: add_mfi
[2025-10-18T02:04:50.023000] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T02:04:50.195509] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:50.359369] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:04:50.529576] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:50.694386] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:04:50.867331] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:04:51.017564] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:51.174947] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:51.328000] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:04:51.479463] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:04:51.638789] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:04:51.638973] [INFO ] [CONFIGURE ] PM: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T02:04:51.639016] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3139 tests
[2025-10-18T02:04:51.639052] [INFO ] [CONFIGURE ] PM: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:04:51.639083] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:04:51.834040] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:52.018226] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:04:52.196801] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:52.367085] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:04:52.547131] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:04:52.719520] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:52.911638] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:53.088459] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:04:53.261872] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:04:53.435577] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:04:53.435768] [INFO ] [CONFIGURE ] PM: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:04:53.435819] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3138 tests
[2025-10-18T02:04:53.435854] [INFO ] [CONFIGURE ] PM: Testing feature 11/29: add_obv_daily
[2025-10-18T02:04:53.435886] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T02:04:53.583443] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:53.728501] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:04:53.878853] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:54.032088] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:04:54.188760] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:04:54.351562] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:54.502604] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:54.651823] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:04:54.800914] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:04:54.950457] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:04:54.950609] [INFO ] [CONFIGURE ] PM: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T02:04:54.950681] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3137 tests
[2025-10-18T02:04:54.950736] [INFO ] [CONFIGURE ] PM: Testing feature 12/29: add_obv_interval
[2025-10-18T02:04:54.950769] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T02:04:55.092587] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:55.235320] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:04:55.383406] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:55.559845] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:04:55.709488] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:04:55.859724] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:56.007783] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:56.156737] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:04:56.306835] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:04:56.461177] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:04:56.461366] [INFO ] [CONFIGURE ] PM: KEPT add_obv_interval (score: 70.00%)
[2025-10-18T02:04:56.461461] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3136 tests
[2025-10-18T02:04:56.461506] [INFO ] [CONFIGURE ] PM: Testing feature 13/29: add_opening_strength
[2025-10-18T02:04:56.461540] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_opening_strength']
[2025-10-18T02:04:56.628384] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:56.786744] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:04:56.959255] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:57.133834] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:04:57.292335] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:04:57.453814] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:04:57.630381] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:57.811622] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:04:57.995110] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:04:58.164532] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:04:58.164754] [INFO ] [CONFIGURE ] PM: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:04:58.164808] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3135 tests
[2025-10-18T02:04:58.164844] [INFO ] [CONFIGURE ] PM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:04:58.164875] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-18T02:04:58.326481] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:04:58.491717] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:04:58.658501] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:04:58.829464] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:04:59.000267] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:04:59.173301] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:04:59.343527] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:04:59.513839] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:04:59.685264] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:04:59.860347] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:04:59.860561] [INFO ] [CONFIGURE ] PM: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T02:04:59.860606] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3134 tests
[2025-10-18T02:04:59.860662] [INFO ] [CONFIGURE ] PM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:04:59.860722] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-18T02:05:00.010186] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:05:00.163380] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:05:00.313099] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:00.462818] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:05:00.612088] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:05:00.761449] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:05:00.912077] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:01.061415] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:05:01.222234] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:01.389067] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:05:01.389249] [INFO ] [CONFIGURE ] PM: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:05:01.389295] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3133 tests
[2025-10-18T02:05:01.389331] [INFO ] [CONFIGURE ] PM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:05:01.389371] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-18T02:05:01.574668] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:05:01.736733] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:05:01.896059] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:02.084018] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:05:02.245278] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:05:02.408950] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:05:02.574747] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:02.742235] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:05:02.907861] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:05:03.074505] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:05:03.074737] [INFO ] [CONFIGURE ] PM: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T02:05:03.074794] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3132 tests
[2025-10-18T02:05:03.074832] [INFO ] [CONFIGURE ] PM: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:05:03.074865] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_return_2d']
[2025-10-18T02:05:03.234009] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:05:03.392378] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:05:03.552901] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:03.716787] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:05:03.877270] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:05:04.048930] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:05:04.212553] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:04.382308] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:05:04.550799] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:05:04.723963] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:05:04.724165] [INFO ] [CONFIGURE ] PM: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:05:04.724215] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3131 tests
[2025-10-18T02:05:04.724249] [INFO ] [CONFIGURE ] PM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:05:04.724282] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-18T02:05:04.872954] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:05:05.022523] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:05:05.172454] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:05.324735] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:05:05.477900] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:05:05.633742] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:05:05.781575] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:05.930167] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:05:06.083861] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:05:06.241147] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:05:06.241317] [INFO ] [CONFIGURE ] PM: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T02:05:06.241360] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3130 tests
[2025-10-18T02:05:06.241396] [INFO ] [CONFIGURE ] PM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:05:06.241428] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-18T02:05:06.389945] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:05:06.541110] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:05:06.691579] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:06.840991] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:05:06.994811] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:05:07.146819] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:05:07.299425] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:07.453103] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:05:07.605797] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:07.757333] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:05:07.757491] [INFO ] [CONFIGURE ] PM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:05:07.757534] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3129 tests
[2025-10-18T02:05:07.757569] [INFO ] [CONFIGURE ] PM: Testing feature 20/29: add_price_rejection
[2025-10-18T02:05:07.757600] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_price_rejection']
[2025-10-18T02:05:07.915884] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:05:08.073881] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:05:08.232785] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:08.393386] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:05:08.554418] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:05:08.722547] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:05:08.883444] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:09.045608] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:05:09.204786] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:09.370261] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:05:09.370454] [INFO ] [CONFIGURE ] PM: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T02:05:09.370498] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3128 tests
[2025-10-18T02:05:09.370534] [INFO ] [CONFIGURE ] PM: Testing feature 21/29: add_range_position
[2025-10-18T02:05:09.370566] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_range_position']
[2025-10-18T02:05:09.536720] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:05:09.698251] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:05:09.862750] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:05:10.026123] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:05:10.192472] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:05:10.357109] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:05:10.521604] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:10.723612] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:05:10.888619] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:11.056032] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:05:11.056211] [INFO ] [CONFIGURE ] PM: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T02:05:11.056256] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3127 tests
[2025-10-18T02:05:11.056291] [INFO ] [CONFIGURE ] PM: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:05:11.056323] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_realized_volatility']
[2025-10-18T02:05:11.237477] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:05:11.423232] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:05:11.604757] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:11.786202] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:05:11.968026] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:05:12.147454] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:05:12.329440] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:12.516981] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:05:12.700745] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:05:12.888569] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:05:12.888764] [INFO ] [CONFIGURE ] PM: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T02:05:12.888816] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3126 tests
[2025-10-18T02:05:12.888852] [INFO ] [CONFIGURE ] PM: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:05:12.888886] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_recent_range_context']
[2025-10-18T02:05:13.043961] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:05:13.201604] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:05:13.359961] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:13.518984] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:05:13.677737] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:05:13.832028] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:05:13.987528] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:14.143616] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:05:14.305846] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:14.471417] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:05:14.471601] [INFO ] [CONFIGURE ] PM: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T02:05:14.471666] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3125 tests
[2025-10-18T02:05:14.471727] [INFO ] [CONFIGURE ] PM: Testing feature 24/29: add_rsi
[2025-10-18T02:05:14.471763] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-18T02:05:14.645829] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:05:14.820861] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:05:14.995546] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:15.172455] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:05:15.349944] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:05:15.534899] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:05:15.713284] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:15.890298] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:05:16.072448] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:16.247244] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:05:16.247434] [INFO ] [CONFIGURE ] PM: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:05:16.247478] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3124 tests
[2025-10-18T02:05:16.247535] [INFO ] [CONFIGURE ] PM: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:05:16.247592] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_tick_distribution']
[2025-10-18T02:05:16.395515] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:05:16.550950] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:05:16.704054] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:16.856440] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:05:17.012244] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:05:17.168834] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:05:17.327939] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:17.490313] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:05:17.649412] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:17.805628] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:05:17.805889] [INFO ] [CONFIGURE ] PM: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:05:17.805949] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3123 tests
[2025-10-18T02:05:17.805988] [INFO ] [CONFIGURE ] PM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:05:17.806020] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-18T02:05:17.964392] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:05:18.128511] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:05:18.288742] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:18.445556] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:05:18.606187] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:05:18.770164] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:05:18.930325] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:19.096403] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:05:19.255890] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:05:19.416349] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:05:19.416517] [INFO ] [CONFIGURE ] PM: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:05:19.416562] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3122 tests
[2025-10-18T02:05:19.416596] [INFO ] [CONFIGURE ] PM: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:05:19.416736] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_price_divergence']
[2025-10-18T02:05:19.584886] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:05:19.786141] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:05:19.955999] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:20.124476] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:05:20.294266] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:05:20.464598] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:05:20.637932] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:20.825376] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:05:20.999881] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:05:21.172238] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:05:21.172448] [INFO ] [CONFIGURE ] PM: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:05:21.172494] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3121 tests
[2025-10-18T02:05:21.172531] [INFO ] [CONFIGURE ] PM: Testing feature 28/29: add_volume_profile
[2025-10-18T02:05:21.172563] [INFO ] [CONFIGURE ] PM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_profile']
[2025-10-18T02:05:21.333164] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:21.499517] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:05:21.662082] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:05:21.828812] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:05:21.988024] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:05:22.152908] [DEBUG] [FORECASTER] PM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:05:22.324121] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:05:22.489396] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:05:22.650579] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:05:22.840089] [DEBUG] [FORECASTER] PM: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:05:22.840226] [INFO ] [CONFIGURE ] PM: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T02:05:22.840270] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3120 tests
[2025-10-18T02:05:22.840306] [INFO ] [CONFIGURE ] PM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:05:22.840337] [INFO ] [CONFIGURE ] PM: Best accuracy: 70.00%
[2025-10-18T02:05:22.840368] [INFO ] [CONFIGURE ] PM: Best feature set (4 features): ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T02:05:22.840397] [INFO ] [CONFIGURE ] PM: Improvement over baseline: 30.00%
[2025-10-18T02:05:22.840425] [INFO ] [CONFIGURE ] PM: Total time: 43.7 seconds
[2025-10-18T02:05:22.840452] [INFO ] [CONFIGURE ] PM: Average time per feature: 1.6 seconds
[2025-10-18T02:05:22.840480] [INFO ] [CONFIGURE ] PM: Average speed: 0.66 features/sec
[2025-10-18T02:05:22.841050] [INFO ] [LOCAL     ] Saved configuration for PM: 4 features, 70.00% accuracy -> ./output/feature-sets/PM.json
[2025-10-18T02:05:22.841110] [INFO ] [CONFIGURE ] PM: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-10-18T02:05:22.841175] [INFO ] [sig       ] [275/380] Successfully configured PM | 0.02 sym/s | Total: 3.3h | ETA: 1.3h
[2025-10-18T02:05:22.841243] [INFO ] [sig       ] [276/380] Configuring PMT...
[2025-10-18T02:05:22.841311] [INFO ] [CONFIGURE ] PMT: Configurate test run.
[2025-10-18T02:05:22.841367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMT' from 'https://tdm.silogroup.org/data/derivative_storage/PMT.csv'.
[2025-10-18T02:05:22.854041] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PMT'.
[2025-10-18T02:05:22.854384] [INFO ] [CONFIGURE ] PMT: Testing with 29 available features
[2025-10-18T02:05:22.854442] [INFO ] [CONFIGURE ] PMT: Establishing baseline with no features...
[2025-10-18T02:05:22.973032] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:23.091996] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:23.211694] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:23.334262] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:23.450548] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:23.560422] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:23.669793] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:23.785144] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:05:23.896435] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:05:24.008468] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:24.008641] [INFO ] [CONFIGURE ] PMT: Baseline score (no features): 70.00%
[2025-10-18T02:05:24.008727] [INFO ] [CONFIGURE ] PMT: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:05:24.008787] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:05:24.131805] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:05:24.263804] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:24.395861] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:24.532731] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:24.660636] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:24.784351] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:05:24.907268] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:25.031147] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:05:25.161357] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:05:25.287554] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:25.287760] [INFO ] [CONFIGURE ] PMT: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-18T02:05:25.287861] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3119 tests
[2025-10-18T02:05:25.287961] [INFO ] [CONFIGURE ] PMT: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:05:25.288003] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:05:25.415171] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:25.542077] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:05:25.669148] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:25.798504] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:25.928157] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:26.057120] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:26.186457] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:26.330012] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:26.461615] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:05:26.605852] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:26.606057] [INFO ] [CONFIGURE ] PMT: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T02:05:26.606124] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3118 tests
[2025-10-18T02:05:26.606187] [INFO ] [CONFIGURE ] PMT: Testing feature 3/29: add_daily_returns
[2025-10-18T02:05:26.606222] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_daily_returns']
[2025-10-18T02:05:26.712426] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:05:26.830919] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:26.959560] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:27.114227] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:27.249085] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:27.397067] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:27.532077] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:27.667541] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:27.785745] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:05:27.897559] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:27.897837] [INFO ] [CONFIGURE ] PMT: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T02:05:27.897902] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3117 tests
[2025-10-18T02:05:27.897941] [INFO ] [CONFIGURE ] PMT: Testing feature 4/29: add_ema
[2025-10-18T02:05:27.897973] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema']
[2025-10-18T02:05:28.019236] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:28.140378] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:28.258272] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:28.375629] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:28.495131] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:28.618136] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:28.740819] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:28.889423] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:29.012111] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:29.135496] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:29.135696] [INFO ] [CONFIGURE ] PMT: KEPT add_ema (score: 90.00%)
[2025-10-18T02:05:29.135758] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3116 tests
[2025-10-18T02:05:29.135796] [INFO ] [CONFIGURE ] PMT: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:05:29.135829] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:05:29.279788] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:29.425333] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:29.566805] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:05:29.710535] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:29.854532] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:29.996730] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:30.155937] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:30.300326] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:30.445385] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:30.595508] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:30.595759] [INFO ] [CONFIGURE ] PMT: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-18T02:05:30.595814] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3115 tests
[2025-10-18T02:05:30.595849] [INFO ] [CONFIGURE ] PMT: Testing feature 6/29: add_failed_moves
[2025-10-18T02:05:30.595880] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-18T02:05:30.720271] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:30.850066] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:30.981010] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:31.105785] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:31.229871] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:31.353527] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:31.479340] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:31.604919] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:31.734742] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:31.868250] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:31.868373] [INFO ] [CONFIGURE ] PMT: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-18T02:05:31.868461] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3114 tests
[2025-10-18T02:05:31.868504] [INFO ] [CONFIGURE ] PMT: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:05:31.868536] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-18T02:05:31.981803] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:32.094981] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:32.212960] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:32.330398] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:32.448629] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:32.566465] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:32.684761] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:32.803368] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:32.923994] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:33.044551] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:33.044743] [INFO ] [CONFIGURE ] PMT: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-18T02:05:33.044797] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3113 tests
[2025-10-18T02:05:33.044832] [INFO ] [CONFIGURE ] PMT: Testing feature 8/29: add_macd
[2025-10-18T02:05:33.044865] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-18T02:05:33.198857] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:33.357511] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:33.511136] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:33.666169] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:33.821007] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:33.982083] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:34.138745] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:34.295375] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:34.452085] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:34.609331] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:34.609505] [INFO ] [CONFIGURE ] PMT: DISCARDED add_macd (score: 90.00%)
[2025-10-18T02:05:34.609548] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3112 tests
[2025-10-18T02:05:34.609584] [INFO ] [CONFIGURE ] PMT: Testing feature 9/29: add_mfi
[2025-10-18T02:05:34.609850] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_mfi']
[2025-10-18T02:05:34.740888] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:34.873250] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:35.010557] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:35.166374] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:35.319549] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:35.468477] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:35.620593] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:35.773799] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:35.910973] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:36.055073] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:36.055260] [INFO ] [CONFIGURE ] PMT: DISCARDED add_mfi (score: 90.00%)
[2025-10-18T02:05:36.055306] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3111 tests
[2025-10-18T02:05:36.055342] [INFO ] [CONFIGURE ] PMT: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:05:36.055375] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:05:36.224494] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:36.387147] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:05:36.554314] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:36.716837] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:36.873362] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:37.031561] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:37.192900] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:37.351222] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:37.509372] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:37.669133] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:37.669321] [INFO ] [CONFIGURE ] PMT: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-18T02:05:37.669366] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3110 tests
[2025-10-18T02:05:37.669402] [INFO ] [CONFIGURE ] PMT: Testing feature 11/29: add_obv_daily
[2025-10-18T02:05:37.669435] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-18T02:05:37.804777] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:37.974301] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:38.103602] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:38.233239] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:38.365835] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:38.497724] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:38.629426] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:38.761327] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:38.895587] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:39.028017] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:39.028256] [INFO ] [CONFIGURE ] PMT: DISCARDED add_obv_daily (score: 90.00%)
[2025-10-18T02:05:39.028332] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3109 tests
[2025-10-18T02:05:39.028405] [INFO ] [CONFIGURE ] PMT: Testing feature 12/29: add_obv_interval
[2025-10-18T02:05:39.028478] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-18T02:05:39.151870] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:39.280621] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:39.415409] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:39.554500] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:39.683494] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:39.812348] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:39.956272] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:40.097503] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:40.223188] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:40.353724] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:40.353893] [INFO ] [CONFIGURE ] PMT: DISCARDED add_obv_interval (score: 90.00%)
[2025-10-18T02:05:40.353937] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3108 tests
[2025-10-18T02:05:40.353971] [INFO ] [CONFIGURE ] PMT: Testing feature 13/29: add_opening_strength
[2025-10-18T02:05:40.354002] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:05:40.489054] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:05:40.625019] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:40.762790] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:40.900101] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:41.058202] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:41.197601] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:41.336342] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:41.500751] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:05:41.658338] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:41.809409] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:05:41.809596] [INFO ] [CONFIGURE ] PMT: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:05:41.809639] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3107 tests
[2025-10-18T02:05:41.809717] [INFO ] [CONFIGURE ] PMT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:05:41.809753] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-18T02:05:41.965353] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:42.110129] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:42.254827] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:42.398928] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:42.542753] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:42.686428] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:42.836816] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:42.984680] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:43.134304] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:05:43.283951] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:43.284128] [INFO ] [CONFIGURE ] PMT: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T02:05:43.284173] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3106 tests
[2025-10-18T02:05:43.284206] [INFO ] [CONFIGURE ] PMT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:05:43.284237] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-18T02:05:43.410332] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:43.539058] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:43.673266] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:43.801517] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:43.936328] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:44.064913] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:44.194059] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:44.326535] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:44.458168] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:44.590321] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:44.590481] [INFO ] [CONFIGURE ] PMT: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-18T02:05:44.590524] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3105 tests
[2025-10-18T02:05:44.590559] [INFO ] [CONFIGURE ] PMT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:05:44.590590] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-18T02:05:44.724611] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:44.857553] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:44.992893] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:45.129305] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:45.268910] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:45.412241] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:45.550216] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:45.690176] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:05:45.828049] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:45.964739] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:45.964918] [INFO ] [CONFIGURE ] PMT: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T02:05:45.964962] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3104 tests
[2025-10-18T02:05:45.964997] [INFO ] [CONFIGURE ] PMT: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:05:45.965028] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-18T02:05:46.101943] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:46.239287] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:46.375957] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:46.517760] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:46.661183] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:46.802079] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:46.937759] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:47.096840] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:47.240424] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:47.377001] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:47.377160] [INFO ] [CONFIGURE ] PMT: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-18T02:05:47.377203] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3103 tests
[2025-10-18T02:05:47.377237] [INFO ] [CONFIGURE ] PMT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:05:47.377268] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-18T02:05:47.499177] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:47.624033] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:47.745901] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:47.869045] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:47.991380] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:48.113631] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:05:48.236235] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:48.359930] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:05:48.483592] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:48.608436] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:48.608661] [INFO ] [CONFIGURE ] PMT: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-18T02:05:48.608728] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3102 tests
[2025-10-18T02:05:48.608767] [INFO ] [CONFIGURE ] PMT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:05:48.608800] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-18T02:05:48.728573] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:48.846436] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:48.969221] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:49.088407] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:49.207264] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:49.326546] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:49.445983] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:49.566487] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:49.688587] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:49.813575] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:49.813747] [INFO ] [CONFIGURE ] PMT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T02:05:49.813804] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3101 tests
[2025-10-18T02:05:49.813840] [INFO ] [CONFIGURE ] PMT: Testing feature 20/29: add_price_rejection
[2025-10-18T02:05:49.813872] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-18T02:05:49.944773] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:50.106602] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:50.238286] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:50.369607] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:50.502143] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:50.634433] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:50.770527] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:50.906030] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:51.039270] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:51.177501] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:51.177695] [INFO ] [CONFIGURE ] PMT: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-18T02:05:51.177754] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3100 tests
[2025-10-18T02:05:51.177825] [INFO ] [CONFIGURE ] PMT: Testing feature 21/29: add_range_position
[2025-10-18T02:05:51.177881] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_range_position']
[2025-10-18T02:05:51.321241] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:51.465122] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:51.603326] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:51.749903] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:51.898103] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:52.040088] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:52.179466] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:52.319145] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:05:52.459266] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:52.612178] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:52.612334] [INFO ] [CONFIGURE ] PMT: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T02:05:52.612379] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3099 tests
[2025-10-18T02:05:52.612413] [INFO ] [CONFIGURE ] PMT: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:05:52.612444] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-18T02:05:52.764116] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:05:52.916901] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:53.076563] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:53.232416] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:53.388215] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:53.541372] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:53.697718] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:53.852852] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:05:54.012055] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:54.169914] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:54.170072] [INFO ] [CONFIGURE ] PMT: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T02:05:54.170116] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3098 tests
[2025-10-18T02:05:54.170150] [INFO ] [CONFIGURE ] PMT: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:05:54.170181] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-18T02:05:54.299135] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:54.425559] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:54.554089] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:54.686388] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:54.815239] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:54.944882] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:55.077379] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:55.206920] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:55.336617] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:05:55.466337] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:55.466545] [INFO ] [CONFIGURE ] PMT: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T02:05:55.466596] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3097 tests
[2025-10-18T02:05:55.466632] [INFO ] [CONFIGURE ] PMT: Testing feature 24/29: add_rsi
[2025-10-18T02:05:55.466704] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T02:05:55.594830] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:55.723127] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:55.852257] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:55.982366] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:56.116846] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:56.248379] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:56.379143] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:56.509098] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:56.642836] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:56.774014] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:56.774185] [INFO ] [CONFIGURE ] PMT: DISCARDED add_rsi (score: 90.00%)
[2025-10-18T02:05:56.774247] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3096 tests
[2025-10-18T02:05:56.774285] [INFO ] [CONFIGURE ] PMT: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:05:56.774316] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-10-18T02:05:56.898602] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:57.020193] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:57.143990] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:57.266600] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:57.390299] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:57.514518] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:57.639571] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:57.765405] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:57.892905] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:05:58.019245] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:58.019411] [INFO ] [CONFIGURE ] PMT: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T02:05:58.019454] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3095 tests
[2025-10-18T02:05:58.019489] [INFO ] [CONFIGURE ] PMT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:05:58.019520] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-10-18T02:05:58.146351] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:58.278465] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:58.409728] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:58.543599] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:05:58.675230] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:05:58.811119] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:05:58.946273] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:05:59.081159] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:05:59.212260] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:05:59.342313] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:05:59.342459] [INFO ] [CONFIGURE ] PMT: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T02:05:59.342502] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3094 tests
[2025-10-18T02:05:59.342535] [INFO ] [CONFIGURE ] PMT: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:05:59.342565] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-10-18T02:05:59.478459] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:05:59.613016] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:05:59.749233] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:05:59.885846] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:00.025332] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:00.163594] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:06:00.301544] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:00.445569] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:06:00.585826] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:06:00.727910] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:06:00.728062] [INFO ] [CONFIGURE ] PMT: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-18T02:06:00.728106] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3093 tests
[2025-10-18T02:06:00.728140] [INFO ] [CONFIGURE ] PMT: Testing feature 28/29: add_volume_profile
[2025-10-18T02:06:00.728171] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_volume_profile']
[2025-10-18T02:06:00.852886] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:00.978000] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:01.103049] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:01.245992] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:01.376944] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:01.525453] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:06:01.653837] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:01.784145] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:06:01.916416] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:06:02.048175] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:06:02.048351] [INFO ] [CONFIGURE ] PMT: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-18T02:06:02.048394] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3092 tests
[2025-10-18T02:06:02.048428] [INFO ] [CONFIGURE ] PMT: Testing feature 29/29: add_vwap
[2025-10-18T02:06:02.048459] [INFO ] [CONFIGURE ] PMT: Testing with features: ['add_ema', 'add_vwap']
[2025-10-18T02:06:02.198541] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:02.333977] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:02.464799] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:02.597617] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:02.728954] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:02.860631] [DEBUG] [FORECASTER] PMT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:06:02.993193] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:03.125178] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:06:03.269681] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:06:03.407067] [DEBUG] [FORECASTER] PMT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:06:03.407219] [INFO ] [CONFIGURE ] PMT: DISCARDED add_vwap (score: 90.00%)
[2025-10-18T02:06:03.407265] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3091 tests
[2025-10-18T02:06:03.407352] [INFO ] [CONFIGURE ] PMT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:06:03.407405] [INFO ] [CONFIGURE ] PMT: Best accuracy: 90.00%
[2025-10-18T02:06:03.407439] [INFO ] [CONFIGURE ] PMT: Best feature set (1 features): ['add_ema']
[2025-10-18T02:06:03.407469] [INFO ] [CONFIGURE ] PMT: Improvement over baseline: 20.00%
[2025-10-18T02:06:03.407497] [INFO ] [CONFIGURE ] PMT: Total time: 39.4 seconds
[2025-10-18T02:06:03.407526] [INFO ] [CONFIGURE ] PMT: Average time per feature: 1.4 seconds
[2025-10-18T02:06:03.407555] [INFO ] [CONFIGURE ] PMT: Average speed: 0.74 features/sec
[2025-10-18T02:06:03.408071] [INFO ] [LOCAL     ] Saved configuration for PMT: 1 features, 90.00% accuracy -> ./output/feature-sets/PMT.json
[2025-10-18T02:06:03.408141] [INFO ] [CONFIGURE ] PMT: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-18T02:06:03.408204] [INFO ] [sig       ] [276/380] Successfully configured PMT | 0.02 sym/s | Total: 3.3h | ETA: 1.2h
[2025-10-18T02:06:03.408251] [INFO ] [sig       ] [277/380] Configuring PNC...
[2025-10-18T02:06:03.408309] [INFO ] [CONFIGURE ] PNC: Configurate test run.
[2025-10-18T02:06:03.408343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-10-18T02:06:03.420195] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PNC'.
[2025-10-18T02:06:03.420690] [INFO ] [CONFIGURE ] PNC: Testing with 29 available features
[2025-10-18T02:06:03.420750] [INFO ] [CONFIGURE ] PNC: Establishing baseline with no features...
[2025-10-18T02:06:03.528207] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:03.630263] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:03.737380] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:03.844482] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:06:03.952772] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:04.065879] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:06:04.174294] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:04.282637] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:04.393136] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:04.502568] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:04.502756] [INFO ] [CONFIGURE ] PNC: Baseline score (no features): 60.00%
[2025-10-18T02:06:04.502809] [INFO ] [CONFIGURE ] PNC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:06:04.502844] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:06:04.622202] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:04.741364] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:04.861362] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:04.984852] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:06:05.102169] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:05.225228] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:06:05.341667] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:05.459950] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:05.578154] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:05.697262] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:05.697416] [INFO ] [CONFIGURE ] PNC: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T02:06:05.697458] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3090 tests
[2025-10-18T02:06:05.697493] [INFO ] [CONFIGURE ] PNC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:06:05.697523] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:06:05.817319] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:06:05.936953] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:06.057367] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:06:06.180294] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:06.304070] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:06.431075] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:06.555878] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:06.679031] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:06:06.801990] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:06.927096] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:06.927242] [INFO ] [CONFIGURE ] PNC: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T02:06:06.927285] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3089 tests
[2025-10-18T02:06:06.927318] [INFO ] [CONFIGURE ] PNC: Testing feature 3/29: add_daily_returns
[2025-10-18T02:06:06.927348] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_daily_returns']
[2025-10-18T02:06:07.034893] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:07.143249] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:07.251848] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:07.363607] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:06:07.475156] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:07.590327] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:06:07.711764] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:07.837073] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:07.952752] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:08.083638] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:08.083840] [INFO ] [CONFIGURE ] PNC: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:06:08.083886] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3088 tests
[2025-10-18T02:06:08.083923] [INFO ] [CONFIGURE ] PNC: Testing feature 4/29: add_ema
[2025-10-18T02:06:08.083956] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema']
[2025-10-18T02:06:08.221201] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:08.353559] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:08.478267] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:08.601080] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:08.723961] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:08.846973] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:08.968923] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:06:09.093432] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:09.216895] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:09.341232] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:09.341398] [INFO ] [CONFIGURE ] PNC: KEPT add_ema (score: 80.00%)
[2025-10-18T02:06:09.341442] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3087 tests
[2025-10-18T02:06:09.341477] [INFO ] [CONFIGURE ] PNC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:06:09.341507] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:06:09.487327] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:09.634259] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:09.781200] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:09.929151] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:06:10.077863] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:10.226389] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:06:10.375210] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:10.524728] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:10.677275] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:10.830184] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:06:10.830361] [INFO ] [CONFIGURE ] PNC: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T02:06:10.830407] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3086 tests
[2025-10-18T02:06:10.830444] [INFO ] [CONFIGURE ] PNC: Testing feature 6/29: add_failed_moves
[2025-10-18T02:06:10.830477] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-18T02:06:10.966196] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:11.103201] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:11.236731] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:11.373145] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:11.505520] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:11.642952] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:11.778719] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:06:11.920481] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:12.057075] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:12.193969] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:12.194157] [INFO ] [CONFIGURE ] PNC: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T02:06:12.194202] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3085 tests
[2025-10-18T02:06:12.194237] [INFO ] [CONFIGURE ] PNC: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:06:12.194294] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-18T02:06:12.318543] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:12.444131] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:12.568420] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:12.700830] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:12.833749] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:12.965881] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:13.097324] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:06:13.230745] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:13.364218] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:13.497059] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:13.497213] [INFO ] [CONFIGURE ] PNC: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T02:06:13.497257] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3084 tests
[2025-10-18T02:06:13.497293] [INFO ] [CONFIGURE ] PNC: Testing feature 8/29: add_macd
[2025-10-18T02:06:13.497325] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-18T02:06:13.663911] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:13.833088] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:06:14.003959] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:14.170230] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:14.342111] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:14.505363] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:06:14.669064] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:06:14.827074] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:14.985059] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:15.145824] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:15.145994] [INFO ] [CONFIGURE ] PNC: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:06:15.146037] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3083 tests
[2025-10-18T02:06:15.146072] [INFO ] [CONFIGURE ] PNC: Testing feature 9/29: add_mfi
[2025-10-18T02:06:15.146103] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi']
[2025-10-18T02:06:15.280036] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:15.414538] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:15.549969] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:15.687384] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:15.827080] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:15.965246] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:16.106980] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:16.247476] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:16.388069] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:16.527356] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:16.527517] [INFO ] [CONFIGURE ] PNC: KEPT add_mfi (score: 90.00%)
[2025-10-18T02:06:16.527562] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3082 tests
[2025-10-18T02:06:16.527597] [INFO ] [CONFIGURE ] PNC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:06:16.527629] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:06:16.694418] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:16.865928] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:17.040398] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:17.216992] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:06:17.387711] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:17.556593] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:17.730184] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:06:17.901991] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:18.076042] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:18.254744] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:18.254937] [INFO ] [CONFIGURE ] PNC: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T02:06:18.254984] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3081 tests
[2025-10-18T02:06:18.255020] [INFO ] [CONFIGURE ] PNC: Testing feature 11/29: add_obv_daily
[2025-10-18T02:06:18.255054] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_obv_daily']
[2025-10-18T02:06:18.407190] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:18.567097] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:18.731909] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:18.904631] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:19.079151] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:19.260444] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:19.437470] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:06:19.661084] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:19.890872] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:20.072903] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:20.073084] [INFO ] [CONFIGURE ] PNC: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T02:06:20.073131] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3080 tests
[2025-10-18T02:06:20.073169] [INFO ] [CONFIGURE ] PNC: Testing feature 12/29: add_obv_interval
[2025-10-18T02:06:20.073202] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_obv_interval']
[2025-10-18T02:06:20.230254] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:20.385781] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:20.556728] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:20.709106] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:06:20.862196] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:21.015589] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:21.178250] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:06:21.342728] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:21.509559] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:21.666252] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:21.666457] [INFO ] [CONFIGURE ] PNC: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:06:21.666504] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3079 tests
[2025-10-18T02:06:21.666544] [INFO ] [CONFIGURE ] PNC: Testing feature 13/29: add_opening_strength
[2025-10-18T02:06:21.666578] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:06:21.827048] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:21.989667] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:22.143805] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:22.300728] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:22.458683] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:22.613210] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:22.769987] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:22.928811] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:23.093261] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:23.257059] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:06:23.257234] [INFO ] [CONFIGURE ] PNC: DISCARDED add_opening_strength (score: 90.00%)
[2025-10-18T02:06:23.257277] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3078 tests
[2025-10-18T02:06:23.257313] [INFO ] [CONFIGURE ] PNC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:06:23.257345] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T02:06:23.417205] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:23.595102] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:23.770453] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:23.944943] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:06:24.112226] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:24.278960] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:24.446986] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:24.618065] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:24.794716] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:24.960304] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:06:24.960500] [INFO ] [CONFIGURE ] PNC: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T02:06:24.960578] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3077 tests
[2025-10-18T02:06:24.960686] [INFO ] [CONFIGURE ] PNC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:06:24.960763] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T02:06:25.108621] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:25.254390] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:25.398422] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:25.541094] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:06:25.684892] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:25.837883] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:25.995977] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:26.145363] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:26.296432] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:26.447258] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:26.447441] [INFO ] [CONFIGURE ] PNC: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T02:06:26.447487] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3076 tests
[2025-10-18T02:06:26.447522] [INFO ] [CONFIGURE ] PNC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:06:26.447553] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T02:06:26.622265] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:26.779759] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:26.937730] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:27.103046] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:27.270876] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:27.428323] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:27.590422] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:27.766981] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:27.932323] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:28.088358] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:28.088531] [INFO ] [CONFIGURE ] PNC: DISCARDED add_pbf_overnight_gap (score: 90.00%)
[2025-10-18T02:06:28.088577] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3075 tests
[2025-10-18T02:06:28.088613] [INFO ] [CONFIGURE ] PNC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:06:28.088678] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_pbf_return_2d']
[2025-10-18T02:06:28.243411] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:28.411237] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:28.592589] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:06:28.758130] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:06:28.914784] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:29.070320] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:29.223048] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:29.376318] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:29.543906] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:29.703004] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:06:29.703166] [INFO ] [CONFIGURE ] PNC: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T02:06:29.703209] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3074 tests
[2025-10-18T02:06:29.703243] [INFO ] [CONFIGURE ] PNC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:06:29.703274] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T02:06:29.847272] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:29.997349] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:30.141061] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:30.284784] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:06:30.431871] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:30.600888] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:30.758090] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:30.902733] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:31.050518] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:31.203100] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:31.203268] [INFO ] [CONFIGURE ] PNC: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:06:31.203312] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 1.5s/test | Remaining: 3073 tests
[2025-10-18T02:06:31.203350] [INFO ] [CONFIGURE ] PNC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:06:31.203384] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T02:06:31.347923] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:31.492013] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:31.636371] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:31.784874] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:06:31.940401] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:32.082790] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:32.227622] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:32.373461] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:32.519802] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:32.681487] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:32.681713] [INFO ] [CONFIGURE ] PNC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:06:32.681772] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3072 tests
[2025-10-18T02:06:32.681810] [INFO ] [CONFIGURE ] PNC: Testing feature 20/29: add_price_rejection
[2025-10-18T02:06:32.681842] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_price_rejection']
[2025-10-18T02:06:32.840562] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:33.001840] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:33.163598] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:33.323087] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:33.479966] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:33.640013] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:33.803879] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:33.974504] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:34.137772] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:34.298968] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:34.299125] [INFO ] [CONFIGURE ] PNC: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-18T02:06:34.299169] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3071 tests
[2025-10-18T02:06:34.299204] [INFO ] [CONFIGURE ] PNC: Testing feature 21/29: add_range_position
[2025-10-18T02:06:34.299234] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_range_position']
[2025-10-18T02:06:34.467270] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:34.635794] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:34.801374] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:34.971145] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:35.139351] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:35.312252] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:35.482560] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:35.689151] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:35.862018] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:36.032913] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:36.033110] [INFO ] [CONFIGURE ] PNC: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T02:06:36.033155] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3070 tests
[2025-10-18T02:06:36.033191] [INFO ] [CONFIGURE ] PNC: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:06:36.033222] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_realized_volatility']
[2025-10-18T02:06:36.210714] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:36.391359] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:36.564469] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:36.737337] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:06:36.920240] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:37.109306] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:37.297928] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:37.484572] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:37.678115] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:37.863580] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:37.863761] [INFO ] [CONFIGURE ] PNC: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T02:06:37.863813] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3069 tests
[2025-10-18T02:06:37.863848] [INFO ] [CONFIGURE ] PNC: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:06:37.863884] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_recent_range_context']
[2025-10-18T02:06:38.021309] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:38.187466] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:38.361342] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:38.517780] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:06:38.699352] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:38.872724] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:39.033557] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:39.197559] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:39.359470] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:39.529045] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:39.529255] [INFO ] [CONFIGURE ] PNC: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T02:06:39.529310] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3068 tests
[2025-10-18T02:06:39.529348] [INFO ] [CONFIGURE ] PNC: Testing feature 24/29: add_rsi
[2025-10-18T02:06:39.529384] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_rsi']
[2025-10-18T02:06:39.695827] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:39.860309] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:40.025631] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:40.193547] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:40.358193] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:40.523561] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:40.689160] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:40.856378] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:41.024265] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:41.195249] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:41.195439] [INFO ] [CONFIGURE ] PNC: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T02:06:41.195503] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3067 tests
[2025-10-18T02:06:41.195608] [INFO ] [CONFIGURE ] PNC: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:06:41.195678] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_tick_distribution']
[2025-10-18T02:06:41.349064] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:41.502491] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:41.664545] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:41.829471] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:06:42.001071] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:42.159115] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:42.323084] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:42.488747] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:42.644345] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:42.799721] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:42.799931] [INFO ] [CONFIGURE ] PNC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:06:42.799977] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3066 tests
[2025-10-18T02:06:42.800012] [INFO ] [CONFIGURE ] PNC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:06:42.800044] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T02:06:42.952801] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:43.105787] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:43.259339] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:43.413672] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:43.568618] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:43.727383] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:43.891886] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:44.054845] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:44.219777] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:44.381554] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:44.381757] [INFO ] [CONFIGURE ] PNC: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T02:06:44.381810] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3065 tests
[2025-10-18T02:06:44.381846] [INFO ] [CONFIGURE ] PNC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:06:44.381877] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_volume_price_divergence']
[2025-10-18T02:06:44.545292] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:44.709904] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:44.875141] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:45.041183] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:06:45.210670] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:45.387562] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:45.554366] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:45.720758] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:45.887096] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:46.054624] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:46.054829] [INFO ] [CONFIGURE ] PNC: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:06:46.054901] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3064 tests
[2025-10-18T02:06:46.054938] [INFO ] [CONFIGURE ] PNC: Testing feature 28/29: add_volume_profile
[2025-10-18T02:06:46.054970] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_volume_profile']
[2025-10-18T02:06:46.214421] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:46.369480] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:46.523843] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:46.677078] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:46.831288] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:46.989013] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:47.146351] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:47.303667] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:47.460665] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:47.618581] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:47.618800] [INFO ] [CONFIGURE ] PNC: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-18T02:06:47.618850] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3063 tests
[2025-10-18T02:06:47.618887] [INFO ] [CONFIGURE ] PNC: Testing feature 29/29: add_vwap
[2025-10-18T02:06:47.618918] [INFO ] [CONFIGURE ] PNC: Testing with features: ['add_ema', 'add_mfi', 'add_vwap']
[2025-10-18T02:06:47.775267] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:47.929785] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:48.085556] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:06:48.247182] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:06:48.409580] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:48.572539] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:06:48.735418] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:48.901155] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:06:49.065169] [DEBUG] [FORECASTER] PNC: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:06:49.230963] [DEBUG] [FORECASTER] PNC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:06:49.231159] [INFO ] [CONFIGURE ] PNC: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:06:49.231207] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3062 tests
[2025-10-18T02:06:49.231264] [INFO ] [CONFIGURE ] PNC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:06:49.231338] [INFO ] [CONFIGURE ] PNC: Best accuracy: 90.00%
[2025-10-18T02:06:49.231393] [INFO ] [CONFIGURE ] PNC: Best feature set (2 features): ['add_ema', 'add_mfi']
[2025-10-18T02:06:49.231425] [INFO ] [CONFIGURE ] PNC: Improvement over baseline: 30.00%
[2025-10-18T02:06:49.231453] [INFO ] [CONFIGURE ] PNC: Total time: 44.7 seconds
[2025-10-18T02:06:49.231480] [INFO ] [CONFIGURE ] PNC: Average time per feature: 1.5 seconds
[2025-10-18T02:06:49.231508] [INFO ] [CONFIGURE ] PNC: Average speed: 0.65 features/sec
[2025-10-18T02:06:49.231947] [INFO ] [LOCAL     ] Saved configuration for PNC: 2 features, 90.00% accuracy -> ./output/feature-sets/PNC.json
[2025-10-18T02:06:49.232017] [INFO ] [CONFIGURE ] PNC: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-18T02:06:49.232112] [INFO ] [sig       ] [277/380] Successfully configured PNC | 0.02 sym/s | Total: 3.3h | ETA: 1.2h
[2025-10-18T02:06:49.232181] [INFO ] [sig       ] [278/380] Configuring PNR...
[2025-10-18T02:06:49.232249] [INFO ] [CONFIGURE ] PNR: Configurate test run.
[2025-10-18T02:06:49.232304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNR' from 'https://tdm.silogroup.org/data/derivative_storage/PNR.csv'.
[2025-10-18T02:06:49.245001] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PNR'.
[2025-10-18T02:06:49.245404] [INFO ] [CONFIGURE ] PNR: Testing with 29 available features
[2025-10-18T02:06:49.245461] [INFO ] [CONFIGURE ] PNR: Establishing baseline with no features...
[2025-10-18T02:06:49.355348] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:06:49.463710] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:06:49.573956] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:06:49.683781] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:49.794040] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:49.905198] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:50.019694] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:06:50.133557] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:06:50.247025] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:06:50.362351] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:06:50.362538] [INFO ] [CONFIGURE ] PNR: Baseline score (no features): 40.00%
[2025-10-18T02:06:50.362583] [INFO ] [CONFIGURE ] PNR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:06:50.362616] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:06:50.491027] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:50.616135] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:06:50.742268] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:06:50.875608] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:51.018142] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:51.142232] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:06:51.266922] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:51.392972] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:06:51.520113] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:06:51.648971] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:06:51.649169] [INFO ] [CONFIGURE ] PNR: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T02:06:51.649220] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3061 tests
[2025-10-18T02:06:51.649255] [INFO ] [CONFIGURE ] PNR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:06:51.649288] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:06:51.808599] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:06:51.951023] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:52.096948] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:06:52.236921] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:52.377615] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:52.518954] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:06:52.662049] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:52.807929] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:06:52.958285] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:06:53.107249] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:06:53.107430] [INFO ] [CONFIGURE ] PNR: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T02:06:53.107475] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3060 tests
[2025-10-18T02:06:53.107511] [INFO ] [CONFIGURE ] PNR: Testing feature 3/29: add_daily_returns
[2025-10-18T02:06:53.107542] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:06:53.236276] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:53.367156] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:53.511413] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:06:53.663590] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:53.789433] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:53.915275] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:06:54.042669] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:06:54.169873] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:06:54.298241] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:06:54.427836] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:06:54.428046] [INFO ] [CONFIGURE ] PNR: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:06:54.428095] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3059 tests
[2025-10-18T02:06:54.428130] [INFO ] [CONFIGURE ] PNR: Testing feature 4/29: add_ema
[2025-10-18T02:06:54.428161] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T02:06:54.561473] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:54.700530] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:54.842203] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:06:54.987207] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:06:55.136765] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:06:55.284636] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:06:55.431254] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:55.574739] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:06:55.719878] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:06:55.866613] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:06:55.866812] [INFO ] [CONFIGURE ] PNR: DISCARDED add_ema (score: 60.00%)
[2025-10-18T02:06:55.866909] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3058 tests
[2025-10-18T02:06:55.866971] [INFO ] [CONFIGURE ] PNR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:06:55.867007] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:06:56.015811] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:56.164687] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:56.313689] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:06:56.470584] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:56.626559] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:56.779980] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:06:56.937178] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:57.092435] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:06:57.241878] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:06:57.391731] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:06:57.391882] [INFO ] [CONFIGURE ] PNR: KEPT add_exhaustion_signals (score: 90.00%)
[2025-10-18T02:06:57.391928] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3057 tests
[2025-10-18T02:06:57.391965] [INFO ] [CONFIGURE ] PNR: Testing feature 6/29: add_failed_moves
[2025-10-18T02:06:57.391996] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T02:06:57.543581] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:57.696094] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:57.849980] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:06:58.005605] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:58.168154] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:58.327577] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:06:58.485934] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:06:58.643037] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:06:58.801333] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:06:58.959980] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:06:58.960137] [INFO ] [CONFIGURE ] PNR: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-18T02:06:58.960180] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3056 tests
[2025-10-18T02:06:58.960214] [INFO ] [CONFIGURE ] PNR: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:06:58.960244] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T02:06:59.106088] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:06:59.255516] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:06:59.404573] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:06:59.551556] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:06:59.703091] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:06:59.854715] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:00.005708] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:00.158388] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:00.311077] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:00.462996] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:00.463204] [INFO ] [CONFIGURE ] PNR: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-18T02:07:00.463254] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3055 tests
[2025-10-18T02:07:00.463289] [INFO ] [CONFIGURE ] PNR: Testing feature 8/29: add_macd
[2025-10-18T02:07:00.463320] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T02:07:00.633411] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:00.806208] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:07:00.981884] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:01.160631] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:01.338389] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:07:01.509298] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:01.688922] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:01.863187] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:02.038585] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:02.216443] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:02.216701] [INFO ] [CONFIGURE ] PNR: DISCARDED add_macd (score: 90.00%)
[2025-10-18T02:07:02.216814] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3054 tests
[2025-10-18T02:07:02.216873] [INFO ] [CONFIGURE ] PNR: Testing feature 9/29: add_mfi
[2025-10-18T02:07:02.216914] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T02:07:02.381661] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:02.542944] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:07:02.704848] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:02.869859] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:03.036069] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:07:03.202291] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:03.370735] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:03.555212] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:03.723269] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:03.892910] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:03.893119] [INFO ] [CONFIGURE ] PNR: DISCARDED add_mfi (score: 90.00%)
[2025-10-18T02:07:03.893164] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3053 tests
[2025-10-18T02:07:03.893200] [INFO ] [CONFIGURE ] PNR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:07:03.893231] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:07:04.076147] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:04.256892] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:07:04.442188] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:04.626388] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:04.808831] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:07:04.992822] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:05.179121] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:05.368418] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:05.560441] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:05.741667] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:05.741850] [INFO ] [CONFIGURE ] PNR: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-18T02:07:05.741894] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3052 tests
[2025-10-18T02:07:05.741929] [INFO ] [CONFIGURE ] PNR: Testing feature 11/29: add_obv_daily
[2025-10-18T02:07:05.741961] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T02:07:05.897868] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:06.055811] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:07:06.207253] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:06.361665] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:07:06.514075] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:07:06.668574] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:06.823211] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:06.978548] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:07:07.140554] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:07:07.300575] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:07:07.300776] [INFO ] [CONFIGURE ] PNR: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T02:07:07.300834] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3051 tests
[2025-10-18T02:07:07.300873] [INFO ] [CONFIGURE ] PNR: Testing feature 12/29: add_obv_interval
[2025-10-18T02:07:07.300904] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T02:07:07.456882] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:07.613145] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:07:07.770125] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:07.927678] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:08.088444] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:07:08.248499] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:08.406286] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:08.567772] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:08.729928] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:08.892329] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:08.892552] [INFO ] [CONFIGURE ] PNR: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T02:07:08.892603] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3050 tests
[2025-10-18T02:07:08.892659] [INFO ] [CONFIGURE ] PNR: Testing feature 13/29: add_opening_strength
[2025-10-18T02:07:08.892719] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:07:09.056250] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:09.222836] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:07:09.389888] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:09.557870] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:07:09.731760] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:07:09.907591] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:10.086380] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:10.261946] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:10.436665] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:10.612549] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:10.612745] [INFO ] [CONFIGURE ] PNR: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:07:10.612800] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3049 tests
[2025-10-18T02:07:10.612836] [INFO ] [CONFIGURE ] PNR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:07:10.612868] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T02:07:10.781809] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:10.951499] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:07:11.125577] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:11.300994] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:11.480074] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:07:11.654890] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:11.845943] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:12.048784] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:12.219895] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:12.402590] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:12.402814] [INFO ] [CONFIGURE ] PNR: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T02:07:12.402866] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3048 tests
[2025-10-18T02:07:12.402902] [INFO ] [CONFIGURE ] PNR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:07:12.402935] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T02:07:12.552025] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:12.700885] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:07:12.863344] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:13.017311] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:13.172328] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:07:13.324666] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:13.481545] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:13.640076] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:13.797774] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:13.954694] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:13.954869] [INFO ] [CONFIGURE ] PNR: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T02:07:13.954913] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3047 tests
[2025-10-18T02:07:13.954948] [INFO ] [CONFIGURE ] PNR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:07:13.954981] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T02:07:14.117092] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:14.277105] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:07:14.437505] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:14.597520] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:14.757459] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:07:14.917595] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:15.099531] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:15.277352] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:15.442251] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:15.606361] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:15.606532] [INFO ] [CONFIGURE ] PNR: KEPT add_pbf_overnight_gap (score: 100.00%)
[2025-10-18T02:07:15.606576] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3046 tests
[2025-10-18T02:07:15.606610] [INFO ] [CONFIGURE ] PNR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:07:15.606662] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-18T02:07:15.787863] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:15.971043] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:07:16.158303] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:16.347372] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:16.532624] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:07:16.716246] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:16.899539] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:17.097738] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:17.279107] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:17.462619] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:17.462835] [INFO ] [CONFIGURE ] PNR: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-18T02:07:17.462884] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3045 tests
[2025-10-18T02:07:17.462919] [INFO ] [CONFIGURE ] PNR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:07:17.462953] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-18T02:07:17.626415] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:17.791686] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:07:17.956132] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:18.124920] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:18.290813] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:07:18.462004] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:18.632877] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:18.809554] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:18.983869] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:19.161344] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:07:19.161512] [INFO ] [CONFIGURE ] PNR: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T02:07:19.161556] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3044 tests
[2025-10-18T02:07:19.161592] [INFO ] [CONFIGURE ] PNR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:07:19.161625] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-18T02:07:19.329151] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:19.494530] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:07:19.663765] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:19.830637] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:19.999485] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:07:20.165495] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:20.331879] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:20.496240] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:20.670273] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:20.837252] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:20.837450] [INFO ] [CONFIGURE ] PNR: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T02:07:20.837495] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3043 tests
[2025-10-18T02:07:20.837531] [INFO ] [CONFIGURE ] PNR: Testing feature 20/29: add_price_rejection
[2025-10-18T02:07:20.837563] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-18T02:07:21.008461] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:21.183495] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:07:21.356517] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:21.530513] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:21.701929] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:07:21.876600] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:22.050773] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:22.229334] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:22.407575] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:22.586761] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:22.586924] [INFO ] [CONFIGURE ] PNR: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-18T02:07:22.586966] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3042 tests
[2025-10-18T02:07:22.587000] [INFO ] [CONFIGURE ] PNR: Testing feature 21/29: add_range_position
[2025-10-18T02:07:22.587031] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-18T02:07:22.763206] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:22.940870] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:07:23.120492] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:23.298372] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:23.492794] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:07:23.697846] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:23.879120] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:24.060946] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:24.244831] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:24.428881] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:24.429068] [INFO ] [CONFIGURE ] PNR: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T02:07:24.429112] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3041 tests
[2025-10-18T02:07:24.429147] [INFO ] [CONFIGURE ] PNR: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:07:24.429178] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-18T02:07:24.623687] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:24.821659] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:07:25.021330] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:25.224439] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:25.425760] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:07:25.630430] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:25.838313] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:26.045765] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:26.257348] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:26.468509] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:26.468769] [INFO ] [CONFIGURE ] PNR: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T02:07:26.468825] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3040 tests
[2025-10-18T02:07:26.468862] [INFO ] [CONFIGURE ] PNR: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:07:26.468897] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-18T02:07:26.642357] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:26.816016] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:07:26.988615] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:27.189613] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:27.369634] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:07:27.543292] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:27.718947] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:27.907964] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:28.109603] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:28.357966] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:28.358210] [INFO ] [CONFIGURE ] PNR: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T02:07:28.358282] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3039 tests
[2025-10-18T02:07:28.358343] [INFO ] [CONFIGURE ] PNR: Testing feature 24/29: add_rsi
[2025-10-18T02:07:28.358398] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-18T02:07:28.640255] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:28.922290] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:07:29.142062] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:29.357955] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:29.575189] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:07:29.791055] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:29.995869] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:30.224404] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:30.422885] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:30.617719] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:30.617915] [INFO ] [CONFIGURE ] PNR: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T02:07:30.617968] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3038 tests
[2025-10-18T02:07:30.618004] [INFO ] [CONFIGURE ] PNR: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:07:30.618034] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-18T02:07:30.801800] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:30.979165] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:07:31.148436] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:31.317278] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:31.483633] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:07:31.660921] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:31.835620] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:32.008254] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:32.179277] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:32.354595] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:32.354830] [INFO ] [CONFIGURE ] PNR: DISCARDED add_tick_distribution (score: 100.00%)
[2025-10-18T02:07:32.354880] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3037 tests
[2025-10-18T02:07:32.354916] [INFO ] [CONFIGURE ] PNR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:07:32.354947] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-18T02:07:32.528449] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:32.701717] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:07:32.875256] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:33.051907] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:33.230148] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:07:33.428455] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:33.608898] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:33.792546] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:33.971892] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:34.162675] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:07:34.162948] [INFO ] [CONFIGURE ] PNR: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T02:07:34.163026] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3036 tests
[2025-10-18T02:07:34.163081] [INFO ] [CONFIGURE ] PNR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:07:34.163153] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-18T02:07:34.389429] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:34.580245] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:07:34.770761] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:34.966682] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:35.149197] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:07:35.339157] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:35.528980] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:35.721467] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:35.906320] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:36.098853] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:36.099044] [INFO ] [CONFIGURE ] PNR: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-18T02:07:36.099089] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3035 tests
[2025-10-18T02:07:36.099126] [INFO ] [CONFIGURE ] PNR: Testing feature 28/29: add_volume_profile
[2025-10-18T02:07:36.099160] [INFO ] [CONFIGURE ] PNR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-18T02:07:36.283536] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:07:36.469299] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:07:36.641318] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:36.848035] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:37.023925] [DEBUG] [FORECASTER] PNR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:07:37.195584] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:37.370192] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:07:37.545831] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:37.720739] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:07:37.910149] [DEBUG] [FORECASTER] PNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:37.910328] [INFO ] [CONFIGURE ] PNR: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T02:07:37.910371] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3034 tests
[2025-10-18T02:07:37.910407] [INFO ] [CONFIGURE ] PNR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:07:37.910437] [INFO ] [CONFIGURE ] PNR: Best accuracy: 100.00%
[2025-10-18T02:07:37.910469] [INFO ] [CONFIGURE ] PNR: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T02:07:37.910497] [INFO ] [CONFIGURE ] PNR: Improvement over baseline: 60.00%
[2025-10-18T02:07:37.910523] [INFO ] [CONFIGURE ] PNR: Total time: 47.5 seconds
[2025-10-18T02:07:37.910550] [INFO ] [CONFIGURE ] PNR: Average time per feature: 1.7 seconds
[2025-10-18T02:07:37.910577] [INFO ] [CONFIGURE ] PNR: Average speed: 0.61 features/sec
[2025-10-18T02:07:37.910977] [INFO ] [LOCAL     ] Saved configuration for PNR: 4 features, 100.00% accuracy -> ./output/feature-sets/PNR.json
[2025-10-18T02:07:37.911023] [INFO ] [CONFIGURE ] PNR: Configuration saved successfully: 4 features, 100.00% accuracy.
[2025-10-18T02:07:37.911060] [INFO ] [sig       ] [278/380] Successfully configured PNR | 0.02 sym/s | Total: 3.3h | ETA: 1.2h
[2025-10-18T02:07:37.911104] [INFO ] [sig       ] [279/380] Configuring PNW...
[2025-10-18T02:07:37.911159] [INFO ] [CONFIGURE ] PNW: Configurate test run.
[2025-10-18T02:07:37.911192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNW' from 'https://tdm.silogroup.org/data/derivative_storage/PNW.csv'.
[2025-10-18T02:07:37.921158] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PNW'.
[2025-10-18T02:07:37.921559] [INFO ] [CONFIGURE ] PNW: Testing with 29 available features
[2025-10-18T02:07:37.921614] [INFO ] [CONFIGURE ] PNW: Establishing baseline with no features...
[2025-10-18T02:07:38.033778] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:07:38.146101] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:07:38.257620] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:38.370278] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:07:38.486471] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:07:38.605864] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:38.725257] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:38.871188] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:07:38.991495] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:07:39.099941] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:39.100084] [INFO ] [CONFIGURE ] PNW: Baseline score (no features): 60.00%
[2025-10-18T02:07:39.100127] [INFO ] [CONFIGURE ] PNW: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:07:39.100159] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:07:39.216099] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:07:39.331487] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:07:39.479058] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:39.608405] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:07:39.728443] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:07:39.848566] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:39.970234] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:40.094132] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:07:40.216450] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:07:40.340952] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:40.341114] [INFO ] [CONFIGURE ] PNW: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T02:07:40.341157] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3033 tests
[2025-10-18T02:07:40.341190] [INFO ] [CONFIGURE ] PNW: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:07:40.341220] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:07:40.466195] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:07:40.592278] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:07:40.719504] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:40.846859] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:40.974234] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:07:41.101601] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:41.229090] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:41.360324] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:07:41.492337] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:07:41.623255] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:07:41.623378] [INFO ] [CONFIGURE ] PNW: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T02:07:41.623421] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3032 tests
[2025-10-18T02:07:41.623477] [INFO ] [CONFIGURE ] PNW: Testing feature 3/29: add_daily_returns
[2025-10-18T02:07:41.623509] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_daily_returns']
[2025-10-18T02:07:41.733020] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:07:41.845234] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:07:41.956891] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:42.069601] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:07:42.182186] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:07:42.298075] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:42.413143] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:42.529776] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:07:42.651074] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:07:42.768156] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:07:42.768304] [INFO ] [CONFIGURE ] PNW: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T02:07:42.768348] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3031 tests
[2025-10-18T02:07:42.768380] [INFO ] [CONFIGURE ] PNW: Testing feature 4/29: add_ema
[2025-10-18T02:07:42.768411] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_ema']
[2025-10-18T02:07:42.892451] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:07:43.018605] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:07:43.143505] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:43.269271] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:07:43.396325] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:07:43.522482] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:43.649078] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:43.775692] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:07:43.904495] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:07:44.033931] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:44.034119] [INFO ] [CONFIGURE ] PNW: DISCARDED add_ema (score: 60.00%)
[2025-10-18T02:07:44.034164] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3030 tests
[2025-10-18T02:07:44.034198] [INFO ] [CONFIGURE ] PNW: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:07:44.034228] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:07:44.166741] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:07:44.301909] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:07:44.438626] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:44.577556] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:07:44.716274] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:07:44.855293] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:44.996573] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:45.138574] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:07:45.280820] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:07:45.423293] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:45.423461] [INFO ] [CONFIGURE ] PNW: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:07:45.423506] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3029 tests
[2025-10-18T02:07:45.423542] [INFO ] [CONFIGURE ] PNW: Testing feature 6/29: add_failed_moves
[2025-10-18T02:07:45.423575] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_failed_moves']
[2025-10-18T02:07:45.541418] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:07:45.659410] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:07:45.778315] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:45.898261] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:07:46.018300] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:07:46.138199] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:46.264357] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:46.394100] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:07:46.518424] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:07:46.639371] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:46.639572] [INFO ] [CONFIGURE ] PNW: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:07:46.639616] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3028 tests
[2025-10-18T02:07:46.639680] [INFO ] [CONFIGURE ] PNW: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:07:46.639732] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_lag_shelf']
[2025-10-18T02:07:46.746919] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:07:46.865322] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:07:46.972833] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:47.081916] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:07:47.189894] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:07:47.301127] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:47.411620] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:47.525472] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:07:47.638378] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:07:47.751130] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:47.751276] [INFO ] [CONFIGURE ] PNW: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T02:07:47.751318] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3027 tests
[2025-10-18T02:07:47.751352] [INFO ] [CONFIGURE ] PNW: Testing feature 8/29: add_macd
[2025-10-18T02:07:47.751382] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:07:47.899952] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:07:48.050139] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:07:48.198935] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:07:48.347763] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:48.498873] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:07:48.646772] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:48.796806] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:48.950480] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:07:49.101219] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:07:49.251577] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:07:49.251792] [INFO ] [CONFIGURE ] PNW: DISCARDED add_macd (score: 40.00%)
[2025-10-18T02:07:49.251844] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3026 tests
[2025-10-18T02:07:49.251880] [INFO ] [CONFIGURE ] PNW: Testing feature 9/29: add_mfi
[2025-10-18T02:07:49.251912] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_mfi']
[2025-10-18T02:07:49.373811] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:07:49.495921] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:07:49.619337] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:49.743706] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:07:49.867513] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:07:49.992334] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:50.118789] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:50.243941] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:07:50.370788] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:07:50.498256] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:50.498449] [INFO ] [CONFIGURE ] PNW: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T02:07:50.498494] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3025 tests
[2025-10-18T02:07:50.498535] [INFO ] [CONFIGURE ] PNW: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:07:50.498566] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:07:50.636882] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:07:50.776707] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:07:50.915067] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:51.054771] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:07:51.194266] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:07:51.335276] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:51.477526] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:51.619766] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:07:51.762700] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:07:51.910061] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:51.910247] [INFO ] [CONFIGURE ] PNW: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:07:51.910318] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3024 tests
[2025-10-18T02:07:51.910357] [INFO ] [CONFIGURE ] PNW: Testing feature 11/29: add_obv_daily
[2025-10-18T02:07:51.910390] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_obv_daily']
[2025-10-18T02:07:52.026053] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:07:52.140477] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:07:52.254580] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:52.369198] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:52.488993] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:07:52.608884] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:52.728002] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:52.846329] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:07:52.966590] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:07:53.086286] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:53.086477] [INFO ] [CONFIGURE ] PNW: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T02:07:53.086522] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3023 tests
[2025-10-18T02:07:53.086557] [INFO ] [CONFIGURE ] PNW: Testing feature 12/29: add_obv_interval
[2025-10-18T02:07:53.086588] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_obv_interval']
[2025-10-18T02:07:53.200758] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:07:53.315632] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:07:53.430579] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:53.548051] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:07:53.666542] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:07:53.784828] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:53.905030] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:54.024590] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:07:54.143920] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:07:54.263281] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:54.263439] [INFO ] [CONFIGURE ] PNW: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:07:54.263482] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3022 tests
[2025-10-18T02:07:54.263517] [INFO ] [CONFIGURE ] PNW: Testing feature 13/29: add_opening_strength
[2025-10-18T02:07:54.263549] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:07:54.387484] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:07:54.513255] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:07:54.638458] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:54.764864] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:54.887535] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:07:55.014367] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:55.145216] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:55.278921] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:07:55.417121] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:07:55.543623] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:55.543828] [INFO ] [CONFIGURE ] PNW: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:07:55.543874] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3021 tests
[2025-10-18T02:07:55.543908] [INFO ] [CONFIGURE ] PNW: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:07:55.543938] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T02:07:55.667618] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:07:55.791588] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:07:55.920942] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:07:56.051256] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:07:56.181670] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:07:56.311791] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:56.442439] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:56.574069] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:07:56.702195] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:07:56.830751] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:07:56.830962] [INFO ] [CONFIGURE ] PNW: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-18T02:07:56.831632] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3020 tests
[2025-10-18T02:07:56.831738] [INFO ] [CONFIGURE ] PNW: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:07:56.831788] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T02:07:56.936154] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:07:57.050401] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:07:57.165574] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:57.270615] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:07:57.375046] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:07:57.481058] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:07:57.627946] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:57.761216] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:07:57.884882] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:07:58.006807] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:58.006988] [INFO ] [CONFIGURE ] PNW: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:07:58.007032] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3019 tests
[2025-10-18T02:07:58.007067] [INFO ] [CONFIGURE ] PNW: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:07:58.007099] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T02:07:58.129769] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:07:58.253283] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:07:58.376885] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:58.502291] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:07:58.626304] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:07:58.750240] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:07:58.873921] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:07:58.999901] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:07:59.123616] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:07:59.250848] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:07:59.251029] [INFO ] [CONFIGURE ] PNW: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T02:07:59.251074] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3018 tests
[2025-10-18T02:07:59.251108] [INFO ] [CONFIGURE ] PNW: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:07:59.251139] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_pbf_return_2d']
[2025-10-18T02:07:59.374528] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:07:59.499268] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:07:59.623444] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:07:59.749336] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:07:59.875845] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:08:00.002591] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:08:00.129931] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:08:00.262675] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:08:00.397946] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:00.531497] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:08:00.531698] [INFO ] [CONFIGURE ] PNW: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:08:00.531760] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3017 tests
[2025-10-18T02:08:00.531801] [INFO ] [CONFIGURE ] PNW: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:08:00.531835] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T02:08:00.667387] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:00.791779] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:08:00.909309] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:08:01.028919] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:08:01.146148] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:08:01.270190] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:08:01.396064] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:08:01.520885] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:08:01.644944] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:01.781976] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:08:01.782191] [INFO ] [CONFIGURE ] PNW: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:08:01.782264] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3016 tests
[2025-10-18T02:08:01.782324] [INFO ] [CONFIGURE ] PNW: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:08:01.782382] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T02:08:01.919105] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:02.032917] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:08:02.146636] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:08:02.262677] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:08:02.382723] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:08:02.498464] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:08:02.616237] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:08:02.732866] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:08:02.852378] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:02.972514] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:08:02.972742] [INFO ] [CONFIGURE ] PNW: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T02:08:02.972798] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3015 tests
[2025-10-18T02:08:02.972836] [INFO ] [CONFIGURE ] PNW: Testing feature 20/29: add_price_rejection
[2025-10-18T02:08:02.972870] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_price_rejection']
[2025-10-18T02:08:03.097420] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:03.218989] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:08:03.341331] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:08:03.469385] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:08:03.590689] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:08:03.714543] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:08:03.837371] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:08:03.962978] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:08:04.090079] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:04.215953] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:08:04.216139] [INFO ] [CONFIGURE ] PNW: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:08:04.216183] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3014 tests
[2025-10-18T02:08:04.216218] [INFO ] [CONFIGURE ] PNW: Testing feature 21/29: add_range_position
[2025-10-18T02:08:04.216250] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_range_position']
[2025-10-18T02:08:04.345822] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:04.476015] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:08:04.606499] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:08:04.737679] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:08:04.869193] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:08:05.002365] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:08:05.136372] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:08:05.270091] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:08:05.405079] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:05.540103] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:08:05.540236] [INFO ] [CONFIGURE ] PNW: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T02:08:05.540279] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3013 tests
[2025-10-18T02:08:05.540312] [INFO ] [CONFIGURE ] PNW: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:08:05.540342] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_realized_volatility']
[2025-10-18T02:08:05.684381] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:05.831479] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:08:05.975610] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:08:06.127944] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:08:06.283724] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:08:06.435073] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:08:06.590729] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:08:06.746459] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:08:06.895414] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:07.046771] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:08:07.046947] [INFO ] [CONFIGURE ] PNW: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T02:08:07.046990] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3012 tests
[2025-10-18T02:08:07.047024] [INFO ] [CONFIGURE ] PNW: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:08:07.047054] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_recent_range_context']
[2025-10-18T02:08:07.164762] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:07.283356] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:08:07.404998] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:08:07.526106] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:08:07.663930] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:08:07.783152] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:08:07.903893] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:08:08.024787] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:08:08.147907] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:08.282263] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:08:08.282471] [INFO ] [CONFIGURE ] PNW: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:08:08.282524] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3011 tests
[2025-10-18T02:08:08.282561] [INFO ] [CONFIGURE ] PNW: Testing feature 24/29: add_rsi
[2025-10-18T02:08:08.282617] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T02:08:08.438421] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:08.577210] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:08:08.717026] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:08:08.857361] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:08:08.997360] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:08:09.139500] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:08:09.281826] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:08:09.435968] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:08:09.606206] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:09.780460] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:08:09.780631] [INFO ] [CONFIGURE ] PNW: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:08:09.780712] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3010 tests
[2025-10-18T02:08:09.780755] [INFO ] [CONFIGURE ] PNW: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:08:09.780789] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_tick_distribution']
[2025-10-18T02:08:09.900229] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:10.021614] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:08:10.140447] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:08:10.259580] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:08:10.377158] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:08:10.495775] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:10.614864] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:08:10.736336] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:08:10.858994] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:10.982744] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:08:10.982930] [INFO ] [CONFIGURE ] PNW: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T02:08:10.982973] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3009 tests
[2025-10-18T02:08:10.983007] [INFO ] [CONFIGURE ] PNW: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:08:10.983038] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T02:08:11.104911] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:11.226834] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:08:11.349811] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:08:11.473356] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:08:11.598188] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:08:11.730611] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:08:11.863718] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:08:11.988173] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:08:12.114169] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:12.240300] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:08:12.240485] [INFO ] [CONFIGURE ] PNW: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:08:12.240529] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3008 tests
[2025-10-18T02:08:12.240615] [INFO ] [CONFIGURE ] PNW: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:08:12.240686] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_volume_price_divergence']
[2025-10-18T02:08:12.372966] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:12.502097] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:08:12.630832] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:08:12.791995] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:08:12.921263] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:08:13.053070] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:13.185198] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:08:13.322132] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:08:13.462552] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:13.601196] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:08:13.601363] [INFO ] [CONFIGURE ] PNW: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-18T02:08:13.601409] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3007 tests
[2025-10-18T02:08:13.601444] [INFO ] [CONFIGURE ] PNW: Testing feature 28/29: add_volume_profile
[2025-10-18T02:08:13.601476] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_volume_profile']
[2025-10-18T02:08:13.730957] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:13.867146] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:08:13.989483] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:08:14.110608] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:08:14.241783] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:08:14.372407] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:14.510542] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:08:14.644072] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:08:14.772633] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:14.916706] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:08:14.916910] [INFO ] [CONFIGURE ] PNW: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:08:14.916980] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3006 tests
[2025-10-18T02:08:14.917025] [INFO ] [CONFIGURE ] PNW: Testing feature 29/29: add_vwap
[2025-10-18T02:08:14.917058] [INFO ] [CONFIGURE ] PNW: Testing with features: ['add_vwap']
[2025-10-18T02:08:15.058561] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:15.186844] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:08:15.311564] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:08:15.438302] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:08:15.568343] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:08:15.701060] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:08:15.840959] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:08:15.971209] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:16.102757] [DEBUG] [FORECASTER] PNW: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:16.234619] [DEBUG] [FORECASTER] PNW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:08:16.234815] [INFO ] [CONFIGURE ] PNW: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:08:16.234864] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3005 tests
[2025-10-18T02:08:16.234901] [INFO ] [CONFIGURE ] PNW: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:08:16.234932] [INFO ] [CONFIGURE ] PNW: Best accuracy: 60.00%
[2025-10-18T02:08:16.234962] [INFO ] [CONFIGURE ] PNW: Best feature set (0 features): []
[2025-10-18T02:08:16.234990] [INFO ] [CONFIGURE ] PNW: Improvement over baseline: 0.00%
[2025-10-18T02:08:16.235020] [INFO ] [CONFIGURE ] PNW: Total time: 37.1 seconds
[2025-10-18T02:08:16.235048] [INFO ] [CONFIGURE ] PNW: Average time per feature: 1.3 seconds
[2025-10-18T02:08:16.235077] [INFO ] [CONFIGURE ] PNW: Average speed: 0.78 features/sec
[2025-10-18T02:08:16.235371] [INFO ] [LOCAL     ] Saved configuration for PNW: 0 features, 60.00% accuracy -> ./output/feature-sets/PNW.json
[2025-10-18T02:08:16.235414] [INFO ] [CONFIGURE ] PNW: Configuration saved successfully: 0 features, 60.00% accuracy.
[2025-10-18T02:08:16.235451] [INFO ] [sig       ] [279/380] Successfully configured PNW | 0.02 sym/s | Total: 3.3h | ETA: 1.2h
[2025-10-18T02:08:16.235485] [INFO ] [sig       ] [280/380] Configuring POR...
[2025-10-18T02:08:16.235516] [INFO ] [CONFIGURE ] POR: Configurate test run.
[2025-10-18T02:08:16.235547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POR' from 'https://tdm.silogroup.org/data/derivative_storage/POR.csv'.
[2025-10-18T02:08:16.247846] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'POR'.
[2025-10-18T02:08:16.248258] [INFO ] [CONFIGURE ] POR: Testing with 29 available features
[2025-10-18T02:08:16.248316] [INFO ] [CONFIGURE ] POR: Establishing baseline with no features...
[2025-10-18T02:08:16.374877] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:08:16.505331] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:16.628360] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:08:16.759554] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:08:16.881426] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:17.003903] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:17.124251] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:08:17.248464] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:17.376373] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:17.489812] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:17.489956] [INFO ] [CONFIGURE ] POR: Baseline score (no features): 30.00%
[2025-10-18T02:08:17.489999] [INFO ] [CONFIGURE ] POR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:08:17.490083] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:08:17.617379] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:08:17.739549] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:08:17.862434] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:08:17.987354] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:08:18.111891] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:18.234738] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:18.359288] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:08:18.496502] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:18.635755] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:18.767950] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:18.768143] [INFO ] [CONFIGURE ] POR: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-18T02:08:18.768190] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3004 tests
[2025-10-18T02:08:18.768224] [INFO ] [CONFIGURE ] POR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:08:18.768256] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:08:18.900510] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:19.040414] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:19.175232] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:19.310205] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:08:19.441069] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:19.574247] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:19.710140] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:08:19.843614] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:19.976720] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:20.110971] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:20.111125] [INFO ] [CONFIGURE ] POR: KEPT add_cumulative_delta (score: 40.00%)
[2025-10-18T02:08:20.111168] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3003 tests
[2025-10-18T02:08:20.111201] [INFO ] [CONFIGURE ] POR: Testing feature 3/29: add_daily_returns
[2025-10-18T02:08:20.111231] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:08:20.245326] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:20.380600] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:20.518230] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:20.665143] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:20.828801] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:20.988134] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:21.199831] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:08:21.388182] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:21.597883] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:21.764426] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:21.764666] [INFO ] [CONFIGURE ] POR: KEPT add_daily_returns (score: 60.00%)
[2025-10-18T02:08:21.764739] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3002 tests
[2025-10-18T02:08:21.764783] [INFO ] [CONFIGURE ] POR: Testing feature 4/29: add_ema
[2025-10-18T02:08:21.764818] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-18T02:08:21.935069] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:22.092552] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:08:22.240040] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:22.394306] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:22.547049] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:22.691018] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:22.832988] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:08:22.981164] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:23.141977] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:23.297211] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:23.297400] [INFO ] [CONFIGURE ] POR: DISCARDED add_ema (score: 50.00%)
[2025-10-18T02:08:23.297467] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3001 tests
[2025-10-18T02:08:23.297504] [INFO ] [CONFIGURE ] POR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:08:23.297536] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:08:23.449426] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:23.605009] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:23.757034] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:23.910373] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:24.065052] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:24.225276] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:24.381329] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:08:24.536572] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:24.695903] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:24.860098] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:24.860257] [INFO ] [CONFIGURE ] POR: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:08:24.860389] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 3000 tests
[2025-10-18T02:08:24.860465] [INFO ] [CONFIGURE ] POR: Testing feature 6/29: add_failed_moves
[2025-10-18T02:08:24.860535] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T02:08:24.992816] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:25.133401] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:25.275538] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:25.414610] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:25.561158] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:25.696339] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:25.835429] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:08:25.973582] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:26.117973] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:26.276197] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:26.276395] [INFO ] [CONFIGURE ] POR: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:08:26.276441] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2999 tests
[2025-10-18T02:08:26.276481] [INFO ] [CONFIGURE ] POR: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:08:26.276540] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T02:08:26.420058] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:26.563106] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:26.710906] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:26.856757] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:26.990575] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:27.113319] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:27.236294] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:08:27.376692] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:27.507044] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:27.645404] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:27.645613] [INFO ] [CONFIGURE ] POR: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T02:08:27.645714] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2998 tests
[2025-10-18T02:08:27.645810] [INFO ] [CONFIGURE ] POR: Testing feature 8/29: add_macd
[2025-10-18T02:08:27.645883] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T02:08:27.815198] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:27.980135] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:28.142612] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:28.308186] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:28.475218] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:28.654179] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:28.830499] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:08:29.007165] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:29.190978] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:08:29.395943] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:29.396228] [INFO ] [CONFIGURE ] POR: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:08:29.396289] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2997 tests
[2025-10-18T02:08:29.396329] [INFO ] [CONFIGURE ] POR: Testing feature 9/29: add_mfi
[2025-10-18T02:08:29.396362] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-18T02:08:29.556491] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:29.705617] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:29.868167] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:30.022832] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:08:30.178265] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:30.334946] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:30.493061] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:08:30.643227] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:30.793048] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:30.985872] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:30.986077] [INFO ] [CONFIGURE ] POR: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T02:08:30.986126] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2996 tests
[2025-10-18T02:08:30.986164] [INFO ] [CONFIGURE ] POR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:08:30.986197] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:08:31.146522] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:31.308295] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:31.489768] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:31.659572] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:08:31.828087] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:31.999720] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:32.172665] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:08:32.351282] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:32.525496] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:32.704442] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:32.704636] [INFO ] [CONFIGURE ] POR: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T02:08:32.704720] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2995 tests
[2025-10-18T02:08:32.704762] [INFO ] [CONFIGURE ] POR: Testing feature 11/29: add_obv_daily
[2025-10-18T02:08:32.704796] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T02:08:32.856424] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:32.999571] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:33.138811] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:08:33.279930] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:33.424897] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:33.567246] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:33.709912] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:08:33.854010] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:34.031921] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:34.180375] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:34.180603] [INFO ] [CONFIGURE ] POR: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T02:08:34.180686] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2994 tests
[2025-10-18T02:08:34.180738] [INFO ] [CONFIGURE ] POR: Testing feature 12/29: add_obv_interval
[2025-10-18T02:08:34.180772] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T02:08:34.319008] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:34.456737] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:34.593143] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:34.735402] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:34.875175] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:35.015869] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:35.157968] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:08:35.299268] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:35.440353] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:35.583176] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:35.583348] [INFO ] [CONFIGURE ] POR: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:08:35.583416] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2993 tests
[2025-10-18T02:08:35.583478] [INFO ] [CONFIGURE ] POR: Testing feature 13/29: add_opening_strength
[2025-10-18T02:08:35.583514] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:08:35.727437] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:35.875332] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:36.017571] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:36.174622] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:36.327503] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:36.473807] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:36.627150] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:08:36.777139] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:36.928289] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:37.080837] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:37.081084] [INFO ] [CONFIGURE ] POR: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:08:37.081136] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2992 tests
[2025-10-18T02:08:37.081219] [INFO ] [CONFIGURE ] POR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:08:37.081272] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T02:08:37.251006] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:37.421582] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:37.576005] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:08:37.729595] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:37.884523] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:38.038576] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:38.195422] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:08:38.347939] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:38.503728] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:08:38.662118] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:38.662318] [INFO ] [CONFIGURE ] POR: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:08:38.662364] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2991 tests
[2025-10-18T02:08:38.662401] [INFO ] [CONFIGURE ] POR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:08:38.662434] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T02:08:38.808835] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:38.940373] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:39.072344] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:08:39.198711] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:39.328079] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:39.460934] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:39.595195] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:08:39.730259] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:39.865168] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:40.002198] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:40.002349] [INFO ] [CONFIGURE ] POR: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T02:08:40.002400] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2990 tests
[2025-10-18T02:08:40.002435] [INFO ] [CONFIGURE ] POR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:08:40.002465] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T02:08:40.139397] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:40.277223] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:40.415988] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:08:40.555260] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:40.694209] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:40.833373] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:40.975339] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:08:41.115770] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:41.260598] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:41.403552] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:41.403738] [INFO ] [CONFIGURE ] POR: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T02:08:41.403792] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2989 tests
[2025-10-18T02:08:41.403830] [INFO ] [CONFIGURE ] POR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:08:41.403860] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T02:08:41.547438] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:41.690473] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:41.834521] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:41.980914] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:42.128249] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:42.272889] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:42.419713] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:08:42.571922] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:42.722269] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:42.871773] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:42.871956] [INFO ] [CONFIGURE ] POR: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:08:42.872017] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2988 tests
[2025-10-18T02:08:42.872055] [INFO ] [CONFIGURE ] POR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:08:42.872086] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T02:08:43.004514] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:43.138450] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:43.272048] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:43.407514] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:43.540827] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:43.677437] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:43.814471] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:08:43.953146] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:44.092759] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:44.233368] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:44.233527] [INFO ] [CONFIGURE ] POR: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T02:08:44.233572] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2987 tests
[2025-10-18T02:08:44.233609] [INFO ] [CONFIGURE ] POR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:08:44.233663] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T02:08:44.366179] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:44.499672] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:44.632331] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:44.766826] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:44.908124] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:45.050553] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:45.189861] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:08:45.331726] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:45.471732] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:45.616761] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:45.616953] [INFO ] [CONFIGURE ] POR: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T02:08:45.616999] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2986 tests
[2025-10-18T02:08:45.617035] [INFO ] [CONFIGURE ] POR: Testing feature 20/29: add_price_rejection
[2025-10-18T02:08:45.617070] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection']
[2025-10-18T02:08:45.767280] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:45.926109] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:46.088559] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:46.243023] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:46.386931] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:46.529532] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:46.673763] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:08:46.819290] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:46.964531] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:47.112315] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:47.112481] [INFO ] [CONFIGURE ] POR: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:08:47.112525] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2985 tests
[2025-10-18T02:08:47.112560] [INFO ] [CONFIGURE ] POR: Testing feature 21/29: add_range_position
[2025-10-18T02:08:47.112591] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position']
[2025-10-18T02:08:47.260112] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:47.415369] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:47.565206] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:47.714507] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:08:47.864210] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:48.016232] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:48.171980] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:08:48.348680] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:48.522839] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:48.697543] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:48.697849] [INFO ] [CONFIGURE ] POR: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T02:08:48.697918] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2984 tests
[2025-10-18T02:08:48.697961] [INFO ] [CONFIGURE ] POR: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:08:48.697998] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility']
[2025-10-18T02:08:48.887231] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:49.096455] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:08:49.282467] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:49.466547] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:49.652847] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:49.847577] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:50.022009] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:08:50.196100] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:50.375841] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:50.552116] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:50.552283] [INFO ] [CONFIGURE ] POR: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T02:08:50.552329] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2983 tests
[2025-10-18T02:08:50.552366] [INFO ] [CONFIGURE ] POR: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:08:50.552400] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context']
[2025-10-18T02:08:50.694376] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:50.839214] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:50.995669] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:51.144550] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:51.291669] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:51.443046] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:51.600519] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:08:51.752312] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:51.902639] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:52.052204] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:52.052419] [INFO ] [CONFIGURE ] POR: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:08:52.052464] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2982 tests
[2025-10-18T02:08:52.052500] [INFO ] [CONFIGURE ] POR: Testing feature 24/29: add_rsi
[2025-10-18T02:08:52.052533] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T02:08:52.228239] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:52.395556] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:52.560316] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:52.723068] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:52.889955] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:53.054560] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:53.224855] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:08:53.394260] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:53.562579] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:53.727992] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:53.728193] [INFO ] [CONFIGURE ] POR: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:08:53.728238] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2981 tests
[2025-10-18T02:08:53.728275] [INFO ] [CONFIGURE ] POR: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:08:53.728406] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution']
[2025-10-18T02:08:53.873162] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:54.014998] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:54.154898] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:54.296322] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:54.436596] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:54.579218] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:54.719579] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:08:54.860115] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:55.002358] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:55.143951] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:55.144138] [INFO ] [CONFIGURE ] POR: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T02:08:55.144199] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2980 tests
[2025-10-18T02:08:55.144236] [INFO ] [CONFIGURE ] POR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:08:55.144289] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T02:08:55.290066] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:55.433469] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:55.577009] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:55.719499] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:55.862114] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:56.009515] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:56.154620] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:08:56.299659] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:56.445182] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:56.594092] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:56.594264] [INFO ] [CONFIGURE ] POR: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:08:56.594332] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2979 tests
[2025-10-18T02:08:56.594392] [INFO ] [CONFIGURE ] POR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:08:56.594427] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-18T02:08:56.751531] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:56.902968] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:57.058557] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:57.213079] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:57.372418] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:57.532383] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:57.690338] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:08:57.858834] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:58.024808] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:58.194560] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:58.194784] [INFO ] [CONFIGURE ] POR: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:08:58.194845] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2978 tests
[2025-10-18T02:08:58.194885] [INFO ] [CONFIGURE ] POR: Testing feature 28/29: add_volume_profile
[2025-10-18T02:08:58.194919] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile']
[2025-10-18T02:08:58.339779] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:58.488556] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:08:58.632201] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:08:58.769660] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:08:58.904022] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:08:59.038534] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:08:59.183285] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:08:59.328549] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:08:59.480246] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:08:59.628535] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:08:59.628717] [INFO ] [CONFIGURE ] POR: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:08:59.628775] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2977 tests
[2025-10-18T02:08:59.628827] [INFO ] [CONFIGURE ] POR: Testing feature 29/29: add_vwap
[2025-10-18T02:08:59.628884] [INFO ] [CONFIGURE ] POR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap']
[2025-10-18T02:08:59.776875] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:08:59.928724] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:00.073794] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:09:00.223067] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:09:00.368747] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:00.515863] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:09:00.661954] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:09:00.809568] [DEBUG] [FORECASTER] POR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:09:00.963411] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:09:01.120337] [DEBUG] [FORECASTER] POR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:09:01.120552] [INFO ] [CONFIGURE ] POR: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:09:01.120624] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2976 tests
[2025-10-18T02:09:01.120704] [INFO ] [CONFIGURE ] POR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:09:01.120748] [INFO ] [CONFIGURE ] POR: Best accuracy: 60.00%
[2025-10-18T02:09:01.120781] [INFO ] [CONFIGURE ] POR: Best feature set (2 features): ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:09:01.120811] [INFO ] [CONFIGURE ] POR: Improvement over baseline: 30.00%
[2025-10-18T02:09:01.120838] [INFO ] [CONFIGURE ] POR: Total time: 43.6 seconds
[2025-10-18T02:09:01.120865] [INFO ] [CONFIGURE ] POR: Average time per feature: 1.5 seconds
[2025-10-18T02:09:01.120892] [INFO ] [CONFIGURE ] POR: Average speed: 0.66 features/sec
[2025-10-18T02:09:01.121562] [INFO ] [LOCAL     ] Saved configuration for POR: 2 features, 60.00% accuracy -> ./output/feature-sets/POR.json
[2025-10-18T02:09:01.121631] [INFO ] [CONFIGURE ] POR: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-18T02:09:01.121732] [INFO ] [sig       ] [280/380] Successfully configured POR | 0.02 sym/s | Total: 3.4h | ETA: 1.2h
[2025-10-18T02:09:01.121809] [INFO ] [sig       ] [281/380] Configuring POST...
[2025-10-18T02:09:01.121874] [INFO ] [CONFIGURE ] POST: Configurate test run.
[2025-10-18T02:09:01.121929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POST' from 'https://tdm.silogroup.org/data/derivative_storage/POST.csv'.
[2025-10-18T02:09:01.136560] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'POST'.
[2025-10-18T02:09:01.137001] [INFO ] [CONFIGURE ] POST: Testing with 29 available features
[2025-10-18T02:09:01.137073] [INFO ] [CONFIGURE ] POST: Establishing baseline with no features...
[2025-10-18T02:09:01.290538] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:01.413469] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:01.527774] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:01.662223] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:01.785227] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:01.900616] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:02.016856] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:02.132213] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:02.251067] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:02.369384] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:02.369555] [INFO ] [CONFIGURE ] POST: Baseline score (no features): 60.00%
[2025-10-18T02:09:02.369598] [INFO ] [CONFIGURE ] POST: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:09:02.369682] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:09:02.498335] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:02.632743] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:02.763238] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:02.902891] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:03.032951] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:03.157425] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:03.279172] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:03.402257] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:03.526196] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:03.656219] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:03.656405] [INFO ] [CONFIGURE ] POST: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T02:09:03.656453] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2975 tests
[2025-10-18T02:09:03.656489] [INFO ] [CONFIGURE ] POST: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:09:03.656520] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:09:03.782382] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:03.909595] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:04.039826] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:04.166156] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:04.305070] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:04.452956] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:04.581290] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:04.711009] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:04.841125] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:04.974142] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:04.974306] [INFO ] [CONFIGURE ] POST: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T02:09:04.974352] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2974 tests
[2025-10-18T02:09:04.974386] [INFO ] [CONFIGURE ] POST: Testing feature 3/29: add_daily_returns
[2025-10-18T02:09:04.974416] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_daily_returns']
[2025-10-18T02:09:05.093382] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:05.211112] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:05.325319] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:05.439788] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:05.557849] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:05.677395] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:05.798662] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:05.916815] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:06.036144] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:06.153490] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:06.153678] [INFO ] [CONFIGURE ] POST: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T02:09:06.153739] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2973 tests
[2025-10-18T02:09:06.153776] [INFO ] [CONFIGURE ] POST: Testing feature 4/29: add_ema
[2025-10-18T02:09:06.153807] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_ema']
[2025-10-18T02:09:06.279547] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:06.422078] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:06.557534] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:06.686488] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:06.816433] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:06.942128] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:07.070233] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:07.204911] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:07.334772] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:07.485135] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:07.485304] [INFO ] [CONFIGURE ] POST: DISCARDED add_ema (score: 50.00%)
[2025-10-18T02:09:07.485349] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2972 tests
[2025-10-18T02:09:07.485384] [INFO ] [CONFIGURE ] POST: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:09:07.485415] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:09:07.634544] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:09:07.772475] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:07.914506] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:08.050578] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:08.186940] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:08.327443] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:08.466397] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:08.614239] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:08.756779] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:08.897244] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:08.897468] [INFO ] [CONFIGURE ] POST: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T02:09:08.897528] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2971 tests
[2025-10-18T02:09:08.897586] [INFO ] [CONFIGURE ] POST: Testing feature 6/29: add_failed_moves
[2025-10-18T02:09:08.897620] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_failed_moves']
[2025-10-18T02:09:09.010975] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:09.118902] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:09.227797] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:09.335961] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:09.443017] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:09.550203] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:09.658152] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:09.767274] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:09.876386] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:09.986031] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:09.986170] [INFO ] [CONFIGURE ] POST: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:09:09.986212] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2970 tests
[2025-10-18T02:09:09.986246] [INFO ] [CONFIGURE ] POST: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:09:09.986278] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_lag_shelf']
[2025-10-18T02:09:10.083542] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:10.186026] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:10.291771] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:10.397994] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:10.503161] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:10.612318] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:10.742523] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:10.849624] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:10.954455] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:11.059428] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:11.059565] [INFO ] [CONFIGURE ] POST: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T02:09:11.059609] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2969 tests
[2025-10-18T02:09:11.059664] [INFO ] [CONFIGURE ] POST: Testing feature 8/29: add_macd
[2025-10-18T02:09:11.059721] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:09:11.199146] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:09:11.338962] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:11.479213] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:09:11.620424] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:11.761546] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:11.909226] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:12.053987] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:12.198774] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:12.343005] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:12.487820] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:12.488010] [INFO ] [CONFIGURE ] POST: DISCARDED add_macd (score: 40.00%)
[2025-10-18T02:09:12.488094] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2968 tests
[2025-10-18T02:09:12.488134] [INFO ] [CONFIGURE ] POST: Testing feature 9/29: add_mfi
[2025-10-18T02:09:12.488165] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_mfi']
[2025-10-18T02:09:12.604985] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:12.721064] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:12.842472] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:12.969103] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:13.093499] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:13.217977] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:13.347260] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:13.475953] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:09:13.608167] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:13.760160] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:13.760416] [INFO ] [CONFIGURE ] POST: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T02:09:13.760500] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2967 tests
[2025-10-18T02:09:13.760571] [INFO ] [CONFIGURE ] POST: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:09:13.760610] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:09:13.935610] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:14.106081] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:14.271058] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:14.427348] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:09:14.568361] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:14.715350] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:14.858400] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:15.001846] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:15.148320] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:15.295839] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:15.296019] [INFO ] [CONFIGURE ] POST: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:09:15.296062] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2966 tests
[2025-10-18T02:09:15.296096] [INFO ] [CONFIGURE ] POST: Testing feature 11/29: add_obv_daily
[2025-10-18T02:09:15.296127] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_daily']
[2025-10-18T02:09:15.412958] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:15.532194] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:15.644479] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:15.757490] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:15.870049] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:15.983039] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:16.095063] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:16.208119] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:09:16.322499] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:16.436961] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:16.437129] [INFO ] [CONFIGURE ] POST: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T02:09:16.437172] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2965 tests
[2025-10-18T02:09:16.437208] [INFO ] [CONFIGURE ] POST: Testing feature 12/29: add_obv_interval
[2025-10-18T02:09:16.437239] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval']
[2025-10-18T02:09:16.563345] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:16.676582] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:16.789235] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:16.905125] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:17.024759] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:17.146557] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:17.258666] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:17.370183] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:17.483707] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:17.597425] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:17.597590] [INFO ] [CONFIGURE ] POST: KEPT add_obv_interval (score: 70.00%)
[2025-10-18T02:09:17.597634] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2964 tests
[2025-10-18T02:09:17.597709] [INFO ] [CONFIGURE ] POST: Testing feature 13/29: add_opening_strength
[2025-10-18T02:09:17.597749] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:09:17.720790] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:17.847270] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:17.976478] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:09:18.107746] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:18.236658] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:18.369914] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:18.503383] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:18.634424] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:18.772134] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:09:18.904810] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:18.904991] [INFO ] [CONFIGURE ] POST: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:09:18.905035] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2963 tests
[2025-10-18T02:09:18.905069] [INFO ] [CONFIGURE ] POST: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:09:18.905099] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-10-18T02:09:19.040433] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:19.174340] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:19.306385] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:19.440075] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:19.604119] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:19.743017] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:19.881610] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:20.015442] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:20.147553] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:20.279548] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:20.279699] [INFO ] [CONFIGURE ] POST: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T02:09:20.279756] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2962 tests
[2025-10-18T02:09:20.279792] [INFO ] [CONFIGURE ] POST: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:09:20.279822] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-18T02:09:20.391697] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:20.503192] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:20.613683] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:20.724685] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:20.837844] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:20.953197] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:21.066746] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:21.183202] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:21.300004] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:21.415189] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:21.415360] [INFO ] [CONFIGURE ] POST: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T02:09:21.415421] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2961 tests
[2025-10-18T02:09:21.415458] [INFO ] [CONFIGURE ] POST: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:09:21.415488] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-18T02:09:21.532484] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:21.646631] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:21.759840] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:21.874395] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:21.988082] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:22.103217] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:22.217775] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:22.338915] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:09:22.456820] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:22.600155] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:22.600290] [INFO ] [CONFIGURE ] POST: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T02:09:22.600333] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2960 tests
[2025-10-18T02:09:22.600368] [INFO ] [CONFIGURE ] POST: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:09:22.600400] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval', 'add_pbf_return_2d']
[2025-10-18T02:09:22.716877] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:22.840217] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:22.963267] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:23.092020] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:23.218326] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:23.344831] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:23.470536] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:23.598365] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:23.729328] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:23.857337] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:23.857471] [INFO ] [CONFIGURE ] POST: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:09:23.857513] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2959 tests
[2025-10-18T02:09:23.857548] [INFO ] [CONFIGURE ] POST: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:09:23.857579] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-18T02:09:23.969239] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:24.081580] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:24.193248] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:24.310343] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:24.424812] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:24.539182] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:24.654416] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:24.770137] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:09:24.887974] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:25.008714] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:25.008908] [INFO ] [CONFIGURE ] POST: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T02:09:25.008953] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2958 tests
[2025-10-18T02:09:25.008988] [INFO ] [CONFIGURE ] POST: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:09:25.009020] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-18T02:09:25.121385] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:25.232448] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:25.347051] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:25.465215] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:25.586629] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:25.710881] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:25.827348] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:25.941934] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:26.058286] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:26.174204] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:26.174356] [INFO ] [CONFIGURE ] POST: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:09:26.174399] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2957 tests
[2025-10-18T02:09:26.174433] [INFO ] [CONFIGURE ] POST: Testing feature 20/29: add_price_rejection
[2025-10-18T02:09:26.174464] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval', 'add_price_rejection']
[2025-10-18T02:09:26.296872] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:26.429226] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:26.559156] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:26.690307] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:26.819694] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:26.949477] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:27.081635] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:27.213514] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:09:27.347308] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:27.480871] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:27.481014] [INFO ] [CONFIGURE ] POST: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:09:27.481056] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2956 tests
[2025-10-18T02:09:27.481090] [INFO ] [CONFIGURE ] POST: Testing feature 21/29: add_range_position
[2025-10-18T02:09:27.481121] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval', 'add_range_position']
[2025-10-18T02:09:27.617833] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:27.749896] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:27.886093] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:28.018568] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:28.150296] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:28.283011] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:28.415927] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:28.550664] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:28.692115] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:28.830781] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:28.830987] [INFO ] [CONFIGURE ] POST: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:09:28.831033] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2955 tests
[2025-10-18T02:09:28.831067] [INFO ] [CONFIGURE ] POST: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:09:28.831099] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval', 'add_realized_volatility']
[2025-10-18T02:09:28.977487] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:29.128235] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:29.282795] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:09:29.432671] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:29.582908] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:29.730544] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:29.881540] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:30.030565] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:30.181245] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:30.334877] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:30.335064] [INFO ] [CONFIGURE ] POST: KEPT add_realized_volatility (score: 80.00%)
[2025-10-18T02:09:30.335110] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2954 tests
[2025-10-18T02:09:30.335144] [INFO ] [CONFIGURE ] POST: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:09:30.335173] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval', 'add_realized_volatility', 'add_recent_range_context']
[2025-10-18T02:09:30.496628] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:30.660975] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:30.823322] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:09:30.989253] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:31.154309] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:31.319301] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:31.482364] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:31.647431] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:31.814221] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:09:31.987595] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:31.987842] [INFO ] [CONFIGURE ] POST: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T02:09:31.987902] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2953 tests
[2025-10-18T02:09:31.987943] [INFO ] [CONFIGURE ] POST: Testing feature 24/29: add_rsi
[2025-10-18T02:09:31.987977] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-18T02:09:32.167109] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:32.348612] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:32.527015] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:32.706290] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:32.894853] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:33.084399] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:33.279757] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:33.473206] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:33.657831] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:33.841448] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:33.841612] [INFO ] [CONFIGURE ] POST: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:09:33.841682] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2952 tests
[2025-10-18T02:09:33.841736] [INFO ] [CONFIGURE ] POST: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:09:33.841770] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval', 'add_realized_volatility', 'add_tick_distribution']
[2025-10-18T02:09:33.998946] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:34.160485] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:34.330163] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:09:34.495614] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:34.664201] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:34.825120] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:34.992307] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:35.161146] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:35.322116] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:35.483241] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:35.483395] [INFO ] [CONFIGURE ] POST: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T02:09:35.483439] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2951 tests
[2025-10-18T02:09:35.483473] [INFO ] [CONFIGURE ] POST: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:09:35.483503] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-18T02:09:35.643301] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:35.802341] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:35.962262] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:09:36.130666] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:36.292149] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:36.469110] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:36.643789] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:36.810526] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:36.979572] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:37.165091] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:37.165290] [INFO ] [CONFIGURE ] POST: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:09:37.165376] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2950 tests
[2025-10-18T02:09:37.165419] [INFO ] [CONFIGURE ] POST: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:09:37.165451] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-10-18T02:09:37.338032] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:37.510459] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:37.672930] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:09:37.836840] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:38.003297] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:38.182160] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:38.358738] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:38.535004] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:38.709764] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:38.889442] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:38.889666] [INFO ] [CONFIGURE ] POST: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:09:38.889729] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2949 tests
[2025-10-18T02:09:38.889777] [INFO ] [CONFIGURE ] POST: Testing feature 28/29: add_volume_profile
[2025-10-18T02:09:38.889832] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval', 'add_realized_volatility', 'add_volume_profile']
[2025-10-18T02:09:39.046746] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:39.205240] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:39.367991] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:09:39.531717] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:39.695810] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:39.860280] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:40.026499] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:40.200160] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:40.366530] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:09:40.532106] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:40.532308] [INFO ] [CONFIGURE ] POST: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:09:40.532354] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2948 tests
[2025-10-18T02:09:40.532389] [INFO ] [CONFIGURE ] POST: Testing feature 29/29: add_vwap
[2025-10-18T02:09:40.532420] [INFO ] [CONFIGURE ] POST: Testing with features: ['add_obv_interval', 'add_realized_volatility', 'add_vwap']
[2025-10-18T02:09:40.695480] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:40.859570] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:09:41.024415] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:09:41.190900] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:41.354676] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:41.519609] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:09:41.691532] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:41.861170] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:42.031325] [DEBUG] [FORECASTER] POST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:09:42.204501] [DEBUG] [FORECASTER] POST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:42.204704] [INFO ] [CONFIGURE ] POST: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:09:42.204763] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2947 tests
[2025-10-18T02:09:42.204799] [INFO ] [CONFIGURE ] POST: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:09:42.204828] [INFO ] [CONFIGURE ] POST: Best accuracy: 80.00%
[2025-10-18T02:09:42.204864] [INFO ] [CONFIGURE ] POST: Best feature set (2 features): ['add_obv_interval', 'add_realized_volatility']
[2025-10-18T02:09:42.204891] [INFO ] [CONFIGURE ] POST: Improvement over baseline: 20.00%
[2025-10-18T02:09:42.204918] [INFO ] [CONFIGURE ] POST: Total time: 39.8 seconds
[2025-10-18T02:09:42.204944] [INFO ] [CONFIGURE ] POST: Average time per feature: 1.4 seconds
[2025-10-18T02:09:42.204970] [INFO ] [CONFIGURE ] POST: Average speed: 0.73 features/sec
[2025-10-18T02:09:42.205603] [INFO ] [LOCAL     ] Saved configuration for POST: 2 features, 80.00% accuracy -> ./output/feature-sets/POST.json
[2025-10-18T02:09:42.205694] [INFO ] [CONFIGURE ] POST: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T02:09:42.205766] [INFO ] [sig       ] [281/380] Successfully configured POST | 0.02 sym/s | Total: 3.4h | ETA: 1.2h
[2025-10-18T02:09:42.205822] [INFO ] [sig       ] [282/380] Configuring PPG...
[2025-10-18T02:09:42.205865] [INFO ] [CONFIGURE ] PPG: Configurate test run.
[2025-10-18T02:09:42.205920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-10-18T02:09:42.218861] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PPG'.
[2025-10-18T02:09:42.219224] [INFO ] [CONFIGURE ] PPG: Testing with 29 available features
[2025-10-18T02:09:42.219281] [INFO ] [CONFIGURE ] PPG: Establishing baseline with no features...
[2025-10-18T02:09:42.331011] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:42.441514] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:42.555437] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:09:42.673765] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:42.789830] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:42.909748] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:09:43.031928] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:43.144403] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:09:43.257899] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:09:43.370755] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:43.370872] [INFO ] [CONFIGURE ] PPG: Baseline score (no features): 50.00%
[2025-10-18T02:09:43.370915] [INFO ] [CONFIGURE ] PPG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:09:43.370947] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:09:43.495514] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:09:43.618623] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:43.742721] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:09:43.868235] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:43.994526] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:44.121327] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:09:44.248365] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:44.380189] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:09:44.502997] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:09:44.631369] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:44.631624] [INFO ] [CONFIGURE ] PPG: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T02:09:44.631715] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2946 tests
[2025-10-18T02:09:44.631759] [INFO ] [CONFIGURE ] PPG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:09:44.631792] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:09:44.761300] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:09:44.889841] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:45.020283] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:09:45.150419] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:09:45.281562] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:45.412534] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:09:45.545116] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:45.677115] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:09:45.811050] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:09:45.943510] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:45.943680] [INFO ] [CONFIGURE ] PPG: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T02:09:45.943741] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2945 tests
[2025-10-18T02:09:45.943778] [INFO ] [CONFIGURE ] PPG: Testing feature 3/29: add_daily_returns
[2025-10-18T02:09:45.943808] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns']
[2025-10-18T02:09:46.054044] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:09:46.164165] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:46.274176] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:09:46.385467] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:46.496724] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:46.608785] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:09:46.721556] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:46.857605] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:09:46.966377] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:09:47.081723] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:47.081962] [INFO ] [CONFIGURE ] PPG: KEPT add_daily_returns (score: 70.00%)
[2025-10-18T02:09:47.082030] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2944 tests
[2025-10-18T02:09:47.082089] [INFO ] [CONFIGURE ] PPG: Testing feature 4/29: add_ema
[2025-10-18T02:09:47.082125] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T02:09:47.212432] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:09:47.340864] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:47.471843] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:09:47.602588] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:47.732548] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:47.864479] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:09:48.000168] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:09:48.135112] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:09:48.269138] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:09:48.402937] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:48.403090] [INFO ] [CONFIGURE ] PPG: DISCARDED add_ema (score: 50.00%)
[2025-10-18T02:09:48.403134] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2943 tests
[2025-10-18T02:09:48.403168] [INFO ] [CONFIGURE ] PPG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:09:48.403198] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:09:48.543675] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:09:48.679091] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:48.814720] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:09:48.949025] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:49.083295] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:49.218059] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:09:49.355484] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:49.494076] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:09:49.637894] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:09:49.779524] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:49.779731] [INFO ] [CONFIGURE ] PPG: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T02:09:49.779788] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2942 tests
[2025-10-18T02:09:49.779824] [INFO ] [CONFIGURE ] PPG: Testing feature 6/29: add_failed_moves
[2025-10-18T02:09:49.779854] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-18T02:09:49.898769] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:09:50.012635] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:50.126748] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:09:50.243165] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:50.359738] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:50.474879] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:09:50.591915] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:50.709374] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:09:50.828290] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:09:50.961399] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:50.961562] [INFO ] [CONFIGURE ] PPG: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:09:50.961606] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2941 tests
[2025-10-18T02:09:50.961662] [INFO ] [CONFIGURE ] PPG: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:09:50.961721] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-18T02:09:51.074822] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:09:51.184752] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:51.297090] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:09:51.406241] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:51.517010] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:51.627586] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:09:51.737127] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:51.850492] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:09:51.960772] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:09:52.070448] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:52.070615] [INFO ] [CONFIGURE ] PPG: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:09:52.070690] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2940 tests
[2025-10-18T02:09:52.070740] [INFO ] [CONFIGURE ] PPG: Testing feature 8/29: add_macd
[2025-10-18T02:09:52.070772] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T02:09:52.213395] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:52.356585] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:52.500758] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:09:52.650794] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:52.796770] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:52.943841] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:09:53.089718] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:53.235067] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:53.380766] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:09:53.527845] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:53.528041] [INFO ] [CONFIGURE ] PPG: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:09:53.528087] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2939 tests
[2025-10-18T02:09:53.528122] [INFO ] [CONFIGURE ] PPG: Testing feature 9/29: add_mfi
[2025-10-18T02:09:53.528153] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-18T02:09:53.652488] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:09:53.775378] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:53.904825] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:09:54.040325] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:54.169984] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:54.298146] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:09:54.424995] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:54.550746] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:09:54.679578] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:09:54.808798] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:54.808978] [INFO ] [CONFIGURE ] PPG: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:09:54.809022] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2938 tests
[2025-10-18T02:09:54.809057] [INFO ] [CONFIGURE ] PPG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:09:54.809089] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:09:54.947422] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:09:55.086487] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:55.227733] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:09:55.373953] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:55.516963] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:55.662952] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:09:55.808316] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:55.963830] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:09:56.110037] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:09:56.257166] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:56.257326] [INFO ] [CONFIGURE ] PPG: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:09:56.257369] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2937 tests
[2025-10-18T02:09:56.257404] [INFO ] [CONFIGURE ] PPG: Testing feature 11/29: add_obv_daily
[2025-10-18T02:09:56.257435] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-18T02:09:56.377419] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:09:56.496925] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:56.617732] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:09:56.742502] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:09:56.869496] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:09:56.992995] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:09:57.116331] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:57.240507] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:09:57.363602] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:09:57.487463] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:09:57.487592] [INFO ] [CONFIGURE ] PPG: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-18T02:09:57.487636] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2936 tests
[2025-10-18T02:09:57.487711] [INFO ] [CONFIGURE ] PPG: Testing feature 12/29: add_obv_interval
[2025-10-18T02:09:57.487748] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-18T02:09:57.605309] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:09:57.722449] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:57.842677] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:09:57.965565] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:58.085147] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:58.208890] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:09:58.328919] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:58.449022] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:09:58.569460] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:09:58.690319] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:58.690455] [INFO ] [CONFIGURE ] PPG: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:09:58.690500] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2935 tests
[2025-10-18T02:09:58.690534] [INFO ] [CONFIGURE ] PPG: Testing feature 13/29: add_opening_strength
[2025-10-18T02:09:58.690564] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:09:58.813445] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:09:58.969239] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:09:59.092844] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:09:59.216589] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:09:59.340131] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:09:59.463451] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:09:59.592623] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:09:59.717241] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:09:59.842149] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:09:59.967137] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:09:59.967283] [INFO ] [CONFIGURE ] PPG: KEPT add_opening_strength (score: 90.00%)
[2025-10-18T02:09:59.967329] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2934 tests
[2025-10-18T02:09:59.967364] [INFO ] [CONFIGURE ] PPG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:09:59.967395] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T02:10:00.108220] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:10:00.248426] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:10:00.391524] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:00.533456] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:10:00.675861] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:00.819784] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:10:00.968989] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:10:01.113398] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:10:01.261516] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:10:01.432390] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:01.432574] [INFO ] [CONFIGURE ] PPG: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T02:10:01.432622] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2933 tests
[2025-10-18T02:10:01.432696] [INFO ] [CONFIGURE ] PPG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:10:01.432748] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-18T02:10:01.563606] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:10:01.696367] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:10:01.835510] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:02.003088] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:10:02.131198] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:10:02.256609] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:10:02.387096] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:10:02.514362] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:10:02.641097] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:10:02.771442] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:02.771720] [INFO ] [CONFIGURE ] PPG: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T02:10:02.771794] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2932 tests
[2025-10-18T02:10:02.771856] [INFO ] [CONFIGURE ] PPG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:10:02.771894] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T02:10:02.910054] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:10:03.042873] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:10:03.174369] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:03.307801] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:10:03.441487] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:03.575232] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:10:03.710900] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:10:03.844946] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:10:03.981437] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:10:04.118134] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:04.118413] [INFO ] [CONFIGURE ] PPG: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T02:10:04.118475] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2931 tests
[2025-10-18T02:10:04.118513] [INFO ] [CONFIGURE ] PPG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:10:04.118546] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-18T02:10:04.252516] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:10:04.387192] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:10:04.521236] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:04.659751] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:10:04.813177] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:04.969733] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:10:05.119278] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:10:05.271733] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:10:05.420913] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:10:05.574295] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:10:05.574532] [INFO ] [CONFIGURE ] PPG: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:10:05.574585] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2930 tests
[2025-10-18T02:10:05.574622] [INFO ] [CONFIGURE ] PPG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:10:05.574686] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-18T02:10:05.721433] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:10:05.882410] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:10:06.060106] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:06.237702] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:10:06.440899] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:06.601340] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:10:06.746632] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:10:06.891435] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:10:07.038345] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:10:07.174394] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:07.174569] [INFO ] [CONFIGURE ] PPG: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-18T02:10:07.174614] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2929 tests
[2025-10-18T02:10:07.174677] [INFO ] [CONFIGURE ] PPG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:10:07.174732] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-18T02:10:07.311310] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:10:07.451313] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:10:07.582048] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:07.711717] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:10:07.837466] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:07.967513] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:10:08.093767] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:10:08.224507] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:10:08.371504] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:10:08.516740] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:08.517002] [INFO ] [CONFIGURE ] PPG: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T02:10:08.517057] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2928 tests
[2025-10-18T02:10:08.517099] [INFO ] [CONFIGURE ] PPG: Testing feature 20/29: add_price_rejection
[2025-10-18T02:10:08.517163] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-18T02:10:08.668870] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:10:08.823929] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:10:08.983198] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:09.119884] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:10:09.253317] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:09.393325] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:10:09.530280] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:10:09.666514] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:10:09.803661] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:10:09.938610] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:10:09.938798] [INFO ] [CONFIGURE ] PPG: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T02:10:09.938847] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2927 tests
[2025-10-18T02:10:09.938883] [INFO ] [CONFIGURE ] PPG: Testing feature 21/29: add_range_position
[2025-10-18T02:10:09.938913] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-18T02:10:10.083190] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:10:10.231610] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:10:10.378446] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:10.525632] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:10:10.677617] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:10.828008] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:10:10.977393] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:10:11.134846] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:10:11.288290] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:10:11.442245] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:11.442443] [INFO ] [CONFIGURE ] PPG: DISCARDED add_range_position (score: 90.00%)
[2025-10-18T02:10:11.442507] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2926 tests
[2025-10-18T02:10:11.442546] [INFO ] [CONFIGURE ] PPG: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:10:11.442610] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-18T02:10:11.605026] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:10:11.769026] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:10:11.933783] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:12.095507] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:10:12.259933] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:10:12.428548] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:10:12.599555] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:10:12.775534] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:10:12.949493] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:10:13.127757] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:13.127972] [INFO ] [CONFIGURE ] PPG: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T02:10:13.128021] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2925 tests
[2025-10-18T02:10:13.128056] [INFO ] [CONFIGURE ] PPG: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:10:13.128087] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-18T02:10:13.267179] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:10:13.406480] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:10:13.548159] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:13.683515] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:10:13.828904] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:10:13.969007] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:10:14.136749] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:10:14.281841] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:10:14.435667] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:10:14.581203] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:14.581384] [INFO ] [CONFIGURE ] PPG: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T02:10:14.581431] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2924 tests
[2025-10-18T02:10:14.581467] [INFO ] [CONFIGURE ] PPG: Testing feature 24/29: add_rsi
[2025-10-18T02:10:14.581500] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-18T02:10:14.742158] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:10:14.902206] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:10:15.060085] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:15.215212] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:10:15.375677] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:15.537128] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:10:15.699526] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:10:15.859614] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:10:16.021368] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:10:16.183588] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:16.183825] [INFO ] [CONFIGURE ] PPG: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T02:10:16.183877] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2923 tests
[2025-10-18T02:10:16.183913] [INFO ] [CONFIGURE ] PPG: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:10:16.183946] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-18T02:10:16.320130] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:10:16.458928] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:10:16.598603] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:16.733609] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:10:16.868053] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:17.007706] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:10:17.178509] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:10:17.312425] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:10:17.449728] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:10:17.587070] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:17.587223] [INFO ] [CONFIGURE ] PPG: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T02:10:17.587266] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2922 tests
[2025-10-18T02:10:17.587354] [INFO ] [CONFIGURE ] PPG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:10:17.587395] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-18T02:10:17.716842] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:10:17.843541] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:10:17.971182] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:18.103411] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:10:18.237894] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:18.369617] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:10:18.496805] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:10:18.624569] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:10:18.753351] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:10:18.883175] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:10:18.883349] [INFO ] [CONFIGURE ] PPG: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:10:18.883394] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2921 tests
[2025-10-18T02:10:18.883430] [INFO ] [CONFIGURE ] PPG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:10:18.883461] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-18T02:10:19.019332] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:10:19.161228] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:10:19.303994] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:19.446674] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:10:19.590340] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:19.735689] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:10:19.877927] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:10:20.019528] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:10:20.191698] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:10:20.334984] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:20.335142] [INFO ] [CONFIGURE ] PPG: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T02:10:20.335186] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2920 tests
[2025-10-18T02:10:20.335221] [INFO ] [CONFIGURE ] PPG: Testing feature 28/29: add_volume_profile
[2025-10-18T02:10:20.335252] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-18T02:10:20.464737] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:10:20.599061] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:10:20.730285] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:20.861993] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:10:20.995574] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:21.129354] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:10:21.262387] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:10:21.393364] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:10:21.524769] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:10:21.658608] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:21.658808] [INFO ] [CONFIGURE ] PPG: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:10:21.658857] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2919 tests
[2025-10-18T02:10:21.658893] [INFO ] [CONFIGURE ] PPG: Testing feature 29/29: add_vwap
[2025-10-18T02:10:21.658925] [INFO ] [CONFIGURE ] PPG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-18T02:10:21.790290] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:10:21.933379] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:10:22.070161] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:22.201189] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:10:22.332318] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:10:22.465557] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:10:22.597356] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:10:22.730531] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:10:22.868260] [DEBUG] [FORECASTER] PPG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:10:23.005680] [DEBUG] [FORECASTER] PPG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:10:23.005839] [INFO ] [CONFIGURE ] PPG: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:10:23.005883] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2918 tests
[2025-10-18T02:10:23.005940] [INFO ] [CONFIGURE ] PPG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:10:23.005995] [INFO ] [CONFIGURE ] PPG: Best accuracy: 90.00%
[2025-10-18T02:10:23.006028] [INFO ] [CONFIGURE ] PPG: Best feature set (2 features): ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:10:23.006056] [INFO ] [CONFIGURE ] PPG: Improvement over baseline: 40.00%
[2025-10-18T02:10:23.006083] [INFO ] [CONFIGURE ] PPG: Total time: 39.6 seconds
[2025-10-18T02:10:23.006108] [INFO ] [CONFIGURE ] PPG: Average time per feature: 1.4 seconds
[2025-10-18T02:10:23.006135] [INFO ] [CONFIGURE ] PPG: Average speed: 0.73 features/sec
[2025-10-18T02:10:23.006520] [INFO ] [LOCAL     ] Saved configuration for PPG: 2 features, 90.00% accuracy -> ./output/feature-sets/PPG.json
[2025-10-18T02:10:23.006578] [INFO ] [CONFIGURE ] PPG: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-10-18T02:10:23.006662] [INFO ] [sig       ] [282/380] Successfully configured PPG | 0.02 sym/s | Total: 3.4h | ETA: 1.2h
[2025-10-18T02:10:23.006731] [INFO ] [sig       ] [283/380] Configuring PPL...
[2025-10-18T02:10:23.006796] [INFO ] [CONFIGURE ] PPL: Configurate test run.
[2025-10-18T02:10:23.006881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-10-18T02:10:23.019159] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PPL'.
[2025-10-18T02:10:23.019524] [INFO ] [CONFIGURE ] PPL: Testing with 29 available features
[2025-10-18T02:10:23.019581] [INFO ] [CONFIGURE ] PPL: Establishing baseline with no features...
[2025-10-18T02:10:23.117115] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:10:23.227714] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:23.326665] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:10:23.430090] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:23.533951] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:23.636898] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:23.740669] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:23.846171] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:23.950605] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:10:24.054338] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:24.054493] [INFO ] [CONFIGURE ] PPL: Baseline score (no features): 20.00%
[2025-10-18T02:10:24.054536] [INFO ] [CONFIGURE ] PPL: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:10:24.054571] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:10:24.167307] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:10:24.280417] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:24.394180] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:24.506712] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:24.620930] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:24.734945] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:24.848908] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:24.962964] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:25.078440] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:10:25.195087] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:25.195234] [INFO ] [CONFIGURE ] PPL: KEPT add_bollinger_bands (score: 30.00%)
[2025-10-18T02:10:25.195276] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2917 tests
[2025-10-18T02:10:25.195310] [INFO ] [CONFIGURE ] PPL: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:10:25.195342] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:10:25.324543] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:10:25.455322] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:25.585738] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:10:25.722811] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:10:25.860594] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:10:25.998938] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:26.135189] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:26.278677] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:26.415613] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:10:26.548929] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:26.549072] [INFO ] [CONFIGURE ] PPL: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-18T02:10:26.549115] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2916 tests
[2025-10-18T02:10:26.549150] [INFO ] [CONFIGURE ] PPL: Testing feature 3/29: add_daily_returns
[2025-10-18T02:10:26.549181] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:10:26.665341] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:10:26.781856] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:26.897415] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:27.017566] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:27.136616] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:10:27.257345] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:27.377558] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:27.497088] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:27.621346] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:10:27.745564] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:27.745791] [INFO ] [CONFIGURE ] PPL: DISCARDED add_daily_returns (score: 20.00%)
[2025-10-18T02:10:27.745844] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2915 tests
[2025-10-18T02:10:27.745880] [INFO ] [CONFIGURE ] PPL: Testing feature 4/29: add_ema
[2025-10-18T02:10:27.745936] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T02:10:27.878600] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:10:28.009691] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:28.140057] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:28.271634] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:28.404806] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:28.538934] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:28.672582] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:28.808075] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:28.944980] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:10:29.081982] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:29.082156] [INFO ] [CONFIGURE ] PPL: KEPT add_ema (score: 40.00%)
[2025-10-18T02:10:29.082201] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2914 tests
[2025-10-18T02:10:29.082237] [INFO ] [CONFIGURE ] PPL: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:10:29.082268] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:10:29.239094] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:10:29.396359] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:29.555131] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:29.713462] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:29.877095] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:30.036474] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:30.195820] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:30.355949] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:30.517482] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:10:30.679803] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:30.679968] [INFO ] [CONFIGURE ] PPL: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T02:10:30.680013] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2913 tests
[2025-10-18T02:10:30.680049] [INFO ] [CONFIGURE ] PPL: Testing feature 6/29: add_failed_moves
[2025-10-18T02:10:30.680080] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-18T02:10:30.820075] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:10:30.959413] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:31.097422] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:31.235832] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:31.375199] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:31.516435] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:31.659036] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:31.800805] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:31.945523] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:10:32.091436] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:32.091606] [INFO ] [CONFIGURE ] PPL: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T02:10:32.091674] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2912 tests
[2025-10-18T02:10:32.091730] [INFO ] [CONFIGURE ] PPL: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:10:32.091764] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-18T02:10:32.221452] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:10:32.355960] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:32.485286] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:32.616601] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:32.749659] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:32.884486] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:33.020240] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:33.152072] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:33.285842] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:10:33.420854] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:33.420990] [INFO ] [CONFIGURE ] PPL: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-18T02:10:33.421031] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2911 tests
[2025-10-18T02:10:33.421065] [INFO ] [CONFIGURE ] PPL: Testing feature 8/29: add_macd
[2025-10-18T02:10:33.421096] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-18T02:10:33.585871] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:10:33.750976] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:33.919404] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:34.086608] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:34.251662] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:34.421313] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:34.590550] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:34.761948] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:34.929335] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:10:35.096932] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:35.097149] [INFO ] [CONFIGURE ] PPL: KEPT add_macd (score: 50.00%)
[2025-10-18T02:10:35.097212] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2910 tests
[2025-10-18T02:10:35.097251] [INFO ] [CONFIGURE ] PPL: Testing feature 9/29: add_mfi
[2025-10-18T02:10:35.097283] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T02:10:35.279316] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:10:35.460603] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:35.644385] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:35.829339] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:36.013539] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:36.200482] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:36.389746] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:36.580979] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:36.767986] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:10:36.958518] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:36.958713] [INFO ] [CONFIGURE ] PPL: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T02:10:36.958771] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2909 tests
[2025-10-18T02:10:36.958808] [INFO ] [CONFIGURE ] PPL: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:10:36.958839] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:10:37.156146] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:10:37.354516] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:37.554551] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:37.754749] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:37.955275] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:38.157795] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:38.386175] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:38.590350] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:38.797442] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:10:39.009883] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:39.010079] [INFO ] [CONFIGURE ] PPL: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:10:39.010125] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2908 tests
[2025-10-18T02:10:39.010159] [INFO ] [CONFIGURE ] PPL: Testing feature 11/29: add_obv_daily
[2025-10-18T02:10:39.010191] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-18T02:10:39.192730] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:10:39.378069] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:39.554909] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:39.731816] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:39.910102] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:40.088978] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:40.266797] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:40.450394] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:40.630344] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:10:40.814939] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:40.815113] [INFO ] [CONFIGURE ] PPL: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T02:10:40.815158] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2907 tests
[2025-10-18T02:10:40.815193] [INFO ] [CONFIGURE ] PPL: Testing feature 12/29: add_obv_interval
[2025-10-18T02:10:40.815225] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-18T02:10:40.989993] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:10:41.165826] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:41.339470] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:41.517273] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:41.691084] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:41.865607] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:42.044566] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:42.221495] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:42.402355] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:10:42.584497] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:42.584678] [INFO ] [CONFIGURE ] PPL: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T02:10:42.584739] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2906 tests
[2025-10-18T02:10:42.584777] [INFO ] [CONFIGURE ] PPL: Testing feature 13/29: add_opening_strength
[2025-10-18T02:10:42.584810] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:10:42.768485] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:10:42.957510] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:43.145179] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:43.330827] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:43.517166] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:43.704487] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:43.892116] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:44.081265] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:44.283664] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:10:44.479867] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:44.480081] [INFO ] [CONFIGURE ] PPL: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:10:44.480128] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2905 tests
[2025-10-18T02:10:44.480166] [INFO ] [CONFIGURE ] PPL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:10:44.480198] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-18T02:10:44.665570] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:10:44.853079] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:45.041775] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:45.229678] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:45.420986] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:45.613631] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:45.799335] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:45.984957] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:46.171046] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:10:46.358367] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:46.358545] [INFO ] [CONFIGURE ] PPL: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:10:46.358590] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2904 tests
[2025-10-18T02:10:46.358624] [INFO ] [CONFIGURE ] PPL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:10:46.358687] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-18T02:10:46.530399] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:10:46.702517] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:46.873515] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:47.044857] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:47.216688] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:47.391274] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:47.572034] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:47.746757] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:47.926172] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:10:48.101948] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:48.102100] [INFO ] [CONFIGURE ] PPL: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:10:48.102143] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2903 tests
[2025-10-18T02:10:48.102177] [INFO ] [CONFIGURE ] PPL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:10:48.102207] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-18T02:10:48.280538] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:10:48.465401] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:48.649799] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:48.829256] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:49.008790] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:49.189569] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:49.371551] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:49.552264] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:49.736915] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:10:49.919689] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:49.919933] [INFO ] [CONFIGURE ] PPL: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T02:10:49.920004] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2902 tests
[2025-10-18T02:10:49.920049] [INFO ] [CONFIGURE ] PPL: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:10:49.920082] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-18T02:10:50.098242] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:10:50.280803] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:50.489492] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:50.667730] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:50.850075] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:51.031519] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:51.221094] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:51.412006] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:51.601881] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:10:51.793967] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:51.794150] [INFO ] [CONFIGURE ] PPL: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:10:51.794195] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2901 tests
[2025-10-18T02:10:51.794231] [INFO ] [CONFIGURE ] PPL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:10:51.794262] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-18T02:10:51.963712] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:10:52.133455] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:52.304889] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:52.475740] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:52.646890] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:52.820561] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:10:53.002908] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:53.189016] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:53.374187] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:10:53.565299] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:53.565468] [INFO ] [CONFIGURE ] PPL: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T02:10:53.565514] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2900 tests
[2025-10-18T02:10:53.565551] [INFO ] [CONFIGURE ] PPL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:10:53.565584] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-18T02:10:53.746317] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:10:53.932976] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:54.107795] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:54.282045] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:54.461891] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:54.632980] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:54.806374] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:54.989156] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:55.180617] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:10:55.367227] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:55.367405] [INFO ] [CONFIGURE ] PPL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T02:10:55.367450] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2899 tests
[2025-10-18T02:10:55.367486] [INFO ] [CONFIGURE ] PPL: Testing feature 20/29: add_price_rejection
[2025-10-18T02:10:55.367519] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-18T02:10:55.547442] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:10:55.736069] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:55.931982] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:56.118153] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:56.304805] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:56.489439] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:56.673454] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:56.856860] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:57.052476] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:10:57.268755] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:57.269047] [INFO ] [CONFIGURE ] PPL: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:10:57.269138] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2898 tests
[2025-10-18T02:10:57.269194] [INFO ] [CONFIGURE ] PPL: Testing feature 21/29: add_range_position
[2025-10-18T02:10:57.269231] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-18T02:10:57.465784] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:10:57.657710] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:57.848107] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:10:58.039719] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:10:58.232467] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:10:58.427770] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:10:58.629012] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:10:58.825023] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:10:59.024132] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:10:59.225744] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:10:59.225930] [INFO ] [CONFIGURE ] PPL: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:10:59.226029] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2897 tests
[2025-10-18T02:10:59.226087] [INFO ] [CONFIGURE ] PPL: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:10:59.226125] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-18T02:10:59.438066] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:10:59.649008] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:10:59.863217] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:11:00.081614] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:11:00.291882] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:11:00.500407] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:11:00.710955] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:11:00.919420] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:11:01.128635] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:01.348163] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:01.348386] [INFO ] [CONFIGURE ] PPL: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T02:11:01.348446] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2896 tests
[2025-10-18T02:11:01.348486] [INFO ] [CONFIGURE ] PPL: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:11:01.348519] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-18T02:11:01.541767] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:01.723620] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:11:01.903251] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:11:02.090736] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:11:02.275874] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:11:02.466554] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:11:02.654968] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:11:02.843827] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:11:03.042336] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:03.243912] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:03.244162] [INFO ] [CONFIGURE ] PPL: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T02:11:03.244214] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2895 tests
[2025-10-18T02:11:03.244253] [INFO ] [CONFIGURE ] PPL: Testing feature 24/29: add_rsi
[2025-10-18T02:11:03.244288] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_rsi']
[2025-10-18T02:11:03.431965] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:03.650839] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:11:03.834251] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:11:04.025527] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:11:04.204978] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:11:04.392211] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:11:04.572931] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:11:04.769393] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:11:04.961728] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:05.155105] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:05.155287] [INFO ] [CONFIGURE ] PPL: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:11:05.155334] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2894 tests
[2025-10-18T02:11:05.155372] [INFO ] [CONFIGURE ] PPL: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:11:05.155405] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-18T02:11:05.335969] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:05.516823] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:11:05.719571] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:11:05.917556] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:11:06.112074] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:11:06.293284] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:11:06.474865] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:11:06.669315] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:11:06.879639] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:07.081025] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:07.081196] [INFO ] [CONFIGURE ] PPL: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T02:11:07.081239] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2893 tests
[2025-10-18T02:11:07.081274] [INFO ] [CONFIGURE ] PPL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:11:07.081306] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-18T02:11:07.277925] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:07.473474] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:11:07.671860] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:11:07.868966] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:11:08.067030] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:11:08.263187] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:11:08.444969] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:11:08.655010] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:11:08.835153] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:09.015419] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:09.015594] [INFO ] [CONFIGURE ] PPL: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:11:09.015638] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2892 tests
[2025-10-18T02:11:09.015741] [INFO ] [CONFIGURE ] PPL: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:11:09.015778] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-18T02:11:09.202436] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:09.399432] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:11:09.628707] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:11:09.845210] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:11:10.032981] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:11:10.219941] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:11:10.406573] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:11:10.596625] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:11:10.785549] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:10.977744] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:10.977952] [INFO ] [CONFIGURE ] PPL: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T02:11:10.978001] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2891 tests
[2025-10-18T02:11:10.978037] [INFO ] [CONFIGURE ] PPL: Testing feature 28/29: add_volume_profile
[2025-10-18T02:11:10.978069] [INFO ] [CONFIGURE ] PPL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-18T02:11:11.154896] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:11:11.334539] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:11:11.514153] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:11:11.717801] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:11:11.900536] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:11:12.090956] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:11:12.290975] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:11:12.478878] [DEBUG] [FORECASTER] PPL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:11:12.672240] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:12.860231] [DEBUG] [FORECASTER] PPL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:12.860395] [INFO ] [CONFIGURE ] PPL: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T02:11:12.860437] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2890 tests
[2025-10-18T02:11:12.860473] [INFO ] [CONFIGURE ] PPL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:11:12.860503] [INFO ] [CONFIGURE ] PPL: Best accuracy: 50.00%
[2025-10-18T02:11:12.860534] [INFO ] [CONFIGURE ] PPL: Best feature set (4 features): ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-18T02:11:12.860563] [INFO ] [CONFIGURE ] PPL: Improvement over baseline: 30.00%
[2025-10-18T02:11:12.860589] [INFO ] [CONFIGURE ] PPL: Total time: 48.8 seconds
[2025-10-18T02:11:12.860616] [INFO ] [CONFIGURE ] PPL: Average time per feature: 1.7 seconds
[2025-10-18T02:11:12.860670] [INFO ] [CONFIGURE ] PPL: Average speed: 0.59 features/sec
[2025-10-18T02:11:12.861237] [INFO ] [LOCAL     ] Saved configuration for PPL: 4 features, 50.00% accuracy -> ./output/feature-sets/PPL.json
[2025-10-18T02:11:12.861315] [INFO ] [CONFIGURE ] PPL: Configuration saved successfully: 4 features, 50.00% accuracy.
[2025-10-18T02:11:12.861394] [INFO ] [sig       ] [283/380] Successfully configured PPL | 0.02 sym/s | Total: 3.4h | ETA: 1.2h
[2025-10-18T02:11:12.861469] [INFO ] [sig       ] [284/380] Configuring PR...
[2025-10-18T02:11:12.861534] [INFO ] [CONFIGURE ] PR: Configurate test run.
[2025-10-18T02:11:12.861589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PR' from 'https://tdm.silogroup.org/data/derivative_storage/PR.csv'.
[2025-10-18T02:11:12.874427] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PR'.
[2025-10-18T02:11:12.874785] [INFO ] [CONFIGURE ] PR: Testing with 29 available features
[2025-10-18T02:11:12.874842] [INFO ] [CONFIGURE ] PR: Establishing baseline with no features...
[2025-10-18T02:11:12.976447] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:13.085435] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:13.185548] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:13.285234] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:13.384896] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:13.486935] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:13.590272] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:13.692533] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:13.797724] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:13.902629] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:13.902798] [INFO ] [CONFIGURE ] PR: Baseline score (no features): 70.00%
[2025-10-18T02:11:13.902843] [INFO ] [CONFIGURE ] PR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:11:13.902876] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:11:14.015519] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:14.131152] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:14.251818] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:14.372071] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:14.511877] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:14.716979] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:14.877195] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:15.051199] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:15.197963] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:15.327616] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:11:15.327855] [INFO ] [CONFIGURE ] PR: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T02:11:15.327915] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2889 tests
[2025-10-18T02:11:15.327953] [INFO ] [CONFIGURE ] PR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:11:15.327985] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:11:15.459854] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:15.586949] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:15.707603] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:15.827302] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:15.947631] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:11:16.069412] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:16.196183] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:16.324784] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:16.464571] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:16.598944] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:11:16.599128] [INFO ] [CONFIGURE ] PR: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T02:11:16.599174] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2888 tests
[2025-10-18T02:11:16.599211] [INFO ] [CONFIGURE ] PR: Testing feature 3/29: add_daily_returns
[2025-10-18T02:11:16.599246] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_daily_returns']
[2025-10-18T02:11:16.714968] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:16.820883] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:16.929703] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:17.039133] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:17.142357] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:17.254848] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:17.371560] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:17.492677] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:17.611312] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:11:17.745121] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:17.745334] [INFO ] [CONFIGURE ] PR: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:11:17.745406] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2887 tests
[2025-10-18T02:11:17.745453] [INFO ] [CONFIGURE ] PR: Testing feature 4/29: add_ema
[2025-10-18T02:11:17.745493] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_ema']
[2025-10-18T02:11:17.868143] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:17.993126] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:18.117474] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:18.242629] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:18.367611] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:11:18.490270] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:18.613666] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:18.739621] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:11:18.863321] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:18.989204] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:18.989368] [INFO ] [CONFIGURE ] PR: DISCARDED add_ema (score: 70.00%)
[2025-10-18T02:11:18.989414] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2886 tests
[2025-10-18T02:11:18.989477] [INFO ] [CONFIGURE ] PR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:11:18.989519] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:11:19.121837] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:19.281286] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:19.410166] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:19.536529] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:19.665288] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:19.796311] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:19.933967] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:20.081054] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:11:20.224458] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:20.374537] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:11:20.374779] [INFO ] [CONFIGURE ] PR: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:11:20.374834] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2885 tests
[2025-10-18T02:11:20.374871] [INFO ] [CONFIGURE ] PR: Testing feature 6/29: add_failed_moves
[2025-10-18T02:11:20.374904] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_failed_moves']
[2025-10-18T02:11:20.506085] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:20.625813] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:20.736753] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:20.848728] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:20.974998] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:21.088929] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:21.203210] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:21.318703] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:11:21.440464] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:21.566909] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:21.567074] [INFO ] [CONFIGURE ] PR: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:11:21.567119] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2884 tests
[2025-10-18T02:11:21.567155] [INFO ] [CONFIGURE ] PR: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:11:21.567188] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_lag_shelf']
[2025-10-18T02:11:21.672293] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:21.780625] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:21.883757] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:21.987070] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:22.090356] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:22.193860] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:22.297023] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:22.402718] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:22.506463] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:22.610278] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:22.610394] [INFO ] [CONFIGURE ] PR: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:11:22.610436] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2883 tests
[2025-10-18T02:11:22.610470] [INFO ] [CONFIGURE ] PR: Testing feature 8/29: add_macd
[2025-10-18T02:11:22.610500] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:11:22.747960] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:22.886284] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:23.023463] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:23.160756] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:23.303381] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:23.441356] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:23.579964] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:23.723318] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:11:23.865132] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:11:24.002393] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:11:24.002586] [INFO ] [CONFIGURE ] PR: DISCARDED add_macd (score: 40.00%)
[2025-10-18T02:11:24.002667] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2882 tests
[2025-10-18T02:11:24.002734] [INFO ] [CONFIGURE ] PR: Testing feature 9/29: add_mfi
[2025-10-18T02:11:24.002767] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_mfi']
[2025-10-18T02:11:24.111985] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:24.221616] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:24.332923] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:24.442912] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:24.552146] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:24.662029] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:24.774451] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:24.885845] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:25.002003] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:25.118409] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:25.118541] [INFO ] [CONFIGURE ] PR: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:11:25.118583] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2881 tests
[2025-10-18T02:11:25.118617] [INFO ] [CONFIGURE ] PR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:11:25.118671] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:11:25.245314] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:25.372726] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:25.495183] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:25.619316] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:25.742815] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:25.871021] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:26.001557] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:26.131573] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:26.271880] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:26.414373] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:26.414591] [INFO ] [CONFIGURE ] PR: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T02:11:26.414696] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2880 tests
[2025-10-18T02:11:26.414769] [INFO ] [CONFIGURE ] PR: Testing feature 11/29: add_obv_daily
[2025-10-18T02:11:26.414805] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_obv_daily']
[2025-10-18T02:11:26.527094] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:26.641089] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:26.752547] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:26.870360] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:26.986017] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:27.106293] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:27.222137] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:27.342865] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:11:27.458090] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:27.568988] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:27.569113] [INFO ] [CONFIGURE ] PR: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:11:27.569157] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2879 tests
[2025-10-18T02:11:27.569192] [INFO ] [CONFIGURE ] PR: Testing feature 12/29: add_obv_interval
[2025-10-18T02:11:27.569222] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_obv_interval']
[2025-10-18T02:11:27.673039] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:27.778826] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:27.885254] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:27.992001] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:28.101811] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:28.208486] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:28.319858] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:28.428962] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:11:28.538509] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:28.648337] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:28.648478] [INFO ] [CONFIGURE ] PR: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:11:28.648520] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2878 tests
[2025-10-18T02:11:28.648576] [INFO ] [CONFIGURE ] PR: Testing feature 13/29: add_opening_strength
[2025-10-18T02:11:28.648607] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:11:28.764448] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:28.879525] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:28.994604] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:29.128872] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:29.248157] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:29.366233] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:29.483769] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:29.603561] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:29.722478] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:11:29.842848] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:29.843002] [INFO ] [CONFIGURE ] PR: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:11:29.843044] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2877 tests
[2025-10-18T02:11:29.843077] [INFO ] [CONFIGURE ] PR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:11:29.843108] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T02:11:29.960972] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:30.079039] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:30.196893] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:30.316748] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:30.436104] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:30.555744] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:30.679697] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:30.803485] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:30.927769] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:11:31.051508] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:11:31.051691] [INFO ] [CONFIGURE ] PR: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:11:31.051750] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2876 tests
[2025-10-18T02:11:31.051787] [INFO ] [CONFIGURE ] PR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:11:31.051817] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T02:11:31.153507] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:31.256112] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:31.359061] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:31.463618] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:31.568616] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:31.673263] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:31.779222] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:31.885443] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:31.991808] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:32.098618] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:32.098795] [INFO ] [CONFIGURE ] PR: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T02:11:32.098843] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2875 tests
[2025-10-18T02:11:32.098877] [INFO ] [CONFIGURE ] PR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:11:32.098907] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T02:11:32.210908] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:32.322629] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:32.437535] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:32.551085] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:32.666231] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:32.782270] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:32.928500] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:33.045946] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:33.173081] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:33.292237] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:33.292403] [INFO ] [CONFIGURE ] PR: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T02:11:33.292449] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2874 tests
[2025-10-18T02:11:33.292485] [INFO ] [CONFIGURE ] PR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:11:33.292518] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_pbf_return_2d']
[2025-10-18T02:11:33.411748] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:33.531232] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:33.650748] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:33.770957] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:33.891961] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:34.014762] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:34.143065] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:34.272419] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:34.405082] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:11:34.536324] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:34.536480] [INFO ] [CONFIGURE ] PR: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:11:34.536525] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2873 tests
[2025-10-18T02:11:34.536562] [INFO ] [CONFIGURE ] PR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:11:34.536594] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T02:11:34.646768] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:34.758424] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:34.870570] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:34.985303] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:35.098102] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:35.211907] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:35.326314] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:35.442694] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:35.560730] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:35.676292] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:35.676467] [INFO ] [CONFIGURE ] PR: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:11:35.676532] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2872 tests
[2025-10-18T02:11:35.676570] [INFO ] [CONFIGURE ] PR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:11:35.676603] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T02:11:35.787004] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:35.898155] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:36.010368] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:36.124790] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:36.231877] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:36.340344] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:36.448519] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:36.558130] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:36.667630] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:36.776972] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:36.777120] [INFO ] [CONFIGURE ] PR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:11:36.777163] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2871 tests
[2025-10-18T02:11:36.777197] [INFO ] [CONFIGURE ] PR: Testing feature 20/29: add_price_rejection
[2025-10-18T02:11:36.777228] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_price_rejection']
[2025-10-18T02:11:36.890723] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:37.005370] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:37.122831] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:37.239230] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:37.356256] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:37.473231] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:37.591981] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:37.711952] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:37.831034] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:37.948185] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:11:37.948363] [INFO ] [CONFIGURE ] PR: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T02:11:37.948465] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2870 tests
[2025-10-18T02:11:37.948520] [INFO ] [CONFIGURE ] PR: Testing feature 21/29: add_range_position
[2025-10-18T02:11:37.948552] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_range_position']
[2025-10-18T02:11:38.069991] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:38.199859] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:38.326080] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:38.450183] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:38.575194] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:38.700882] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:38.825446] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:38.978711] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:39.109659] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:39.236596] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:39.236780] [INFO ] [CONFIGURE ] PR: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:11:39.236830] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2869 tests
[2025-10-18T02:11:39.236865] [INFO ] [CONFIGURE ] PR: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:11:39.236896] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_realized_volatility']
[2025-10-18T02:11:39.377565] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:39.516774] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:39.660796] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:39.800526] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:11:39.941085] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:40.089253] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:40.238316] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:40.385667] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:40.543426] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:40.695013] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:40.695187] [INFO ] [CONFIGURE ] PR: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:11:40.695230] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2868 tests
[2025-10-18T02:11:40.695265] [INFO ] [CONFIGURE ] PR: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:11:40.695298] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_recent_range_context']
[2025-10-18T02:11:40.812493] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:40.930188] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:41.050937] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:41.169622] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:41.288872] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:41.408806] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:41.529975] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:41.650852] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:41.771596] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:41.887330] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:41.887514] [INFO ] [CONFIGURE ] PR: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T02:11:41.887558] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2867 tests
[2025-10-18T02:11:41.887592] [INFO ] [CONFIGURE ] PR: Testing feature 24/29: add_rsi
[2025-10-18T02:11:41.887623] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T02:11:42.040996] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:42.171890] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:42.304315] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:42.438533] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:42.572616] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:42.706484] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:42.840247] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:42.975771] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:11:43.117859] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:43.260509] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:43.260709] [INFO ] [CONFIGURE ] PR: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:11:43.260767] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2866 tests
[2025-10-18T02:11:43.260803] [INFO ] [CONFIGURE ] PR: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:11:43.260833] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_tick_distribution']
[2025-10-18T02:11:43.372461] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:43.486400] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:43.599667] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:43.717466] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:43.831699] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:43.948628] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:44.063457] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:44.182493] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:44.300264] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:44.419723] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:44.419891] [INFO ] [CONFIGURE ] PR: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:11:44.419934] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2865 tests
[2025-10-18T02:11:44.419969] [INFO ] [CONFIGURE ] PR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:11:44.420002] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T02:11:44.536238] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:44.651832] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:44.766579] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:44.883636] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:45.004725] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:45.127607] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:45.243410] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:45.359559] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:11:45.475739] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:45.591940] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:45.592082] [INFO ] [CONFIGURE ] PR: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:11:45.592126] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2864 tests
[2025-10-18T02:11:45.592163] [INFO ] [CONFIGURE ] PR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:11:45.592194] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_volume_price_divergence']
[2025-10-18T02:11:45.711819] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:45.845319] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:45.982790] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:46.104936] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:46.228876] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:46.350836] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:46.473244] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:46.599699] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:46.727705] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:46.855466] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:11:46.855631] [INFO ] [CONFIGURE ] PR: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:11:46.855711] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2863 tests
[2025-10-18T02:11:46.855757] [INFO ] [CONFIGURE ] PR: Testing feature 28/29: add_volume_profile
[2025-10-18T02:11:46.855790] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_volume_profile']
[2025-10-18T02:11:46.971311] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:47.082612] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:47.194825] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:47.307893] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:47.418948] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:47.533461] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:47.650356] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:47.767255] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:47.887249] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:48.004816] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:48.005005] [INFO ] [CONFIGURE ] PR: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:11:48.005049] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2862 tests
[2025-10-18T02:11:48.005084] [INFO ] [CONFIGURE ] PR: Testing feature 29/29: add_vwap
[2025-10-18T02:11:48.005116] [INFO ] [CONFIGURE ] PR: Testing with features: ['add_vwap']
[2025-10-18T02:11:48.123309] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:11:48.240987] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:48.359962] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:48.474330] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:11:48.588833] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:48.703522] [DEBUG] [FORECASTER] PR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:11:48.818822] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:48.934345] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:49.052101] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:11:49.170233] [DEBUG] [FORECASTER] PR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:11:49.170401] [INFO ] [CONFIGURE ] PR: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T02:11:49.170445] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2861 tests
[2025-10-18T02:11:49.170480] [INFO ] [CONFIGURE ] PR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:11:49.170511] [INFO ] [CONFIGURE ] PR: Best accuracy: 70.00%
[2025-10-18T02:11:49.170540] [INFO ] [CONFIGURE ] PR: Best feature set (0 features): []
[2025-10-18T02:11:49.170568] [INFO ] [CONFIGURE ] PR: Improvement over baseline: 0.00%
[2025-10-18T02:11:49.170594] [INFO ] [CONFIGURE ] PR: Total time: 35.3 seconds
[2025-10-18T02:11:49.170620] [INFO ] [CONFIGURE ] PR: Average time per feature: 1.2 seconds
[2025-10-18T02:11:49.170678] [INFO ] [CONFIGURE ] PR: Average speed: 0.82 features/sec
[2025-10-18T02:11:49.171066] [INFO ] [LOCAL     ] Saved configuration for PR: 0 features, 70.00% accuracy -> ./output/feature-sets/PR.json
[2025-10-18T02:11:49.171114] [INFO ] [CONFIGURE ] PR: Configuration saved successfully: 0 features, 70.00% accuracy.
[2025-10-18T02:11:49.171167] [INFO ] [sig       ] [284/380] Successfully configured PR | 0.02 sym/s | Total: 3.4h | ETA: 1.2h
[2025-10-18T02:11:49.171223] [INFO ] [sig       ] [285/380] Configuring PRA...
[2025-10-18T02:11:49.171255] [INFO ] [CONFIGURE ] PRA: Configurate test run.
[2025-10-18T02:11:49.171285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-10-18T02:11:49.181208] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRA'.
[2025-10-18T02:11:49.181532] [INFO ] [CONFIGURE ] PRA: Testing with 29 available features
[2025-10-18T02:11:49.181589] [INFO ] [CONFIGURE ] PRA: Establishing baseline with no features...
[2025-10-18T02:11:49.281477] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:11:49.383278] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:49.483920] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:49.584871] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:11:49.686462] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:49.788857] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:11:49.890938] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:49.993923] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:11:50.097888] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:11:50.202505] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:11:50.202694] [INFO ] [CONFIGURE ] PRA: Baseline score (no features): 50.00%
[2025-10-18T02:11:50.202752] [INFO ] [CONFIGURE ] PRA: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:11:50.202789] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:11:50.314585] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:11:50.428869] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:11:50.547024] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:50.661954] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:11:50.776224] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:11:50.891442] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:11:51.007682] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:51.125520] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:11:51.243242] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:11:51.360326] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:11:51.360476] [INFO ] [CONFIGURE ] PRA: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T02:11:51.360520] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2860 tests
[2025-10-18T02:11:51.360555] [INFO ] [CONFIGURE ] PRA: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:11:51.360585] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:11:51.482360] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:11:51.603502] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:11:51.722720] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:51.845460] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:11:51.970847] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:11:52.094083] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:11:52.223119] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:52.351973] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:52.481157] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:11:52.621313] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:11:52.621482] [INFO ] [CONFIGURE ] PRA: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-18T02:11:52.621526] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2859 tests
[2025-10-18T02:11:52.621562] [INFO ] [CONFIGURE ] PRA: Testing feature 3/29: add_daily_returns
[2025-10-18T02:11:52.621596] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:11:52.756055] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:11:52.886018] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:11:53.016520] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:53.152748] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:11:53.288872] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:11:53.423219] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:11:53.556670] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:53.689345] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:11:53.821569] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:11:53.956000] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:11:53.956205] [INFO ] [CONFIGURE ] PRA: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:11:53.956250] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2858 tests
[2025-10-18T02:11:53.956286] [INFO ] [CONFIGURE ] PRA: Testing feature 4/29: add_ema
[2025-10-18T02:11:53.956318] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T02:11:54.124979] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:11:54.271234] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:11:54.423020] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:54.577122] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:11:54.728469] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:11:54.878142] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:11:55.033409] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:55.187724] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:55.340477] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:11:55.485480] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:11:55.485682] [INFO ] [CONFIGURE ] PRA: DISCARDED add_ema (score: 70.00%)
[2025-10-18T02:11:55.485744] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2857 tests
[2025-10-18T02:11:55.485781] [INFO ] [CONFIGURE ] PRA: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:11:55.485814] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:11:55.633153] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:11:55.782834] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:11:55.928407] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:56.077166] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:11:56.223971] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:11:56.373237] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:11:56.519116] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:11:56.665557] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:56.813558] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:11:56.964320] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:11:56.964529] [INFO ] [CONFIGURE ] PRA: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:11:56.964595] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2856 tests
[2025-10-18T02:11:56.964697] [INFO ] [CONFIGURE ] PRA: Testing feature 6/29: add_failed_moves
[2025-10-18T02:11:56.964749] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T02:11:57.089370] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:11:57.215612] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:11:57.342275] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:57.468512] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:11:57.594684] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:11:57.721869] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:11:57.851208] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:57.982349] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:58.112517] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:11:58.252818] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:11:58.252985] [INFO ] [CONFIGURE ] PRA: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:11:58.253055] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2855 tests
[2025-10-18T02:11:58.253106] [INFO ] [CONFIGURE ] PRA: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:11:58.253141] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T02:11:58.371259] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:11:58.496294] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:11:58.623084] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:11:58.749917] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:11:58.877490] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:11:59.006386] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:11:59.137282] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:11:59.266097] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:11:59.399974] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:11:59.529468] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:11:59.529617] [INFO ] [CONFIGURE ] PRA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:11:59.529690] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2854 tests
[2025-10-18T02:11:59.529739] [INFO ] [CONFIGURE ] PRA: Testing feature 8/29: add_macd
[2025-10-18T02:11:59.529771] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T02:11:59.693667] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:11:59.857812] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:00.023992] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:00.221826] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:00.389299] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:00.562909] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:00.731855] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:00.900323] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:01.072035] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:01.244155] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:01.244334] [INFO ] [CONFIGURE ] PRA: DISCARDED add_macd (score: 70.00%)
[2025-10-18T02:12:01.244380] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2853 tests
[2025-10-18T02:12:01.244417] [INFO ] [CONFIGURE ] PRA: Testing feature 9/29: add_mfi
[2025-10-18T02:12:01.244456] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T02:12:01.389757] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:12:01.542354] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:01.689017] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:01.839780] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:01.978633] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:02.118576] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:02.260504] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:02.408535] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:02.547533] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:02.688771] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:02.688925] [INFO ] [CONFIGURE ] PRA: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:12:02.688970] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2852 tests
[2025-10-18T02:12:02.689007] [INFO ] [CONFIGURE ] PRA: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:12:02.689038] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:12:02.839981] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:12:02.990323] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:03.148416] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:03.312198] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:03.472793] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:03.634120] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:12:03.799837] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:03.962663] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:04.126597] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:04.294299] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:04.294454] [INFO ] [CONFIGURE ] PRA: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:12:04.294505] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2851 tests
[2025-10-18T02:12:04.294550] [INFO ] [CONFIGURE ] PRA: Testing feature 11/29: add_obv_daily
[2025-10-18T02:12:04.294590] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T02:12:04.430640] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:12:04.570959] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:12:04.707036] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:04.844219] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:04.981092] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:05.119720] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:05.264756] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:05.403812] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:05.542550] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:05.680766] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:05.680897] [INFO ] [CONFIGURE ] PRA: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:12:05.680941] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2850 tests
[2025-10-18T02:12:05.680975] [INFO ] [CONFIGURE ] PRA: Testing feature 12/29: add_obv_interval
[2025-10-18T02:12:05.681004] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T02:12:05.812702] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:12:05.945953] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:12:06.084731] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:06.219617] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:06.359903] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:06.508672] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:06.644208] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:06.782591] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:06.928536] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:07.090288] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:07.090504] [INFO ] [CONFIGURE ] PRA: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:12:07.090552] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2849 tests
[2025-10-18T02:12:07.090589] [INFO ] [CONFIGURE ] PRA: Testing feature 13/29: add_opening_strength
[2025-10-18T02:12:07.090622] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:12:07.252361] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:12:07.424315] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:12:07.605347] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:07.759830] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:07.910006] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:08.078409] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:08.255462] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:12:08.423297] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:08.566969] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:12:08.714855] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:08.715066] [INFO ] [CONFIGURE ] PRA: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-18T02:12:08.715112] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2848 tests
[2025-10-18T02:12:08.715146] [INFO ] [CONFIGURE ] PRA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:12:08.715177] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T02:12:08.856585] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:12:09.006563] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:09.152720] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:09.297394] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:09.445217] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:09.589322] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:09.735542] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:09.886121] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:12:10.043833] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:10.202624] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:10.202860] [INFO ] [CONFIGURE ] PRA: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T02:12:10.202930] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2847 tests
[2025-10-18T02:12:10.202991] [INFO ] [CONFIGURE ] PRA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:12:10.203028] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T02:12:10.336582] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:12:10.469049] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:10.602316] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:10.738233] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:10.875560] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:11.019288] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:12:11.156068] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:11.294036] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:11.431069] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:11.571374] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:11.571541] [INFO ] [CONFIGURE ] PRA: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T02:12:11.571585] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2846 tests
[2025-10-18T02:12:11.571622] [INFO ] [CONFIGURE ] PRA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:12:11.571685] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T02:12:11.717803] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:12:11.862396] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:12.005887] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:12.150699] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:12.297914] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:12.440864] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:12.584733] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:12.727219] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:12.873503] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:12:13.021038] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:13.021221] [INFO ] [CONFIGURE ] PRA: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:12:13.021321] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2845 tests
[2025-10-18T02:12:13.021365] [INFO ] [CONFIGURE ] PRA: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:12:13.021397] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T02:12:13.165628] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:12:13.309233] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:13.489855] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:13.651294] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:13.816506] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:13.979117] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:14.147387] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:14.317584] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:14.492501] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:14.638493] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:14.638671] [INFO ] [CONFIGURE ] PRA: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:12:14.638732] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2844 tests
[2025-10-18T02:12:14.638769] [INFO ] [CONFIGURE ] PRA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:12:14.638800] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T02:12:14.770612] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:12:14.902435] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:15.035878] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:15.169156] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:12:15.301226] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:15.435469] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:12:15.591255] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:15.737916] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:15.886169] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:16.036451] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:16.036625] [INFO ] [CONFIGURE ] PRA: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:12:16.036728] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2843 tests
[2025-10-18T02:12:16.036776] [INFO ] [CONFIGURE ] PRA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:12:16.036810] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T02:12:16.175394] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:12:16.304340] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:16.433959] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:16.558821] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:16.685175] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:16.816615] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:16.947564] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:17.078702] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:17.209836] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:17.349056] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:17.349258] [INFO ] [CONFIGURE ] PRA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:12:17.349303] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2842 tests
[2025-10-18T02:12:17.349337] [INFO ] [CONFIGURE ] PRA: Testing feature 20/29: add_price_rejection
[2025-10-18T02:12:17.349369] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-18T02:12:17.495489] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:12:17.645372] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:17.794176] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:17.942761] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:18.092308] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:18.234499] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:18.374184] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:18.515120] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:18.657741] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:18.800193] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:18.800376] [INFO ] [CONFIGURE ] PRA: KEPT add_price_rejection (score: 80.00%)
[2025-10-18T02:12:18.800444] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2841 tests
[2025-10-18T02:12:18.800504] [INFO ] [CONFIGURE ] PRA: Testing feature 21/29: add_range_position
[2025-10-18T02:12:18.800540] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_range_position']
[2025-10-18T02:12:18.960635] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:12:19.123779] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:19.289391] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:19.457535] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:19.623703] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:19.795434] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:19.974884] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:20.143176] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:12:20.305144] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:12:20.467421] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:20.467670] [INFO ] [CONFIGURE ] PRA: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:12:20.467735] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2840 tests
[2025-10-18T02:12:20.467798] [INFO ] [CONFIGURE ] PRA: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:12:20.467855] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_realized_volatility']
[2025-10-18T02:12:20.640092] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:12:20.821349] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:21.019370] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:21.222011] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:21.431313] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:21.656064] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:21.842234] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:22.025505] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:22.209662] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:22.396212] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:22.396379] [INFO ] [CONFIGURE ] PRA: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:12:22.396425] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2839 tests
[2025-10-18T02:12:22.396461] [INFO ] [CONFIGURE ] PRA: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:12:22.396494] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_recent_range_context']
[2025-10-18T02:12:22.549562] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:12:22.700930] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:22.854921] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:23.005111] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:23.157830] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:23.303968] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:23.460843] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:23.615594] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:23.773181] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:12:23.928114] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:23.928324] [INFO ] [CONFIGURE ] PRA: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:12:23.928374] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2838 tests
[2025-10-18T02:12:23.928409] [INFO ] [CONFIGURE ] PRA: Testing feature 24/29: add_rsi
[2025-10-18T02:12:23.928440] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_ema', 'add_rsi']
[2025-10-18T02:12:24.097823] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:12:24.276281] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:12:24.447264] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:24.618589] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:24.789357] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:24.962894] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:25.135928] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:25.310799] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:25.488870] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:25.665779] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:25.665961] [INFO ] [CONFIGURE ] PRA: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:12:25.666006] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2837 tests
[2025-10-18T02:12:25.666041] [INFO ] [CONFIGURE ] PRA: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:12:25.666074] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_tick_distribution']
[2025-10-18T02:12:25.813138] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:12:25.961907] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:26.110394] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:26.262287] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:26.412009] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:26.561079] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:26.711883] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:26.861405] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:27.014291] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:27.171486] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:27.171691] [INFO ] [CONFIGURE ] PRA: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:12:27.171755] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2836 tests
[2025-10-18T02:12:27.171793] [INFO ] [CONFIGURE ] PRA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:12:27.171825] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_volume_momentum_confirmation']
[2025-10-18T02:12:27.326462] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:12:27.479049] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:27.631550] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:27.786240] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:27.939499] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:28.093283] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:28.245421] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:28.397208] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:28.554203] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:28.711172] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:28.711345] [INFO ] [CONFIGURE ] PRA: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:12:28.711389] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2835 tests
[2025-10-18T02:12:28.711424] [INFO ] [CONFIGURE ] PRA: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:12:28.711455] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_volume_price_divergence']
[2025-10-18T02:12:28.870073] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:12:29.030492] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:29.197674] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:29.360672] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:29.526839] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:29.689509] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:12:29.854937] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:30.018717] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:30.183511] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:30.347952] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:30.348189] [INFO ] [CONFIGURE ] PRA: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:12:30.348252] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2834 tests
[2025-10-18T02:12:30.348291] [INFO ] [CONFIGURE ] PRA: Testing feature 28/29: add_volume_profile
[2025-10-18T02:12:30.348323] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_volume_profile']
[2025-10-18T02:12:30.503699] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:12:30.655165] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:30.806614] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:30.959688] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:31.128595] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:31.292477] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:31.451264] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:31.610613] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:31.773485] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:31.945096] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:31.945282] [INFO ] [CONFIGURE ] PRA: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T02:12:31.945329] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2833 tests
[2025-10-18T02:12:31.945368] [INFO ] [CONFIGURE ] PRA: Testing feature 29/29: add_vwap
[2025-10-18T02:12:31.945403] [INFO ] [CONFIGURE ] PRA: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_vwap']
[2025-10-18T02:12:32.114628] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:12:32.271771] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:12:32.429514] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:12:32.591163] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:32.749929] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:32.908237] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:12:33.067003] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:33.222705] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:12:33.376083] [DEBUG] [FORECASTER] PRA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:12:33.532400] [DEBUG] [FORECASTER] PRA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:33.532567] [INFO ] [CONFIGURE ] PRA: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:12:33.532612] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2832 tests
[2025-10-18T02:12:33.532695] [INFO ] [CONFIGURE ] PRA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:12:33.532752] [INFO ] [CONFIGURE ] PRA: Best accuracy: 80.00%
[2025-10-18T02:12:33.532788] [INFO ] [CONFIGURE ] PRA: Best feature set (2 features): ['add_cumulative_delta', 'add_price_rejection']
[2025-10-18T02:12:33.532818] [INFO ] [CONFIGURE ] PRA: Improvement over baseline: 30.00%
[2025-10-18T02:12:33.532846] [INFO ] [CONFIGURE ] PRA: Total time: 43.3 seconds
[2025-10-18T02:12:33.532874] [INFO ] [CONFIGURE ] PRA: Average time per feature: 1.5 seconds
[2025-10-18T02:12:33.532903] [INFO ] [CONFIGURE ] PRA: Average speed: 0.67 features/sec
[2025-10-18T02:12:33.533465] [INFO ] [LOCAL     ] Saved configuration for PRA: 2 features, 80.00% accuracy -> ./output/feature-sets/PRA.json
[2025-10-18T02:12:33.533536] [INFO ] [CONFIGURE ] PRA: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T02:12:33.533615] [INFO ] [sig       ] [285/380] Successfully configured PRA | 0.02 sym/s | Total: 3.4h | ETA: 1.1h
[2025-10-18T02:12:33.533712] [INFO ] [sig       ] [286/380] Configuring PRG...
[2025-10-18T02:12:33.533779] [INFO ] [CONFIGURE ] PRG: Configurate test run.
[2025-10-18T02:12:33.533834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-10-18T02:12:33.546823] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRG'.
[2025-10-18T02:12:33.547239] [INFO ] [CONFIGURE ] PRG: Testing with 29 available features
[2025-10-18T02:12:33.547298] [INFO ] [CONFIGURE ] PRG: Establishing baseline with no features...
[2025-10-18T02:12:33.654113] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:33.763672] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:33.871582] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:33.978153] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:12:34.085115] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:34.192238] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:12:34.298674] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:12:34.407571] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:34.515333] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:34.623386] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:34.623614] [INFO ] [CONFIGURE ] PRG: Baseline score (no features): 60.00%
[2025-10-18T02:12:34.623700] [INFO ] [CONFIGURE ] PRG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:12:34.623747] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:12:34.741627] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:34.860462] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:34.978795] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:35.098005] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:35.220232] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:35.339985] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:12:35.464830] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:12:35.584860] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:35.705293] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:35.827086] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:35.827249] [INFO ] [CONFIGURE ] PRG: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T02:12:35.827292] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2831 tests
[2025-10-18T02:12:35.827326] [INFO ] [CONFIGURE ] PRG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:12:35.827357] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:12:35.952925] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:36.076602] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:36.201617] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:36.329318] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:36.455361] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:36.579611] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:12:36.705866] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:36.836876] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:12:36.962857] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:37.091248] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:37.091409] [INFO ] [CONFIGURE ] PRG: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T02:12:37.091455] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2830 tests
[2025-10-18T02:12:37.091491] [INFO ] [CONFIGURE ] PRG: Testing feature 3/29: add_daily_returns
[2025-10-18T02:12:37.091524] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns']
[2025-10-18T02:12:37.201234] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:37.309424] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:37.424057] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:37.534887] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:12:37.640525] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:37.746369] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:12:37.850158] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:37.954916] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:38.064155] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:38.171811] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:38.171941] [INFO ] [CONFIGURE ] PRG: KEPT add_daily_returns (score: 70.00%)
[2025-10-18T02:12:38.172002] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2829 tests
[2025-10-18T02:12:38.172040] [INFO ] [CONFIGURE ] PRG: Testing feature 4/29: add_ema
[2025-10-18T02:12:38.172070] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T02:12:38.291563] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:38.411346] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:38.541514] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:38.669305] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:38.793194] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:38.918374] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:12:39.044472] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:12:39.172888] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:39.307129] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:12:39.434956] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:39.435093] [INFO ] [CONFIGURE ] PRG: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:12:39.435136] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2828 tests
[2025-10-18T02:12:39.435170] [INFO ] [CONFIGURE ] PRG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:12:39.435202] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:12:39.567143] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:39.699539] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:12:39.832601] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:39.972267] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:40.106416] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:40.242065] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:12:40.377322] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:40.513298] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:40.654503] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:40.791942] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:40.792065] [INFO ] [CONFIGURE ] PRG: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:12:40.792108] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 1.5s/test | Remaining: 2827 tests
[2025-10-18T02:12:40.792142] [INFO ] [CONFIGURE ] PRG: Testing feature 6/29: add_failed_moves
[2025-10-18T02:12:40.792172] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-18T02:12:40.905658] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:41.018912] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:41.136323] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:41.250343] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:12:41.364975] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:41.480025] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:12:41.595583] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:41.713036] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:41.835242] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:41.952301] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:41.952425] [INFO ] [CONFIGURE ] PRG: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:12:41.952472] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2826 tests
[2025-10-18T02:12:41.952505] [INFO ] [CONFIGURE ] PRG: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:12:41.952535] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-18T02:12:42.057289] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:42.162233] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:42.268028] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:42.378245] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:12:42.485542] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:42.591814] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:12:42.698707] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:42.836981] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:42.948775] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:43.059139] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:43.059277] [INFO ] [CONFIGURE ] PRG: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:12:43.059319] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2825 tests
[2025-10-18T02:12:43.059354] [INFO ] [CONFIGURE ] PRG: Testing feature 8/29: add_macd
[2025-10-18T02:12:43.059384] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T02:12:43.206018] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:43.351286] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:12:43.505487] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:43.654360] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:12:43.803621] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:43.948561] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:12:44.095567] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:44.249435] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:44.400780] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:12:44.550398] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:44.550589] [INFO ] [CONFIGURE ] PRG: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:12:44.550670] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2824 tests
[2025-10-18T02:12:44.550728] [INFO ] [CONFIGURE ] PRG: Testing feature 9/29: add_mfi
[2025-10-18T02:12:44.550762] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-18T02:12:44.672290] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:44.798981] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:44.922386] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:45.044445] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:45.167084] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:45.293798] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:12:45.418777] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:12:45.544867] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:45.674111] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:45.798898] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:45.799024] [INFO ] [CONFIGURE ] PRG: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T02:12:45.799068] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2823 tests
[2025-10-18T02:12:45.799103] [INFO ] [CONFIGURE ] PRG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:12:45.799133] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:12:45.936081] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:46.072176] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:12:46.213390] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:46.351025] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:46.489818] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:46.628401] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:12:46.767662] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:12:46.915182] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:47.067314] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:47.216036] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:47.216181] [INFO ] [CONFIGURE ] PRG: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:12:47.216224] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2822 tests
[2025-10-18T02:12:47.216258] [INFO ] [CONFIGURE ] PRG: Testing feature 11/29: add_obv_daily
[2025-10-18T02:12:47.216288] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-18T02:12:47.337798] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:47.460056] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:12:47.582539] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:47.704957] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:47.829119] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:47.952123] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:12:48.076911] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:12:48.207369] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:48.333134] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:48.459546] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:48.459696] [INFO ] [CONFIGURE ] PRG: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T02:12:48.459757] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2821 tests
[2025-10-18T02:12:48.459793] [INFO ] [CONFIGURE ] PRG: Testing feature 12/29: add_obv_interval
[2025-10-18T02:12:48.459823] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-18T02:12:48.581061] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:48.699462] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:12:48.818502] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:48.936874] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:49.055136] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:49.175566] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:12:49.299832] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:12:49.419337] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:49.540034] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:49.661075] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:49.661195] [INFO ] [CONFIGURE ] PRG: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T02:12:49.661238] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2820 tests
[2025-10-18T02:12:49.661273] [INFO ] [CONFIGURE ] PRG: Testing feature 13/29: add_opening_strength
[2025-10-18T02:12:49.661303] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:12:49.785472] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:49.908285] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:50.030571] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:50.153957] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:50.278159] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:50.402631] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:12:50.531755] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:50.655997] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:50.786329] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:50.914107] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:50.914259] [INFO ] [CONFIGURE ] PRG: KEPT add_opening_strength (score: 80.00%)
[2025-10-18T02:12:50.914303] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2819 tests
[2025-10-18T02:12:50.914338] [INFO ] [CONFIGURE ] PRG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:12:50.914391] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T02:12:51.056288] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:51.198156] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:51.341571] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:51.487432] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:51.631240] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:51.781834] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:12:51.941972] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:52.081163] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:52.220483] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:52.362126] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:52.362275] [INFO ] [CONFIGURE ] PRG: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T02:12:52.362332] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2818 tests
[2025-10-18T02:12:52.362390] [INFO ] [CONFIGURE ] PRG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:12:52.362423] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-18T02:12:52.484882] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:52.609814] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:52.732918] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:52.857635] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:52.982202] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:53.107405] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:12:53.231784] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:53.357234] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:53.483714] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:53.613174] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:12:53.613349] [INFO ] [CONFIGURE ] PRG: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T02:12:53.613392] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2817 tests
[2025-10-18T02:12:53.613428] [INFO ] [CONFIGURE ] PRG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:12:53.613461] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T02:12:53.744923] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:53.874259] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:54.011975] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:54.143236] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:54.274716] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:54.407998] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:12:54.542377] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:54.676469] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:54.810700] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:54.971138] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:54.971316] [INFO ] [CONFIGURE ] PRG: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T02:12:54.971359] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2816 tests
[2025-10-18T02:12:54.971394] [INFO ] [CONFIGURE ] PRG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:12:54.971424] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-18T02:12:55.102690] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:55.236077] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:12:55.369998] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:55.502896] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:55.636558] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:55.770692] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:12:55.903296] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:12:56.038325] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:56.176060] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:56.312232] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:56.312383] [INFO ] [CONFIGURE ] PRG: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:12:56.312425] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2815 tests
[2025-10-18T02:12:56.312459] [INFO ] [CONFIGURE ] PRG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:12:56.312491] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-18T02:12:56.434532] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:56.557345] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:56.679523] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:56.802456] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:56.926010] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:57.050285] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:12:57.174169] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:57.309443] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:57.451303] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:57.573859] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:57.573993] [INFO ] [CONFIGURE ] PRG: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:12:57.574036] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2814 tests
[2025-10-18T02:12:57.574071] [INFO ] [CONFIGURE ] PRG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:12:57.574103] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-18T02:12:57.692951] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:57.815338] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:12:57.941370] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:58.064338] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:58.189035] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:12:58.311548] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:12:58.434470] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:12:58.558267] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:12:58.685211] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:12:58.819208] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:12:58.819341] [INFO ] [CONFIGURE ] PRG: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:12:58.819431] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2813 tests
[2025-10-18T02:12:58.819474] [INFO ] [CONFIGURE ] PRG: Testing feature 20/29: add_price_rejection
[2025-10-18T02:12:58.819505] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-18T02:12:58.951041] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:12:59.082586] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:12:59.213102] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:12:59.345302] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:12:59.477496] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:12:59.614580] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:12:59.759659] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:12:59.903490] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:13:00.069778] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:13:00.260722] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:13:00.260951] [INFO ] [CONFIGURE ] PRG: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T02:13:00.261028] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2812 tests
[2025-10-18T02:13:00.261078] [INFO ] [CONFIGURE ] PRG: Testing feature 21/29: add_range_position
[2025-10-18T02:13:00.261120] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-18T02:13:00.475021] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:13:00.676933] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:00.845291] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:13:01.015845] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:13:01.165180] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:01.332910] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:01.488613] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:13:01.651435] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:13:01.798702] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:13:01.944396] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:13:01.944554] [INFO ] [CONFIGURE ] PRG: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:13:01.944600] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2811 tests
[2025-10-18T02:13:01.944636] [INFO ] [CONFIGURE ] PRG: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:13:01.944713] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-18T02:13:02.109178] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:02.290022] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:02.458574] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:13:02.622498] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:13:02.789770] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:02.958237] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:03.127434] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:13:03.290494] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:13:03.457108] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:13:03.618571] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:13:03.618766] [INFO ] [CONFIGURE ] PRG: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T02:13:03.618829] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2810 tests
[2025-10-18T02:13:03.618867] [INFO ] [CONFIGURE ] PRG: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:13:03.618898] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-18T02:13:03.753483] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:03.881499] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:04.036138] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:13:04.165408] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:13:04.303575] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:04.440363] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:04.577351] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:13:04.715567] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:13:04.852333] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:13:04.988878] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:13:04.989025] [INFO ] [CONFIGURE ] PRG: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:13:04.989071] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2809 tests
[2025-10-18T02:13:04.989108] [INFO ] [CONFIGURE ] PRG: Testing feature 24/29: add_rsi
[2025-10-18T02:13:04.989141] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-18T02:13:05.139822] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:05.290197] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:05.442977] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:13:05.597232] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:13:05.751532] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:05.908920] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:06.069282] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:13:06.227312] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:13:06.390928] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:13:06.551432] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:13:06.551574] [INFO ] [CONFIGURE ] PRG: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T02:13:06.551618] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2808 tests
[2025-10-18T02:13:06.551682] [INFO ] [CONFIGURE ] PRG: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:13:06.551732] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-18T02:13:06.682018] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:06.824954] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:06.974020] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:13:07.150664] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:13:07.300622] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:07.457477] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:07.608941] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:13:07.745421] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:13:07.881798] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:13:08.022424] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:13:08.022591] [INFO ] [CONFIGURE ] PRG: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:13:08.022636] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2807 tests
[2025-10-18T02:13:08.022713] [INFO ] [CONFIGURE ] PRG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:13:08.022751] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-18T02:13:08.155777] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:08.289958] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:08.422156] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:13:08.554451] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:13:08.686556] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:08.835635] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:08.971243] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:13:09.104351] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:13:09.243130] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:13:09.379326] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:13:09.379504] [INFO ] [CONFIGURE ] PRG: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:13:09.379562] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2806 tests
[2025-10-18T02:13:09.379599] [INFO ] [CONFIGURE ] PRG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:13:09.379629] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-18T02:13:09.519550] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:09.662679] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:09.802971] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:13:09.944860] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:13:10.087761] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:10.229581] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:13:10.372699] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:13:10.515291] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:13:10.659552] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:13:10.808217] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:13:10.808568] [INFO ] [CONFIGURE ] PRG: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:13:10.808661] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2805 tests
[2025-10-18T02:13:10.808723] [INFO ] [CONFIGURE ] PRG: Testing feature 28/29: add_volume_profile
[2025-10-18T02:13:10.808757] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-18T02:13:10.940990] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:11.074225] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:11.207365] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:13:11.341213] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:13:11.475292] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:11.609627] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:11.744996] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:13:11.879479] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:13:12.015574] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:13:12.152398] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:13:12.152515] [INFO ] [CONFIGURE ] PRG: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:13:12.152558] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2804 tests
[2025-10-18T02:13:12.152593] [INFO ] [CONFIGURE ] PRG: Testing feature 29/29: add_vwap
[2025-10-18T02:13:12.152623] [INFO ] [CONFIGURE ] PRG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-18T02:13:12.286834] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:12.422468] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:13:12.559379] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:13:12.696955] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:13:12.835023] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:12.973545] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:13.112439] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:13:13.252150] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:13:13.391178] [DEBUG] [FORECASTER] PRG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:13:13.530297] [DEBUG] [FORECASTER] PRG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:13:13.530451] [INFO ] [CONFIGURE ] PRG: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:13:13.530495] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2803 tests
[2025-10-18T02:13:13.530529] [INFO ] [CONFIGURE ] PRG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:13:13.530559] [INFO ] [CONFIGURE ] PRG: Best accuracy: 80.00%
[2025-10-18T02:13:13.530589] [INFO ] [CONFIGURE ] PRG: Best feature set (2 features): ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:13:13.530617] [INFO ] [CONFIGURE ] PRG: Improvement over baseline: 20.00%
[2025-10-18T02:13:13.530671] [INFO ] [CONFIGURE ] PRG: Total time: 38.9 seconds
[2025-10-18T02:13:13.530723] [INFO ] [CONFIGURE ] PRG: Average time per feature: 1.3 seconds
[2025-10-18T02:13:13.530754] [INFO ] [CONFIGURE ] PRG: Average speed: 0.75 features/sec
[2025-10-18T02:13:13.531311] [INFO ] [LOCAL     ] Saved configuration for PRG: 2 features, 80.00% accuracy -> ./output/feature-sets/PRG.json
[2025-10-18T02:13:13.531380] [INFO ] [CONFIGURE ] PRG: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T02:13:13.531464] [INFO ] [sig       ] [286/380] Successfully configured PRG | 0.02 sym/s | Total: 3.4h | ETA: 1.1h
[2025-10-18T02:13:13.531531] [INFO ] [sig       ] [287/380] Configuring PRGO...
[2025-10-18T02:13:13.531596] [INFO ] [CONFIGURE ] PRGO: Configurate test run.
[2025-10-18T02:13:13.531673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-10-18T02:13:13.545254] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRGO'.
[2025-10-18T02:13:13.545632] [INFO ] [CONFIGURE ] PRGO: Testing with 29 available features
[2025-10-18T02:13:13.545723] [INFO ] [CONFIGURE ] PRGO: Establishing baseline with no features...
[2025-10-18T02:13:13.651116] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:13.755719] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:13.860415] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:13.965281] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:14.070841] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:14.177226] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:14.289950] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:14.402436] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:14.513192] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:14.625731] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:13:14.625886] [INFO ] [CONFIGURE ] PRGO: Baseline score (no features): 50.00%
[2025-10-18T02:13:14.625930] [INFO ] [CONFIGURE ] PRGO: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:13:14.625963] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:13:14.747524] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:14.869904] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:14.995023] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:15.139936] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:15.271732] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:15.407606] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:15.529324] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:15.645927] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:13:15.782508] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:15.910749] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:15.910962] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T02:13:15.911009] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2802 tests
[2025-10-18T02:13:15.911046] [INFO ] [CONFIGURE ] PRGO: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:13:15.911078] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:13:16.039687] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:16.184995] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:16.329324] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:16.476822] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:16.608423] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:16.734857] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:13:16.857869] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:16.980512] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:17.105528] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:17.228070] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:17.228198] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T02:13:17.228245] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2801 tests
[2025-10-18T02:13:17.228279] [INFO ] [CONFIGURE ] PRGO: Testing feature 3/29: add_daily_returns
[2025-10-18T02:13:17.228309] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_daily_returns']
[2025-10-18T02:13:17.333288] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:17.439345] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:13:17.544849] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:17.650491] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:17.757065] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:17.867679] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:17.977390] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:18.087286] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:18.266880] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:18.376870] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:18.377033] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:13:18.377075] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2800 tests
[2025-10-18T02:13:18.377109] [INFO ] [CONFIGURE ] PRGO: Testing feature 4/29: add_ema
[2025-10-18T02:13:18.377140] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_ema']
[2025-10-18T02:13:18.495679] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:13:18.614948] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:18.735175] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:18.863224] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:18.990362] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:19.122070] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:19.274513] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:19.403517] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:19.533171] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:19.666538] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:13:19.666759] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:13:19.666814] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2799 tests
[2025-10-18T02:13:19.666850] [INFO ] [CONFIGURE ] PRGO: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:13:19.666881] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:13:19.801503] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:19.936038] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:20.070144] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:20.209947] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:20.347460] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:20.485270] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:13:20.625279] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:20.764925] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:13:20.906386] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:21.045662] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:21.045821] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T02:13:21.045865] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2798 tests
[2025-10-18T02:13:21.045899] [INFO ] [CONFIGURE ] PRGO: Testing feature 6/29: add_failed_moves
[2025-10-18T02:13:21.045928] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_failed_moves']
[2025-10-18T02:13:21.160695] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:21.275692] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:21.399477] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:21.516782] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:21.635015] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:21.754267] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:21.874717] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:21.992990] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:22.114290] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:22.253802] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:13:22.253966] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T02:13:22.254009] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2797 tests
[2025-10-18T02:13:22.254042] [INFO ] [CONFIGURE ] PRGO: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:13:22.254073] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_lag_shelf']
[2025-10-18T02:13:22.359477] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:22.481866] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:22.595423] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:22.704255] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:22.814302] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:22.920312] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:23.024841] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:23.128689] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:23.238999] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:23.351164] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:13:23.351315] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T02:13:23.351358] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2796 tests
[2025-10-18T02:13:23.351391] [INFO ] [CONFIGURE ] PRGO: Testing feature 8/29: add_macd
[2025-10-18T02:13:23.351423] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:13:23.500338] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:23.646473] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:13:23.798939] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:13:23.951245] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:24.099131] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:24.244064] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:24.390177] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:24.540393] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:13:24.689370] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:24.842323] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:24.842534] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:13:24.842595] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2795 tests
[2025-10-18T02:13:24.842691] [INFO ] [CONFIGURE ] PRGO: Testing feature 9/29: add_mfi
[2025-10-18T02:13:24.842743] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_mfi']
[2025-10-18T02:13:24.964551] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:25.084919] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:25.203962] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:25.340310] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:25.459671] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:25.578974] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:25.699234] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:25.820456] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:25.944978] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:26.076604] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:13:26.076834] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T02:13:26.076909] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2794 tests
[2025-10-18T02:13:26.076967] [INFO ] [CONFIGURE ] PRGO: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:13:26.077002] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:13:26.206634] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:26.338820] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:13:26.470449] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:26.602125] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:26.735333] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:26.869951] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:27.002917] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:27.149835] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:27.301904] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:27.459380] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:27.459580] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:13:27.459626] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2793 tests
[2025-10-18T02:13:27.459698] [INFO ] [CONFIGURE ] PRGO: Testing feature 11/29: add_obv_daily
[2025-10-18T02:13:27.459743] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily']
[2025-10-18T02:13:27.581754] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:27.704518] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:27.828075] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:27.948484] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:28.070481] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:28.194542] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:28.351833] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:28.481354] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:28.608013] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:28.736065] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:28.736234] [INFO ] [CONFIGURE ] PRGO: KEPT add_obv_daily (score: 60.00%)
[2025-10-18T02:13:28.736277] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2792 tests
[2025-10-18T02:13:28.736310] [INFO ] [CONFIGURE ] PRGO: Testing feature 12/29: add_obv_interval
[2025-10-18T02:13:28.736340] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_obv_interval']
[2025-10-18T02:13:28.870541] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:28.998511] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:29.126701] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:29.255886] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:29.385236] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:29.514634] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:29.650918] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:29.784096] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:29.919006] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:30.055021] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:30.055214] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:13:30.055261] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2791 tests
[2025-10-18T02:13:30.055299] [INFO ] [CONFIGURE ] PRGO: Testing feature 13/29: add_opening_strength
[2025-10-18T02:13:30.055331] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:13:30.193636] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:30.330731] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:13:30.468661] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:30.608886] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:30.756246] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:30.903411] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:31.048443] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:31.192451] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:13:31.336274] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:31.484724] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:13:31.484908] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-18T02:13:31.484951] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2790 tests
[2025-10-18T02:13:31.484985] [INFO ] [CONFIGURE ] PRGO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:13:31.485016] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T02:13:31.624125] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:31.759164] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:31.902356] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:32.044334] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:32.185622] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:32.327237] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:32.467850] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:32.614104] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:32.760036] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:32.905859] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:13:32.906031] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:13:32.906075] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2789 tests
[2025-10-18T02:13:32.906109] [INFO ] [CONFIGURE ] PRGO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:13:32.906140] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T02:13:33.030888] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:33.160568] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:33.281344] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:33.404040] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:33.529837] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:33.655203] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:33.783268] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:33.914086] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:34.043004] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:34.172350] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:34.172519] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T02:13:34.172563] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2788 tests
[2025-10-18T02:13:34.172598] [INFO ] [CONFIGURE ] PRGO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:13:34.172629] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T02:13:34.307277] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:34.454601] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:34.587981] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:34.723087] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:34.861187] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:34.997968] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:35.139015] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:35.273540] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:13:35.413425] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:13:35.553907] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:13:35.554100] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-18T02:13:35.554147] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2787 tests
[2025-10-18T02:13:35.554183] [INFO ] [CONFIGURE ] PRGO: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:13:35.554216] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T02:13:35.691220] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:35.828328] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:35.969003] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:36.107887] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:36.244733] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:36.380222] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:36.521203] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:36.658507] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:36.797185] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:36.936497] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:13:36.936719] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:13:36.936776] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2786 tests
[2025-10-18T02:13:36.936814] [INFO ] [CONFIGURE ] PRGO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:13:36.936903] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T02:13:37.068189] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:37.194822] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:37.321025] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:37.479746] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:37.610949] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:37.736570] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:37.863070] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:37.992018] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:38.120072] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:38.249293] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:38.249461] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:13:38.249505] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2785 tests
[2025-10-18T02:13:38.249540] [INFO ] [CONFIGURE ] PRGO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:13:38.249572] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-18T02:13:38.372349] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:38.497139] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:38.621702] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:38.751591] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:38.883117] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:39.016424] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:39.142540] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:39.267719] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:39.392581] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:39.518869] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:39.519027] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T02:13:39.519071] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2784 tests
[2025-10-18T02:13:39.519105] [INFO ] [CONFIGURE ] PRGO: Testing feature 20/29: add_price_rejection
[2025-10-18T02:13:39.519135] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_price_rejection']
[2025-10-18T02:13:39.650879] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:39.783338] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:39.920563] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:40.053323] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:40.186451] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:40.335152] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:40.520980] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:40.661616] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:13:40.804608] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:40.944660] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:40.944835] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:13:40.944903] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2783 tests
[2025-10-18T02:13:40.944960] [INFO ] [CONFIGURE ] PRGO: Testing feature 21/29: add_range_position
[2025-10-18T02:13:40.944994] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_range_position']
[2025-10-18T02:13:41.089497] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:41.236984] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:41.383932] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:41.531970] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:41.678837] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:41.834773] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:13:41.986207] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:42.134792] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:13:42.282388] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:42.433807] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:42.434056] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T02:13:42.434172] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2782 tests
[2025-10-18T02:13:42.434228] [INFO ] [CONFIGURE ] PRGO: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:13:42.434263] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_realized_volatility']
[2025-10-18T02:13:42.601892] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:42.762751] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:13:42.925409] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:13:43.087221] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:43.248940] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:43.411111] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:43.582102] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:43.745359] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:43.913360] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:44.083975] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:13:44.084303] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T02:13:44.084371] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2781 tests
[2025-10-18T02:13:44.084410] [INFO ] [CONFIGURE ] PRGO: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:13:44.084442] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_recent_range_context']
[2025-10-18T02:13:44.219483] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:44.362043] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:44.502104] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:44.637710] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:44.769971] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:44.902219] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:45.038324] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:45.174161] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:45.309393] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:45.451982] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:45.452204] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:13:45.452253] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2780 tests
[2025-10-18T02:13:45.452288] [INFO ] [CONFIGURE ] PRGO: Testing feature 24/29: add_rsi
[2025-10-18T02:13:45.452320] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-18T02:13:45.606895] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:45.766998] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:45.921134] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:46.074670] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:46.233359] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:13:46.390257] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:46.577404] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:46.735869] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:46.891383] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:47.066725] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:13:47.066924] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:13:47.066968] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2779 tests
[2025-10-18T02:13:47.067004] [INFO ] [CONFIGURE ] PRGO: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:13:47.067036] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_tick_distribution']
[2025-10-18T02:13:47.197707] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:47.326284] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:47.456852] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:47.605353] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:47.744892] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:47.888520] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:48.025549] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:48.157762] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:48.292508] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:48.433621] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:48.433801] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T02:13:48.433851] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2778 tests
[2025-10-18T02:13:48.433886] [INFO ] [CONFIGURE ] PRGO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:13:48.433918] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-18T02:13:48.570330] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:48.711406] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:48.846902] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:48.984233] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:49.120913] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:49.257127] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:49.404163] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:49.542636] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:49.690452] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:49.841417] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:49.841580] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:13:49.841624] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2777 tests
[2025-10-18T02:13:49.841693] [INFO ] [CONFIGURE ] PRGO: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:13:49.841792] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_volume_price_divergence']
[2025-10-18T02:13:49.984635] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:50.132904] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:50.281458] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:50.425717] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:50.569766] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:50.718166] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:50.869837] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:51.019190] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:51.168476] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:51.318928] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:51.319089] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:13:51.319134] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2776 tests
[2025-10-18T02:13:51.319168] [INFO ] [CONFIGURE ] PRGO: Testing feature 28/29: add_volume_profile
[2025-10-18T02:13:51.319199] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_volume_profile']
[2025-10-18T02:13:51.452203] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:51.594467] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:51.736485] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:51.875023] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:52.018879] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:52.191600] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:52.373759] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:52.564943] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:13:52.735947] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:52.906880] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:13:52.907075] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:13:52.907120] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2775 tests
[2025-10-18T02:13:52.907156] [INFO ] [CONFIGURE ] PRGO: Testing feature 29/29: add_vwap
[2025-10-18T02:13:52.907190] [INFO ] [CONFIGURE ] PRGO: Testing with features: ['add_obv_daily', 'add_vwap']
[2025-10-18T02:13:53.060402] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:53.214975] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:13:53.356351] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:53.506688] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:13:53.645702] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:53.779374] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:13:53.916855] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:13:54.050787] [DEBUG] [FORECASTER] PRGO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:13:54.191495] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:13:54.334622] [DEBUG] [FORECASTER] PRGO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:54.334820] [INFO ] [CONFIGURE ] PRGO: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:13:54.334872] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2774 tests
[2025-10-18T02:13:54.334910] [INFO ] [CONFIGURE ] PRGO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:13:54.334943] [INFO ] [CONFIGURE ] PRGO: Best accuracy: 60.00%
[2025-10-18T02:13:54.334974] [INFO ] [CONFIGURE ] PRGO: Best feature set (1 features): ['add_obv_daily']
[2025-10-18T02:13:54.335003] [INFO ] [CONFIGURE ] PRGO: Improvement over baseline: 10.00%
[2025-10-18T02:13:54.335031] [INFO ] [CONFIGURE ] PRGO: Total time: 39.7 seconds
[2025-10-18T02:13:54.335060] [INFO ] [CONFIGURE ] PRGO: Average time per feature: 1.4 seconds
[2025-10-18T02:13:54.335089] [INFO ] [CONFIGURE ] PRGO: Average speed: 0.73 features/sec
[2025-10-18T02:13:54.335921] [INFO ] [LOCAL     ] Saved configuration for PRGO: 1 features, 60.00% accuracy -> ./output/feature-sets/PRGO.json
[2025-10-18T02:13:54.335980] [INFO ] [CONFIGURE ] PRGO: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-18T02:13:54.336045] [INFO ] [sig       ] [287/380] Successfully configured PRGO | 0.02 sym/s | Total: 3.4h | ETA: 1.1h
[2025-10-18T02:13:54.336122] [INFO ] [sig       ] [288/380] Configuring PRI...
[2025-10-18T02:13:54.336189] [INFO ] [CONFIGURE ] PRI: Configurate test run.
[2025-10-18T02:13:54.336245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-10-18T02:13:54.350569] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRI'.
[2025-10-18T02:13:54.351099] [INFO ] [CONFIGURE ] PRI: Testing with 29 available features
[2025-10-18T02:13:54.351171] [INFO ] [CONFIGURE ] PRI: Establishing baseline with no features...
[2025-10-18T02:13:54.463765] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:54.570125] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:13:54.678283] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:54.788521] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:13:54.897684] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:55.009186] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:13:55.120347] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:13:55.240533] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:13:55.350100] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:13:55.469866] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:55.470041] [INFO ] [CONFIGURE ] PRI: Baseline score (no features): 40.00%
[2025-10-18T02:13:55.470091] [INFO ] [CONFIGURE ] PRI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:13:55.470133] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:13:55.590668] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:13:55.710616] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:13:55.834283] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:55.955800] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:13:56.080113] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:56.215673] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:13:56.351109] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:13:56.479720] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:13:56.609052] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:13:56.739210] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:56.739394] [INFO ] [CONFIGURE ] PRI: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T02:13:56.739456] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2773 tests
[2025-10-18T02:13:56.739492] [INFO ] [CONFIGURE ] PRI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:13:56.739522] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:13:56.865512] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:56.994614] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:13:57.129909] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:57.254683] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:13:57.383794] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:57.512119] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:13:57.641257] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:13:57.771865] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:13:57.904984] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:13:58.044460] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:58.044683] [INFO ] [CONFIGURE ] PRI: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T02:13:58.044746] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2772 tests
[2025-10-18T02:13:58.044784] [INFO ] [CONFIGURE ] PRI: Testing feature 3/29: add_daily_returns
[2025-10-18T02:13:58.044816] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_daily_returns']
[2025-10-18T02:13:58.161479] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:13:58.276154] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:13:58.392882] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:58.509295] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:13:58.628293] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:13:58.746854] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:13:58.868490] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:13:58.993165] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:13:59.124916] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:13:59.248275] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:13:59.248450] [INFO ] [CONFIGURE ] PRI: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T02:13:59.248494] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2771 tests
[2025-10-18T02:13:59.248529] [INFO ] [CONFIGURE ] PRI: Testing feature 4/29: add_ema
[2025-10-18T02:13:59.248561] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_ema']
[2025-10-18T02:13:59.380336] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:13:59.524213] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:13:59.654822] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:13:59.793144] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:13:59.930173] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:00.078353] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:00.221565] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:00.352164] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:14:00.471129] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:00.595271] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:00.595428] [INFO ] [CONFIGURE ] PRI: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:14:00.595473] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2770 tests
[2025-10-18T02:14:00.595508] [INFO ] [CONFIGURE ] PRI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:14:00.595538] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:14:00.723269] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:00.850443] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:00.982943] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:01.123106] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:01.257661] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:01.403817] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:01.545933] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:01.719437] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:14:01.865304] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:02.012675] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:02.012875] [INFO ] [CONFIGURE ] PRI: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T02:14:02.012921] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2769 tests
[2025-10-18T02:14:02.012956] [INFO ] [CONFIGURE ] PRI: Testing feature 6/29: add_failed_moves
[2025-10-18T02:14:02.012988] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_failed_moves']
[2025-10-18T02:14:02.132993] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:02.257029] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:02.380999] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:02.504006] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:02.636970] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:02.753192] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:02.882186] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:03.012797] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:14:03.144190] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:03.274904] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:03.275076] [INFO ] [CONFIGURE ] PRI: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T02:14:03.275121] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2768 tests
[2025-10-18T02:14:03.275157] [INFO ] [CONFIGURE ] PRI: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:14:03.275188] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_lag_shelf']
[2025-10-18T02:14:03.390870] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:03.500322] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:03.611541] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:03.727118] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:03.838521] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:03.962693] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:04.077165] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:04.186081] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:14:04.295191] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:04.406017] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:04.406159] [INFO ] [CONFIGURE ] PRI: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T02:14:04.406201] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2767 tests
[2025-10-18T02:14:04.406235] [INFO ] [CONFIGURE ] PRI: Testing feature 8/29: add_macd
[2025-10-18T02:14:04.406266] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:14:04.550899] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:04.695620] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:14:04.840053] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:04.985301] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:05.132412] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:05.279359] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:05.424441] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:05.577043] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:14:05.729459] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:05.881427] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:05.881621] [INFO ] [CONFIGURE ] PRI: KEPT add_macd (score: 50.00%)
[2025-10-18T02:14:05.881703] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2766 tests
[2025-10-18T02:14:05.881753] [INFO ] [CONFIGURE ] PRI: Testing feature 9/29: add_mfi
[2025-10-18T02:14:05.881788] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T02:14:06.053141] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:06.218133] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:14:06.379919] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:06.537754] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:06.693952] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:06.849978] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:07.011216] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:07.172682] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:14:07.330629] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:07.489884] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:07.490054] [INFO ] [CONFIGURE ] PRI: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T02:14:07.490099] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2765 tests
[2025-10-18T02:14:07.490134] [INFO ] [CONFIGURE ] PRI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:14:07.490166] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:14:07.654152] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:07.823253] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:14:07.988500] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:08.154352] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:08.321274] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:08.493867] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:08.666843] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:08.839735] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:14:09.026013] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:09.217610] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:09.217837] [INFO ] [CONFIGURE ] PRI: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:14:09.217896] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2764 tests
[2025-10-18T02:14:09.217933] [INFO ] [CONFIGURE ] PRI: Testing feature 11/29: add_obv_daily
[2025-10-18T02:14:09.217966] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-18T02:14:09.382791] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:09.545844] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:14:09.699219] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:09.850200] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:10.006932] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:10.159892] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:10.311787] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:10.467068] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:14:10.624313] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:10.810263] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:10.810450] [INFO ] [CONFIGURE ] PRI: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T02:14:10.810495] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2763 tests
[2025-10-18T02:14:10.810571] [INFO ] [CONFIGURE ] PRI: Testing feature 12/29: add_obv_interval
[2025-10-18T02:14:10.810624] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-18T02:14:10.959855] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:11.106905] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:14:11.253428] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:11.409148] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:11.575891] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:11.747058] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:11.919489] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:12.088134] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:14:12.245788] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:12.417989] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:12.418824] [INFO ] [CONFIGURE ] PRI: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T02:14:12.418888] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2762 tests
[2025-10-18T02:14:12.418927] [INFO ] [CONFIGURE ] PRI: Testing feature 13/29: add_opening_strength
[2025-10-18T02:14:12.418960] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:14:12.595220] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:14:12.761527] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:14:12.927315] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:13.089541] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:13.255163] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:13.417440] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:13.584754] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:13.756885] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:14:13.928366] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:14.102795] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:14.102961] [INFO ] [CONFIGURE ] PRI: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-18T02:14:14.103024] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2761 tests
[2025-10-18T02:14:14.103062] [INFO ] [CONFIGURE ] PRI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:14:14.103095] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-18T02:14:14.285610] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:14.475799] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:14:14.641187] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:14.810467] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:14.982660] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:15.152248] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:15.329521] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:15.509123] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:14:15.699155] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:15.890987] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:15.891175] [INFO ] [CONFIGURE ] PRI: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:14:15.891221] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2760 tests
[2025-10-18T02:14:15.891256] [INFO ] [CONFIGURE ] PRI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:14:15.891288] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-18T02:14:16.054921] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:16.211303] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:16.368135] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:16.516213] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:16.675360] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:16.834340] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:17.007912] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:17.166922] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:14:17.321258] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:17.475561] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:17.475778] [INFO ] [CONFIGURE ] PRI: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-18T02:14:17.475831] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2759 tests
[2025-10-18T02:14:17.475867] [INFO ] [CONFIGURE ] PRI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:14:17.475900] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-18T02:14:17.627451] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:17.788194] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:17.937141] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:18.087588] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:18.244483] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:18.396560] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:18.562267] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:18.725495] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:14:18.884071] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:19.058348] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:19.058546] [INFO ] [CONFIGURE ] PRI: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-18T02:14:19.058591] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2758 tests
[2025-10-18T02:14:19.058625] [INFO ] [CONFIGURE ] PRI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:14:19.058700] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-18T02:14:19.232934] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:19.394704] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:19.557872] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:19.728396] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:19.898384] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:20.067754] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:20.240289] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:20.410973] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:14:20.594498] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:20.765591] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:20.765792] [INFO ] [CONFIGURE ] PRI: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-18T02:14:20.765843] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2757 tests
[2025-10-18T02:14:20.765878] [INFO ] [CONFIGURE ] PRI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:14:20.765909] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-18T02:14:20.917520] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:21.086378] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:21.241486] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:21.394165] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:21.553829] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:21.708555] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:21.863381] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:22.017676] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:14:22.176234] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:22.331900] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:22.332078] [INFO ] [CONFIGURE ] PRI: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-18T02:14:22.332146] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2756 tests
[2025-10-18T02:14:22.332205] [INFO ] [CONFIGURE ] PRI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:14:22.332239] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-18T02:14:22.479251] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:22.629021] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:14:22.777433] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:22.927452] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:23.109741] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:23.266162] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:23.417630] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:23.573056] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:14:23.727798] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:23.884046] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:23.884213] [INFO ] [CONFIGURE ] PRI: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T02:14:23.884258] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2755 tests
[2025-10-18T02:14:23.884294] [INFO ] [CONFIGURE ] PRI: Testing feature 20/29: add_price_rejection
[2025-10-18T02:14:23.884326] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-18T02:14:24.044200] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:14:24.200746] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:14:24.351017] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:24.514872] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:24.672021] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:24.832759] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:24.995916] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:25.158251] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:14:25.322583] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:25.487618] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:25.487872] [INFO ] [CONFIGURE ] PRI: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T02:14:25.487929] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2754 tests
[2025-10-18T02:14:25.487966] [INFO ] [CONFIGURE ] PRI: Testing feature 21/29: add_range_position
[2025-10-18T02:14:25.487998] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_range_position']
[2025-10-18T02:14:25.653835] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:25.818251] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:14:25.975495] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:26.150106] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:26.314604] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:26.480871] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:26.658202] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:26.833699] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:14:26.998151] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:27.162482] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:27.162688] [INFO ] [CONFIGURE ] PRI: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:14:27.162751] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2753 tests
[2025-10-18T02:14:27.162790] [INFO ] [CONFIGURE ] PRI: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:14:27.162820] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-18T02:14:27.341050] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:14:27.520923] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:14:27.699510] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:27.876122] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:28.055742] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:14:28.236717] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:28.419262] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:28.606994] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:14:28.795174] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:28.982077] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:28.982235] [INFO ] [CONFIGURE ] PRI: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T02:14:28.982279] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2752 tests
[2025-10-18T02:14:28.982314] [INFO ] [CONFIGURE ] PRI: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:14:28.982345] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-18T02:14:29.167576] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:29.323953] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:29.475293] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:29.629388] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:29.786131] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:29.942418] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:30.099919] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:30.259083] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:14:30.426745] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:30.584168] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:30.584343] [INFO ] [CONFIGURE ] PRI: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T02:14:30.584388] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2751 tests
[2025-10-18T02:14:30.584423] [INFO ] [CONFIGURE ] PRI: Testing feature 24/29: add_rsi
[2025-10-18T02:14:30.584455] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-18T02:14:30.748638] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:14:30.913322] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:31.079112] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:31.251097] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:31.446301] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:14:31.639802] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:31.837109] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:32.015025] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:14:32.216674] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:32.390499] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:32.390709] [INFO ] [CONFIGURE ] PRI: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T02:14:32.390766] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2750 tests
[2025-10-18T02:14:32.390806] [INFO ] [CONFIGURE ] PRI: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:14:32.390838] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-18T02:14:32.537436] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:32.685917] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:14:32.834553] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:32.982505] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:33.132062] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:33.280972] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:33.430878] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:33.580707] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:14:33.731169] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:33.883813] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:33.883974] [INFO ] [CONFIGURE ] PRI: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T02:14:33.884020] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2749 tests
[2025-10-18T02:14:33.884105] [INFO ] [CONFIGURE ] PRI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:14:33.884146] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-18T02:14:34.036174] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:14:34.193455] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:34.347703] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:34.512367] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:34.671988] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:34.831244] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:34.992217] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:35.155215] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:14:35.317553] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:35.480413] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:35.480605] [INFO ] [CONFIGURE ] PRI: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-18T02:14:35.480678] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2748 tests
[2025-10-18T02:14:35.480734] [INFO ] [CONFIGURE ] PRI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:14:35.480767] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-18T02:14:35.651053] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:35.817674] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:35.987731] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:36.159108] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:36.329099] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:36.499892] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:36.667263] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:36.839405] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:14:37.010432] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:37.182992] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:37.183167] [INFO ] [CONFIGURE ] PRI: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T02:14:37.183219] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2747 tests
[2025-10-18T02:14:37.183255] [INFO ] [CONFIGURE ] PRI: Testing feature 28/29: add_volume_profile
[2025-10-18T02:14:37.183286] [INFO ] [CONFIGURE ] PRI: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-18T02:14:37.336492] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:14:37.492150] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:14:37.653032] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:14:37.810612] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:14:37.974796] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:38.135499] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:14:38.305845] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:38.466050] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:14:38.632056] [DEBUG] [FORECASTER] PRI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:14:38.794359] [DEBUG] [FORECASTER] PRI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:38.794550] [INFO ] [CONFIGURE ] PRI: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:14:38.794595] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2746 tests
[2025-10-18T02:14:38.794631] [INFO ] [CONFIGURE ] PRI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:14:38.794700] [INFO ] [CONFIGURE ] PRI: Best accuracy: 50.00%
[2025-10-18T02:14:38.794743] [INFO ] [CONFIGURE ] PRI: Best feature set (2 features): ['add_vwap', 'add_macd']
[2025-10-18T02:14:38.794773] [INFO ] [CONFIGURE ] PRI: Improvement over baseline: 10.00%
[2025-10-18T02:14:38.794801] [INFO ] [CONFIGURE ] PRI: Total time: 43.3 seconds
[2025-10-18T02:14:38.794827] [INFO ] [CONFIGURE ] PRI: Average time per feature: 1.5 seconds
[2025-10-18T02:14:38.794854] [INFO ] [CONFIGURE ] PRI: Average speed: 0.67 features/sec
[2025-10-18T02:14:38.795467] [INFO ] [LOCAL     ] Saved configuration for PRI: 2 features, 50.00% accuracy -> ./output/feature-sets/PRI.json
[2025-10-18T02:14:38.795537] [INFO ] [CONFIGURE ] PRI: Configuration saved successfully: 2 features, 50.00% accuracy.
[2025-10-18T02:14:38.795622] [INFO ] [sig       ] [288/380] Successfully configured PRI | 0.02 sym/s | Total: 3.5h | ETA: 1.1h
[2025-10-18T02:14:38.795720] [INFO ] [sig       ] [289/380] Configuring PRIM...
[2025-10-18T02:14:38.795786] [INFO ] [CONFIGURE ] PRIM: Configurate test run.
[2025-10-18T02:14:38.795841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-10-18T02:14:38.810203] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRIM'.
[2025-10-18T02:14:38.810848] [INFO ] [CONFIGURE ] PRIM: Testing with 29 available features
[2025-10-18T02:14:38.810922] [INFO ] [CONFIGURE ] PRIM: Establishing baseline with no features...
[2025-10-18T02:14:38.921020] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:14:39.029093] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:39.141323] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:14:39.252853] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:14:39.362766] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:39.479591] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:14:39.591123] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:39.704317] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:14:39.816963] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:14:39.931100] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:39.931338] [INFO ] [CONFIGURE ] PRIM: Baseline score (no features): 60.00%
[2025-10-18T02:14:39.931403] [INFO ] [CONFIGURE ] PRIM: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:14:39.931441] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:14:40.052072] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:14:40.174380] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:40.295205] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:14:40.415767] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:14:40.538803] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:40.662664] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:14:40.787152] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:40.913059] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:14:41.038888] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:14:41.165858] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:41.166017] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T02:14:41.166060] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2745 tests
[2025-10-18T02:14:41.166093] [INFO ] [CONFIGURE ] PRIM: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:14:41.166124] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:14:41.292947] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:14:41.449668] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:41.580513] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:14:41.711058] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:14:41.847470] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:41.982708] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:14:42.124164] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:42.261803] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:14:42.397415] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:14:42.537385] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:14:42.537585] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T02:14:42.537631] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2744 tests
[2025-10-18T02:14:42.537709] [INFO ] [CONFIGURE ] PRIM: Testing feature 3/29: add_daily_returns
[2025-10-18T02:14:42.537752] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_daily_returns']
[2025-10-18T02:14:42.657370] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:14:42.774601] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:42.894310] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:14:43.011048] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:14:43.132672] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:43.247780] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:14:43.378473] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:43.495429] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:14:43.613620] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:14:43.732807] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:43.732977] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:14:43.733021] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2743 tests
[2025-10-18T02:14:43.733055] [INFO ] [CONFIGURE ] PRIM: Testing feature 4/29: add_ema
[2025-10-18T02:14:43.733086] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_ema']
[2025-10-18T02:14:43.867278] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:14:44.011327] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:44.149688] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:14:44.288552] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:14:44.476860] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:44.619422] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:14:44.757147] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:44.894365] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:14:45.028145] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:14:45.169053] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:14:45.169240] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_ema (score: 50.00%)
[2025-10-18T02:14:45.169286] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2742 tests
[2025-10-18T02:14:45.169321] [INFO ] [CONFIGURE ] PRIM: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:14:45.169351] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:14:45.305877] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:14:45.443243] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:45.586140] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:14:45.740375] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:14:45.884532] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:46.039625] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:14:46.192211] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:46.337263] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:14:46.488083] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:14:46.646409] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:14:46.646607] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T02:14:46.646694] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2741 tests
[2025-10-18T02:14:46.646747] [INFO ] [CONFIGURE ] PRIM: Testing feature 6/29: add_failed_moves
[2025-10-18T02:14:46.646782] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_failed_moves']
[2025-10-18T02:14:46.777336] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:14:46.906788] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:47.045595] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:14:47.185837] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:14:47.323271] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:47.451041] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:14:47.575444] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:47.697362] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:14:47.820136] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:14:47.947888] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:47.948073] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:14:47.948117] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2740 tests
[2025-10-18T02:14:47.948151] [INFO ] [CONFIGURE ] PRIM: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:14:47.948185] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_lag_shelf']
[2025-10-18T02:14:48.058378] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:14:48.170978] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:48.291441] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:14:48.410438] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:14:48.535346] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:48.650864] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:14:48.764735] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:48.879222] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:14:48.993034] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:14:49.109324] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:49.109496] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T02:14:49.109540] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2739 tests
[2025-10-18T02:14:49.109574] [INFO ] [CONFIGURE ] PRIM: Testing feature 8/29: add_macd
[2025-10-18T02:14:49.109786] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:14:49.262601] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:14:49.410821] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:49.565522] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:14:49.725017] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:14:49.877108] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:50.027181] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:14:50.180723] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:50.343373] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:14:50.504254] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:14:50.654702] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:14:50.654923] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:14:50.654995] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2738 tests
[2025-10-18T02:14:50.655054] [INFO ] [CONFIGURE ] PRIM: Testing feature 9/29: add_mfi
[2025-10-18T02:14:50.655091] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi']
[2025-10-18T02:14:50.777321] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:14:50.908156] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:51.030440] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:14:51.156666] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:14:51.288040] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:51.416317] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:14:51.543613] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:51.670559] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:14:51.796832] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:14:51.925373] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:14:51.925569] [INFO ] [CONFIGURE ] PRIM: KEPT add_mfi (score: 70.00%)
[2025-10-18T02:14:51.925617] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2737 tests
[2025-10-18T02:14:51.925681] [INFO ] [CONFIGURE ] PRIM: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:14:51.925733] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:14:52.070116] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:14:52.220529] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:52.371271] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:14:52.522578] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:14:52.677286] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:52.847724] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:14:53.018984] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:53.175788] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:14:53.327230] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:14:53.502805] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:14:53.502951] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T02:14:53.503030] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2736 tests
[2025-10-18T02:14:53.503088] [INFO ] [CONFIGURE ] PRIM: Testing feature 11/29: add_obv_daily
[2025-10-18T02:14:53.503126] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-18T02:14:53.637375] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:14:53.762010] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:53.888541] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:14:54.025140] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:14:54.170588] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:54.315536] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:14:54.453111] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:54.601111] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:14:54.740329] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:14:54.871797] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:14:54.871948] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T02:14:54.871993] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2735 tests
[2025-10-18T02:14:54.872027] [INFO ] [CONFIGURE ] PRIM: Testing feature 12/29: add_obv_interval
[2025-10-18T02:14:54.872056] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-18T02:14:54.998913] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:14:55.121832] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:55.247449] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:14:55.377439] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:14:55.507874] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:55.639078] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:14:55.770318] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:55.899183] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:14:56.033247] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:14:56.162980] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:14:56.163168] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T02:14:56.163213] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2734 tests
[2025-10-18T02:14:56.163249] [INFO ] [CONFIGURE ] PRIM: Testing feature 13/29: add_opening_strength
[2025-10-18T02:14:56.163280] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:14:56.300276] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:14:56.440001] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:56.612574] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:14:56.755104] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:14:56.908573] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:57.054060] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:14:57.192872] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:57.330886] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:14:57.468879] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:14:57.611493] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:14:57.611772] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:14:57.612376] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2733 tests
[2025-10-18T02:14:57.612434] [INFO ] [CONFIGURE ] PRIM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:14:57.612470] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-10-18T02:14:57.748817] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:14:57.890330] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:58.029262] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:14:58.170308] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:14:58.308730] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:58.448973] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:14:58.587989] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:14:58.731110] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:14:58.880259] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:14:59.023479] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:14:59.023678] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T02:14:59.023741] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2732 tests
[2025-10-18T02:14:59.023779] [INFO ] [CONFIGURE ] PRIM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:14:59.023811] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T02:14:59.147788] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:14:59.272498] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:14:59.394002] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:14:59.526328] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:14:59.652572] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:14:59.785160] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:14:59.915521] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:00.054023] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:15:00.180343] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:15:00.312485] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:15:00.312752] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T02:15:00.312847] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2731 tests
[2025-10-18T02:15:00.312893] [INFO ] [CONFIGURE ] PRIM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:15:00.312932] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T02:15:00.451425] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:00.595191] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:15:00.744919] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:15:00.890876] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:15:01.035692] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:15:01.171529] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:15:01.314333] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:01.455721] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:15:01.604282] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:15:01.784526] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:01.784801] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:15:01.784856] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2730 tests
[2025-10-18T02:15:01.784893] [INFO ] [CONFIGURE ] PRIM: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:15:01.784926] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-10-18T02:15:01.951514] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:02.133422] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:15:02.348722] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:15:02.537416] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:15:02.718580] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:15:02.864637] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:15:03.009704] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:03.152479] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:15:03.304577] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:15:03.446661] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:03.446865] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:15:03.446911] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2729 tests
[2025-10-18T02:15:03.446949] [INFO ] [CONFIGURE ] PRIM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:15:03.446982] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T02:15:03.573186] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:03.699449] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:15:03.826807] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:15:03.955798] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:15:04.079111] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:15:04.210046] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:15:04.341613] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:04.464441] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:15:04.595782] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:15:04.718838] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:04.718980] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T02:15:04.719024] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2728 tests
[2025-10-18T02:15:04.719058] [INFO ] [CONFIGURE ] PRIM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:15:04.719089] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T02:15:04.838018] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:04.957089] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:15:05.076775] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:15:05.196828] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:15:05.316327] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:15:05.440253] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:15:05.562945] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:05.719138] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:15:05.846799] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:15:05.974669] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:15:05.974813] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:15:05.974857] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2727 tests
[2025-10-18T02:15:05.974891] [INFO ] [CONFIGURE ] PRIM: Testing feature 20/29: add_price_rejection
[2025-10-18T02:15:05.974922] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-10-18T02:15:06.103330] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:06.232203] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:15:06.360281] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:15:06.501878] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:15:06.640754] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:15:06.794308] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:15:06.935196] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:07.077737] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:15:07.219979] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:15:07.365314] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:07.365491] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:15:07.365536] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2726 tests
[2025-10-18T02:15:07.365582] [INFO ] [CONFIGURE ] PRIM: Testing feature 21/29: add_range_position
[2025-10-18T02:15:07.365692] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_range_position']
[2025-10-18T02:15:07.511358] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:07.655612] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:15:07.802548] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:15:07.952728] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:15:08.102004] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:15:08.250552] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:15:08.406093] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:08.546529] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:15:08.690670] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:15:08.837529] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:08.837739] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T02:15:08.837873] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2725 tests
[2025-10-18T02:15:08.837936] [INFO ] [CONFIGURE ] PRIM: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:15:08.837973] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-10-18T02:15:09.016600] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:09.191027] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:15:09.371528] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:15:09.544465] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:15:09.710758] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:15:09.872920] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:15:10.035314] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:10.193227] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:15:10.350957] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:15:10.509162] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:10.509352] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:15:10.509401] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2724 tests
[2025-10-18T02:15:10.509436] [INFO ] [CONFIGURE ] PRIM: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:15:10.509466] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-10-18T02:15:10.635820] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:10.769635] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:15:10.901271] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:15:11.037500] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:15:11.172814] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:15:11.306443] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:15:11.446774] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:11.582980] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:15:11.720436] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:15:11.850247] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:15:11.850416] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T02:15:11.850460] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2723 tests
[2025-10-18T02:15:11.850495] [INFO ] [CONFIGURE ] PRIM: Testing feature 24/29: add_rsi
[2025-10-18T02:15:11.850527] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-10-18T02:15:11.994215] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:15:12.141041] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:15:12.285491] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:15:12.432629] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:15:12.584130] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:15:12.731977] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:15:12.884685] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:13.035817] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:15:13.185887] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:15:13.340785] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:13.341026] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:15:13.341077] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2722 tests
[2025-10-18T02:15:13.341114] [INFO ] [CONFIGURE ] PRIM: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:15:13.341146] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-10-18T02:15:13.469687] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:13.597755] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:15:13.726386] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:15:13.855078] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:15:13.988930] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:15:14.124095] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:15:14.261799] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:14.411833] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:15:14.546329] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:15:14.676494] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:14.676682] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T02:15:14.676744] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2721 tests
[2025-10-18T02:15:14.676782] [INFO ] [CONFIGURE ] PRIM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:15:14.676815] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T02:15:14.814068] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:15:14.943451] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:15:15.075001] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:15:15.212045] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:15:15.374755] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:15:15.509253] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:15:15.638853] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:15.771978] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:15:15.916508] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:15:16.061573] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:15:16.061777] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:15:16.061841] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2720 tests
[2025-10-18T02:15:16.061879] [INFO ] [CONFIGURE ] PRIM: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:15:16.061910] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_volume_price_divergence']
[2025-10-18T02:15:16.200281] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:15:16.348916] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:15:16.496856] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:15:16.641296] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:15:16.789138] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:15:16.942263] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:15:17.091292] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:17.242468] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:15:17.394617] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:15:17.544989] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:15:17.545169] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:15:17.545212] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2719 tests
[2025-10-18T02:15:17.545249] [INFO ] [CONFIGURE ] PRIM: Testing feature 28/29: add_volume_profile
[2025-10-18T02:15:17.545282] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_volume_profile']
[2025-10-18T02:15:17.678575] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:17.837009] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:15:17.968275] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:15:18.098622] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:15:18.228551] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:15:18.360203] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:15:18.494295] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:18.631206] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:15:18.768879] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:15:18.905830] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:18.905990] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:15:18.906033] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2718 tests
[2025-10-18T02:15:18.906067] [INFO ] [CONFIGURE ] PRIM: Testing feature 29/29: add_vwap
[2025-10-18T02:15:18.906098] [INFO ] [CONFIGURE ] PRIM: Testing with features: ['add_mfi', 'add_vwap']
[2025-10-18T02:15:19.037884] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:15:19.167944] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:15:19.297372] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:15:19.426797] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:15:19.560423] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:15:19.695769] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:15:19.832106] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:19.968738] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:15:20.109233] [DEBUG] [FORECASTER] PRIM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:15:20.245978] [DEBUG] [FORECASTER] PRIM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:20.246106] [INFO ] [CONFIGURE ] PRIM: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:15:20.246152] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2717 tests
[2025-10-18T02:15:20.246187] [INFO ] [CONFIGURE ] PRIM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:15:20.246217] [INFO ] [CONFIGURE ] PRIM: Best accuracy: 70.00%
[2025-10-18T02:15:20.246301] [INFO ] [CONFIGURE ] PRIM: Best feature set (1 features): ['add_mfi']
[2025-10-18T02:15:20.246340] [INFO ] [CONFIGURE ] PRIM: Improvement over baseline: 10.00%
[2025-10-18T02:15:20.246369] [INFO ] [CONFIGURE ] PRIM: Total time: 40.3 seconds
[2025-10-18T02:15:20.246396] [INFO ] [CONFIGURE ] PRIM: Average time per feature: 1.4 seconds
[2025-10-18T02:15:20.246423] [INFO ] [CONFIGURE ] PRIM: Average speed: 0.72 features/sec
[2025-10-18T02:15:20.247008] [INFO ] [LOCAL     ] Saved configuration for PRIM: 1 features, 70.00% accuracy -> ./output/feature-sets/PRIM.json
[2025-10-18T02:15:20.247079] [INFO ] [CONFIGURE ] PRIM: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-18T02:15:20.247158] [INFO ] [sig       ] [289/380] Successfully configured PRIM | 0.02 sym/s | Total: 3.5h | ETA: 1.1h
[2025-10-18T02:15:20.247236] [INFO ] [sig       ] [290/380] Configuring PRKS...
[2025-10-18T02:15:20.247302] [INFO ] [CONFIGURE ] PRKS: Configurate test run.
[2025-10-18T02:15:20.247358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRKS' from 'https://tdm.silogroup.org/data/derivative_storage/PRKS.csv'.
[2025-10-18T02:15:20.260587] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRKS'.
[2025-10-18T02:15:20.260975] [INFO ] [CONFIGURE ] PRKS: Testing with 29 available features
[2025-10-18T02:15:20.261032] [INFO ] [CONFIGURE ] PRKS: Establishing baseline with no features...
[2025-10-18T02:15:20.366507] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:15:20.471766] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:20.572819] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:15:20.676944] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:15:20.778747] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:20.881947] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:20.984528] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:15:21.087605] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:21.190692] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:21.295802] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:21.295933] [INFO ] [CONFIGURE ] PRKS: Baseline score (no features): 50.00%
[2025-10-18T02:15:21.295974] [INFO ] [CONFIGURE ] PRKS: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:15:21.296006] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:15:21.409446] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:15:21.523677] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:21.638845] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:15:21.752722] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:21.868172] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:21.982959] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:22.097262] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:22.212404] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:22.328326] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:22.446791] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:22.446939] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T02:15:22.446982] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2716 tests
[2025-10-18T02:15:22.447015] [INFO ] [CONFIGURE ] PRKS: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:15:22.447044] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:15:22.571729] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:15:22.688899] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:22.807084] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:15:22.924505] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:23.042363] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:23.159542] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:23.276900] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:15:23.394487] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:23.514334] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:23.637213] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:23.637536] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T02:15:23.637578] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2715 tests
[2025-10-18T02:15:23.637611] [INFO ] [CONFIGURE ] PRKS: Testing feature 3/29: add_daily_returns
[2025-10-18T02:15:23.637662] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns']
[2025-10-18T02:15:23.740833] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:23.872825] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:23.980679] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:15:24.087051] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:24.193507] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:24.300975] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:24.410316] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:24.522394] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:24.633944] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:24.742200] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:15:24.742351] [INFO ] [CONFIGURE ] PRKS: KEPT add_daily_returns (score: 70.00%)
[2025-10-18T02:15:24.742396] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2714 tests
[2025-10-18T02:15:24.742462] [INFO ] [CONFIGURE ] PRKS: Testing feature 4/29: add_ema
[2025-10-18T02:15:24.742514] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T02:15:24.865257] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:24.988319] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:25.111521] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:15:25.235444] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:25.358837] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:25.482312] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:25.614826] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:25.746975] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:25.879804] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:26.014756] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:15:26.014963] [INFO ] [CONFIGURE ] PRKS: KEPT add_ema (score: 80.00%)
[2025-10-18T02:15:26.015008] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2713 tests
[2025-10-18T02:15:26.015044] [INFO ] [CONFIGURE ] PRKS: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:15:26.015075] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:15:26.171481] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:15:26.334015] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:26.491724] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:15:26.650102] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:26.807624] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:26.960695] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:27.114707] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:27.285456] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:27.443660] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:27.599217] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:15:27.599424] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T02:15:27.599469] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2712 tests
[2025-10-18T02:15:27.599504] [INFO ] [CONFIGURE ] PRKS: Testing feature 6/29: add_failed_moves
[2025-10-18T02:15:27.599535] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_failed_moves']
[2025-10-18T02:15:27.739276] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:27.876262] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:28.009108] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:15:28.143066] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:28.280035] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:28.414937] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:28.550488] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:28.687964] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:28.823905] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:28.962093] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:15:28.962255] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T02:15:28.962298] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2711 tests
[2025-10-18T02:15:28.962339] [INFO ] [CONFIGURE ] PRKS: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:15:28.962377] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_lag_shelf']
[2025-10-18T02:15:29.085715] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:29.208450] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:29.339088] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:15:29.479547] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:29.612588] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:29.739802] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:29.875561] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:30.015598] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:30.158390] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:30.294417] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:15:30.294584] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T02:15:30.294628] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2710 tests
[2025-10-18T02:15:30.294706] [INFO ] [CONFIGURE ] PRKS: Testing feature 8/29: add_macd
[2025-10-18T02:15:30.294750] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-18T02:15:30.457565] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:15:30.625334] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:30.785896] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:15:30.946214] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:31.121155] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:31.300365] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:31.463821] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:31.628082] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:31.794457] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:31.964960] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:15:31.966200] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:15:31.966400] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2709 tests
[2025-10-18T02:15:31.966445] [INFO ] [CONFIGURE ] PRKS: Testing feature 9/29: add_mfi
[2025-10-18T02:15:31.966477] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi']
[2025-10-18T02:15:32.105272] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:32.241329] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:32.378702] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:15:32.516378] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:32.656412] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:32.796736] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:32.946058] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:33.087023] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:33.228375] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:33.372707] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:15:33.372863] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T02:15:33.372906] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2708 tests
[2025-10-18T02:15:33.372939] [INFO ] [CONFIGURE ] PRKS: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:15:33.372969] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:15:33.530134] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:33.686549] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:33.846548] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:15:34.004778] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:34.168897] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:34.331465] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:15:34.496049] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:34.665385] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:34.831854] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:34.998490] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:34.998707] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-18T02:15:34.998791] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2707 tests
[2025-10-18T02:15:34.998829] [INFO ] [CONFIGURE ] PRKS: Testing feature 11/29: add_obv_daily
[2025-10-18T02:15:34.998860] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_obv_daily']
[2025-10-18T02:15:35.133062] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:35.266053] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:35.408289] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:15:35.557880] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:35.694303] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:35.834254] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:36.022109] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:15:36.164542] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:36.302394] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:36.439613] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:15:36.439828] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:15:36.439878] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2706 tests
[2025-10-18T02:15:36.439914] [INFO ] [CONFIGURE ] PRKS: Testing feature 12/29: add_obv_interval
[2025-10-18T02:15:36.439947] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_obv_interval']
[2025-10-18T02:15:36.594889] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:15:36.730378] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:36.863286] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:15:36.996465] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:37.130497] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:37.266481] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:37.399026] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:37.531864] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:37.667938] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:37.802073] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:37.802228] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T02:15:37.802275] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2705 tests
[2025-10-18T02:15:37.802312] [INFO ] [CONFIGURE ] PRKS: Testing feature 13/29: add_opening_strength
[2025-10-18T02:15:37.802346] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_opening_strength']
[2025-10-18T02:15:37.938494] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:38.076161] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:38.213538] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:15:38.353247] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:38.494288] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:38.631814] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:38.770504] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:38.910936] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:39.076669] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:39.212692] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:39.212880] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T02:15:39.212926] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2704 tests
[2025-10-18T02:15:39.212963] [INFO ] [CONFIGURE ] PRKS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:15:39.212996] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_order_flow_imbalance']
[2025-10-18T02:15:39.352560] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:15:39.495219] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:39.652466] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:15:39.799544] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:39.953251] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:40.107881] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:40.261556] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:40.414976] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:40.571117] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:40.728101] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:40.728271] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:15:40.728315] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2703 tests
[2025-10-18T02:15:40.728349] [INFO ] [CONFIGURE ] PRKS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:15:40.728380] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-18T02:15:40.858510] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:41.001619] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:41.134017] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:15:41.261108] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:41.392222] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:41.526411] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:41.654586] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:41.788309] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:41.926333] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:42.100695] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:15:42.100846] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T02:15:42.100890] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2702 tests
[2025-10-18T02:15:42.100924] [INFO ] [CONFIGURE ] PRKS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:15:42.101001] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-18T02:15:42.237600] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:15:42.375436] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:42.516202] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:15:42.665273] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:42.817238] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:42.963540] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:43.113890] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:43.253901] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:43.400152] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:43.542883] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:43.543042] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:15:43.543085] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2701 tests
[2025-10-18T02:15:43.543120] [INFO ] [CONFIGURE ] PRKS: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:15:43.543152] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_return_2d']
[2025-10-18T02:15:43.690874] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:43.839133] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:43.987950] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:15:44.139098] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:44.291164] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:44.451890] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:44.608544] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:44.762211] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:44.916799] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:45.071113] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:45.071351] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T02:15:45.071433] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2700 tests
[2025-10-18T02:15:45.071495] [INFO ] [CONFIGURE ] PRKS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:15:45.071533] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-18T02:15:45.211672] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:45.347385] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:45.491086] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:15:45.649028] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:45.793968] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:45.929510] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:46.064076] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:46.200300] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:46.339791] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:46.477430] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:46.477599] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:15:46.477664] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2699 tests
[2025-10-18T02:15:46.477724] [INFO ] [CONFIGURE ] PRKS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:15:46.477780] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-18T02:15:46.619522] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:46.761083] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:46.902388] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:15:47.044298] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:47.190934] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:47.336263] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:47.475993] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:47.618605] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:47.765281] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:47.908240] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:15:47.908398] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:15:47.908441] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2698 tests
[2025-10-18T02:15:47.908475] [INFO ] [CONFIGURE ] PRKS: Testing feature 20/29: add_price_rejection
[2025-10-18T02:15:47.908508] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_price_rejection']
[2025-10-18T02:15:48.055891] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:15:48.202856] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:48.350792] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:15:48.498501] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:48.641482] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:48.790528] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:48.948560] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:49.100634] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:49.248136] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:49.399829] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:15:49.400030] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T02:15:49.400101] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2697 tests
[2025-10-18T02:15:49.400143] [INFO ] [CONFIGURE ] PRKS: Testing feature 21/29: add_range_position
[2025-10-18T02:15:49.400176] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_range_position']
[2025-10-18T02:15:49.558554] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:15:49.718045] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:49.878093] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:15:50.039090] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:15:50.205383] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:50.363440] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:50.524775] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:50.681451] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:50.843033] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:51.009800] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:51.010010] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:15:51.010061] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2696 tests
[2025-10-18T02:15:51.010098] [INFO ] [CONFIGURE ] PRKS: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:15:51.010130] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_realized_volatility']
[2025-10-18T02:15:51.213485] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:51.383803] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:51.562059] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:15:51.747518] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:51.922209] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:52.096581] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:15:52.277534] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:52.453183] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:52.630576] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:52.821337] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:52.821595] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T02:15:52.821682] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2695 tests
[2025-10-18T02:15:52.821736] [INFO ] [CONFIGURE ] PRKS: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:15:52.821772] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_recent_range_context']
[2025-10-18T02:15:52.965017] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:53.109985] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:53.252333] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:15:53.394034] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:53.540474] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:53.684785] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:53.833481] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:53.987847] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:54.141441] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:54.314281] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:54.314507] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T02:15:54.314568] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2694 tests
[2025-10-18T02:15:54.314674] [INFO ] [CONFIGURE ] PRKS: Testing feature 24/29: add_rsi
[2025-10-18T02:15:54.314748] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T02:15:54.494121] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:15:54.693916] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:54.909396] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:15:55.114281] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:55.287103] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:55.429839] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:55.571742] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:55.710887] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:55.848070] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:55.984753] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:55.984915] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:15:55.984959] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2693 tests
[2025-10-18T02:15:55.984993] [INFO ] [CONFIGURE ] PRKS: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:15:55.985024] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_tick_distribution']
[2025-10-18T02:15:56.114186] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:15:56.242992] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:56.372273] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:15:56.501598] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:56.632002] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:56.761998] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:56.893934] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:57.023996] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:57.156335] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:57.291431] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:15:57.291574] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T02:15:57.291617] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2692 tests
[2025-10-18T02:15:57.291677] [INFO ] [CONFIGURE ] PRKS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:15:57.291729] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-18T02:15:57.416460] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:15:57.542479] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:57.679815] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:15:57.811536] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:57.949874] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:58.087273] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:15:58.221616] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:58.367540] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:58.503892] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:15:58.635920] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:15:58.636056] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T02:15:58.636099] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2691 tests
[2025-10-18T02:15:58.636133] [INFO ] [CONFIGURE ] PRKS: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:15:58.636163] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_price_divergence']
[2025-10-18T02:15:58.774290] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:15:58.925989] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:15:59.061461] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:15:59.198188] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:15:59.334440] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:15:59.471390] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:15:59.618038] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:15:59.769564] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:15:59.918365] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:16:00.067802] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:16:00.067941] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:16:00.067985] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2690 tests
[2025-10-18T02:16:00.068019] [INFO ] [CONFIGURE ] PRKS: Testing feature 28/29: add_volume_profile
[2025-10-18T02:16:00.068103] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_profile']
[2025-10-18T02:16:00.207037] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:16:00.345052] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:16:00.478298] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:16:00.610477] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:16:00.744214] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:16:00.887154] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:16:01.030277] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:01.163179] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:16:01.320782] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:16:01.483736] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:01.483904] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:16:01.483962] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2689 tests
[2025-10-18T02:16:01.483999] [INFO ] [CONFIGURE ] PRKS: Testing feature 29/29: add_vwap
[2025-10-18T02:16:01.484030] [INFO ] [CONFIGURE ] PRKS: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap']
[2025-10-18T02:16:01.625816] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:16:01.774601] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:16:01.925664] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:16:02.076308] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:16:02.233636] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:16:02.385161] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:16:02.535532] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:02.688302] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:16:02.838390] [DEBUG] [FORECASTER] PRKS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:16:02.989883] [DEBUG] [FORECASTER] PRKS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:02.990066] [INFO ] [CONFIGURE ] PRKS: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:16:02.990111] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2688 tests
[2025-10-18T02:16:02.990173] [INFO ] [CONFIGURE ] PRKS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:16:02.990228] [INFO ] [CONFIGURE ] PRKS: Best accuracy: 80.00%
[2025-10-18T02:16:02.990263] [INFO ] [CONFIGURE ] PRKS: Best feature set (2 features): ['add_daily_returns', 'add_ema']
[2025-10-18T02:16:02.990292] [INFO ] [CONFIGURE ] PRKS: Improvement over baseline: 30.00%
[2025-10-18T02:16:02.990319] [INFO ] [CONFIGURE ] PRKS: Total time: 41.7 seconds
[2025-10-18T02:16:02.990346] [INFO ] [CONFIGURE ] PRKS: Average time per feature: 1.4 seconds
[2025-10-18T02:16:02.990374] [INFO ] [CONFIGURE ] PRKS: Average speed: 0.70 features/sec
[2025-10-18T02:16:02.990990] [INFO ] [LOCAL     ] Saved configuration for PRKS: 2 features, 80.00% accuracy -> ./output/feature-sets/PRKS.json
[2025-10-18T02:16:02.991062] [INFO ] [CONFIGURE ] PRKS: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T02:16:02.991147] [INFO ] [sig       ] [290/380] Successfully configured PRKS | 0.02 sym/s | Total: 3.5h | ETA: 1.1h
[2025-10-18T02:16:02.991215] [INFO ] [sig       ] [291/380] Configuring PRLB...
[2025-10-18T02:16:02.991280] [INFO ] [CONFIGURE ] PRLB: Configurate test run.
[2025-10-18T02:16:02.991336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-10-18T02:16:03.005542] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRLB'.
[2025-10-18T02:16:03.006142] [INFO ] [CONFIGURE ] PRLB: Testing with 29 available features
[2025-10-18T02:16:03.006214] [INFO ] [CONFIGURE ] PRLB: Establishing baseline with no features...
[2025-10-18T02:16:03.116342] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:16:03.225873] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:03.348997] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:03.460045] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:03.571169] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:03.682909] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:03.796224] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:03.908980] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:04.020999] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:04.139318] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:04.139481] [INFO ] [CONFIGURE ] PRLB: Baseline score (no features): 40.00%
[2025-10-18T02:16:04.139535] [INFO ] [CONFIGURE ] PRLB: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:16:04.139569] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:16:04.260807] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:16:04.382319] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:04.504233] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:04.633125] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:16:04.758623] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:04.894247] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:05.056011] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:05.183625] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:05.318458] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:05.446940] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:05.447099] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T02:16:05.447143] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2687 tests
[2025-10-18T02:16:05.447180] [INFO ] [CONFIGURE ] PRLB: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:16:05.447262] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:16:05.575089] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:05.705393] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:05.836298] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:05.967612] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:06.103508] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:06.236606] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:06.394667] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:06.529321] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:06.662474] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:06.795889] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:06.796086] [INFO ] [CONFIGURE ] PRLB: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-18T02:16:06.796133] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2686 tests
[2025-10-18T02:16:06.796176] [INFO ] [CONFIGURE ] PRLB: Testing feature 3/29: add_daily_returns
[2025-10-18T02:16:06.796215] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:16:06.933062] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:07.068242] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:07.201474] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:07.335955] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:07.472325] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:07.605753] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:07.740469] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:07.880566] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:08.019375] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:08.158521] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:08.158698] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:16:08.158773] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2685 tests
[2025-10-18T02:16:08.158831] [INFO ] [CONFIGURE ] PRLB: Testing feature 4/29: add_ema
[2025-10-18T02:16:08.158866] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T02:16:08.306859] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:08.452450] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:08.598287] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:08.744933] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:08.894830] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:09.044906] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:09.196238] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:09.348184] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:09.517197] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:09.674120] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:09.674297] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_ema (score: 50.00%)
[2025-10-18T02:16:09.674342] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2684 tests
[2025-10-18T02:16:09.674378] [INFO ] [CONFIGURE ] PRLB: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:16:09.674410] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:16:09.827971] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:09.983209] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:10.138078] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:10.292210] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:10.443815] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:10.596718] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:10.751890] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:10.905533] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:11.058723] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:11.212788] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:11.212957] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:16:11.213002] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2683 tests
[2025-10-18T02:16:11.213036] [INFO ] [CONFIGURE ] PRLB: Testing feature 6/29: add_failed_moves
[2025-10-18T02:16:11.213067] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T02:16:11.343733] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:11.475475] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:11.601593] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:11.731234] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:11.864939] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:11.999263] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:12.128929] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:12.257967] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:12.386697] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:12.531154] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:12.531357] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T02:16:12.531405] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2682 tests
[2025-10-18T02:16:12.531440] [INFO ] [CONFIGURE ] PRLB: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:16:12.531473] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T02:16:12.653597] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:12.772091] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:12.890582] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:13.009167] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:13.128397] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:13.250462] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:13.371500] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:13.494181] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:13.625962] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:13.759143] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:13.759364] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T02:16:13.759417] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2681 tests
[2025-10-18T02:16:13.759464] [INFO ] [CONFIGURE ] PRLB: Testing feature 8/29: add_macd
[2025-10-18T02:16:13.759529] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T02:16:13.936529] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:14.115956] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:16:14.296506] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:16:14.472547] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:14.648659] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:14.835464] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:15.029677] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:15.219590] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:15.405061] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:15.585735] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:15.585928] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:16:15.585974] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2680 tests
[2025-10-18T02:16:15.586009] [INFO ] [CONFIGURE ] PRLB: Testing feature 9/29: add_mfi
[2025-10-18T02:16:15.586041] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T02:16:15.749321] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:15.907729] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:16.062635] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:16:16.217258] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:16.371987] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:16.525338] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:16.666790] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:16.806513] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:16.945053] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:17.085761] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:17.085947] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T02:16:17.085992] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2679 tests
[2025-10-18T02:16:17.086027] [INFO ] [CONFIGURE ] PRLB: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:16:17.086059] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:16:17.234598] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:17.388314] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:17.540887] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:17.692110] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:17.843229] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:17.995664] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:18.149463] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:18.303419] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:18.458096] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:18.613800] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:18.613984] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:16:18.614045] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2678 tests
[2025-10-18T02:16:18.614103] [INFO ] [CONFIGURE ] PRLB: Testing feature 11/29: add_obv_daily
[2025-10-18T02:16:18.614136] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T02:16:18.741854] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:18.871584] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:16:19.000421] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:19.129099] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:19.261273] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:19.390904] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:19.521884] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:19.655852] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:19.790025] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:19.933560] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:19.933760] [INFO ] [CONFIGURE ] PRLB: KEPT add_obv_daily (score: 60.00%)
[2025-10-18T02:16:19.933814] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2677 tests
[2025-10-18T02:16:19.933851] [INFO ] [CONFIGURE ] PRLB: Testing feature 12/29: add_obv_interval
[2025-10-18T02:16:19.933883] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_obv_interval']
[2025-10-18T02:16:20.077248] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:20.220298] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:20.364278] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:20.506537] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:16:20.648025] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:20.791366] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:20.936122] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:21.083130] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:21.226935] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:21.371123] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:21.371289] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T02:16:21.371332] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2676 tests
[2025-10-18T02:16:21.371367] [INFO ] [CONFIGURE ] PRLB: Testing feature 13/29: add_opening_strength
[2025-10-18T02:16:21.371398] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:16:21.518683] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:21.667154] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:21.820500] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:21.983112] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:16:22.139993] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:22.302152] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:22.454806] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:22.611267] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:22.774118] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:22.936163] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:22.936328] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T02:16:22.936372] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2675 tests
[2025-10-18T02:16:22.936409] [INFO ] [CONFIGURE ] PRLB: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:16:22.936440] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T02:16:23.094793] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:23.251153] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:23.408303] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:23.564535] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:23.720468] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:23.878334] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:24.035530] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:24.193773] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:24.361542] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:24.520389] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:24.520577] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:16:24.520622] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2674 tests
[2025-10-18T02:16:24.520695] [INFO ] [CONFIGURE ] PRLB: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:16:24.520743] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T02:16:24.656614] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:24.792741] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:24.932793] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:25.076333] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:25.222258] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:25.366085] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:25.515164] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:25.665441] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:25.810336] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:25.953506] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:25.953693] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:16:25.953752] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2673 tests
[2025-10-18T02:16:25.953789] [INFO ] [CONFIGURE ] PRLB: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:16:25.953841] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T02:16:26.100435] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:26.247824] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:26.396900] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:26.544159] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:16:26.693247] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:26.844758] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:26.995728] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:27.148156] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:27.304186] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:27.466562] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:27.466790] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T02:16:27.466842] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2672 tests
[2025-10-18T02:16:27.466878] [INFO ] [CONFIGURE ] PRLB: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:16:27.466910] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T02:16:27.649252] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:27.804135] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:16:27.962356] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:28.120114] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:16:28.297561] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:28.462178] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:28.632356] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:28.793207] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:28.965375] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:29.131477] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:29.131706] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:16:29.131765] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2671 tests
[2025-10-18T02:16:29.131803] [INFO ] [CONFIGURE ] PRLB: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:16:29.131836] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T02:16:29.274230] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:29.415079] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:29.562157] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:29.716256] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:29.872406] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:30.017586] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:30.163123] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:30.304852] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:30.446982] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:30.591206] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:30.591368] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T02:16:30.591412] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2670 tests
[2025-10-18T02:16:30.591446] [INFO ] [CONFIGURE ] PRLB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:16:30.591477] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-18T02:16:30.730206] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:30.871483] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:16:31.011306] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:31.153274] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:31.294814] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:31.436279] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:31.579800] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:31.724046] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:31.868101] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:32.013919] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:32.014072] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T02:16:32.014114] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2669 tests
[2025-10-18T02:16:32.014147] [INFO ] [CONFIGURE ] PRLB: Testing feature 20/29: add_price_rejection
[2025-10-18T02:16:32.014177] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_price_rejection']
[2025-10-18T02:16:32.161838] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:32.310087] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:32.460269] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:32.608570] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:32.763630] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:32.923133] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:33.072531] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:33.222422] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:33.372633] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:33.522873] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:33.523067] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:16:33.523111] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2668 tests
[2025-10-18T02:16:33.523148] [INFO ] [CONFIGURE ] PRLB: Testing feature 21/29: add_range_position
[2025-10-18T02:16:33.523179] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_range_position']
[2025-10-18T02:16:33.714501] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:33.884915] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:34.059271] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:34.238900] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:16:34.399485] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:34.556910] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:16:34.718548] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:34.880705] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:35.036774] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:35.194980] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:35.195166] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:16:35.195211] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2667 tests
[2025-10-18T02:16:35.195249] [INFO ] [CONFIGURE ] PRLB: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:16:35.195281] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility']
[2025-10-18T02:16:35.359234] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:35.526956] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:35.698624] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:35.864503] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:36.033639] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:36.206946] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:36.377268] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:36.551277] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:36.773601] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:36.951910] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:36.952113] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T02:16:36.952160] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2666 tests
[2025-10-18T02:16:36.952197] [INFO ] [CONFIGURE ] PRLB: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:16:36.952231] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_recent_range_context']
[2025-10-18T02:16:37.095954] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:37.240794] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:37.386662] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:37.530552] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:37.676226] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:37.822167] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:37.967747] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:38.114830] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:38.260673] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:38.404271] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:38.404403] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T02:16:38.404448] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2665 tests
[2025-10-18T02:16:38.404482] [INFO ] [CONFIGURE ] PRLB: Testing feature 24/29: add_rsi
[2025-10-18T02:16:38.404512] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-18T02:16:38.563545] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:38.723052] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:38.885631] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:39.045767] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:39.207899] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:39.372834] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:39.542866] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:39.721610] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:39.888799] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:40.060137] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:40.060336] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:16:40.060383] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2664 tests
[2025-10-18T02:16:40.060419] [INFO ] [CONFIGURE ] PRLB: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:16:40.060453] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_tick_distribution']
[2025-10-18T02:16:40.205172] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:40.356093] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:40.500303] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:40.644690] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:40.798404] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:40.942889] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:41.085075] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:41.229172] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:41.380677] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:41.531935] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:41.532140] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T02:16:41.532187] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2663 tests
[2025-10-18T02:16:41.532405] [INFO ] [CONFIGURE ] PRLB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:16:41.532447] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-18T02:16:41.683166] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:41.836883] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:41.987179] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:42.141535] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:16:42.295189] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:42.448114] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:42.605750] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:42.782402] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:42.943899] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:43.102206] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:43.102425] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T02:16:43.102491] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2662 tests
[2025-10-18T02:16:43.102531] [INFO ] [CONFIGURE ] PRLB: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:16:43.102564] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_price_divergence']
[2025-10-18T02:16:43.268521] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:43.437481] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:43.614906] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:43.792548] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:43.963275] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:44.141951] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:44.300233] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:44.458632] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:44.618217] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:44.781716] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:44.781870] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T02:16:44.781913] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2661 tests
[2025-10-18T02:16:44.781947] [INFO ] [CONFIGURE ] PRLB: Testing feature 28/29: add_volume_profile
[2025-10-18T02:16:44.781977] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_profile']
[2025-10-18T02:16:44.930715] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:45.079782] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:16:45.231784] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:45.381088] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:45.532497] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:45.681616] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:45.866419] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:46.018192] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:46.170362] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:46.323192] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:46.323354] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:16:46.323397] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2660 tests
[2025-10-18T02:16:46.323430] [INFO ] [CONFIGURE ] PRLB: Testing feature 29/29: add_vwap
[2025-10-18T02:16:46.323460] [INFO ] [CONFIGURE ] PRLB: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_vwap']
[2025-10-18T02:16:46.477419] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:16:46.631387] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:16:46.780743] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:16:46.960718] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:47.180926] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:16:47.399496] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:47.577479] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:16:47.743768] [DEBUG] [FORECASTER] PRLB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:47.911762] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:48.079496] [DEBUG] [FORECASTER] PRLB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:16:48.079777] [INFO ] [CONFIGURE ] PRLB: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:16:48.079850] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2659 tests
[2025-10-18T02:16:48.079901] [INFO ] [CONFIGURE ] PRLB: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:16:48.079941] [INFO ] [CONFIGURE ] PRLB: Best accuracy: 60.00%
[2025-10-18T02:16:48.079983] [INFO ] [CONFIGURE ] PRLB: Best feature set (2 features): ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T02:16:48.080024] [INFO ] [CONFIGURE ] PRLB: Improvement over baseline: 20.00%
[2025-10-18T02:16:48.080064] [INFO ] [CONFIGURE ] PRLB: Total time: 43.9 seconds
[2025-10-18T02:16:48.080102] [INFO ] [CONFIGURE ] PRLB: Average time per feature: 1.5 seconds
[2025-10-18T02:16:48.080140] [INFO ] [CONFIGURE ] PRLB: Average speed: 0.66 features/sec
[2025-10-18T02:16:48.080952] [INFO ] [LOCAL     ] Saved configuration for PRLB: 2 features, 60.00% accuracy -> ./output/feature-sets/PRLB.json
[2025-10-18T02:16:48.081038] [INFO ] [CONFIGURE ] PRLB: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-18T02:16:48.081115] [INFO ] [sig       ] [291/380] Successfully configured PRLB | 0.02 sym/s | Total: 3.5h | ETA: 1.1h
[2025-10-18T02:16:48.081177] [INFO ] [sig       ] [292/380] Configuring PRM...
[2025-10-18T02:16:48.081285] [INFO ] [CONFIGURE ] PRM: Configurate test run.
[2025-10-18T02:16:48.081340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-10-18T02:16:48.094777] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRM'.
[2025-10-18T02:16:48.095375] [INFO ] [CONFIGURE ] PRM: Testing with 29 available features
[2025-10-18T02:16:48.095445] [INFO ] [CONFIGURE ] PRM: Establishing baseline with no features...
[2025-10-18T02:16:48.204239] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:16:48.305911] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:16:48.406343] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:16:48.507377] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:16:48.610358] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:16:48.713940] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:48.844176] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:16:48.947635] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:49.052957] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:16:49.159286] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:16:49.159428] [INFO ] [CONFIGURE ] PRM: Baseline score (no features): 60.00%
[2025-10-18T02:16:49.159471] [INFO ] [CONFIGURE ] PRM: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:16:49.159503] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:16:49.275409] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:16:49.388117] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:16:49.501688] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:16:49.614210] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:49.737954] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:16:49.856140] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:49.974025] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:16:50.095372] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:50.214432] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:50.334004] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:16:50.334184] [INFO ] [CONFIGURE ] PRM: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T02:16:50.334232] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2658 tests
[2025-10-18T02:16:50.334268] [INFO ] [CONFIGURE ] PRM: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:16:50.334299] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:16:50.451963] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:16:50.566308] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:16:50.681805] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:16:50.798306] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:16:50.920040] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:16:51.038138] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:51.155164] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:16:51.272334] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:51.390585] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:16:51.513393] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:16:51.513550] [INFO ] [CONFIGURE ] PRM: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T02:16:51.513592] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2657 tests
[2025-10-18T02:16:51.513627] [INFO ] [CONFIGURE ] PRM: Testing feature 3/29: add_daily_returns
[2025-10-18T02:16:51.513692] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_daily_returns']
[2025-10-18T02:16:51.617194] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:16:51.719165] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:16:51.823793] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:16:51.928095] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:52.032290] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:16:52.141292] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:52.245190] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:16:52.351047] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:52.458044] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:16:52.567559] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:16:52.567749] [INFO ] [CONFIGURE ] PRM: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:16:52.567835] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2656 tests
[2025-10-18T02:16:52.567876] [INFO ] [CONFIGURE ] PRM: Testing feature 4/29: add_ema
[2025-10-18T02:16:52.567907] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema']
[2025-10-18T02:16:52.685523] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:16:52.801516] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:16:52.918570] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:16:53.037514] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:53.155776] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:16:53.276249] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:53.394709] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:16:53.514004] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:53.636581] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:16:53.762196] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:16:53.762356] [INFO ] [CONFIGURE ] PRM: KEPT add_ema (score: 70.00%)
[2025-10-18T02:16:53.762401] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2655 tests
[2025-10-18T02:16:53.762436] [INFO ] [CONFIGURE ] PRM: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:16:53.762468] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:16:53.904107] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:16:54.044894] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:16:54.186849] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:16:54.331275] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:54.475091] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:16:54.624103] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:54.770271] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:16:54.946632] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:55.094009] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:55.242017] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:16:55.242168] [INFO ] [CONFIGURE ] PRM: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T02:16:55.242212] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2654 tests
[2025-10-18T02:16:55.242246] [INFO ] [CONFIGURE ] PRM: Testing feature 6/29: add_failed_moves
[2025-10-18T02:16:55.242276] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-18T02:16:55.364827] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:16:55.487315] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:16:55.614251] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:16:55.747824] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:55.887345] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:16:56.022939] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:56.161047] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:16:56.300226] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:56.437977] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:16:56.574618] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:16:56.574799] [INFO ] [CONFIGURE ] PRM: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:16:56.574849] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2653 tests
[2025-10-18T02:16:56.574886] [INFO ] [CONFIGURE ] PRM: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:16:56.574921] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-18T02:16:56.694431] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:16:56.815832] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:16:56.942271] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:16:57.063341] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:57.192802] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:16:57.310069] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:57.428862] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:16:57.548441] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:16:57.668261] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:16:57.788387] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:16:57.788538] [INFO ] [CONFIGURE ] PRM: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:16:57.788581] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2652 tests
[2025-10-18T02:16:57.788614] [INFO ] [CONFIGURE ] PRM: Testing feature 8/29: add_macd
[2025-10-18T02:16:57.788669] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-18T02:16:57.968254] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:16:58.119799] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:16:58.271205] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:16:58.429980] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:16:58.583157] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:16:58.736598] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:16:58.890339] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:16:59.044809] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:16:59.198815] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:16:59.353591] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:16:59.353795] [INFO ] [CONFIGURE ] PRM: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:16:59.353847] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2651 tests
[2025-10-18T02:16:59.353884] [INFO ] [CONFIGURE ] PRM: Testing feature 9/29: add_mfi
[2025-10-18T02:16:59.353915] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_mfi']
[2025-10-18T02:16:59.484921] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:16:59.616064] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:16:59.754700] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:16:59.890917] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:00.035094] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:00.190528] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:00.346157] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:00.507687] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:00.658008] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:00.798985] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:00.799177] [INFO ] [CONFIGURE ] PRM: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T02:17:00.799220] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2650 tests
[2025-10-18T02:17:00.799256] [INFO ] [CONFIGURE ] PRM: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:17:00.799288] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:17:00.965381] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:01.131759] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:01.304044] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:01.462941] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:01.611125] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:01.758365] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:01.909185] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:02.065829] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:02.224219] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:02.386158] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:02.386392] [INFO ] [CONFIGURE ] PRM: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T02:17:02.386455] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2649 tests
[2025-10-18T02:17:02.386494] [INFO ] [CONFIGURE ] PRM: Testing feature 11/29: add_obv_daily
[2025-10-18T02:17:02.386576] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-18T02:17:02.526637] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:02.681728] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:02.828778] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:02.964802] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:03.113588] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:03.251166] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:03.387065] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:03.523254] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:03.656303] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:03.789086] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:03.789272] [INFO ] [CONFIGURE ] PRM: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T02:17:03.789318] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2648 tests
[2025-10-18T02:17:03.789354] [INFO ] [CONFIGURE ] PRM: Testing feature 12/29: add_obv_interval
[2025-10-18T02:17:03.789387] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-18T02:17:03.915212] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:17:04.044362] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:04.170377] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:04.297337] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:17:04.427439] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:04.555251] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:04.683995] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:04.812031] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:04.942543] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:05.074469] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:05.074610] [INFO ] [CONFIGURE ] PRM: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:17:05.074686] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2647 tests
[2025-10-18T02:17:05.074741] [INFO ] [CONFIGURE ] PRM: Testing feature 13/29: add_opening_strength
[2025-10-18T02:17:05.074776] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:17:05.210278] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:05.345766] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:17:05.481231] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:05.617587] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:05.753292] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:05.889341] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:06.027608] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:06.170848] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:06.309052] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:06.456434] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:06.456601] [INFO ] [CONFIGURE ] PRM: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:17:06.456664] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2646 tests
[2025-10-18T02:17:06.456723] [INFO ] [CONFIGURE ] PRM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:17:06.456757] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-18T02:17:06.596290] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:06.738475] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:06.880953] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:07.055987] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:07.198807] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:17:07.347317] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:07.494826] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:07.645896] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:07.792037] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:07.935850] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:07.936063] [INFO ] [CONFIGURE ] PRM: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:17:07.936127] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2645 tests
[2025-10-18T02:17:07.936164] [INFO ] [CONFIGURE ] PRM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:17:07.936195] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-18T02:17:08.058814] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:08.180594] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:08.301021] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:17:08.422586] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:08.547561] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:08.672988] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:08.800037] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:08.928046] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:09.055297] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:09.182804] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:09.182996] [INFO ] [CONFIGURE ] PRM: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:17:09.183041] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2644 tests
[2025-10-18T02:17:09.183075] [INFO ] [CONFIGURE ] PRM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:17:09.183107] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-18T02:17:09.312124] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:09.446514] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:09.581736] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:09.722107] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:09.866362] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:10.003084] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:10.151630] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:10.294887] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:10.435444] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:10.579747] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:10.579944] [INFO ] [CONFIGURE ] PRM: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:17:10.580014] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2643 tests
[2025-10-18T02:17:10.580074] [INFO ] [CONFIGURE ] PRM: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:17:10.580110] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-18T02:17:10.716915] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:10.855369] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:10.986976] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:11.118025] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:17:11.249636] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:11.382413] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:11.515437] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:11.651249] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:11.788857] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:11.926562] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:11.926755] [INFO ] [CONFIGURE ] PRM: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:17:11.926812] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2642 tests
[2025-10-18T02:17:11.926848] [INFO ] [CONFIGURE ] PRM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:17:11.926880] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-18T02:17:12.055342] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:12.186988] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:12.308814] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:12.432767] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:12.557098] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:12.679784] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:12.802857] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:12.928424] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:13.054938] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:13.194675] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:13.194877] [INFO ] [CONFIGURE ] PRM: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T02:17:13.194934] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2641 tests
[2025-10-18T02:17:13.194971] [INFO ] [CONFIGURE ] PRM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:17:13.195001] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-18T02:17:13.313398] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:13.431065] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:13.550119] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:13.670606] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:13.790919] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:13.910948] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:14.031840] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:14.154210] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:14.278171] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:14.402994] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:14.403142] [INFO ] [CONFIGURE ] PRM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:17:14.403185] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2640 tests
[2025-10-18T02:17:14.403219] [INFO ] [CONFIGURE ] PRM: Testing feature 20/29: add_price_rejection
[2025-10-18T02:17:14.403250] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-18T02:17:14.534342] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:14.664973] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:14.795759] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:17:14.927122] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:15.059283] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:15.190971] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:15.325527] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:15.459920] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:15.594816] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:15.732509] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:15.732759] [INFO ] [CONFIGURE ] PRM: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:17:15.732813] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2639 tests
[2025-10-18T02:17:15.732849] [INFO ] [CONFIGURE ] PRM: Testing feature 21/29: add_range_position
[2025-10-18T02:17:15.732880] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_range_position']
[2025-10-18T02:17:15.869446] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:16.004687] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:16.143986] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:17:16.281984] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:16.418926] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:16.555677] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:16.694016] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:16.832412] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:16.972291] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:17.115875] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:17.116018] [INFO ] [CONFIGURE ] PRM: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:17:17.116061] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2638 tests
[2025-10-18T02:17:17.116095] [INFO ] [CONFIGURE ] PRM: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:17:17.116126] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-18T02:17:17.269427] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:17.424096] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:17.577151] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:17.731149] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:17:17.885725] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:18.041766] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:18.199061] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:18.356603] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:18.520937] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:18.685812] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:18.686007] [INFO ] [CONFIGURE ] PRM: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T02:17:18.686052] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2637 tests
[2025-10-18T02:17:18.686087] [INFO ] [CONFIGURE ] PRM: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:17:18.686120] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-18T02:17:18.816028] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:18.944127] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:19.073883] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:19.232324] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:19.360695] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:19.489963] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:19.619308] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:19.752476] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:19.885077] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:20.016786] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:20.016944] [INFO ] [CONFIGURE ] PRM: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T02:17:20.016989] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2636 tests
[2025-10-18T02:17:20.017024] [INFO ] [CONFIGURE ] PRM: Testing feature 24/29: add_rsi
[2025-10-18T02:17:20.017104] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T02:17:20.144020] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:20.279014] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:20.411238] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:20.543363] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:20.675671] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:20.815778] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:20.954305] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:21.095085] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:21.237234] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:21.381367] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:21.381522] [INFO ] [CONFIGURE ] PRM: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:17:21.381566] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2635 tests
[2025-10-18T02:17:21.381601] [INFO ] [CONFIGURE ] PRM: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:17:21.381632] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-10-18T02:17:21.512476] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:21.644852] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:21.779166] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:21.917495] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:22.051777] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:22.187331] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:22.321715] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:22.455790] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:22.592253] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:22.729035] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:22.729234] [INFO ] [CONFIGURE ] PRM: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T02:17:22.729297] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2634 tests
[2025-10-18T02:17:22.729335] [INFO ] [CONFIGURE ] PRM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:17:22.729367] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-10-18T02:17:22.861895] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:22.997772] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:23.131677] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:23.266746] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:23.402522] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:23.537477] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:23.671870] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:23.810671] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:23.945134] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:24.091705] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:24.091883] [INFO ] [CONFIGURE ] PRM: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:17:24.091931] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2633 tests
[2025-10-18T02:17:24.091974] [INFO ] [CONFIGURE ] PRM: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:17:24.092016] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-10-18T02:17:24.241898] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:24.385996] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:24.529069] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:24.672567] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:24.816407] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:24.960460] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:25.105276] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:25.302700] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:25.459242] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:25.617807] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:25.618001] [INFO ] [CONFIGURE ] PRM: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:17:25.618048] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2632 tests
[2025-10-18T02:17:25.618084] [INFO ] [CONFIGURE ] PRM: Testing feature 28/29: add_volume_profile
[2025-10-18T02:17:25.618117] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_volume_profile']
[2025-10-18T02:17:25.756414] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:25.896454] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:26.034765] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:26.166187] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:26.302835] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:26.442600] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:26.582588] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:26.724671] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:26.872210] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:27.019217] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:27.019406] [INFO ] [CONFIGURE ] PRM: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:17:27.019452] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2631 tests
[2025-10-18T02:17:27.019491] [INFO ] [CONFIGURE ] PRM: Testing feature 29/29: add_vwap
[2025-10-18T02:17:27.019526] [INFO ] [CONFIGURE ] PRM: Testing with features: ['add_ema', 'add_vwap']
[2025-10-18T02:17:27.162515] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:17:27.308131] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:17:27.456012] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:27.599166] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:17:27.743994] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:27.890134] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:17:28.037613] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:28.182624] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:28.364634] [DEBUG] [FORECASTER] PRM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:28.511251] [DEBUG] [FORECASTER] PRM: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:17:28.511445] [INFO ] [CONFIGURE ] PRM: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:17:28.511507] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2630 tests
[2025-10-18T02:17:28.511546] [INFO ] [CONFIGURE ] PRM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:17:28.511577] [INFO ] [CONFIGURE ] PRM: Best accuracy: 70.00%
[2025-10-18T02:17:28.511606] [INFO ] [CONFIGURE ] PRM: Best feature set (1 features): ['add_ema']
[2025-10-18T02:17:28.511634] [INFO ] [CONFIGURE ] PRM: Improvement over baseline: 10.00%
[2025-10-18T02:17:28.511701] [INFO ] [CONFIGURE ] PRM: Total time: 39.4 seconds
[2025-10-18T02:17:28.511740] [INFO ] [CONFIGURE ] PRM: Average time per feature: 1.4 seconds
[2025-10-18T02:17:28.511770] [INFO ] [CONFIGURE ] PRM: Average speed: 0.74 features/sec
[2025-10-18T02:17:28.512476] [INFO ] [LOCAL     ] Saved configuration for PRM: 1 features, 70.00% accuracy -> ./output/feature-sets/PRM.json
[2025-10-18T02:17:28.512543] [INFO ] [CONFIGURE ] PRM: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-18T02:17:28.512628] [INFO ] [sig       ] [292/380] Successfully configured PRM | 0.02 sym/s | Total: 3.5h | ETA: 1.1h
[2025-10-18T02:17:28.512754] [INFO ] [sig       ] [293/380] Configuring PRMB...
[2025-10-18T02:17:28.512843] [INFO ] [CONFIGURE ] PRMB: Configurate test run.
[2025-10-18T02:17:28.512899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRMB' from 'https://tdm.silogroup.org/data/derivative_storage/PRMB.csv'.
[2025-10-18T02:17:28.525922] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRMB'.
[2025-10-18T02:17:28.526333] [INFO ] [CONFIGURE ] PRMB: Testing with 29 available features
[2025-10-18T02:17:28.526389] [INFO ] [CONFIGURE ] PRMB: Establishing baseline with no features...
[2025-10-18T02:17:28.633313] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:28.740381] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:17:28.849390] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:28.959579] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:29.069390] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:29.179255] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:29.286981] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:29.400035] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:29.511918] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:29.622761] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:17:29.622931] [INFO ] [CONFIGURE ] PRMB: Baseline score (no features): 50.00%
[2025-10-18T02:17:29.622976] [INFO ] [CONFIGURE ] PRMB: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:17:29.623062] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:17:29.745481] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:29.872915] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:17:29.997698] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:30.126854] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:30.254720] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:30.387480] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:30.512207] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:30.638035] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:30.761809] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:30.888088] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:17:30.888299] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T02:17:30.888354] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2629 tests
[2025-10-18T02:17:30.888390] [INFO ] [CONFIGURE ] PRMB: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:17:30.888423] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:17:31.014407] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:17:31.141278] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:17:31.285225] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:31.425733] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:31.556904] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:17:31.688321] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:31.821554] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:31.960183] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:32.106435] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:32.235774] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:17:32.235941] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T02:17:32.235984] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2628 tests
[2025-10-18T02:17:32.236018] [INFO ] [CONFIGURE ] PRMB: Testing feature 3/29: add_daily_returns
[2025-10-18T02:17:32.236048] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_daily_returns']
[2025-10-18T02:17:32.345445] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:32.456049] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:17:32.586745] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:17:32.706853] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:32.826180] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:32.944943] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:33.064097] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:33.180933] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:33.297141] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:33.414168] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:17:33.414347] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:17:33.414391] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2627 tests
[2025-10-18T02:17:33.414425] [INFO ] [CONFIGURE ] PRMB: Testing feature 4/29: add_ema
[2025-10-18T02:17:33.414456] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_ema']
[2025-10-18T02:17:33.543883] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:33.670362] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:17:33.798576] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:33.925316] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:34.057797] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:17:34.186684] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:34.328885] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:34.462242] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:34.601497] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:34.735859] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:17:34.736050] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:17:34.736095] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2626 tests
[2025-10-18T02:17:34.736132] [INFO ] [CONFIGURE ] PRMB: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:17:34.736164] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:17:34.873714] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:35.011484] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:17:35.147309] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:17:35.284306] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:35.427629] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:35.570420] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:35.711036] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:35.850295] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:35.991149] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:36.136329] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:17:36.136533] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T02:17:36.136584] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2625 tests
[2025-10-18T02:17:36.136619] [INFO ] [CONFIGURE ] PRMB: Testing feature 6/29: add_failed_moves
[2025-10-18T02:17:36.136687] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_failed_moves']
[2025-10-18T02:17:36.252250] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:36.368540] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:17:36.486839] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:36.610936] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:36.729598] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:36.859427] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:36.982673] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:37.108938] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:37.229234] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:37.350481] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:17:37.350660] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T02:17:37.350724] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2624 tests
[2025-10-18T02:17:37.350761] [INFO ] [CONFIGURE ] PRMB: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:17:37.350794] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_lag_shelf']
[2025-10-18T02:17:37.459083] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:37.572420] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:17:37.681672] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:37.790875] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:37.901338] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:38.018032] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:38.130342] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:38.241350] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:38.352584] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:38.469531] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:17:38.469713] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T02:17:38.469771] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2623 tests
[2025-10-18T02:17:38.469821] [INFO ] [CONFIGURE ] PRMB: Testing feature 8/29: add_macd
[2025-10-18T02:17:38.469877] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:17:38.616821] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:38.761034] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:17:38.904013] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:17:39.056538] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:39.198348] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:39.340564] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:39.484965] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:39.644281] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:39.803135] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:39.971710] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:17:39.971924] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_macd (score: 30.00%)
[2025-10-18T02:17:39.972062] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2622 tests
[2025-10-18T02:17:39.972125] [INFO ] [CONFIGURE ] PRMB: Testing feature 9/29: add_mfi
[2025-10-18T02:17:39.972164] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi']
[2025-10-18T02:17:40.126227] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:40.297937] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:40.509400] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:40.653616] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:40.801588] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:40.933902] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:41.065914] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:41.194000] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:41.325092] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:41.458157] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:17:41.458347] [INFO ] [CONFIGURE ] PRMB: KEPT add_mfi (score: 60.00%)
[2025-10-18T02:17:41.458393] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2621 tests
[2025-10-18T02:17:41.458430] [INFO ] [CONFIGURE ] PRMB: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:17:41.458463] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:17:41.618089] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:41.778109] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:41.932402] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:42.089860] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:42.250557] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:17:42.410037] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:42.572812] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:42.765496] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:42.938052] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:43.114841] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:17:43.115097] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T02:17:43.115153] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2620 tests
[2025-10-18T02:17:43.115198] [INFO ] [CONFIGURE ] PRMB: Testing feature 11/29: add_obv_daily
[2025-10-18T02:17:43.115238] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-18T02:17:43.260110] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:43.396509] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:43.563630] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:43.706381] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:43.849936] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:43.988535] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:44.129377] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:44.293033] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:44.451779] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:44.608311] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:17:44.608522] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:17:44.608584] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2619 tests
[2025-10-18T02:17:44.608623] [INFO ] [CONFIGURE ] PRMB: Testing feature 12/29: add_obv_interval
[2025-10-18T02:17:44.608687] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-18T02:17:44.740941] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:44.873468] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:17:45.008710] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:45.136675] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:45.265467] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:45.393359] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:45.522937] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:45.652494] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:45.812572] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:45.985063] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:17:45.985277] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:17:45.985329] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2618 tests
[2025-10-18T02:17:45.985417] [INFO ] [CONFIGURE ] PRMB: Testing feature 13/29: add_opening_strength
[2025-10-18T02:17:45.985457] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:17:46.123782] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:46.269525] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:46.412126] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:46.581159] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:46.717224] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:17:46.859200] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:17:47.001920] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:47.145743] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:47.290092] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:47.439615] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:17:47.439981] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T02:17:47.440038] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2617 tests
[2025-10-18T02:17:47.440076] [INFO ] [CONFIGURE ] PRMB: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:17:47.440108] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-10-18T02:17:47.582050] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:47.729465] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:47.878236] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:48.027046] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:48.182586] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:48.337398] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:48.495850] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:48.645054] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:48.792000] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:48.960184] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:17:48.960387] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T02:17:48.960446] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2616 tests
[2025-10-18T02:17:48.960485] [INFO ] [CONFIGURE ] PRMB: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:17:48.960518] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T02:17:49.089510] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:49.222189] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:49.346246] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:49.470346] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:17:49.627338] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:49.760721] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:49.902018] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:50.047421] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:50.177569] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:17:50.302385] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:17:50.302520] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:17:50.302564] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2615 tests
[2025-10-18T02:17:50.302603] [INFO ] [CONFIGURE ] PRMB: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:17:50.302663] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T02:17:50.433877] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:50.568314] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:17:50.698795] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:50.833284] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:50.966341] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:17:51.099386] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:51.232450] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:51.366003] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:51.500511] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:51.638537] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:17:51.638733] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T02:17:51.638797] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2614 tests
[2025-10-18T02:17:51.638834] [INFO ] [CONFIGURE ] PRMB: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:17:51.638870] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-10-18T02:17:51.775349] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:51.913334] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:17:52.049967] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:52.187472] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:52.325216] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:52.462667] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:52.605364] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:52.745167] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:52.885232] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:53.025867] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:17:53.026006] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:17:53.026049] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2613 tests
[2025-10-18T02:17:53.026083] [INFO ] [CONFIGURE ] PRMB: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:17:53.026113] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T02:17:53.151950] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:53.278496] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:17:53.405311] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:53.533571] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:53.660313] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:53.788005] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:53.916438] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:17:54.046400] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:54.176628] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:54.311237] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:17:54.311439] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T02:17:54.311486] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2612 tests
[2025-10-18T02:17:54.311521] [INFO ] [CONFIGURE ] PRMB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:17:54.311553] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T02:17:54.442754] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:54.582344] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:17:54.719206] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:54.873571] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:55.007776] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:17:55.158859] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:55.296310] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:55.435535] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:55.575134] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:55.718827] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:17:55.718993] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T02:17:55.719036] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2611 tests
[2025-10-18T02:17:55.719070] [INFO ] [CONFIGURE ] PRMB: Testing feature 20/29: add_price_rejection
[2025-10-18T02:17:55.719102] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-10-18T02:17:55.863411] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:56.007082] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:17:56.149043] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:56.294715] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:56.440308] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:17:56.586200] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:56.745841] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:56.893352] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:17:57.040474] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:57.187134] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:17:57.187290] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T02:17:57.187333] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2610 tests
[2025-10-18T02:17:57.187367] [INFO ] [CONFIGURE ] PRMB: Testing feature 21/29: add_range_position
[2025-10-18T02:17:57.187398] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_range_position']
[2025-10-18T02:17:57.336468] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:17:57.488217] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:57.638075] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:57.789376] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:17:57.938370] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:17:58.087030] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:58.235917] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:17:58.388067] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:17:58.539272] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:17:58.721246] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:17:58.721406] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:17:58.721488] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2609 tests
[2025-10-18T02:17:58.721543] [INFO ] [CONFIGURE ] PRMB: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:17:58.721576] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-10-18T02:17:58.889832] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:17:59.058816] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:17:59.225239] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:17:59.388285] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:17:59.552532] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:17:59.709967] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:17:59.876439] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:00.056493] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:18:00.243372] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:00.417228] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:00.417388] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T02:18:00.417433] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2608 tests
[2025-10-18T02:18:00.417468] [INFO ] [CONFIGURE ] PRMB: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:18:00.417498] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-10-18T02:18:00.566483] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:00.710203] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:00.854425] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:00.997786] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:18:01.144610] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:18:01.296617] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:18:01.445461] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:01.591544] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:18:01.788708] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:01.947149] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:18:01.947322] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T02:18:01.947365] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2607 tests
[2025-10-18T02:18:01.947399] [INFO ] [CONFIGURE ] PRMB: Testing feature 24/29: add_rsi
[2025-10-18T02:18:01.947432] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-10-18T02:18:02.093527] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:02.251257] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:02.416599] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:02.575390] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:18:02.736076] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:18:02.904235] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:18:03.079358] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:03.252550] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:18:03.417508] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:03.583469] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:18:03.583677] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:18:03.583740] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2606 tests
[2025-10-18T02:18:03.583779] [INFO ] [CONFIGURE ] PRMB: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:18:03.583812] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-10-18T02:18:03.726036] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:03.872822] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:04.018276] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:04.160217] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:18:04.302294] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:18:04.444487] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:18:04.584717] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:18:04.728085] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:18:04.872512] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:05.014585] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:18:05.014767] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T02:18:05.014820] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2605 tests
[2025-10-18T02:18:05.014854] [INFO ] [CONFIGURE ] PRMB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:18:05.014885] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T02:18:05.152139] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:05.290469] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:05.431442] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:05.574999] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:18:05.716815] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:18:05.858316] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:18:05.996951] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:06.135758] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:18:06.273853] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:06.414393] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:18:06.414553] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:18:06.414598] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2604 tests
[2025-10-18T02:18:06.414633] [INFO ] [CONFIGURE ] PRMB: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:18:06.414724] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_volume_price_divergence']
[2025-10-18T02:18:06.563797] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:06.719688] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:06.868856] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:07.024677] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:18:07.176441] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:18:07.329604] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:18:07.483006] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:18:07.631842] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:18:07.789602] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:07.946160] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:07.946375] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-18T02:18:07.946423] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2603 tests
[2025-10-18T02:18:07.946462] [INFO ] [CONFIGURE ] PRMB: Testing feature 28/29: add_volume_profile
[2025-10-18T02:18:07.946495] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_volume_profile']
[2025-10-18T02:18:08.088245] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:08.228026] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:08.373484] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:08.507947] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:18:08.656091] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:18:08.797160] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:18:08.944197] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:09.086100] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:18:09.227279] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:09.370334] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:09.370507] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T02:18:09.370551] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2602 tests
[2025-10-18T02:18:09.370585] [INFO ] [CONFIGURE ] PRMB: Testing feature 29/29: add_vwap
[2025-10-18T02:18:09.370618] [INFO ] [CONFIGURE ] PRMB: Testing with features: ['add_mfi', 'add_vwap']
[2025-10-18T02:18:09.513934] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:09.653196] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:09.788979] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:18:09.928186] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:18:10.066776] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:18:10.204745] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:18:10.341851] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:10.479303] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:18:10.617563] [DEBUG] [FORECASTER] PRMB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:18:10.761517] [DEBUG] [FORECASTER] PRMB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:18:10.761727] [INFO ] [CONFIGURE ] PRMB: DISCARDED add_vwap (score: 30.00%)
[2025-10-18T02:18:10.761785] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2601 tests
[2025-10-18T02:18:10.761823] [INFO ] [CONFIGURE ] PRMB: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:18:10.761853] [INFO ] [CONFIGURE ] PRMB: Best accuracy: 60.00%
[2025-10-18T02:18:10.761884] [INFO ] [CONFIGURE ] PRMB: Best feature set (1 features): ['add_mfi']
[2025-10-18T02:18:10.761912] [INFO ] [CONFIGURE ] PRMB: Improvement over baseline: 10.00%
[2025-10-18T02:18:10.761938] [INFO ] [CONFIGURE ] PRMB: Total time: 41.1 seconds
[2025-10-18T02:18:10.761964] [INFO ] [CONFIGURE ] PRMB: Average time per feature: 1.4 seconds
[2025-10-18T02:18:10.761991] [INFO ] [CONFIGURE ] PRMB: Average speed: 0.70 features/sec
[2025-10-18T02:18:10.762623] [INFO ] [LOCAL     ] Saved configuration for PRMB: 1 features, 60.00% accuracy -> ./output/feature-sets/PRMB.json
[2025-10-18T02:18:10.762714] [INFO ] [CONFIGURE ] PRMB: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-18T02:18:10.762813] [INFO ] [sig       ] [293/380] Successfully configured PRMB | 0.02 sym/s | Total: 3.5h | ETA: 1.0h
[2025-10-18T02:18:10.762890] [INFO ] [sig       ] [294/380] Configuring PRO...
[2025-10-18T02:18:10.762955] [INFO ] [CONFIGURE ] PRO: Configurate test run.
[2025-10-18T02:18:10.763009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'.
[2025-10-18T02:18:10.777681] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRO'.
[2025-10-18T02:18:10.778273] [INFO ] [CONFIGURE ] PRO: Testing with 29 available features
[2025-10-18T02:18:10.778332] [INFO ] [CONFIGURE ] PRO: Establishing baseline with no features...
[2025-10-18T02:18:10.882540] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:10.986306] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:11.088235] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:11.192955] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:11.296587] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:11.402588] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:11.507465] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:11.613178] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:18:11.719140] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:11.829712] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:11.829862] [INFO ] [CONFIGURE ] PRO: Baseline score (no features): 70.00%
[2025-10-18T02:18:11.829905] [INFO ] [CONFIGURE ] PRO: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:18:11.829938] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:18:11.946908] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:12.067235] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:12.187560] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:12.308034] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:12.428138] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:12.548531] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:12.668392] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:12.789622] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:18:12.909238] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:13.028190] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:13.028376] [INFO ] [CONFIGURE ] PRO: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T02:18:13.028420] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2600 tests
[2025-10-18T02:18:13.028455] [INFO ] [CONFIGURE ] PRO: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:18:13.028486] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:18:13.148759] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:13.269974] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:13.392831] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:13.516714] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:13.639139] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:13.763329] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:13.895457] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:18:14.022146] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:14.148926] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:18:14.275837] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:18:14.276018] [INFO ] [CONFIGURE ] PRO: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T02:18:14.276062] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2599 tests
[2025-10-18T02:18:14.276096] [INFO ] [CONFIGURE ] PRO: Testing feature 3/29: add_daily_returns
[2025-10-18T02:18:14.276133] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_daily_returns']
[2025-10-18T02:18:14.386911] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:14.496079] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:14.606535] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:14.716106] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:14.826131] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:14.937283] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:15.049632] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:15.161066] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:18:15.281905] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:15.401269] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:15.401429] [INFO ] [CONFIGURE ] PRO: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:18:15.401471] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2598 tests
[2025-10-18T02:18:15.401505] [INFO ] [CONFIGURE ] PRO: Testing feature 4/29: add_ema
[2025-10-18T02:18:15.401590] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_ema']
[2025-10-18T02:18:15.524281] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:15.650799] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:15.786281] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:15.919232] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:16.050155] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:16.181768] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:16.312976] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:16.444764] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:18:16.577867] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:16.710901] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:16.711070] [INFO ] [CONFIGURE ] PRO: DISCARDED add_ema (score: 60.00%)
[2025-10-18T02:18:16.711115] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2597 tests
[2025-10-18T02:18:16.711151] [INFO ] [CONFIGURE ] PRO: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:18:16.711182] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:18:16.839136] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:16.967790] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:17.098154] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:17.233968] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:17.368604] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:17.503156] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:17.644303] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:17.781094] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:18:17.918276] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:18.058037] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:18.058212] [INFO ] [CONFIGURE ] PRO: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:18:18.058256] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2596 tests
[2025-10-18T02:18:18.058290] [INFO ] [CONFIGURE ] PRO: Testing feature 6/29: add_failed_moves
[2025-10-18T02:18:18.058321] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_failed_moves']
[2025-10-18T02:18:18.172319] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:18.286693] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:18.400668] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:18.515939] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:18.630239] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:18.740803] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:18.852563] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:18.965721] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:18:19.077829] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:19.189203] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:19.189388] [INFO ] [CONFIGURE ] PRO: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:18:19.189435] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2595 tests
[2025-10-18T02:18:19.189472] [INFO ] [CONFIGURE ] PRO: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:18:19.189502] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_lag_shelf']
[2025-10-18T02:18:19.288153] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:19.388774] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:19.487421] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:19.588715] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:19.690392] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:19.795230] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:19.935087] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:20.046877] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:18:20.158358] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:20.267864] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:20.268023] [INFO ] [CONFIGURE ] PRO: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:18:20.268067] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2594 tests
[2025-10-18T02:18:20.268101] [INFO ] [CONFIGURE ] PRO: Testing feature 8/29: add_macd
[2025-10-18T02:18:20.268132] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:18:20.413979] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:20.558252] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:20.705530] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:20.857946] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:21.017092] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:21.170861] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:21.324206] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:21.478108] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:21.633499] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:21.788669] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:21.788895] [INFO ] [CONFIGURE ] PRO: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:18:21.788972] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2593 tests
[2025-10-18T02:18:21.789049] [INFO ] [CONFIGURE ] PRO: Testing feature 9/29: add_mfi
[2025-10-18T02:18:21.789086] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_mfi']
[2025-10-18T02:18:21.920110] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:22.047396] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:22.173716] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:22.298908] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:22.424036] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:22.551458] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:22.677584] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:22.805100] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:18:22.963390] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:23.088081] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:23.088254] [INFO ] [CONFIGURE ] PRO: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:18:23.088297] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2592 tests
[2025-10-18T02:18:23.088333] [INFO ] [CONFIGURE ] PRO: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:18:23.088370] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:18:23.225890] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:23.363530] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:23.500528] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:23.639553] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:23.780114] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:23.920772] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:24.057608] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:24.196620] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:18:24.337359] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:24.475417] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:24.475620] [INFO ] [CONFIGURE ] PRO: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T02:18:24.475712] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2591 tests
[2025-10-18T02:18:24.475786] [INFO ] [CONFIGURE ] PRO: Testing feature 11/29: add_obv_daily
[2025-10-18T02:18:24.475832] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_daily']
[2025-10-18T02:18:24.587949] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:24.698606] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:24.810380] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:24.923068] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:25.037884] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:25.151342] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:25.264980] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:25.377462] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:18:25.490781] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:25.605158] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:25.605326] [INFO ] [CONFIGURE ] PRO: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T02:18:25.605372] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2590 tests
[2025-10-18T02:18:25.605407] [INFO ] [CONFIGURE ] PRO: Testing feature 12/29: add_obv_interval
[2025-10-18T02:18:25.605462] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval']
[2025-10-18T02:18:25.715764] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:25.826065] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:18:25.934923] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:26.045106] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:26.158459] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:26.285627] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:18:26.408430] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:26.533343] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:26.658468] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:26.782114] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:26.782290] [INFO ] [CONFIGURE ] PRO: KEPT add_obv_interval (score: 80.00%)
[2025-10-18T02:18:26.782335] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2589 tests
[2025-10-18T02:18:26.782370] [INFO ] [CONFIGURE ] PRO: Testing feature 13/29: add_opening_strength
[2025-10-18T02:18:26.782402] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:18:26.921713] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:27.056853] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:27.202342] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:27.378407] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:27.505772] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:27.631811] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:27.757393] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:27.884242] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:28.010805] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:28.138481] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:28.138669] [INFO ] [CONFIGURE ] PRO: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:18:28.138730] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2588 tests
[2025-10-18T02:18:28.138769] [INFO ] [CONFIGURE ] PRO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:18:28.138800] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-10-18T02:18:28.264180] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:28.391087] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:28.518889] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:28.645497] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:28.773770] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:28.901899] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:29.038025] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:29.167339] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:29.296734] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:18:29.427011] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:18:29.427168] [INFO ] [CONFIGURE ] PRO: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:18:29.427210] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2587 tests
[2025-10-18T02:18:29.427244] [INFO ] [CONFIGURE ] PRO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:18:29.427275] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-18T02:18:29.538702] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:29.648183] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:29.761687] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:29.873021] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:29.983919] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:30.097043] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:18:30.209472] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:30.324315] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:30.438162] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:18:30.553359] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:30.553504] [INFO ] [CONFIGURE ] PRO: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:18:30.553547] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2586 tests
[2025-10-18T02:18:30.553582] [INFO ] [CONFIGURE ] PRO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:18:30.553613] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-18T02:18:30.672964] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:30.791961] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:30.914141] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:31.034186] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:31.155808] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:31.276481] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:31.401090] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:31.516307] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:18:31.634210] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:31.754947] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:31.755120] [INFO ] [CONFIGURE ] PRO: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:18:31.755164] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2585 tests
[2025-10-18T02:18:31.755200] [INFO ] [CONFIGURE ] PRO: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:18:31.755231] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval', 'add_pbf_return_2d']
[2025-10-18T02:18:31.877989] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:31.998491] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:32.122271] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:32.245016] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:32.366858] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:32.490551] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:32.615017] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:32.739206] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:32.866083] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:32.989334] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:32.989468] [INFO ] [CONFIGURE ] PRO: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:18:32.989511] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 1.5s/test | Remaining: 2584 tests
[2025-10-18T02:18:32.989546] [INFO ] [CONFIGURE ] PRO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:18:32.989577] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-18T02:18:33.098212] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:33.206984] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:33.316204] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:33.425372] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:33.534841] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:33.645778] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:33.757894] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:33.871439] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:33.983140] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:34.096531] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:34.096698] [INFO ] [CONFIGURE ] PRO: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:18:34.096755] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2583 tests
[2025-10-18T02:18:34.096791] [INFO ] [CONFIGURE ] PRO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:18:34.096823] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-18T02:18:34.204918] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:34.316789] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:18:34.428983] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:34.540748] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:34.652816] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:34.766205] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:18:34.881435] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:34.999519] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:35.113542] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:35.225738] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:35.225896] [INFO ] [CONFIGURE ] PRO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:18:35.225942] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2582 tests
[2025-10-18T02:18:35.225979] [INFO ] [CONFIGURE ] PRO: Testing feature 20/29: add_price_rejection
[2025-10-18T02:18:35.226010] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval', 'add_price_rejection']
[2025-10-18T02:18:35.346245] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:35.466859] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:18:35.587855] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:35.710794] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:35.831933] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:35.956587] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:18:36.079988] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:36.201849] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:36.323586] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:36.446040] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:36.446182] [INFO ] [CONFIGURE ] PRO: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T02:18:36.446225] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2581 tests
[2025-10-18T02:18:36.446308] [INFO ] [CONFIGURE ] PRO: Testing feature 21/29: add_range_position
[2025-10-18T02:18:36.446349] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval', 'add_range_position']
[2025-10-18T02:18:36.586166] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:36.727179] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:18:36.869517] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:37.018807] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:37.166444] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:37.305296] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:18:37.445717] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:37.597003] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:37.735558] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:37.872592] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:37.872802] [INFO ] [CONFIGURE ] PRO: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:18:37.872855] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2580 tests
[2025-10-18T02:18:37.872893] [INFO ] [CONFIGURE ] PRO: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:18:37.872927] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval', 'add_realized_volatility']
[2025-10-18T02:18:38.032398] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:38.184730] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:18:38.335260] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:38.481759] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:38.629912] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:38.776205] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:38.923732] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:39.072207] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:39.221491] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:39.370942] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:39.371115] [INFO ] [CONFIGURE ] PRO: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T02:18:39.371160] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2579 tests
[2025-10-18T02:18:39.371194] [INFO ] [CONFIGURE ] PRO: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:18:39.371225] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval', 'add_recent_range_context']
[2025-10-18T02:18:39.491313] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:39.610727] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:39.731489] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:39.853921] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:39.976545] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:40.098117] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:40.220542] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:40.343682] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:40.469507] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:40.596501] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:18:40.596720] [INFO ] [CONFIGURE ] PRO: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:18:40.596778] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2578 tests
[2025-10-18T02:18:40.596816] [INFO ] [CONFIGURE ] PRO: Testing feature 24/29: add_rsi
[2025-10-18T02:18:40.596849] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-18T02:18:40.744964] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:40.888758] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:41.031966] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:41.177863] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:41.320023] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:41.464636] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:41.606026] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:41.750000] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:18:41.898791] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:18:42.042038] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:18:42.042209] [INFO ] [CONFIGURE ] PRO: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:18:42.042253] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2577 tests
[2025-10-18T02:18:42.042288] [INFO ] [CONFIGURE ] PRO: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:18:42.042341] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval', 'add_tick_distribution']
[2025-10-18T02:18:42.161563] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:42.279662] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:42.398948] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:42.518414] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:42.644606] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:42.768089] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:42.889206] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:43.009038] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:43.129720] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:43.250516] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:43.250712] [INFO ] [CONFIGURE ] PRO: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T02:18:43.250773] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2576 tests
[2025-10-18T02:18:43.250812] [INFO ] [CONFIGURE ] PRO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:18:43.250844] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-18T02:18:43.370279] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:43.489759] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:43.609888] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:43.736155] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:43.856899] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:43.979193] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:44.105389] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:44.231270] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:44.359956] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:44.487093] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:44.487255] [INFO ] [CONFIGURE ] PRO: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:18:44.487301] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2575 tests
[2025-10-18T02:18:44.487361] [INFO ] [CONFIGURE ] PRO: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:18:44.487421] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval', 'add_volume_price_divergence']
[2025-10-18T02:18:44.618168] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:44.750367] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:44.884955] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:45.019143] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:45.156611] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:45.294056] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:18:45.430247] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:45.565892] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:45.714546] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:45.851788] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:18:45.851949] [INFO ] [CONFIGURE ] PRO: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:18:45.851993] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2574 tests
[2025-10-18T02:18:45.852027] [INFO ] [CONFIGURE ] PRO: Testing feature 28/29: add_volume_profile
[2025-10-18T02:18:45.852059] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval', 'add_volume_profile']
[2025-10-18T02:18:45.982024] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:46.103525] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:46.225788] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:46.353062] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:46.477862] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:46.602354] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:46.731609] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:46.858910] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:46.984256] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:47.117096] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:47.117263] [INFO ] [CONFIGURE ] PRO: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:18:47.117305] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2573 tests
[2025-10-18T02:18:47.117340] [INFO ] [CONFIGURE ] PRO: Testing feature 29/29: add_vwap
[2025-10-18T02:18:47.117371] [INFO ] [CONFIGURE ] PRO: Testing with features: ['add_obv_interval', 'add_vwap']
[2025-10-18T02:18:47.240628] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:18:47.365046] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:47.491104] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:18:47.633752] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:18:47.766474] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:18:47.893033] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:18:48.018273] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:48.143612] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:18:48.270762] [DEBUG] [FORECASTER] PRO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:18:48.398886] [DEBUG] [FORECASTER] PRO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:48.399081] [INFO ] [CONFIGURE ] PRO: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:18:48.399126] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2572 tests
[2025-10-18T02:18:48.399183] [INFO ] [CONFIGURE ] PRO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:18:48.399237] [INFO ] [CONFIGURE ] PRO: Best accuracy: 80.00%
[2025-10-18T02:18:48.399272] [INFO ] [CONFIGURE ] PRO: Best feature set (1 features): ['add_obv_interval']
[2025-10-18T02:18:48.399301] [INFO ] [CONFIGURE ] PRO: Improvement over baseline: 10.00%
[2025-10-18T02:18:48.399349] [INFO ] [CONFIGURE ] PRO: Total time: 36.6 seconds
[2025-10-18T02:18:48.399377] [INFO ] [CONFIGURE ] PRO: Average time per feature: 1.3 seconds
[2025-10-18T02:18:48.399406] [INFO ] [CONFIGURE ] PRO: Average speed: 0.79 features/sec
[2025-10-18T02:18:48.399750] [INFO ] [LOCAL     ] Saved configuration for PRO: 1 features, 80.00% accuracy -> ./output/feature-sets/PRO.json
[2025-10-18T02:18:48.399808] [INFO ] [CONFIGURE ] PRO: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-18T02:18:48.399846] [INFO ] [sig       ] [294/380] Successfully configured PRO | 0.02 sym/s | Total: 3.5h | ETA: 1.0h
[2025-10-18T02:18:48.399888] [INFO ] [sig       ] [295/380] Configuring PRU...
[2025-10-18T02:18:48.399971] [INFO ] [CONFIGURE ] PRU: Configurate test run.
[2025-10-18T02:18:48.400010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRU' from 'https://tdm.silogroup.org/data/derivative_storage/PRU.csv'.
[2025-10-18T02:18:48.410697] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PRU'.
[2025-10-18T02:18:48.411024] [INFO ] [CONFIGURE ] PRU: Testing with 29 available features
[2025-10-18T02:18:48.411081] [INFO ] [CONFIGURE ] PRU: Establishing baseline with no features...
[2025-10-18T02:18:48.520558] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:48.634250] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:48.740520] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:18:48.857966] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:18:49.017597] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:18:49.174457] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:18:49.316344] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:49.449666] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:18:49.573307] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:18:49.698884] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:49.699051] [INFO ] [CONFIGURE ] PRU: Baseline score (no features): 50.00%
[2025-10-18T02:18:49.699098] [INFO ] [CONFIGURE ] PRU: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:18:49.699132] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:18:49.847874] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:49.967120] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:50.083304] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:18:50.198994] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:18:50.344929] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:18:50.462316] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:18:50.579834] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:50.717740] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:18:50.841231] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:18:50.963324] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:50.963495] [INFO ] [CONFIGURE ] PRU: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T02:18:50.963573] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2571 tests
[2025-10-18T02:18:50.963682] [INFO ] [CONFIGURE ] PRU: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:18:50.963759] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:18:51.087979] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:51.213438] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:51.342585] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:18:51.482626] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:18:51.609808] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:18:51.732336] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:18:51.868097] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:52.006907] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:18:52.137379] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:18:52.267705] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:52.267852] [INFO ] [CONFIGURE ] PRU: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T02:18:52.267903] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2570 tests
[2025-10-18T02:18:52.267938] [INFO ] [CONFIGURE ] PRU: Testing feature 3/29: add_daily_returns
[2025-10-18T02:18:52.267969] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:18:52.397398] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:52.526205] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:52.653465] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:18:52.778982] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:18:52.904574] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:18:53.034171] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:18:53.160869] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:53.288921] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:18:53.416448] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:18:53.545510] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:53.545668] [INFO ] [CONFIGURE ] PRU: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T02:18:53.545729] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2569 tests
[2025-10-18T02:18:53.545766] [INFO ] [CONFIGURE ] PRU: Testing feature 4/29: add_ema
[2025-10-18T02:18:53.545797] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T02:18:53.684966] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:53.824082] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:53.964088] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:18:54.106693] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:18:54.247516] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:18:54.390515] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:18:54.532478] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:54.675046] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:18:54.816955] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:18:54.959817] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:54.959991] [INFO ] [CONFIGURE ] PRU: DISCARDED add_ema (score: 50.00%)
[2025-10-18T02:18:54.960036] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2568 tests
[2025-10-18T02:18:54.960072] [INFO ] [CONFIGURE ] PRU: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:18:54.960103] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:18:55.106876] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:55.269487] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:55.423173] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:18:55.569106] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:18:55.715622] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:18:55.865764] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:18:56.023635] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:56.176290] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:18:56.335032] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:18:56.501330] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:56.501535] [INFO ] [CONFIGURE ] PRU: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T02:18:56.501585] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2567 tests
[2025-10-18T02:18:56.501623] [INFO ] [CONFIGURE ] PRU: Testing feature 6/29: add_failed_moves
[2025-10-18T02:18:56.501692] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T02:18:56.653001] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:56.791594] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:56.928966] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:18:57.063501] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:18:57.194755] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:18:57.329528] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:18:57.466261] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:57.600588] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:18:57.737486] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:18:57.875690] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:57.875881] [INFO ] [CONFIGURE ] PRU: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:18:57.875925] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2566 tests
[2025-10-18T02:18:57.875961] [INFO ] [CONFIGURE ] PRU: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:18:57.875993] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T02:18:58.002550] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:58.129424] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:18:58.260290] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:18:58.386894] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:18:58.513663] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:18:58.640932] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:18:58.767464] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:18:58.899520] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:18:59.030323] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:18:59.160223] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:18:59.160387] [INFO ] [CONFIGURE ] PRU: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T02:18:59.160431] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2565 tests
[2025-10-18T02:18:59.160468] [INFO ] [CONFIGURE ] PRU: Testing feature 8/29: add_macd
[2025-10-18T02:18:59.160500] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T02:18:59.333898] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:18:59.509845] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:18:59.673066] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:18:59.835765] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:00.003039] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:00.170518] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:00.337557] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:00.503445] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:00.671447] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:00.844359] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:19:00.844541] [INFO ] [CONFIGURE ] PRU: KEPT add_macd (score: 70.00%)
[2025-10-18T02:19:00.844586] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2564 tests
[2025-10-18T02:19:00.844622] [INFO ] [CONFIGURE ] PRU: Testing feature 9/29: add_mfi
[2025-10-18T02:19:00.844688] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T02:19:01.044379] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:01.231925] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:19:01.428507] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:01.629096] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:01.839070] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:02.029123] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:02.224315] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:02.419871] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:02.610135] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:02.794044] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:19:02.794232] [INFO ] [CONFIGURE ] PRU: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:19:02.794276] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2563 tests
[2025-10-18T02:19:02.794311] [INFO ] [CONFIGURE ] PRU: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:19:02.794342] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:19:02.992286] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:03.187499] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:19:03.381728] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:03.576815] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:03.771850] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:03.970491] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:04.169799] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:04.371234] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:04.570924] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:04.775541] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:19:04.775744] [INFO ] [CONFIGURE ] PRU: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T02:19:04.775800] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2562 tests
[2025-10-18T02:19:04.775836] [INFO ] [CONFIGURE ] PRU: Testing feature 11/29: add_obv_daily
[2025-10-18T02:19:04.775868] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-18T02:19:04.955220] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:05.137280] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:19:05.316180] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:05.521225] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:05.699979] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:05.876736] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:06.060851] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:06.254387] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:06.449797] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:06.647453] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:19:06.647668] [INFO ] [CONFIGURE ] PRU: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T02:19:06.647732] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2561 tests
[2025-10-18T02:19:06.647812] [INFO ] [CONFIGURE ] PRU: Testing feature 12/29: add_obv_interval
[2025-10-18T02:19:06.647860] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-18T02:19:06.841556] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:07.035301] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:19:07.233477] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:19:07.417328] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:07.589056] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:07.759826] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:07.932110] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:08.109239] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:08.290054] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:08.471855] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:19:08.472058] [INFO ] [CONFIGURE ] PRU: KEPT add_obv_interval (score: 80.00%)
[2025-10-18T02:19:08.472106] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2560 tests
[2025-10-18T02:19:08.472148] [INFO ] [CONFIGURE ] PRU: Testing feature 13/29: add_opening_strength
[2025-10-18T02:19:08.472184] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:19:08.670258] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:08.864265] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:19:09.054840] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:09.244093] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:09.438365] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:09.630746] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:09.828014] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:10.020187] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:10.214730] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:10.410066] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:19:10.410249] [INFO ] [CONFIGURE ] PRU: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T02:19:10.410293] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2559 tests
[2025-10-18T02:19:10.410329] [INFO ] [CONFIGURE ] PRU: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:19:10.410362] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-18T02:19:10.601547] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:10.792992] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:19:10.988031] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:19:11.182601] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:11.380551] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:11.613926] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:11.815534] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:12.016945] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:12.235176] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:12.459438] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:19:12.459673] [INFO ] [CONFIGURE ] PRU: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T02:19:12.459762] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2558 tests
[2025-10-18T02:19:12.459803] [INFO ] [CONFIGURE ] PRU: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:19:12.459837] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-18T02:19:12.666961] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:12.867367] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:19:13.071082] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:19:13.274369] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:13.474285] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:13.684730] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:13.876593] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:14.060196] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:14.248459] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:14.432520] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:19:14.432712] [INFO ] [CONFIGURE ] PRU: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T02:19:14.432769] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2557 tests
[2025-10-18T02:19:14.432807] [INFO ] [CONFIGURE ] PRU: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:19:14.432840] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-18T02:19:14.645326] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:14.833086] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:19:15.032615] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:15.226126] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:15.414585] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:15.606135] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:19:15.798412] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:16.006760] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:16.200364] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:16.393604] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:19:16.393814] [INFO ] [CONFIGURE ] PRU: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T02:19:16.393865] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2556 tests
[2025-10-18T02:19:16.393901] [INFO ] [CONFIGURE ] PRU: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:19:16.393933] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_return_2d']
[2025-10-18T02:19:16.585094] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:16.777671] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:19:16.971605] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:19:17.164020] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:17.353502] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:17.543177] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:17.734146] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:17.925416] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:18.116810] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:18.309401] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:19:18.309529] [INFO ] [CONFIGURE ] PRU: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T02:19:18.309572] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2555 tests
[2025-10-18T02:19:18.309605] [INFO ] [CONFIGURE ] PRU: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:19:18.309636] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-10-18T02:19:18.492931] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:18.671488] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:19:18.849869] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:19.029716] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:19.208473] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:19.389021] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:19.572727] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:19.761718] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:19.949181] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:20.140340] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:19:20.140543] [INFO ] [CONFIGURE ] PRU: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:19:20.140589] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2554 tests
[2025-10-18T02:19:20.140702] [INFO ] [CONFIGURE ] PRU: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:19:20.140746] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-10-18T02:19:20.322504] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:20.503191] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:19:20.710502] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:19:20.896637] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:21.082688] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:21.265080] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:21.449281] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:21.634223] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:21.823106] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:22.008858] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:19:22.009044] [INFO ] [CONFIGURE ] PRU: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:19:22.009090] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2553 tests
[2025-10-18T02:19:22.009150] [INFO ] [CONFIGURE ] PRU: Testing feature 20/29: add_price_rejection
[2025-10-18T02:19:22.009186] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_price_rejection']
[2025-10-18T02:19:22.203570] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:22.393826] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:19:22.585751] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:19:22.777711] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:22.969832] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:23.164095] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:23.356638] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:23.549477] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:23.752618] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:23.952509] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:19:23.952740] [INFO ] [CONFIGURE ] PRU: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T02:19:23.952826] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2552 tests
[2025-10-18T02:19:23.952867] [INFO ] [CONFIGURE ] PRU: Testing feature 21/29: add_range_position
[2025-10-18T02:19:23.952901] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_range_position']
[2025-10-18T02:19:24.156460] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:24.360498] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:19:24.561907] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:19:24.758519] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:24.957911] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:25.159802] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:25.362379] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:25.561051] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:25.759980] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:25.966428] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:19:25.966625] [INFO ] [CONFIGURE ] PRU: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T02:19:25.966706] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2551 tests
[2025-10-18T02:19:25.966755] [INFO ] [CONFIGURE ] PRU: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:19:25.966791] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_realized_volatility']
[2025-10-18T02:19:26.179855] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:26.388195] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:19:26.593895] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:19:26.804885] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:27.013294] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:27.229320] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:27.450665] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:27.678334] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:27.905848] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:28.128080] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:19:28.128284] [INFO ] [CONFIGURE ] PRU: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:19:28.128364] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2550 tests
[2025-10-18T02:19:28.128417] [INFO ] [CONFIGURE ] PRU: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:19:28.128453] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_recent_range_context']
[2025-10-18T02:19:28.310605] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:28.496238] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:19:28.683255] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:28.883721] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:29.068077] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:29.272319] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:29.461147] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:29.644726] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:29.827873] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:30.011148] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:19:30.011354] [INFO ] [CONFIGURE ] PRU: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:19:30.011401] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2549 tests
[2025-10-18T02:19:30.011437] [INFO ] [CONFIGURE ] PRU: Testing feature 24/29: add_rsi
[2025-10-18T02:19:30.011470] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-10-18T02:19:30.217385] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:30.422692] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:19:30.626233] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:30.823818] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:31.019432] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:31.225510] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:31.436399] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:31.646009] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:31.857504] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:32.069755] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:19:32.069932] [INFO ] [CONFIGURE ] PRU: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:19:32.069977] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2548 tests
[2025-10-18T02:19:32.070011] [INFO ] [CONFIGURE ] PRU: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:19:32.070068] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_tick_distribution']
[2025-10-18T02:19:32.252340] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:32.433401] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:19:32.615164] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:32.831923] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:33.013994] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:33.199949] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:33.384839] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:33.568595] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:33.754429] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:33.942006] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:19:33.942179] [INFO ] [CONFIGURE ] PRU: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:19:33.942224] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2547 tests
[2025-10-18T02:19:33.942259] [INFO ] [CONFIGURE ] PRU: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:19:33.942290] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-10-18T02:19:34.120868] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:34.306475] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:19:34.496438] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:34.685349] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:34.870926] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:35.059847] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:35.250031] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:35.444579] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:35.641221] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:35.872125] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:19:35.872311] [INFO ] [CONFIGURE ] PRU: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:19:35.872355] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2546 tests
[2025-10-18T02:19:35.872391] [INFO ] [CONFIGURE ] PRU: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:19:35.872424] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_volume_price_divergence']
[2025-10-18T02:19:36.065010] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:19:36.259297] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:19:36.451999] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:36.648163] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:36.845180] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:37.041415] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:37.243080] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:37.448041] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:37.656146] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:37.869620] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:19:37.869835] [INFO ] [CONFIGURE ] PRU: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:19:37.869886] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2545 tests
[2025-10-18T02:19:37.869924] [INFO ] [CONFIGURE ] PRU: Testing feature 28/29: add_volume_profile
[2025-10-18T02:19:37.869957] [INFO ] [CONFIGURE ] PRU: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_volume_profile']
[2025-10-18T02:19:38.058835] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:19:38.247094] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:19:38.429544] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:38.610314] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:19:38.792895] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:38.977288] [DEBUG] [FORECASTER] PRU: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:19:39.157545] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:39.343840] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:39.528765] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:19:39.712142] [DEBUG] [FORECASTER] PRU: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:19:39.712328] [INFO ] [CONFIGURE ] PRU: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:19:39.712372] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2544 tests
[2025-10-18T02:19:39.712408] [INFO ] [CONFIGURE ] PRU: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:19:39.712438] [INFO ] [CONFIGURE ] PRU: Best accuracy: 80.00%
[2025-10-18T02:19:39.712469] [INFO ] [CONFIGURE ] PRU: Best feature set (4 features): ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-18T02:19:39.712497] [INFO ] [CONFIGURE ] PRU: Improvement over baseline: 30.00%
[2025-10-18T02:19:39.712525] [INFO ] [CONFIGURE ] PRU: Total time: 50.0 seconds
[2025-10-18T02:19:39.712551] [INFO ] [CONFIGURE ] PRU: Average time per feature: 1.8 seconds
[2025-10-18T02:19:39.712578] [INFO ] [CONFIGURE ] PRU: Average speed: 0.58 features/sec
[2025-10-18T02:19:39.713038] [INFO ] [LOCAL     ] Saved configuration for PRU: 4 features, 80.00% accuracy -> ./output/feature-sets/PRU.json
[2025-10-18T02:19:39.713085] [INFO ] [CONFIGURE ] PRU: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-18T02:19:39.713141] [INFO ] [sig       ] [295/380] Successfully configured PRU | 0.02 sym/s | Total: 3.5h | ETA: 1.0h
[2025-10-18T02:19:39.713209] [INFO ] [sig       ] [296/380] Configuring PSA...
[2025-10-18T02:19:39.713274] [INFO ] [CONFIGURE ] PSA: Configurate test run.
[2025-10-18T02:19:39.713330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSA' from 'https://tdm.silogroup.org/data/derivative_storage/PSA.csv'.
[2025-10-18T02:19:39.724263] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSA'.
[2025-10-18T02:19:39.724626] [INFO ] [CONFIGURE ] PSA: Testing with 29 available features
[2025-10-18T02:19:39.724705] [INFO ] [CONFIGURE ] PSA: Establishing baseline with no features...
[2025-10-18T02:19:39.824485] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:19:39.923244] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:19:40.022137] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:40.122244] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:19:40.225865] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:40.325905] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:19:40.427029] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:19:40.528440] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:19:40.631233] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:19:40.737619] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:19:40.737807] [INFO ] [CONFIGURE ] PSA: Baseline score (no features): 40.00%
[2025-10-18T02:19:40.737866] [INFO ] [CONFIGURE ] PSA: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:19:40.737902] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:19:40.850601] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:19:40.965601] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:19:41.098738] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:41.239533] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:19:41.400808] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:41.571668] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:19:41.755356] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:19:41.929608] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:19:42.073714] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:19:42.215189] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:19:42.215382] [INFO ] [CONFIGURE ] PSA: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T02:19:42.215427] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2543 tests
[2025-10-18T02:19:42.215463] [INFO ] [CONFIGURE ] PSA: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:19:42.215496] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:19:42.350778] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:19:42.485979] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:19:42.607398] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:42.737681] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:19:42.865063] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:42.989251] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:19:43.113598] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:19:43.237029] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:43.361100] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:19:43.484987] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:19:43.485189] [INFO ] [CONFIGURE ] PSA: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T02:19:43.485235] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2542 tests
[2025-10-18T02:19:43.485270] [INFO ] [CONFIGURE ] PSA: Testing feature 3/29: add_daily_returns
[2025-10-18T02:19:43.485304] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns']
[2025-10-18T02:19:43.597151] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:19:43.715422] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:19:43.819952] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:43.924063] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:19:44.030149] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:44.137347] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:19:44.247470] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:19:44.367959] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:44.483072] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:19:44.595880] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:19:44.596101] [INFO ] [CONFIGURE ] PSA: KEPT add_daily_returns (score: 50.00%)
[2025-10-18T02:19:44.596161] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2541 tests
[2025-10-18T02:19:44.596237] [INFO ] [CONFIGURE ] PSA: Testing feature 4/29: add_ema
[2025-10-18T02:19:44.596288] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T02:19:44.725198] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:19:44.851102] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:19:44.975570] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:45.101163] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:19:45.224737] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:45.349548] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:19:45.475120] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:19:45.602449] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:45.730617] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:19:45.861282] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:19:45.861473] [INFO ] [CONFIGURE ] PSA: KEPT add_ema (score: 60.00%)
[2025-10-18T02:19:45.861523] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2540 tests
[2025-10-18T02:19:45.861592] [INFO ] [CONFIGURE ] PSA: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:19:45.861638] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:19:46.022454] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:19:46.179550] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:19:46.334881] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:19:46.505333] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:19:46.667276] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:46.826420] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:19:46.983722] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:19:47.151988] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:19:47.322028] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:19:47.482795] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:19:47.482993] [INFO ] [CONFIGURE ] PSA: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T02:19:47.483037] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2539 tests
[2025-10-18T02:19:47.483072] [INFO ] [CONFIGURE ] PSA: Testing feature 6/29: add_failed_moves
[2025-10-18T02:19:47.483103] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_failed_moves']
[2025-10-18T02:19:47.617882] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:19:47.772144] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:19:47.957723] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:48.111363] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:19:48.280348] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:48.442583] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:19:48.598124] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:19:48.760008] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:48.920411] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:19:49.068426] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:19:49.068820] [INFO ] [CONFIGURE ] PSA: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:19:49.068878] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2538 tests
[2025-10-18T02:19:49.068915] [INFO ] [CONFIGURE ] PSA: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:19:49.068947] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_lag_shelf']
[2025-10-18T02:19:49.201782] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:19:49.347056] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:19:49.478374] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:49.612137] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:19:49.752310] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:49.906011] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:19:50.064595] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:19:50.213522] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:50.353080] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:19:50.487698] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:19:50.487925] [INFO ] [CONFIGURE ] PSA: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T02:19:50.487976] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2537 tests
[2025-10-18T02:19:50.488011] [INFO ] [CONFIGURE ] PSA: Testing feature 8/29: add_macd
[2025-10-18T02:19:50.488062] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-18T02:19:50.653547] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:19:50.824968] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:19:51.026730] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:19:51.202583] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:19:51.379079] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:19:51.555207] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:19:51.736214] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:19:51.913826] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:19:52.089772] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:19:52.269468] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:19:52.269707] [INFO ] [CONFIGURE ] PSA: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:19:52.269780] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2536 tests
[2025-10-18T02:19:52.269828] [INFO ] [CONFIGURE ] PSA: Testing feature 9/29: add_mfi
[2025-10-18T02:19:52.269862] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi']
[2025-10-18T02:19:52.422638] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:19:52.574431] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:19:52.728451] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:19:52.873746] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:19:53.021398] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:53.174337] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:19:53.325703] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:19:53.474504] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:53.625155] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:19:53.777126] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:19:53.777286] [INFO ] [CONFIGURE ] PSA: KEPT add_mfi (score: 70.00%)
[2025-10-18T02:19:53.777353] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2535 tests
[2025-10-18T02:19:53.777412] [INFO ] [CONFIGURE ] PSA: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:19:53.777446] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:19:53.959863] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:19:54.146019] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:19:54.326993] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:19:54.509046] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:19:54.691671] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:54.873556] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:19:55.050087] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:19:55.233837] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:55.415568] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:19:55.600997] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:19:55.601196] [INFO ] [CONFIGURE ] PSA: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:19:55.601242] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2534 tests
[2025-10-18T02:19:55.601278] [INFO ] [CONFIGURE ] PSA: Testing feature 11/29: add_obv_daily
[2025-10-18T02:19:55.601310] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_obv_daily']
[2025-10-18T02:19:55.762712] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:19:55.921623] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:19:56.086233] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:19:56.254002] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:19:56.420391] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:56.592294] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:19:56.756729] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:19:56.922493] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:19:57.111858] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:19:57.272336] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:19:57.272510] [INFO ] [CONFIGURE ] PSA: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T02:19:57.272556] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2533 tests
[2025-10-18T02:19:57.272592] [INFO ] [CONFIGURE ] PSA: Testing feature 12/29: add_obv_interval
[2025-10-18T02:19:57.272623] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_obv_interval']
[2025-10-18T02:19:57.424533] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:19:57.578186] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:19:57.735250] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:19:57.891337] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:19:58.046795] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:58.202131] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:19:58.359311] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:19:58.514146] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:19:58.669740] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:19:58.824673] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:19:58.824825] [INFO ] [CONFIGURE ] PSA: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T02:19:58.824869] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2532 tests
[2025-10-18T02:19:58.824903] [INFO ] [CONFIGURE ] PSA: Testing feature 13/29: add_opening_strength
[2025-10-18T02:19:58.824934] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_opening_strength']
[2025-10-18T02:19:58.980514] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:19:59.136551] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:19:59.292966] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:19:59.451638] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:19:59.609465] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:19:59.767461] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:19:59.929084] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:00.123580] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:20:00.285483] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:20:00.447573] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:20:00.447771] [INFO ] [CONFIGURE ] PSA: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:20:00.447838] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2531 tests
[2025-10-18T02:20:00.447876] [INFO ] [CONFIGURE ] PSA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:20:00.447908] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T02:20:00.611758] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:00.775670] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:20:00.940448] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:20:01.110079] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:20:01.286965] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:01.465788] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:20:01.646006] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:01.825395] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:20:02.013295] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:20:02.194262] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:20:02.194450] [INFO ] [CONFIGURE ] PSA: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:20:02.194496] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2530 tests
[2025-10-18T02:20:02.194532] [INFO ] [CONFIGURE ] PSA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:20:02.194564] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T02:20:02.348525] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:02.506499] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:20:02.660962] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:20:02.813995] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:20:02.967503] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:03.160755] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:20:03.314332] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:03.468356] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:03.619788] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:20:03.772837] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:20:03.773003] [INFO ] [CONFIGURE ] PSA: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T02:20:03.773047] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2529 tests
[2025-10-18T02:20:03.773081] [INFO ] [CONFIGURE ] PSA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:20:03.773114] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T02:20:03.926998] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:04.081493] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:20:04.232711] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:20:04.381830] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:20:04.538919] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:04.702843] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:20:04.868313] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:05.028756] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:05.190671] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:20:05.344055] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:20:05.344224] [INFO ] [CONFIGURE ] PSA: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T02:20:05.344268] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2528 tests
[2025-10-18T02:20:05.344305] [INFO ] [CONFIGURE ] PSA: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:20:05.344337] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_return_2d']
[2025-10-18T02:20:05.502452] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:05.658317] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:20:05.814744] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:20:05.973634] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:20:06.134455] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:06.292818] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:20:06.451547] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:06.611100] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:20:06.772727] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:20:06.934808] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:20:06.934972] [INFO ] [CONFIGURE ] PSA: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:20:06.935062] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2527 tests
[2025-10-18T02:20:06.935105] [INFO ] [CONFIGURE ] PSA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:20:06.935137] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T02:20:07.079672] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:07.225483] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:20:07.372278] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:20:07.518138] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:20:07.667428] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:07.812446] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:20:07.959963] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:08.108533] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:08.256452] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:20:08.403935] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:20:08.404090] [INFO ] [CONFIGURE ] PSA: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:20:08.404133] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2526 tests
[2025-10-18T02:20:08.404167] [INFO ] [CONFIGURE ] PSA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:20:08.404199] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T02:20:08.547362] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:08.717148] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:20:08.861062] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:20:09.007522] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:20:09.153350] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:09.297835] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:20:09.442028] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:09.587922] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:09.733601] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:20:09.880796] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:20:09.880967] [INFO ] [CONFIGURE ] PSA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:20:09.881011] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2525 tests
[2025-10-18T02:20:09.881046] [INFO ] [CONFIGURE ] PSA: Testing feature 20/29: add_price_rejection
[2025-10-18T02:20:09.881077] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_price_rejection']
[2025-10-18T02:20:10.033134] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:10.186429] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:20:10.342441] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:20:10.503667] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:20:10.658299] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:10.813215] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:20:10.970073] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:11.135408] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:20:11.306272] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:20:11.476205] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:20:11.476378] [INFO ] [CONFIGURE ] PSA: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:20:11.476444] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2524 tests
[2025-10-18T02:20:11.476481] [INFO ] [CONFIGURE ] PSA: Testing feature 21/29: add_range_position
[2025-10-18T02:20:11.476514] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_range_position']
[2025-10-18T02:20:11.653483] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:11.821796] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:20:11.991600] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:20:12.162140] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:20:12.335946] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:12.501898] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:20:12.668752] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:12.841286] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:20:13.013752] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:20:13.181765] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:20:13.181994] [INFO ] [CONFIGURE ] PSA: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T02:20:13.182070] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2523 tests
[2025-10-18T02:20:13.182132] [INFO ] [CONFIGURE ] PSA: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:20:13.182167] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_realized_volatility']
[2025-10-18T02:20:13.359728] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:13.552267] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:20:13.735041] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:20:13.930537] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:20:14.124069] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:14.320632] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:20:14.508014] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:14.694428] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:14.880849] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:20:15.068906] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:20:15.069166] [INFO ] [CONFIGURE ] PSA: KEPT add_realized_volatility (score: 80.00%)
[2025-10-18T02:20:15.069223] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2522 tests
[2025-10-18T02:20:15.069260] [INFO ] [CONFIGURE ] PSA: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:20:15.069292] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_realized_volatility', 'add_recent_range_context']
[2025-10-18T02:20:15.263322] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:15.458110] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:20:15.655786] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:20:15.852826] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:20:16.056094] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:16.262838] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:20:16.467551] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:16.661040] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:16.853916] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:20:17.057895] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:20:17.058078] [INFO ] [CONFIGURE ] PSA: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T02:20:17.058122] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2521 tests
[2025-10-18T02:20:17.058158] [INFO ] [CONFIGURE ] PSA: Testing feature 24/29: add_rsi
[2025-10-18T02:20:17.058190] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_realized_volatility', 'add_rsi']
[2025-10-18T02:20:17.258333] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:17.456096] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:20:17.653188] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:20:17.851849] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:20:18.047726] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:18.244431] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:20:18.475577] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:18.673971] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:18.877170] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:20:19.077824] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:20:19.078073] [INFO ] [CONFIGURE ] PSA: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:20:19.078136] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2520 tests
[2025-10-18T02:20:19.078176] [INFO ] [CONFIGURE ] PSA: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:20:19.078208] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_realized_volatility', 'add_tick_distribution']
[2025-10-18T02:20:19.265231] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:19.453055] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:20:19.646929] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:20:19.846018] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:20:20.046981] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:20.248955] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:20:20.451553] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:20.652399] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:20.853578] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:20:21.052848] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:20:21.053049] [INFO ] [CONFIGURE ] PSA: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:20:21.053094] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2519 tests
[2025-10-18T02:20:21.053154] [INFO ] [CONFIGURE ] PSA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:20:21.053190] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-18T02:20:21.251180] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:21.480269] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:20:21.679748] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:20:21.880857] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:20:22.082225] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:22.284777] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:20:22.489338] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:22.694520] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:22.899541] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:20:23.106888] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:20:23.107074] [INFO ] [CONFIGURE ] PSA: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:20:23.107119] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2518 tests
[2025-10-18T02:20:23.107156] [INFO ] [CONFIGURE ] PSA: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:20:23.107188] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-10-18T02:20:23.316594] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:23.525953] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:20:23.746984] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:20:23.953741] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:20:24.168381] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:24.373460] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:20:24.579085] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:24.791114] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:20:25.004859] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:20:25.224400] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:20:25.224594] [INFO ] [CONFIGURE ] PSA: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:20:25.224663] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2517 tests
[2025-10-18T02:20:25.224726] [INFO ] [CONFIGURE ] PSA: Testing feature 28/29: add_volume_profile
[2025-10-18T02:20:25.224763] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_realized_volatility', 'add_volume_profile']
[2025-10-18T02:20:25.431186] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:25.630537] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:20:25.842453] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:20:26.044548] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:20:26.246753] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:26.462718] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:20:26.670795] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:26.870447] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:20:27.068898] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:20:27.270173] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:20:27.270359] [INFO ] [CONFIGURE ] PSA: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T02:20:27.270405] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2516 tests
[2025-10-18T02:20:27.270441] [INFO ] [CONFIGURE ] PSA: Testing feature 29/29: add_vwap
[2025-10-18T02:20:27.270475] [INFO ] [CONFIGURE ] PSA: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_realized_volatility', 'add_vwap']
[2025-10-18T02:20:27.467322] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:27.668463] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:20:27.886596] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:20:28.095153] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:20:28.292276] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:28.489328] [DEBUG] [FORECASTER] PSA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:20:28.688370] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:28.891584] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:20:29.098032] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:20:29.305824] [DEBUG] [FORECASTER] PSA: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:20:29.306007] [INFO ] [CONFIGURE ] PSA: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T02:20:29.306054] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2515 tests
[2025-10-18T02:20:29.306091] [INFO ] [CONFIGURE ] PSA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:20:29.306123] [INFO ] [CONFIGURE ] PSA: Best accuracy: 80.00%
[2025-10-18T02:20:29.306157] [INFO ] [CONFIGURE ] PSA: Best feature set (4 features): ['add_daily_returns', 'add_ema', 'add_mfi', 'add_realized_volatility']
[2025-10-18T02:20:29.306187] [INFO ] [CONFIGURE ] PSA: Improvement over baseline: 40.00%
[2025-10-18T02:20:29.306216] [INFO ] [CONFIGURE ] PSA: Total time: 48.6 seconds
[2025-10-18T02:20:29.306244] [INFO ] [CONFIGURE ] PSA: Average time per feature: 1.7 seconds
[2025-10-18T02:20:29.306274] [INFO ] [CONFIGURE ] PSA: Average speed: 0.60 features/sec
[2025-10-18T02:20:29.306680] [INFO ] [LOCAL     ] Saved configuration for PSA: 4 features, 80.00% accuracy -> ./output/feature-sets/PSA.json
[2025-10-18T02:20:29.306736] [INFO ] [CONFIGURE ] PSA: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-18T02:20:29.306776] [INFO ] [sig       ] [296/380] Successfully configured PSA | 0.02 sym/s | Total: 3.6h | ETA: 1.0h
[2025-10-18T02:20:29.306810] [INFO ] [sig       ] [297/380] Configuring PSFE...
[2025-10-18T02:20:29.306840] [INFO ] [CONFIGURE ] PSFE: Configurate test run.
[2025-10-18T02:20:29.306869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-10-18T02:20:29.320811] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSFE'.
[2025-10-18T02:20:29.321421] [INFO ] [CONFIGURE ] PSFE: Testing with 29 available features
[2025-10-18T02:20:29.321479] [INFO ] [CONFIGURE ] PSFE: Establishing baseline with no features...
[2025-10-18T02:20:29.440335] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:20:29.569624] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:20:29.698353] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:29.827788] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:20:29.954065] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:20:30.088035] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:20:30.209182] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:30.331981] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:20:30.455508] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:20:30.575172] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:20:30.575396] [INFO ] [CONFIGURE ] PSFE: Baseline score (no features): 40.00%
[2025-10-18T02:20:30.575448] [INFO ] [CONFIGURE ] PSFE: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:20:30.575490] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:20:30.708353] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:30.841246] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:20:30.974352] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:31.111844] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:20:31.245858] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:20:31.379441] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:20:31.520062] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:31.657363] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:31.805103] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:20:31.950206] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:31.950392] [INFO ] [CONFIGURE ] PSFE: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-18T02:20:31.950438] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2514 tests
[2025-10-18T02:20:31.950474] [INFO ] [CONFIGURE ] PSFE: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:20:31.950506] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:20:32.102599] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:32.252560] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:20:32.411185] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:32.550624] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:20:32.680921] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:32.835532] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:20:32.995025] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:33.154780] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:20:33.303576] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:20:33.461274] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:33.462281] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_cumulative_delta (score: 80.00%)
[2025-10-18T02:20:33.462348] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2513 tests
[2025-10-18T02:20:33.462391] [INFO ] [CONFIGURE ] PSFE: Testing feature 3/29: add_daily_returns
[2025-10-18T02:20:33.462426] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:20:33.607020] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:33.744989] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:20:33.880464] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:34.020990] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:20:34.152604] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:20:34.287078] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:20:34.431418] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:34.554680] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:20:34.700638] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:20:34.883572] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:34.883884] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T02:20:34.883966] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2512 tests
[2025-10-18T02:20:34.884020] [INFO ] [CONFIGURE ] PSFE: Testing feature 4/29: add_ema
[2025-10-18T02:20:34.884073] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T02:20:35.093044] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:35.278679] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:20:35.446079] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:20:35.602831] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:20:35.754018] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:35.895787] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:20:36.051944] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:36.184681] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:20:36.321123] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:20:36.456382] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:36.456572] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_ema (score: 70.00%)
[2025-10-18T02:20:36.456621] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2511 tests
[2025-10-18T02:20:36.456691] [INFO ] [CONFIGURE ] PSFE: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:20:36.456740] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:20:36.625194] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:36.771049] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:20:36.913332] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:37.060365] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:20:37.205672] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:37.350033] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:20:37.497253] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:37.645716] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:20:37.805829] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:20:37.959298] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:37.959480] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-18T02:20:37.959537] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2510 tests
[2025-10-18T02:20:37.959573] [INFO ] [CONFIGURE ] PSFE: Testing feature 6/29: add_failed_moves
[2025-10-18T02:20:37.959614] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T02:20:38.083769] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:38.208170] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:20:38.331452] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:38.461516] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:20:38.585862] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:20:38.711626] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:20:38.835208] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:38.964352] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:39.092797] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:20:39.216933] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:39.217082] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T02:20:39.217125] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2509 tests
[2025-10-18T02:20:39.217160] [INFO ] [CONFIGURE ] PSFE: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:20:39.217191] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T02:20:39.333526] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:39.470050] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:20:39.602633] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:39.720781] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:20:39.838214] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:20:39.962019] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:20:40.079578] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:40.195877] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:20:40.311482] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:20:40.433092] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:40.433315] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:20:40.433376] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2508 tests
[2025-10-18T02:20:40.433448] [INFO ] [CONFIGURE ] PSFE: Testing feature 8/29: add_macd
[2025-10-18T02:20:40.433501] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T02:20:40.584567] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:40.733763] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:20:40.885024] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:41.043085] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:20:41.195109] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:20:41.346894] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:20:41.509005] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:20:41.663170] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:41.823039] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:20:41.985737] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:41.985961] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_macd (score: 80.00%)
[2025-10-18T02:20:41.986016] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2507 tests
[2025-10-18T02:20:41.986064] [INFO ] [CONFIGURE ] PSFE: Testing feature 9/29: add_mfi
[2025-10-18T02:20:41.986121] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T02:20:42.113179] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:42.241504] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:20:42.369409] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:42.505625] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:20:42.650225] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:20:42.780563] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:20:42.915795] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:43.047555] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:43.177989] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:20:43.313036] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:43.313235] [INFO ] [CONFIGURE ] PSFE: KEPT add_mfi (score: 90.00%)
[2025-10-18T02:20:43.313282] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2506 tests
[2025-10-18T02:20:43.313319] [INFO ] [CONFIGURE ] PSFE: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:20:43.313353] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:20:43.487302] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:43.658006] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:20:43.826421] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:43.994808] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:20:44.157037] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:44.327042] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:20:44.498094] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:44.666272] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:44.843295] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:20:45.037544] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:45.037911] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-18T02:20:45.038003] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2505 tests
[2025-10-18T02:20:45.038075] [INFO ] [CONFIGURE ] PSFE: Testing feature 11/29: add_obv_daily
[2025-10-18T02:20:45.038208] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily']
[2025-10-18T02:20:45.193408] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:45.335587] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:20:45.478570] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:45.622247] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:20:45.764828] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:20:45.916164] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:20:46.062438] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:46.214271] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:20:46.363836] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:20:46.516002] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:46.516187] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T02:20:46.516235] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2504 tests
[2025-10-18T02:20:46.516273] [INFO ] [CONFIGURE ] PSFE: Testing feature 12/29: add_obv_interval
[2025-10-18T02:20:46.516308] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval']
[2025-10-18T02:20:46.662208] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:46.811696] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:20:46.963255] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:47.110740] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:20:47.261040] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:20:47.399893] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:20:47.539388] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:47.679877] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:47.824865] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:20:47.967741] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:47.967946] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_obv_interval (score: 90.00%)
[2025-10-18T02:20:47.967996] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2503 tests
[2025-10-18T02:20:47.968034] [INFO ] [CONFIGURE ] PSFE: Testing feature 13/29: add_opening_strength
[2025-10-18T02:20:47.968069] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:20:48.115718] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:48.263594] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:20:48.417262] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:48.565853] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:20:48.740005] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:48.889877] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:20:49.041675] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:49.192112] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:20:49.344882] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:20:49.498070] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:49.498244] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T02:20:49.498287] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2502 tests
[2025-10-18T02:20:49.498323] [INFO ] [CONFIGURE ] PSFE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:20:49.498355] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T02:20:49.647776] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:49.796806] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:20:49.947115] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:50.094995] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:20:50.244021] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:50.396243] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:20:50.546167] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:50.696448] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:50.847031] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:20:50.997825] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:50.998008] [INFO ] [CONFIGURE ] PSFE: KEPT add_order_flow_imbalance (score: 100.00%)
[2025-10-18T02:20:50.998070] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2501 tests
[2025-10-18T02:20:50.998106] [INFO ] [CONFIGURE ] PSFE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:20:50.998137] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-18T02:20:51.149265] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:51.304289] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:20:51.456438] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:51.612073] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:20:51.794948] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:51.950433] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:20:52.109747] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:52.273126] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:52.433068] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:20:52.594302] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:52.594493] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-18T02:20:52.594536] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2500 tests
[2025-10-18T02:20:52.594571] [INFO ] [CONFIGURE ] PSFE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:20:52.594602] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-18T02:20:52.758830] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:52.925104] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:20:53.091093] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:53.252314] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:20:53.414583] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:53.578144] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:20:53.742277] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:53.908709] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:54.074253] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:20:54.241116] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:54.241310] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_pbf_overnight_gap (score: 90.00%)
[2025-10-18T02:20:54.241356] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2499 tests
[2025-10-18T02:20:54.241390] [INFO ] [CONFIGURE ] PSFE: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:20:54.241420] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-18T02:20:54.408372] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:54.573549] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:20:54.736768] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:54.899561] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:20:55.073028] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:55.245501] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:20:55.411935] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:55.577386] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:55.741891] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:20:55.907554] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:55.907765] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T02:20:55.907828] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2498 tests
[2025-10-18T02:20:55.907865] [INFO ] [CONFIGURE ] PSFE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:20:55.907896] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-18T02:20:56.059916] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:56.216182] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:20:56.371054] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:56.527697] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:20:56.683749] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:56.839262] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:20:57.003925] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:57.174427] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:20:57.343445] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:20:57.515529] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:57.515729] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:20:57.515787] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2497 tests
[2025-10-18T02:20:57.515826] [INFO ] [CONFIGURE ] PSFE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:20:57.515861] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-18T02:20:57.676505] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:57.869584] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:20:58.028208] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:58.193749] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:20:58.357638] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:20:58.519669] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:20:58.682860] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:20:58.846822] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:20:59.011403] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:20:59.177815] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:20:59.177989] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_pbf_vs_sma_5 (score: 100.00%)
[2025-10-18T02:20:59.178032] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2496 tests
[2025-10-18T02:20:59.178066] [INFO ] [CONFIGURE ] PSFE: Testing feature 20/29: add_price_rejection
[2025-10-18T02:20:59.178097] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-18T02:20:59.348005] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:20:59.519356] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:20:59.689179] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:20:59.860000] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:21:00.031870] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:00.212895] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:21:00.383720] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:21:00.557106] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:00.736207] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:21:00.916229] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:00.916453] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-18T02:21:00.916503] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2495 tests
[2025-10-18T02:21:00.916539] [INFO ] [CONFIGURE ] PSFE: Testing feature 21/29: add_range_position
[2025-10-18T02:21:00.916571] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-18T02:21:01.092994] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:21:01.265638] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:01.448802] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:21:01.625116] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:21:01.797899] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:01.973515] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:21:02.145825] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:21:02.316459] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:21:02.488505] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:21:02.663862] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:02.664082] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:21:02.664150] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2494 tests
[2025-10-18T02:21:02.664188] [INFO ] [CONFIGURE ] PSFE: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:21:02.664219] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-18T02:21:02.847192] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:21:03.031851] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:03.217335] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:21:03.402737] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:21:03.594353] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:03.784256] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:21:03.972634] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:21:04.158689] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:21:04.347746] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:21:04.536817] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:04.537020] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T02:21:04.537066] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2493 tests
[2025-10-18T02:21:04.537102] [INFO ] [CONFIGURE ] PSFE: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:21:04.537135] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-18T02:21:04.696772] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:21:04.855933] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:05.021862] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:21:05.185494] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:21:05.349310] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:05.523931] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:21:05.693181] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:21:05.864911] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:06.034829] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:21:06.208500] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:06.208747] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T02:21:06.208803] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2492 tests
[2025-10-18T02:21:06.208841] [INFO ] [CONFIGURE ] PSFE: Testing feature 24/29: add_rsi
[2025-10-18T02:21:06.208873] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-18T02:21:06.388185] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:21:06.571451] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:06.755324] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:21:06.985799] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:21:07.175635] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:07.359378] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:21:07.542684] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:21:07.731829] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:21:07.914098] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:08.103062] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:08.103239] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T02:21:08.103283] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2491 tests
[2025-10-18T02:21:08.103317] [INFO ] [CONFIGURE ] PSFE: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:21:08.103349] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-18T02:21:08.267101] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:21:08.427386] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:21:08.588075] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:21:08.750790] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:21:08.917124] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:09.078772] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:21:09.239919] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:21:09.402531] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:09.569770] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:21:09.736138] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:09.736307] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_tick_distribution (score: 100.00%)
[2025-10-18T02:21:09.736393] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2490 tests
[2025-10-18T02:21:09.736451] [INFO ] [CONFIGURE ] PSFE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:21:09.736486] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-18T02:21:09.899272] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:21:10.063152] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:10.229821] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:21:10.391844] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:21:10.554776] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:10.717337] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:21:10.881215] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:21:11.042301] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:21:11.203496] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:11.365812] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:11.365967] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:21:11.366010] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2489 tests
[2025-10-18T02:21:11.366043] [INFO ] [CONFIGURE ] PSFE: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:21:11.366073] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-18T02:21:11.541111] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:21:11.710387] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:11.884598] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:21:12.055325] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:21:12.232606] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:12.403945] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:21:12.575900] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:21:12.747859] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:12.925881] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:21:13.101470] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:13.101627] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-18T02:21:13.101706] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2488 tests
[2025-10-18T02:21:13.101771] [INFO ] [CONFIGURE ] PSFE: Testing feature 28/29: add_volume_profile
[2025-10-18T02:21:13.101827] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-18T02:21:13.260472] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:21:13.421778] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:13.586589] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:21:13.749194] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:21:13.909795] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:14.070076] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:21:14.230918] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:21:14.394603] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:21:14.555660] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:14.714451] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:14.714621] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:21:14.714702] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2487 tests
[2025-10-18T02:21:14.714750] [INFO ] [CONFIGURE ] PSFE: Testing feature 29/29: add_vwap
[2025-10-18T02:21:14.714784] [INFO ] [CONFIGURE ] PSFE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-18T02:21:14.879731] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:21:15.041773] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:21:15.204184] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:21:15.366319] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:21:15.531226] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:15.690784] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:21:15.851473] [DEBUG] [FORECASTER] PSFE: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:21:16.047527] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:16.212810] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:21:16.373968] [DEBUG] [FORECASTER] PSFE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:16.374135] [INFO ] [CONFIGURE ] PSFE: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T02:21:16.374252] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2486 tests
[2025-10-18T02:21:16.374309] [INFO ] [CONFIGURE ] PSFE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:21:16.374364] [INFO ] [CONFIGURE ] PSFE: Best accuracy: 100.00%
[2025-10-18T02:21:16.374400] [INFO ] [CONFIGURE ] PSFE: Best feature set (3 features): ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T02:21:16.374432] [INFO ] [CONFIGURE ] PSFE: Improvement over baseline: 60.00%
[2025-10-18T02:21:16.374462] [INFO ] [CONFIGURE ] PSFE: Total time: 45.8 seconds
[2025-10-18T02:21:16.374489] [INFO ] [CONFIGURE ] PSFE: Average time per feature: 1.6 seconds
[2025-10-18T02:21:16.374516] [INFO ] [CONFIGURE ] PSFE: Average speed: 0.63 features/sec
[2025-10-18T02:21:16.375148] [INFO ] [LOCAL     ] Saved configuration for PSFE: 3 features, 100.00% accuracy -> ./output/feature-sets/PSFE.json
[2025-10-18T02:21:16.375217] [INFO ] [CONFIGURE ] PSFE: Configuration saved successfully: 3 features, 100.00% accuracy.
[2025-10-18T02:21:16.375306] [INFO ] [sig       ] [297/380] Successfully configured PSFE | 0.02 sym/s | Total: 3.6h | ETA: 59.8m
[2025-10-18T02:21:16.375384] [INFO ] [sig       ] [298/380] Configuring PSN...
[2025-10-18T02:21:16.375450] [INFO ] [CONFIGURE ] PSN: Configurate test run.
[2025-10-18T02:21:16.375507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-10-18T02:21:16.388347] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSN'.
[2025-10-18T02:21:16.388784] [INFO ] [CONFIGURE ] PSN: Testing with 29 available features
[2025-10-18T02:21:16.388841] [INFO ] [CONFIGURE ] PSN: Establishing baseline with no features...
[2025-10-18T02:21:16.486763] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:21:16.584212] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:16.680909] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:16.787902] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:16.885440] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:21:16.986007] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:21:17.085568] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:17.182878] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:21:17.281883] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:17.382182] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:17.382372] [INFO ] [CONFIGURE ] PSN: Baseline score (no features): 40.00%
[2025-10-18T02:21:17.382430] [INFO ] [CONFIGURE ] PSN: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:21:17.382465] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:21:17.489827] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:21:17.599807] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:17.708924] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:17.821016] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:21:17.933620] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:21:18.047408] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:21:18.162453] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:18.276952] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:18.392057] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:18.507225] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:18.507366] [INFO ] [CONFIGURE ] PSN: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T02:21:18.507432] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2485 tests
[2025-10-18T02:21:18.507506] [INFO ] [CONFIGURE ] PSN: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:21:18.507550] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:21:18.637454] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:21:18.767882] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:18.897602] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:19.041241] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:19.174134] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:21:19.307111] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:21:19.440565] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:19.574022] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:19.708308] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:19.844890] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:19.845120] [INFO ] [CONFIGURE ] PSN: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T02:21:19.845171] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2484 tests
[2025-10-18T02:21:19.845206] [INFO ] [CONFIGURE ] PSN: Testing feature 3/29: add_daily_returns
[2025-10-18T02:21:19.845237] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:21:19.961575] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:21:20.079072] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:20.195528] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:20.312716] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:20.430724] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:21:20.548770] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:21:20.666815] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:20.788728] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:20.909246] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:21.030725] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:21.030872] [INFO ] [CONFIGURE ] PSN: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:21:21.030965] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2483 tests
[2025-10-18T02:21:21.031007] [INFO ] [CONFIGURE ] PSN: Testing feature 4/29: add_ema
[2025-10-18T02:21:21.031039] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T02:21:21.162883] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:21.296566] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:21.437825] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:21.571142] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:21.701571] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:21:21.829856] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:21:21.961730] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:22.121634] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:22.255596] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:22.392790] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:22.392948] [INFO ] [CONFIGURE ] PSN: DISCARDED add_ema (score: 60.00%)
[2025-10-18T02:21:22.393004] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2482 tests
[2025-10-18T02:21:22.393047] [INFO ] [CONFIGURE ] PSN: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:21:22.393079] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:21:22.531020] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:22.669900] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:22.811957] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:22.949894] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:23.093631] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:21:23.236169] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:21:23.377554] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:23.519600] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:23.671034] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:23.821966] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:23.822161] [INFO ] [CONFIGURE ] PSN: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:21:23.822204] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2481 tests
[2025-10-18T02:21:23.822240] [INFO ] [CONFIGURE ] PSN: Testing feature 6/29: add_failed_moves
[2025-10-18T02:21:23.822271] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T02:21:23.952986] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:21:24.076025] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:24.203096] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:24.329581] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:21:24.464102] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:21:24.593999] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:21:24.723505] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:24.850268] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:24.982762] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:25.145325] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:25.145561] [INFO ] [CONFIGURE ] PSN: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:21:25.145629] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2480 tests
[2025-10-18T02:21:25.145706] [INFO ] [CONFIGURE ] PSN: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:21:25.145749] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T02:21:25.270859] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:21:25.391124] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:25.510925] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:25.630106] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:25.747178] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:21:25.864159] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:21:25.982500] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:26.103091] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:26.221587] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:26.344379] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:26.344573] [INFO ] [CONFIGURE ] PSN: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T02:21:26.344623] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2479 tests
[2025-10-18T02:21:26.344693] [INFO ] [CONFIGURE ] PSN: Testing feature 8/29: add_macd
[2025-10-18T02:21:26.344738] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T02:21:26.501548] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:26.666145] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:21:26.826100] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:26.979715] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:27.132124] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:27.335531] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:21:27.541798] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:27.761797] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:27.951674] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:28.130881] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:28.131079] [INFO ] [CONFIGURE ] PSN: KEPT add_macd (score: 70.00%)
[2025-10-18T02:21:28.131127] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2478 tests
[2025-10-18T02:21:28.131164] [INFO ] [CONFIGURE ] PSN: Testing feature 9/29: add_mfi
[2025-10-18T02:21:28.131197] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T02:21:28.314976] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:28.483464] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:21:28.651910] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:28.830146] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:29.018604] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:29.208577] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:21:29.397611] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:29.589288] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:29.784756] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:29.978161] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:29.978352] [INFO ] [CONFIGURE ] PSN: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:21:29.978395] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2477 tests
[2025-10-18T02:21:29.978430] [INFO ] [CONFIGURE ] PSN: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:21:29.978462] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:21:30.168243] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:30.374156] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:30.583228] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:30.793208] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:30.998177] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:31.208579] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:21:31.413267] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:31.609960] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:31.829994] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:32.046103] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:32.046301] [INFO ] [CONFIGURE ] PSN: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T02:21:32.046347] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2476 tests
[2025-10-18T02:21:32.046384] [INFO ] [CONFIGURE ] PSN: Testing feature 11/29: add_obv_daily
[2025-10-18T02:21:32.046418] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-18T02:21:32.227304] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:32.407611] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:21:32.576580] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:32.748886] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:32.918392] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:33.090257] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:21:33.260788] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:33.434987] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:33.610076] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:33.782328] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:33.782524] [INFO ] [CONFIGURE ] PSN: KEPT add_obv_daily (score: 80.00%)
[2025-10-18T02:21:33.782579] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2475 tests
[2025-10-18T02:21:33.782615] [INFO ] [CONFIGURE ] PSN: Testing feature 12/29: add_obv_interval
[2025-10-18T02:21:33.782678] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_obv_interval']
[2025-10-18T02:21:33.955184] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:34.135334] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:21:34.311402] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:34.487363] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:34.663589] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:34.842704] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:21:35.020371] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:35.201825] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:35.380509] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:35.559431] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:35.559619] [INFO ] [CONFIGURE ] PSN: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:21:35.559721] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2474 tests
[2025-10-18T02:21:35.559771] [INFO ] [CONFIGURE ] PSN: Testing feature 13/29: add_opening_strength
[2025-10-18T02:21:35.559805] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:21:35.745550] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:35.924526] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:36.101604] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:36.279218] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:36.457917] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:36.648896] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:21:36.834795] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:37.025167] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:37.210107] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:37.393924] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:37.394075] [INFO ] [CONFIGURE ] PSN: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:21:37.394120] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2473 tests
[2025-10-18T02:21:37.394154] [INFO ] [CONFIGURE ] PSN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:21:37.394185] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T02:21:37.577131] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:37.760066] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:21:37.944034] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:38.130228] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:38.332837] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:38.543956] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:21:38.755870] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:38.972913] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:39.189345] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:39.401330] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:39.401511] [INFO ] [CONFIGURE ] PSN: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T02:21:39.401556] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2472 tests
[2025-10-18T02:21:39.401593] [INFO ] [CONFIGURE ] PSN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:21:39.401625] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T02:21:39.591901] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:39.768375] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:39.938046] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:40.109873] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:40.286966] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:40.470612] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:21:40.660262] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:40.850667] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:41.028811] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:41.203945] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:41.204123] [INFO ] [CONFIGURE ] PSN: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T02:21:41.204165] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2471 tests
[2025-10-18T02:21:41.204199] [INFO ] [CONFIGURE ] PSN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:21:41.204230] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T02:21:41.376385] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:41.551134] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:21:41.734698] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:41.924748] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:42.097189] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:42.270870] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:21:42.453039] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:42.634028] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:42.815386] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:21:43.014216] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:43.014488] [INFO ] [CONFIGURE ] PSN: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T02:21:43.014564] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2470 tests
[2025-10-18T02:21:43.014607] [INFO ] [CONFIGURE ] PSN: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:21:43.014663] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T02:21:43.214157] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:43.422892] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:21:43.607137] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:43.786567] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:43.968094] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:44.155533] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:21:44.354580] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:44.556416] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:44.778567] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:44.977297] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:44.977498] [INFO ] [CONFIGURE ] PSN: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T02:21:44.977543] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2469 tests
[2025-10-18T02:21:44.977600] [INFO ] [CONFIGURE ] PSN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:21:44.977634] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T02:21:45.141997] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:45.322545] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:21:45.520736] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:45.695519] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:45.864555] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:46.033738] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:21:46.218904] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:46.406926] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:46.591933] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:46.786344] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:46.786571] [INFO ] [CONFIGURE ] PSN: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T02:21:46.786635] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2468 tests
[2025-10-18T02:21:46.786715] [INFO ] [CONFIGURE ] PSN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:21:46.786757] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-18T02:21:46.975793] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:47.149845] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:21:47.332309] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:47.510987] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:47.697489] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:47.874444] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:21:48.064600] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:48.238277] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:48.413953] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:48.608094] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:48.608273] [INFO ] [CONFIGURE ] PSN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:21:48.608320] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2467 tests
[2025-10-18T02:21:48.608359] [INFO ] [CONFIGURE ] PSN: Testing feature 20/29: add_price_rejection
[2025-10-18T02:21:48.608395] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection']
[2025-10-18T02:21:48.819434] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:49.029104] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:21:49.237179] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:49.439742] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:49.622594] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:49.804982] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:21:49.997632] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:50.206940] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:50.407195] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:50.607824] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:50.608016] [INFO ] [CONFIGURE ] PSN: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T02:21:50.608061] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2466 tests
[2025-10-18T02:21:50.608116] [INFO ] [CONFIGURE ] PSN: Testing feature 21/29: add_range_position
[2025-10-18T02:21:50.608174] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position']
[2025-10-18T02:21:50.803750] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:50.992871] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:51.185378] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:51.378447] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:51.581563] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:51.788603] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:21:51.992774] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:52.191310] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:52.393108] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:52.598271] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:52.598470] [INFO ] [CONFIGURE ] PSN: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T02:21:52.598514] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2465 tests
[2025-10-18T02:21:52.598549] [INFO ] [CONFIGURE ] PSN: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:21:52.598580] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_realized_volatility']
[2025-10-18T02:21:52.810700] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:53.028314] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:53.243066] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:53.456338] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:53.672617] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:53.885509] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:21:54.094723] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:54.305202] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:54.520282] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:54.730249] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:54.730431] [INFO ] [CONFIGURE ] PSN: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:21:54.730474] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2464 tests
[2025-10-18T02:21:54.730509] [INFO ] [CONFIGURE ] PSN: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:21:54.730711] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context']
[2025-10-18T02:21:54.912682] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:55.096268] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:21:55.284624] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:55.470760] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:55.659889] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:55.851161] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:21:56.038452] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:56.221140] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:56.402695] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:56.590501] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:56.590732] [INFO ] [CONFIGURE ] PSN: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T02:21:56.590790] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2463 tests
[2025-10-18T02:21:56.590828] [INFO ] [CONFIGURE ] PSN: Testing feature 24/29: add_rsi
[2025-10-18T02:21:56.590860] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-18T02:21:56.792115] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:56.996149] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:21:57.197887] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:57.422988] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:57.626624] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:57.832078] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:21:58.045770] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:21:58.253984] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:21:58.474202] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:21:58.700952] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:21:58.701136] [INFO ] [CONFIGURE ] PSN: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:21:58.701236] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2462 tests
[2025-10-18T02:21:58.701298] [INFO ] [CONFIGURE ] PSN: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:21:58.701335] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_tick_distribution']
[2025-10-18T02:21:58.890346] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:21:59.060926] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:21:59.230200] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:21:59.401162] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:21:59.574024] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:21:59.748099] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:21:59.927116] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:22:00.118187] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:00.297712] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:00.473289] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:22:00.473542] [INFO ] [CONFIGURE ] PSN: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T02:22:00.473603] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2461 tests
[2025-10-18T02:22:00.473665] [INFO ] [CONFIGURE ] PSN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:22:00.473724] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-18T02:22:00.645093] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:00.816382] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:22:00.991588] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:01.174225] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:22:01.363672] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:01.546986] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:22:01.725217] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:22:01.903494] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:02.081460] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:02.260075] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:22:02.260301] [INFO ] [CONFIGURE ] PSN: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:22:02.260353] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2460 tests
[2025-10-18T02:22:02.260388] [INFO ] [CONFIGURE ] PSN: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:22:02.260421] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_price_divergence']
[2025-10-18T02:22:02.475770] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:02.675820] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:22:02.868748] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:03.061449] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:22:03.256005] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:03.450378] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:22:03.643459] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:22:03.842545] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:04.036600] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:04.229806] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:22:04.229991] [INFO ] [CONFIGURE ] PSN: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:22:04.230046] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2459 tests
[2025-10-18T02:22:04.230083] [INFO ] [CONFIGURE ] PSN: Testing feature 28/29: add_volume_profile
[2025-10-18T02:22:04.230117] [INFO ] [CONFIGURE ] PSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_profile']
[2025-10-18T02:22:04.412295] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:04.591103] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:22:04.769163] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:04.947230] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:22:05.129819] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:22:05.307997] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:22:05.493864] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:22:05.678150] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:05.856619] [DEBUG] [FORECASTER] PSN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:06.038197] [DEBUG] [FORECASTER] PSN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:22:06.038387] [INFO ] [CONFIGURE ] PSN: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T02:22:06.038448] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2458 tests
[2025-10-18T02:22:06.038488] [INFO ] [CONFIGURE ] PSN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:22:06.038519] [INFO ] [CONFIGURE ] PSN: Best accuracy: 80.00%
[2025-10-18T02:22:06.038551] [INFO ] [CONFIGURE ] PSN: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-18T02:22:06.038580] [INFO ] [CONFIGURE ] PSN: Improvement over baseline: 40.00%
[2025-10-18T02:22:06.038608] [INFO ] [CONFIGURE ] PSN: Total time: 48.7 seconds
[2025-10-18T02:22:06.038639] [INFO ] [CONFIGURE ] PSN: Average time per feature: 1.7 seconds
[2025-10-18T02:22:06.038715] [INFO ] [CONFIGURE ] PSN: Average speed: 0.60 features/sec
[2025-10-18T02:22:06.039325] [INFO ] [LOCAL     ] Saved configuration for PSN: 4 features, 80.00% accuracy -> ./output/feature-sets/PSN.json
[2025-10-18T02:22:06.039394] [INFO ] [CONFIGURE ] PSN: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-18T02:22:06.039479] [INFO ] [sig       ] [298/380] Successfully configured PSN | 0.02 sym/s | Total: 3.6h | ETA: 59.1m
[2025-10-18T02:22:06.039546] [INFO ] [sig       ] [299/380] Configuring PSTG...
[2025-10-18T02:22:06.039610] [INFO ] [CONFIGURE ] PSTG: Configurate test run.
[2025-10-18T02:22:06.039694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-10-18T02:22:06.052740] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSTG'.
[2025-10-18T02:22:06.053103] [INFO ] [CONFIGURE ] PSTG: Testing with 29 available features
[2025-10-18T02:22:06.053162] [INFO ] [CONFIGURE ] PSTG: Establishing baseline with no features...
[2025-10-18T02:22:06.158780] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:06.265091] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:06.367968] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:06.471756] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:06.575225] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:06.681922] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:22:06.786718] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:06.893981] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:22:07.007599] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:07.114719] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:07.114883] [INFO ] [CONFIGURE ] PSTG: Baseline score (no features): 40.00%
[2025-10-18T02:22:07.114926] [INFO ] [CONFIGURE ] PSTG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:22:07.114960] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:22:07.245161] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:07.373253] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:07.496292] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:07.659088] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:07.775347] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:07.890935] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:08.009612] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:08.129329] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:08.247057] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:08.365443] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:08.365605] [INFO ] [CONFIGURE ] PSTG: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T02:22:08.365682] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2457 tests
[2025-10-18T02:22:08.365738] [INFO ] [CONFIGURE ] PSTG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:22:08.365772] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:22:08.496417] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:22:08.632972] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:08.765709] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:08.898262] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:22:09.030808] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:09.164008] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:09.297013] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:09.434216] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:09.569178] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:22:09.704342] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:09.704511] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T02:22:09.704554] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 1.5s/test | Remaining: 2456 tests
[2025-10-18T02:22:09.704588] [INFO ] [CONFIGURE ] PSTG: Testing feature 3/29: add_daily_returns
[2025-10-18T02:22:09.704619] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:22:09.824055] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:09.942115] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:10.060265] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:10.181186] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:10.299901] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:10.418660] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:22:10.538100] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:10.662241] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:10.784009] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:10.930315] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:10.930501] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:22:10.930547] [INFO ] [CONFIGURE ] JOB ETA: 60.0m | Avg: 1.5s/test | Remaining: 2455 tests
[2025-10-18T02:22:10.930583] [INFO ] [CONFIGURE ] PSTG: Testing feature 4/29: add_ema
[2025-10-18T02:22:10.930617] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T02:22:11.069542] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:11.205203] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:11.341689] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:11.484259] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:11.643183] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:11.796300] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:22:11.940742] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:12.079056] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:22:12.219197] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:12.360502] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:12.360708] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:22:12.360772] [INFO ] [CONFIGURE ] JOB ETA: 60.0m | Avg: 1.5s/test | Remaining: 2454 tests
[2025-10-18T02:22:12.360810] [INFO ] [CONFIGURE ] PSTG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:22:12.360842] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:22:12.508104] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:12.661163] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:12.809927] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:12.955303] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:13.106195] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:13.251896] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:13.398898] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:13.546159] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:13.695942] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:13.846420] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:13.846564] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:22:13.846608] [INFO ] [CONFIGURE ] JOB ETA: 59.9m | Avg: 1.5s/test | Remaining: 2453 tests
[2025-10-18T02:22:13.846693] [INFO ] [CONFIGURE ] PSTG: Testing feature 6/29: add_failed_moves
[2025-10-18T02:22:13.846744] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T02:22:13.971616] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:14.096808] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:14.216269] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:14.336682] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:14.457045] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:14.577048] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:14.698857] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:14.819870] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:14.941108] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:15.063331] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:15.063493] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:22:15.063537] [INFO ] [CONFIGURE ] JOB ETA: 59.9m | Avg: 1.5s/test | Remaining: 2452 tests
[2025-10-18T02:22:15.063570] [INFO ] [CONFIGURE ] PSTG: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:22:15.063601] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T02:22:15.174341] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:15.285346] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:15.396706] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:15.508048] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:15.621175] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:15.736638] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:22:15.849749] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:15.964188] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:22:16.079272] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:16.193331] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:16.193471] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T02:22:16.193516] [INFO ] [CONFIGURE ] JOB ETA: 59.9m | Avg: 1.5s/test | Remaining: 2451 tests
[2025-10-18T02:22:16.193551] [INFO ] [CONFIGURE ] PSTG: Testing feature 8/29: add_macd
[2025-10-18T02:22:16.193583] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T02:22:16.341117] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:22:16.492864] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:22:16.643055] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:16.802827] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:16.951597] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:17.102730] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:22:17.253126] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:17.407555] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:17.559282] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:17.709669] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:17.709836] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:22:17.709899] [INFO ] [CONFIGURE ] JOB ETA: 59.9m | Avg: 1.5s/test | Remaining: 2450 tests
[2025-10-18T02:22:17.709946] [INFO ] [CONFIGURE ] PSTG: Testing feature 9/29: add_mfi
[2025-10-18T02:22:17.710001] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T02:22:17.833407] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:17.966350] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:18.107395] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:18.240797] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:18.373889] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:18.506882] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:18.641494] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:18.775118] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:18.913840] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:19.050459] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:19.050636] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T02:22:19.050718] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 1.5s/test | Remaining: 2449 tests
[2025-10-18T02:22:19.050760] [INFO ] [CONFIGURE ] PSTG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:22:19.050794] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:22:19.198150] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:19.345055] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:19.493156] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:22:19.641752] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:19.831610] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:19.982255] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:20.134066] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:20.289776] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:22:20.441446] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:20.601218] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:20.601389] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T02:22:20.601443] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 1.5s/test | Remaining: 2448 tests
[2025-10-18T02:22:20.601479] [INFO ] [CONFIGURE ] PSTG: Testing feature 11/29: add_obv_daily
[2025-10-18T02:22:20.601510] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T02:22:20.725763] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:20.850456] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:20.976210] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:21.103174] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:21.230028] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:21.362314] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:22:21.490558] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:21.618993] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:21.744069] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:21.870250] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:21.870396] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T02:22:21.870441] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 1.5s/test | Remaining: 2447 tests
[2025-10-18T02:22:21.870476] [INFO ] [CONFIGURE ] PSTG: Testing feature 12/29: add_obv_interval
[2025-10-18T02:22:21.870507] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T02:22:21.989968] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:22.115027] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:22.234878] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:22:22.357636] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:22.478725] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:22.599918] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:22.724920] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:22.865020] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:22.991354] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:23.122460] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:23.122610] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T02:22:23.122681] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 1.5s/test | Remaining: 2446 tests
[2025-10-18T02:22:23.122735] [INFO ] [CONFIGURE ] PSTG: Testing feature 13/29: add_opening_strength
[2025-10-18T02:22:23.122768] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:22:23.251484] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:23.386551] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:23.519266] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:23.656901] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:22:23.793108] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:23.924206] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:24.073946] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:22:24.218201] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:22:24.350796] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:24.488626] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:24.488818] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:22:24.488868] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 1.5s/test | Remaining: 2445 tests
[2025-10-18T02:22:24.488904] [INFO ] [CONFIGURE ] PSTG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:22:24.488935] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T02:22:24.620591] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:24.752942] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:24.885613] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:25.018870] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:25.153010] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:25.293498] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:25.429345] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:25.566245] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:25.703560] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:25.871110] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:25.871280] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T02:22:25.871325] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 1.5s/test | Remaining: 2444 tests
[2025-10-18T02:22:25.871360] [INFO ] [CONFIGURE ] PSTG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:22:25.871392] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T02:22:25.986758] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:26.108191] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:26.223619] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:22:26.340350] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:26.457589] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:26.574508] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:26.690730] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:26.808095] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:26.934342] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:27.055552] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:27.055748] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:22:27.055802] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 1.5s/test | Remaining: 2443 tests
[2025-10-18T02:22:27.055838] [INFO ] [CONFIGURE ] PSTG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:22:27.055869] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T02:22:27.179616] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:27.303914] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:27.434821] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:27.565078] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:27.693222] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:27.815503] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:27.939054] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:22:28.062985] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:28.186809] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:22:28.310463] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:28.310612] [INFO ] [CONFIGURE ] PSTG: KEPT add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T02:22:28.310693] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 1.5s/test | Remaining: 2442 tests
[2025-10-18T02:22:28.310746] [INFO ] [CONFIGURE ] PSTG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:22:28.310781] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-18T02:22:28.459569] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:28.608274] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:28.755479] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:28.933970] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:29.080488] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:29.225115] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:29.375937] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:29.525191] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:29.673638] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:29.821737] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:29.821928] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:22:29.821974] [INFO ] [CONFIGURE ] JOB ETA: 59.6m | Avg: 1.5s/test | Remaining: 2441 tests
[2025-10-18T02:22:29.822010] [INFO ] [CONFIGURE ] PSTG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:22:29.822042] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-18T02:22:29.956829] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:30.100500] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:30.239917] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:22:30.374118] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:22:30.511188] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:30.641868] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:30.773863] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:30.920937] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:31.076463] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:22:31.232247] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:31.232488] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T02:22:31.232554] [INFO ] [CONFIGURE ] JOB ETA: 59.6m | Avg: 1.5s/test | Remaining: 2440 tests
[2025-10-18T02:22:31.232594] [INFO ] [CONFIGURE ] PSTG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:22:31.232628] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-18T02:22:31.379510] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:31.524349] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:31.671187] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:31.837835] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:31.981890] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:32.115950] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:32.250233] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:22:32.386014] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:32.528211] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:22:32.666115] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:32.666291] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:22:32.666355] [INFO ] [CONFIGURE ] JOB ETA: 59.6m | Avg: 1.5s/test | Remaining: 2439 tests
[2025-10-18T02:22:32.666414] [INFO ] [CONFIGURE ] PSTG: Testing feature 20/29: add_price_rejection
[2025-10-18T02:22:32.666448] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-18T02:22:32.811566] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:32.959087] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:33.110948] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:33.260742] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:22:33.412931] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:33.563845] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:33.720635] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:33.871525] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:22:34.015376] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:22:34.160258] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:34.160433] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:22:34.160480] [INFO ] [CONFIGURE ] JOB ETA: 59.6m | Avg: 1.5s/test | Remaining: 2438 tests
[2025-10-18T02:22:34.160515] [INFO ] [CONFIGURE ] PSTG: Testing feature 21/29: add_range_position
[2025-10-18T02:22:34.160550] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-18T02:22:34.304792] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:34.450816] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:34.595317] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:34.740327] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:22:34.892314] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:35.048683] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:35.217831] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:22:35.380588] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:35.542178] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:22:35.697209] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:35.697419] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:22:35.697515] [INFO ] [CONFIGURE ] JOB ETA: 59.5m | Avg: 1.5s/test | Remaining: 2437 tests
[2025-10-18T02:22:35.697558] [INFO ] [CONFIGURE ] PSTG: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:22:35.697591] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-18T02:22:35.869756] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:36.036132] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:36.213138] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:22:36.379946] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:22:36.552483] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:36.720510] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:36.906302] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:22:37.104977] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:37.278900] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:22:37.454185] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:37.454385] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:22:37.454430] [INFO ] [CONFIGURE ] JOB ETA: 59.5m | Avg: 1.5s/test | Remaining: 2436 tests
[2025-10-18T02:22:37.454466] [INFO ] [CONFIGURE ] PSTG: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:22:37.454500] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-18T02:22:37.601250] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:37.751247] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:37.900732] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:22:38.070450] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:38.244213] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:38.426685] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:22:38.627495] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:22:38.822483] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:38.991807] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:22:39.148537] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:39.148967] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:22:39.149022] [INFO ] [CONFIGURE ] JOB ETA: 59.5m | Avg: 1.5s/test | Remaining: 2435 tests
[2025-10-18T02:22:39.149058] [INFO ] [CONFIGURE ] PSTG: Testing feature 24/29: add_rsi
[2025-10-18T02:22:39.149091] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-18T02:22:39.325070] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:39.486294] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:39.638347] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:39.795042] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:22:39.950291] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:40.104948] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:22:40.261998] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:40.419434] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:22:40.577524] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:40.732697] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:40.732858] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T02:22:40.732901] [INFO ] [CONFIGURE ] JOB ETA: 59.5m | Avg: 1.5s/test | Remaining: 2434 tests
[2025-10-18T02:22:40.732935] [INFO ] [CONFIGURE ] PSTG: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:22:40.732965] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-18T02:22:40.860530] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:40.990412] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:41.116782] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:41.244103] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:41.378428] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:41.513527] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:41.643189] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:22:41.773937] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:41.908739] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:42.041862] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:42.042021] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:22:42.042065] [INFO ] [CONFIGURE ] JOB ETA: 59.4m | Avg: 1.5s/test | Remaining: 2433 tests
[2025-10-18T02:22:42.042100] [INFO ] [CONFIGURE ] PSTG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:22:42.042131] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-18T02:22:42.172718] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:42.303319] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:42.436719] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:22:42.570207] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:42.705988] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:42.839849] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:42.980638] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:43.120154] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:43.265882] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:22:43.424273] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:43.424426] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:22:43.424488] [INFO ] [CONFIGURE ] JOB ETA: 59.4m | Avg: 1.5s/test | Remaining: 2432 tests
[2025-10-18T02:22:43.424526] [INFO ] [CONFIGURE ] PSTG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:22:43.424558] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-18T02:22:43.572331] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:43.724887] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:43.874416] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:44.023038] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:44.168375] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:44.316351] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:44.462015] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:44.608968] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:44.755942] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:22:44.910039] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:44.910257] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:22:44.910306] [INFO ] [CONFIGURE ] JOB ETA: 59.4m | Avg: 1.5s/test | Remaining: 2431 tests
[2025-10-18T02:22:44.910342] [INFO ] [CONFIGURE ] PSTG: Testing feature 28/29: add_volume_profile
[2025-10-18T02:22:44.910375] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-18T02:22:45.069187] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:45.221578] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:45.362158] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:45.502374] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:22:45.647590] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:45.788468] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:45.930713] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:46.076381] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:46.221169] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:22:46.361561] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:46.361782] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:22:46.361886] [INFO ] [CONFIGURE ] JOB ETA: 59.4m | Avg: 1.5s/test | Remaining: 2430 tests
[2025-10-18T02:22:46.361941] [INFO ] [CONFIGURE ] PSTG: Testing feature 29/29: add_vwap
[2025-10-18T02:22:46.361975] [INFO ] [CONFIGURE ] PSTG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_vwap']
[2025-10-18T02:22:46.500445] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:22:46.645012] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:46.784744] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:22:46.935210] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:22:47.087040] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:47.229386] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:22:47.372262] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:22:47.520552] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:47.664021] [DEBUG] [FORECASTER] PSTG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:22:47.808620] [DEBUG] [FORECASTER] PSTG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:47.808774] [INFO ] [CONFIGURE ] PSTG: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:22:47.808826] [INFO ] [CONFIGURE ] JOB ETA: 59.3m | Avg: 1.5s/test | Remaining: 2429 tests
[2025-10-18T02:22:47.808861] [INFO ] [CONFIGURE ] PSTG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:22:47.808890] [INFO ] [CONFIGURE ] PSTG: Best accuracy: 80.00%
[2025-10-18T02:22:47.808920] [INFO ] [CONFIGURE ] PSTG: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T02:22:47.808948] [INFO ] [CONFIGURE ] PSTG: Improvement over baseline: 40.00%
[2025-10-18T02:22:47.808974] [INFO ] [CONFIGURE ] PSTG: Total time: 40.7 seconds
[2025-10-18T02:22:47.809000] [INFO ] [CONFIGURE ] PSTG: Average time per feature: 1.4 seconds
[2025-10-18T02:22:47.809027] [INFO ] [CONFIGURE ] PSTG: Average speed: 0.71 features/sec
[2025-10-18T02:22:47.809597] [INFO ] [LOCAL     ] Saved configuration for PSTG: 2 features, 80.00% accuracy -> ./output/feature-sets/PSTG.json
[2025-10-18T02:22:47.809689] [INFO ] [CONFIGURE ] PSTG: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T02:22:47.809785] [INFO ] [sig       ] [299/380] Successfully configured PSTG | 0.02 sym/s | Total: 3.6h | ETA: 58.4m
[2025-10-18T02:22:47.809860] [INFO ] [sig       ] [300/380] Configuring PSTL...
[2025-10-18T02:22:47.809925] [INFO ] [CONFIGURE ] PSTL: Configurate test run.
[2025-10-18T02:22:47.809980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-10-18T02:22:47.823743] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSTL'.
[2025-10-18T02:22:47.824104] [INFO ] [CONFIGURE ] PSTL: Testing with 29 available features
[2025-10-18T02:22:47.824161] [INFO ] [CONFIGURE ] PSTL: Establishing baseline with no features...
[2025-10-18T02:22:47.928754] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:22:48.033486] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:22:48.139607] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:22:48.246069] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:22:48.351015] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:48.459337] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:22:48.567319] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:22:48.676131] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:48.781724] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:22:48.888752] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:48.888879] [INFO ] [CONFIGURE ] PSTL: Baseline score (no features): 60.00%
[2025-10-18T02:22:48.888921] [INFO ] [CONFIGURE ] PSTL: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:22:48.888953] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:22:49.008467] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:22:49.130312] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:49.251102] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:22:49.372268] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:22:49.494094] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:49.616122] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:22:49.752241] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:22:49.875824] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:50.000416] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:22:50.159547] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:50.159743] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T02:22:50.159799] [INFO ] [CONFIGURE ] JOB ETA: 59.3m | Avg: 1.5s/test | Remaining: 2428 tests
[2025-10-18T02:22:50.159836] [INFO ] [CONFIGURE ] PSTL: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:22:50.159867] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:22:50.286335] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:22:50.420789] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:50.563790] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:22:50.718614] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:22:50.871360] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:51.005517] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:22:51.137507] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:22:51.271007] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:22:51.403259] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:22:51.536427] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:51.536605] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T02:22:51.536699] [INFO ] [CONFIGURE ] JOB ETA: 59.3m | Avg: 1.5s/test | Remaining: 2427 tests
[2025-10-18T02:22:51.536837] [INFO ] [CONFIGURE ] PSTL: Testing feature 3/29: add_daily_returns
[2025-10-18T02:22:51.536890] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_daily_returns']
[2025-10-18T02:22:51.649485] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:22:51.762174] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:51.873916] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:22:51.987507] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:22:52.104370] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:52.217293] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:22:52.330615] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:22:52.445499] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:52.560395] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:22:52.675604] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:22:52.675785] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:22:52.675835] [INFO ] [CONFIGURE ] JOB ETA: 59.3m | Avg: 1.5s/test | Remaining: 2426 tests
[2025-10-18T02:22:52.675869] [INFO ] [CONFIGURE ] PSTL: Testing feature 4/29: add_ema
[2025-10-18T02:22:52.675899] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_ema']
[2025-10-18T02:22:52.801284] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:22:52.927253] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:22:53.057174] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:22:53.219351] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:22:53.347055] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:22:53.473386] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:22:53.601994] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:22:53.738175] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:53.871622] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:22:54.005574] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:22:54.005794] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_ema (score: 60.00%)
[2025-10-18T02:22:54.005848] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 1.5s/test | Remaining: 2425 tests
[2025-10-18T02:22:54.005886] [INFO ] [CONFIGURE ] PSTL: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:22:54.005920] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:22:54.146204] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:22:54.327388] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:54.468028] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:22:54.623069] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:22:54.767044] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:54.903928] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:22:55.041349] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:22:55.190946] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:55.346799] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:22:55.498126] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:22:55.498331] [INFO ] [CONFIGURE ] PSTL: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-18T02:22:55.498418] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 1.5s/test | Remaining: 2424 tests
[2025-10-18T02:22:55.498495] [INFO ] [CONFIGURE ] PSTL: Testing feature 6/29: add_failed_moves
[2025-10-18T02:22:55.498574] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T02:22:55.655337] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:22:55.814715] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:55.972431] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:22:56.134069] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:22:56.280382] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:56.429035] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:22:56.577569] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:22:56.727090] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:22:56.874820] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:22:57.012755] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:22:57.012930] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:22:57.012974] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 1.5s/test | Remaining: 2423 tests
[2025-10-18T02:22:57.013009] [INFO ] [CONFIGURE ] PSTL: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:22:57.013041] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T02:22:57.141096] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:22:57.269442] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:22:57.400595] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:22:57.531556] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:22:57.668167] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:57.805334] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:22:57.944950] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:22:58.082382] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:22:58.217609] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:22:58.353766] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:22:58.353948] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:22:58.353993] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 1.5s/test | Remaining: 2422 tests
[2025-10-18T02:22:58.354029] [INFO ] [CONFIGURE ] PSTL: Testing feature 8/29: add_macd
[2025-10-18T02:22:58.354060] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T02:22:58.517764] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:22:58.676169] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:22:58.833411] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:22:58.999849] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:22:59.160734] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:22:59.325284] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:22:59.502548] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:22:59.676214] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:22:59.852846] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:23:00.036885] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:00.037134] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:23:00.037200] [INFO ] [CONFIGURE ] JOB ETA: 59.1m | Avg: 1.5s/test | Remaining: 2421 tests
[2025-10-18T02:23:00.037241] [INFO ] [CONFIGURE ] PSTL: Testing feature 9/29: add_mfi
[2025-10-18T02:23:00.037274] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T02:23:00.192132] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:00.340832] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:23:00.501988] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:23:00.651357] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:23:00.795122] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:00.941622] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:01.085900] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:01.231675] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:23:01.388031] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:01.541494] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:01.541780] [INFO ] [CONFIGURE ] PSTL: KEPT add_mfi (score: 80.00%)
[2025-10-18T02:23:01.541842] [INFO ] [CONFIGURE ] JOB ETA: 59.1m | Avg: 1.5s/test | Remaining: 2420 tests
[2025-10-18T02:23:01.541883] [INFO ] [CONFIGURE ] PSTL: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:23:01.541916] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:23:01.723636] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:01.906238] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:02.086174] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:23:02.265308] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:23:02.444528] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:23:02.625193] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:23:02.805404] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:02.987372] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:23:03.178314] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:23:03.364826] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:03.365015] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-10-18T02:23:03.365059] [INFO ] [CONFIGURE ] JOB ETA: 59.1m | Avg: 1.5s/test | Remaining: 2419 tests
[2025-10-18T02:23:03.365095] [INFO ] [CONFIGURE ] PSTL: Testing feature 11/29: add_obv_daily
[2025-10-18T02:23:03.365150] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_daily']
[2025-10-18T02:23:03.521466] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:03.684021] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:23:03.839305] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:23:03.995753] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:23:04.159143] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:04.319710] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:04.479802] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:23:04.637046] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:23:04.796825] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:04.952082] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:04.952229] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:23:04.952272] [INFO ] [CONFIGURE ] JOB ETA: 59.1m | Avg: 1.5s/test | Remaining: 2418 tests
[2025-10-18T02:23:04.952306] [INFO ] [CONFIGURE ] PSTL: Testing feature 12/29: add_obv_interval
[2025-10-18T02:23:04.952337] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_interval']
[2025-10-18T02:23:05.101768] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:05.268519] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:23:05.439268] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:23:05.601733] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:23:05.766817] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:05.948840] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:06.125858] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:23:06.309006] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:23:06.464016] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:06.618221] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:06.618410] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:23:06.618454] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 1.5s/test | Remaining: 2417 tests
[2025-10-18T02:23:06.618489] [INFO ] [CONFIGURE ] PSTL: Testing feature 13/29: add_opening_strength
[2025-10-18T02:23:06.618521] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:23:06.777592] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:06.937037] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:23:07.099388] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:23:07.269315] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:23:07.437631] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:07.602446] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:23:07.768359] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:07.946954] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:23:08.110036] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:08.276084] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:08.276262] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:23:08.276338] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 1.5s/test | Remaining: 2416 tests
[2025-10-18T02:23:08.276389] [INFO ] [CONFIGURE ] PSTL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:23:08.276424] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T02:23:08.446694] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:08.658947] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:08.833077] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:23:09.004722] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:23:09.170602] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:09.334288] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:23:09.498109] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:09.661514] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:23:09.835498] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:23:10.019130] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:23:10.019307] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:23:10.019435] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 1.5s/test | Remaining: 2415 tests
[2025-10-18T02:23:10.019479] [INFO ] [CONFIGURE ] PSTL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:23:10.019512] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T02:23:10.168994] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:10.321472] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:23:10.478011] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:23:10.628276] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:23:10.778233] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:23:10.929508] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:11.085094] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:11.237923] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:23:11.427870] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:11.580887] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:23:11.581050] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T02:23:11.581093] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 1.5s/test | Remaining: 2414 tests
[2025-10-18T02:23:11.581142] [INFO ] [CONFIGURE ] PSTL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:23:11.581232] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T02:23:11.743050] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:11.904035] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:12.064180] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:23:12.222147] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:23:12.383369] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:12.560916] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:23:12.735341] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:12.895486] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:23:13.054861] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:13.220182] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:13.220364] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T02:23:13.220419] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 1.5s/test | Remaining: 2413 tests
[2025-10-18T02:23:13.220464] [INFO ] [CONFIGURE ] PSTL: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:23:13.220520] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_return_2d']
[2025-10-18T02:23:13.376209] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:13.532757] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:13.693022] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:23:13.861308] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:23:14.018345] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:14.175940] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:23:14.341088] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:14.507292] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:23:14.668221] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:14.829045] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:14.829174] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:23:14.829221] [INFO ] [CONFIGURE ] JOB ETA: 58.9m | Avg: 1.5s/test | Remaining: 2412 tests
[2025-10-18T02:23:14.829256] [INFO ] [CONFIGURE ] PSTL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:23:14.829286] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T02:23:14.975559] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:15.127716] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:23:15.277141] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:23:15.426724] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:23:15.576915] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:15.730091] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:15.884689] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:16.038725] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:23:16.191950] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:23:16.346108] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:23:16.346286] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:23:16.346330] [INFO ] [CONFIGURE ] JOB ETA: 58.9m | Avg: 1.5s/test | Remaining: 2411 tests
[2025-10-18T02:23:16.346364] [INFO ] [CONFIGURE ] PSTL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:23:16.346396] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T02:23:16.499540] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:16.662841] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:23:16.814479] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:23:16.964268] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:23:17.115775] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:17.280401] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:17.472090] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:17.625488] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:23:17.781801] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:17.948115] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:17.948324] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:23:17.948384] [INFO ] [CONFIGURE ] JOB ETA: 58.9m | Avg: 1.5s/test | Remaining: 2410 tests
[2025-10-18T02:23:17.948422] [INFO ] [CONFIGURE ] PSTL: Testing feature 20/29: add_price_rejection
[2025-10-18T02:23:17.948455] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_price_rejection']
[2025-10-18T02:23:18.118536] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:18.284499] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:23:18.452365] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:23:18.622515] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:23:18.800040] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:23:18.970623] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:23:19.147634] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:19.331272] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:23:19.502501] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:19.673496] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:23:19.673719] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T02:23:19.673800] [INFO ] [CONFIGURE ] JOB ETA: 58.9m | Avg: 1.5s/test | Remaining: 2409 tests
[2025-10-18T02:23:19.673861] [INFO ] [CONFIGURE ] PSTL: Testing feature 21/29: add_range_position
[2025-10-18T02:23:19.673899] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_range_position']
[2025-10-18T02:23:19.855933] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:20.030414] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:20.203902] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:23:20.378572] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:23:20.549413] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:23:20.722291] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:20.899182] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:21.072401] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:23:21.248849] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:23:21.422315] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:23:21.422460] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T02:23:21.422503] [INFO ] [CONFIGURE ] JOB ETA: 58.8m | Avg: 1.5s/test | Remaining: 2408 tests
[2025-10-18T02:23:21.422538] [INFO ] [CONFIGURE ] PSTL: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:23:21.422569] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_realized_volatility']
[2025-10-18T02:23:21.606327] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:21.793465] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:23:21.979434] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:23:22.162680] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:23:22.346554] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:22.532296] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:23:22.721068] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:22.910093] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:23:23.100074] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:23.289408] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:23:23.289618] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:23:23.289703] [INFO ] [CONFIGURE ] JOB ETA: 58.8m | Avg: 1.5s/test | Remaining: 2407 tests
[2025-10-18T02:23:23.289750] [INFO ] [CONFIGURE ] PSTL: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:23:23.289783] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_recent_range_context']
[2025-10-18T02:23:23.446316] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:23.605789] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:23.767386] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:23:23.925195] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:23:24.086492] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:24.248294] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:24.408777] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:24.576409] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:23:24.744627] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:24.912287] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:24.912470] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:23:24.912514] [INFO ] [CONFIGURE ] JOB ETA: 58.8m | Avg: 1.5s/test | Remaining: 2406 tests
[2025-10-18T02:23:24.912550] [INFO ] [CONFIGURE ] PSTL: Testing feature 24/29: add_rsi
[2025-10-18T02:23:24.912582] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_ema', 'add_rsi']
[2025-10-18T02:23:25.165980] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:25.349671] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:23:25.549432] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:23:25.728186] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:23:25.911944] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:23:26.095715] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:23:26.281749] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:26.467054] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:23:26.650186] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:26.856215] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:23:26.856396] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:23:26.856440] [INFO ] [CONFIGURE ] JOB ETA: 58.8m | Avg: 1.5s/test | Remaining: 2405 tests
[2025-10-18T02:23:26.856475] [INFO ] [CONFIGURE ] PSTL: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:23:26.856508] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_tick_distribution']
[2025-10-18T02:23:27.016476] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:27.187125] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:23:27.350676] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:23:27.511020] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:23:27.672721] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:23:27.835232] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:27.996353] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:28.158833] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:23:28.321156] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:28.490224] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:23:28.490454] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T02:23:28.490517] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 1.5s/test | Remaining: 2404 tests
[2025-10-18T02:23:28.490556] [INFO ] [CONFIGURE ] PSTL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:23:28.490588] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T02:23:28.651582] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:28.819052] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:23:28.987256] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:23:29.149587] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:23:29.315857] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:29.474280] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:29.631941] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:29.801330] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:23:29.970843] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:30.142276] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:23:30.142470] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:23:30.142514] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 1.5s/test | Remaining: 2403 tests
[2025-10-18T02:23:30.142549] [INFO ] [CONFIGURE ] PSTL: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:23:30.142583] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_price_divergence']
[2025-10-18T02:23:30.317899] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:30.491250] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:30.671488] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:23:30.851246] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:23:31.074424] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:31.329635] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:31.560230] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:31.746685] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:23:31.924281] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:23:32.103903] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:32.104078] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T02:23:32.104123] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 1.5s/test | Remaining: 2402 tests
[2025-10-18T02:23:32.104160] [INFO ] [CONFIGURE ] PSTL: Testing feature 28/29: add_volume_profile
[2025-10-18T02:23:32.104195] [INFO ] [CONFIGURE ] PSTL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_profile']
[2025-10-18T02:23:32.263201] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:32.423514] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:23:32.613392] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:23:32.772196] [DEBUG] [FORECASTER] PSTL: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:23:32.932606] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:33.094296] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:33.254852] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:33.414596] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:23:33.578403] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:33.748716] [DEBUG] [FORECASTER] PSTL: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:33.748899] [INFO ] [CONFIGURE ] PSTL: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T02:23:33.748947] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 1.5s/test | Remaining: 2401 tests
[2025-10-18T02:23:33.748984] [INFO ] [CONFIGURE ] PSTL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:23:33.749067] [INFO ] [CONFIGURE ] PSTL: Best accuracy: 80.00%
[2025-10-18T02:23:33.749109] [INFO ] [CONFIGURE ] PSTL: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T02:23:33.749140] [INFO ] [CONFIGURE ] PSTL: Improvement over baseline: 20.00%
[2025-10-18T02:23:33.749168] [INFO ] [CONFIGURE ] PSTL: Total time: 44.9 seconds
[2025-10-18T02:23:33.749195] [INFO ] [CONFIGURE ] PSTL: Average time per feature: 1.6 seconds
[2025-10-18T02:23:33.749223] [INFO ] [CONFIGURE ] PSTL: Average speed: 0.65 features/sec
[2025-10-18T02:23:33.750003] [INFO ] [LOCAL     ] Saved configuration for PSTL: 3 features, 80.00% accuracy -> ./output/feature-sets/PSTL.json
[2025-10-18T02:23:33.750060] [INFO ] [CONFIGURE ] PSTL: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T02:23:33.750100] [INFO ] [sig       ] [300/380] Successfully configured PSTL | 0.02 sym/s | Total: 3.6h | ETA: 57.7m
[2025-10-18T02:23:33.750134] [INFO ] [sig       ] [301/380] Configuring PSX...
[2025-10-18T02:23:33.750163] [INFO ] [CONFIGURE ] PSX: Configurate test run.
[2025-10-18T02:23:33.750193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-10-18T02:23:33.762919] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PSX'.
[2025-10-18T02:23:33.763298] [INFO ] [CONFIGURE ] PSX: Testing with 29 available features
[2025-10-18T02:23:33.763353] [INFO ] [CONFIGURE ] PSX: Establishing baseline with no features...
[2025-10-18T02:23:33.869539] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:33.984869] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:34.101325] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:23:34.222625] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:23:34.340571] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:23:34.445508] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:23:34.552152] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:23:34.659572] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:23:34.781157] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:34.911902] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:23:34.912105] [INFO ] [CONFIGURE ] PSX: Baseline score (no features): 30.00%
[2025-10-18T02:23:34.912167] [INFO ] [CONFIGURE ] PSX: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:23:34.912204] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:23:35.049509] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:35.186478] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:35.312732] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:23:35.447450] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:23:35.618851] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:23:35.753675] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:23:35.879299] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:23:36.000896] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:23:36.124000] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:36.256939] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:23:36.257305] [INFO ] [CONFIGURE ] PSX: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T02:23:36.257349] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 1.5s/test | Remaining: 2400 tests
[2025-10-18T02:23:36.257382] [INFO ] [CONFIGURE ] PSX: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:23:36.257412] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:23:36.385384] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:23:36.512958] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:36.640051] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:23:36.773299] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:23:36.906874] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:23:37.036946] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:23:37.166968] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:23:37.296582] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:23:37.436220] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:37.572370] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:37.572525] [INFO ] [CONFIGURE ] PSX: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-18T02:23:37.572567] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 1.5s/test | Remaining: 2399 tests
[2025-10-18T02:23:37.572601] [INFO ] [CONFIGURE ] PSX: Testing feature 3/29: add_daily_returns
[2025-10-18T02:23:37.572632] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:23:37.704864] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:23:37.844168] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:37.982584] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:23:38.118266] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:23:38.254926] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:23:38.395714] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:23:38.535863] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:23:38.687525] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:23:38.838229] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:38.999319] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:38.999508] [INFO ] [CONFIGURE ] PSX: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T02:23:38.999554] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 1.5s/test | Remaining: 2398 tests
[2025-10-18T02:23:38.999590] [INFO ] [CONFIGURE ] PSX: Testing feature 4/29: add_ema
[2025-10-18T02:23:38.999757] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T02:23:39.174319] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:23:39.340735] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:39.504555] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:23:39.670182] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:23:39.830369] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:23:39.989978] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:40.138777] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:23:40.283089] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:23:40.436349] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:40.594881] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:40.595060] [INFO ] [CONFIGURE ] PSX: DISCARDED add_ema (score: 50.00%)
[2025-10-18T02:23:40.595106] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 1.5s/test | Remaining: 2397 tests
[2025-10-18T02:23:40.595142] [INFO ] [CONFIGURE ] PSX: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:23:40.595174] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:23:40.743450] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:23:40.893723] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:41.044971] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:23:41.201718] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:23:41.358881] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:41.519820] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:41.711062] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:41.875129] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:23:42.030212] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:23:42.189917] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:23:42.191224] [INFO ] [CONFIGURE ] PSX: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:23:42.191290] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 1.5s/test | Remaining: 2396 tests
[2025-10-18T02:23:42.191329] [INFO ] [CONFIGURE ] PSX: Testing feature 6/29: add_failed_moves
[2025-10-18T02:23:42.191362] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T02:23:42.348949] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:23:42.501565] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:42.655373] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:23:42.807869] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:23:42.976432] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:43.135448] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:43.290571] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:43.445206] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:23:43.600605] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:23:43.758082] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:23:43.758306] [INFO ] [CONFIGURE ] PSX: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:23:43.758371] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 1.5s/test | Remaining: 2395 tests
[2025-10-18T02:23:43.758410] [INFO ] [CONFIGURE ] PSX: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:23:43.758443] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T02:23:43.908014] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:23:44.055058] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:44.204258] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:23:44.353827] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:23:44.508623] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:44.657927] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:44.809553] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:44.963428] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:23:45.112744] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:23:45.263360] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:23:45.263499] [INFO ] [CONFIGURE ] PSX: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T02:23:45.263543] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 1.5s/test | Remaining: 2394 tests
[2025-10-18T02:23:45.263577] [INFO ] [CONFIGURE ] PSX: Testing feature 8/29: add_macd
[2025-10-18T02:23:45.263608] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T02:23:45.429191] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:45.596125] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:45.769510] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:23:45.939328] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:23:46.110219] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:46.281997] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:46.459217] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:46.656499] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:23:46.856808] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:23:47.058163] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:47.058404] [INFO ] [CONFIGURE ] PSX: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:23:47.058454] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 1.5s/test | Remaining: 2393 tests
[2025-10-18T02:23:47.058493] [INFO ] [CONFIGURE ] PSX: Testing feature 9/29: add_mfi
[2025-10-18T02:23:47.058527] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T02:23:47.252175] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:23:47.436144] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:47.608145] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:23:47.789769] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:23:47.952842] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:23:48.116192] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:48.280124] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:48.449680] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:23:48.615677] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:48.780462] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:48.780630] [INFO ] [CONFIGURE ] PSX: KEPT add_mfi (score: 70.00%)
[2025-10-18T02:23:48.780709] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 1.5s/test | Remaining: 2392 tests
[2025-10-18T02:23:48.780754] [INFO ] [CONFIGURE ] PSX: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:23:48.780786] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:23:48.973240] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:49.176689] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:49.379002] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:23:49.585475] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:23:49.794453] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:23:49.998537] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:50.205339] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:50.414342] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:23:50.625111] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:50.847315] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:23:50.847559] [INFO ] [CONFIGURE ] PSX: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:23:50.847607] [INFO ] [CONFIGURE ] JOB ETA: 58.4m | Avg: 1.5s/test | Remaining: 2391 tests
[2025-10-18T02:23:50.847672] [INFO ] [CONFIGURE ] PSX: Testing feature 11/29: add_obv_daily
[2025-10-18T02:23:50.847732] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_daily']
[2025-10-18T02:23:51.031264] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:23:51.222277] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:23:51.408566] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:23:51.588146] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:23:51.771135] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:23:51.952302] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:52.138236] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:52.327553] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:23:52.522884] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:23:52.720361] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:52.720557] [INFO ] [CONFIGURE ] PSX: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:23:52.720602] [INFO ] [CONFIGURE ] JOB ETA: 58.4m | Avg: 1.5s/test | Remaining: 2390 tests
[2025-10-18T02:23:52.720637] [INFO ] [CONFIGURE ] PSX: Testing feature 12/29: add_obv_interval
[2025-10-18T02:23:52.720713] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_interval']
[2025-10-18T02:23:52.909463] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:23:53.098033] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:53.286227] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:23:53.477505] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:23:53.666189] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:23:53.871311] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:54.060661] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:54.248901] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:23:54.451483] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:23:54.652085] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:54.652282] [INFO ] [CONFIGURE ] PSX: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:23:54.652328] [INFO ] [CONFIGURE ] JOB ETA: 58.4m | Avg: 1.5s/test | Remaining: 2389 tests
[2025-10-18T02:23:54.652365] [INFO ] [CONFIGURE ] PSX: Testing feature 13/29: add_opening_strength
[2025-10-18T02:23:54.652399] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:23:54.848828] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:55.044841] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:55.239964] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:23:55.436062] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:23:55.626747] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:55.819377] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:56.031881] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:56.223809] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:23:56.415244] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:23:56.611966] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:56.612207] [INFO ] [CONFIGURE ] PSX: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:23:56.612264] [INFO ] [CONFIGURE ] JOB ETA: 58.4m | Avg: 1.5s/test | Remaining: 2388 tests
[2025-10-18T02:23:56.612301] [INFO ] [CONFIGURE ] PSX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:23:56.612334] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T02:23:56.808760] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:23:57.007979] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:57.201392] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:23:57.390567] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:23:57.574246] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:23:57.769145] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:57.957972] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:58.145900] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:23:58.332617] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:23:58.520594] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:23:58.520817] [INFO ] [CONFIGURE ] PSX: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:23:58.520868] [INFO ] [CONFIGURE ] JOB ETA: 58.3m | Avg: 1.5s/test | Remaining: 2387 tests
[2025-10-18T02:23:58.520904] [INFO ] [CONFIGURE ] PSX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:23:58.520935] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T02:23:58.685362] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:23:58.848798] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:23:59.012596] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:23:59.189853] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:23:59.356683] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:23:59.525022] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:23:59.693190] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:23:59.888846] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:24:00.062687] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:24:00.233916] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:24:00.234086] [INFO ] [CONFIGURE ] PSX: KEPT add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T02:24:00.234130] [INFO ] [CONFIGURE ] JOB ETA: 58.3m | Avg: 1.5s/test | Remaining: 2386 tests
[2025-10-18T02:24:00.234164] [INFO ] [CONFIGURE ] PSX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:24:00.234195] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-18T02:24:00.411917] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:00.591217] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:24:00.771195] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:24:00.972216] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:01.161005] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:01.347068] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:24:01.537504] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:24:01.741037] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:24:01.938383] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:02.130263] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:02.130661] [INFO ] [CONFIGURE ] PSX: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:24:02.130725] [INFO ] [CONFIGURE ] JOB ETA: 58.3m | Avg: 1.5s/test | Remaining: 2385 tests
[2025-10-18T02:24:02.130764] [INFO ] [CONFIGURE ] PSX: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:24:02.130796] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-18T02:24:02.317190] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:24:02.506559] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:24:02.691829] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:02.879396] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:03.066272] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:03.261130] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:24:03.451398] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:24:03.639263] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:24:03.840228] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:24:04.066421] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:24:04.066639] [INFO ] [CONFIGURE ] PSX: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:24:04.066749] [INFO ] [CONFIGURE ] JOB ETA: 58.3m | Avg: 1.5s/test | Remaining: 2384 tests
[2025-10-18T02:24:04.066819] [INFO ] [CONFIGURE ] PSX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:24:04.066862] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-18T02:24:04.277139] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:04.485146] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:24:04.692301] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:04.899876] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:05.101989] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:05.280366] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:24:05.462959] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:24:05.642779] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:24:05.826455] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:24:06.007478] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:24:06.007708] [INFO ] [CONFIGURE ] PSX: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:24:06.007794] [INFO ] [CONFIGURE ] JOB ETA: 58.3m | Avg: 1.5s/test | Remaining: 2383 tests
[2025-10-18T02:24:06.007845] [INFO ] [CONFIGURE ] PSX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:24:06.007880] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-18T02:24:06.198312] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:06.376533] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:24:06.554777] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:06.736407] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:06.918243] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:24:07.103756] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:24:07.286383] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:24:07.465194] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:24:07.645240] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:24:07.828936] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:24:07.829113] [INFO ] [CONFIGURE ] PSX: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:24:07.829182] [INFO ] [CONFIGURE ] JOB ETA: 58.2m | Avg: 1.5s/test | Remaining: 2382 tests
[2025-10-18T02:24:07.829242] [INFO ] [CONFIGURE ] PSX: Testing feature 20/29: add_price_rejection
[2025-10-18T02:24:07.829279] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-18T02:24:08.024087] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:08.223962] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:24:08.420354] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:08.615555] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:08.807015] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:09.020104] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:24:09.212083] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:24:09.407663] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:24:09.598986] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:24:09.792277] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:09.792448] [INFO ] [CONFIGURE ] PSX: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T02:24:09.792495] [INFO ] [CONFIGURE ] JOB ETA: 58.2m | Avg: 1.5s/test | Remaining: 2381 tests
[2025-10-18T02:24:09.792537] [INFO ] [CONFIGURE ] PSX: Testing feature 21/29: add_range_position
[2025-10-18T02:24:09.792572] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-18T02:24:10.031504] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:10.250511] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:24:10.455222] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:10.664998] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:10.865822] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:11.076509] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:24:11.272621] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:24:11.477351] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:24:11.681595] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:11.876109] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:11.876266] [INFO ] [CONFIGURE ] PSX: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:24:11.876309] [INFO ] [CONFIGURE ] JOB ETA: 58.2m | Avg: 1.5s/test | Remaining: 2380 tests
[2025-10-18T02:24:11.876345] [INFO ] [CONFIGURE ] PSX: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:24:11.876377] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-18T02:24:12.077322] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:12.281344] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:24:12.488605] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:12.693379] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:12.905558] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:13.118433] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:24:13.332315] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:24:13.551838] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:24:13.772017] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:24:13.995078] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:24:13.995307] [INFO ] [CONFIGURE ] PSX: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:24:13.995369] [INFO ] [CONFIGURE ] JOB ETA: 58.2m | Avg: 1.5s/test | Remaining: 2379 tests
[2025-10-18T02:24:13.995408] [INFO ] [CONFIGURE ] PSX: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:24:13.995441] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-18T02:24:14.188084] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:14.376438] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:24:14.561738] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:14.750670] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:14.947769] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:15.141881] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:24:15.342039] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:24:15.540738] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:24:15.766010] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:24:15.965516] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:24:15.965713] [INFO ] [CONFIGURE ] PSX: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:24:15.965773] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 1.5s/test | Remaining: 2378 tests
[2025-10-18T02:24:15.965812] [INFO ] [CONFIGURE ] PSX: Testing feature 24/29: add_rsi
[2025-10-18T02:24:15.965846] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-18T02:24:16.167396] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:16.370239] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:24:16.576873] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:16.778026] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:16.979815] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:24:17.188767] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:24:17.391831] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:24:17.607365] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:24:17.808538] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:24:18.012320] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:24:18.012512] [INFO ] [CONFIGURE ] PSX: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T02:24:18.012569] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 1.5s/test | Remaining: 2377 tests
[2025-10-18T02:24:18.012607] [INFO ] [CONFIGURE ] PSX: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:24:18.012639] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-18T02:24:18.190933] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:18.366405] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:24:18.543855] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:18.718518] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:18.895232] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:24:19.074727] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:24:19.255582] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:24:19.432591] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:24:19.613947] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:24:19.798881] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:24:19.799045] [INFO ] [CONFIGURE ] PSX: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:24:19.799088] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 1.5s/test | Remaining: 2376 tests
[2025-10-18T02:24:19.799122] [INFO ] [CONFIGURE ] PSX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:24:19.799153] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-18T02:24:19.976537] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:20.151497] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:24:20.327341] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:20.503915] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:20.679795] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:24:20.861138] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:24:21.043885] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:24:21.225756] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:24:21.406236] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:21.588151] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:24:21.588321] [INFO ] [CONFIGURE ] PSX: KEPT add_volume_momentum_confirmation (score: 90.00%)
[2025-10-18T02:24:21.588365] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 1.5s/test | Remaining: 2375 tests
[2025-10-18T02:24:21.588401] [INFO ] [CONFIGURE ] PSX: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:24:21.588434] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-10-18T02:24:21.785230] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:21.984401] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:24:22.181247] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:22.378684] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:22.577631] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:22.775439] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:24:22.986317] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:24:23.198020] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:24:23.400344] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:23.609373] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:24:23.609585] [INFO ] [CONFIGURE ] PSX: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T02:24:23.609632] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 1.5s/test | Remaining: 2374 tests
[2025-10-18T02:24:23.609707] [INFO ] [CONFIGURE ] PSX: Testing feature 28/29: add_volume_profile
[2025-10-18T02:24:23.609753] [INFO ] [CONFIGURE ] PSX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-10-18T02:24:23.824256] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:24.037920] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:24:24.325179] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:24.607962] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:24.866615] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:24:25.076953] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:24:25.278612] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:24:25.474994] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:24:25.673197] [DEBUG] [FORECASTER] PSX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:25.886421] [DEBUG] [FORECASTER] PSX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:25.886625] [INFO ] [CONFIGURE ] PSX: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T02:24:25.886705] [INFO ] [CONFIGURE ] JOB ETA: 58.0m | Avg: 1.5s/test | Remaining: 2373 tests
[2025-10-18T02:24:25.886777] [INFO ] [CONFIGURE ] PSX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:24:25.886872] [INFO ] [CONFIGURE ] PSX: Best accuracy: 90.00%
[2025-10-18T02:24:25.886925] [INFO ] [CONFIGURE ] PSX: Best feature set (6 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-18T02:24:25.886958] [INFO ] [CONFIGURE ] PSX: Improvement over baseline: 60.00%
[2025-10-18T02:24:25.886985] [INFO ] [CONFIGURE ] PSX: Total time: 51.0 seconds
[2025-10-18T02:24:25.887012] [INFO ] [CONFIGURE ] PSX: Average time per feature: 1.8 seconds
[2025-10-18T02:24:25.887038] [INFO ] [CONFIGURE ] PSX: Average speed: 0.57 features/sec
[2025-10-18T02:24:25.887579] [INFO ] [LOCAL     ] Saved configuration for PSX: 6 features, 90.00% accuracy -> ./output/feature-sets/PSX.json
[2025-10-18T02:24:25.887665] [INFO ] [CONFIGURE ] PSX: Configuration saved successfully: 6 features, 90.00% accuracy.
[2025-10-18T02:24:25.887794] [INFO ] [sig       ] [301/380] Successfully configured PSX | 0.02 sym/s | Total: 3.6h | ETA: 57.0m
[2025-10-18T02:24:25.887872] [INFO ] [sig       ] [302/380] Configuring PTA...
[2025-10-18T02:24:25.887938] [INFO ] [CONFIGURE ] PTA: Configurate test run.
[2025-10-18T02:24:25.888003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-10-18T02:24:25.901706] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PTA'.
[2025-10-18T02:24:25.902173] [INFO ] [CONFIGURE ] PTA: Testing with 29 available features
[2025-10-18T02:24:25.902230] [INFO ] [CONFIGURE ] PTA: Establishing baseline with no features...
[2025-10-18T02:24:26.010708] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:26.109158] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:24:26.208225] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:24:26.307759] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:24:26.406956] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:26.508101] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:24:26.608489] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:24:26.714401] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:24:26.814150] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:26.914152] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:26.914327] [INFO ] [CONFIGURE ] PTA: Baseline score (no features): 30.00%
[2025-10-18T02:24:26.914372] [INFO ] [CONFIGURE ] PTA: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:24:26.914405] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:24:27.029565] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:27.142178] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:27.256163] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:24:27.373157] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:24:27.491344] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:27.602836] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:27.715949] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:24:27.829610] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:24:27.944848] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:28.061251] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:28.061436] [INFO ] [CONFIGURE ] PTA: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T02:24:28.061480] [INFO ] [CONFIGURE ] JOB ETA: 58.0m | Avg: 1.5s/test | Remaining: 2372 tests
[2025-10-18T02:24:28.061514] [INFO ] [CONFIGURE ] PTA: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:24:28.061547] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:24:28.178996] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:28.296478] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:24:28.413402] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:28.531960] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:24:28.649979] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:28.770270] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:24:28.892380] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:24:29.019099] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:24:29.149921] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:29.275597] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:29.275775] [INFO ] [CONFIGURE ] PTA: KEPT add_cumulative_delta (score: 40.00%)
[2025-10-18T02:24:29.275827] [INFO ] [CONFIGURE ] JOB ETA: 58.0m | Avg: 1.5s/test | Remaining: 2371 tests
[2025-10-18T02:24:29.275863] [INFO ] [CONFIGURE ] PTA: Testing feature 3/29: add_daily_returns
[2025-10-18T02:24:29.275895] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:24:29.400635] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:29.526471] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:29.652531] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:29.782826] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:29.910342] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:30.039147] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:30.169745] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:24:30.298672] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:24:30.431590] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:30.564045] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:30.564228] [INFO ] [CONFIGURE ] PTA: KEPT add_daily_returns (score: 70.00%)
[2025-10-18T02:24:30.564275] [INFO ] [CONFIGURE ] JOB ETA: 58.0m | Avg: 1.5s/test | Remaining: 2370 tests
[2025-10-18T02:24:30.564311] [INFO ] [CONFIGURE ] PTA: Testing feature 4/29: add_ema
[2025-10-18T02:24:30.564344] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-18T02:24:30.710794] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:30.858357] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:30.999691] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:31.146448] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:31.308203] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:31.457559] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:31.610165] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:24:31.759804] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:24:31.913228] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:32.066767] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:32.066964] [INFO ] [CONFIGURE ] PTA: DISCARDED add_ema (score: 60.00%)
[2025-10-18T02:24:32.067010] [INFO ] [CONFIGURE ] JOB ETA: 57.9m | Avg: 1.5s/test | Remaining: 2369 tests
[2025-10-18T02:24:32.067046] [INFO ] [CONFIGURE ] PTA: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:24:32.067079] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:24:32.230597] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:32.385058] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:32.543544] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:24:32.713713] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:32.873346] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:33.031765] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:33.189574] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:24:33.348361] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:24:33.506637] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:33.670881] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:33.671133] [INFO ] [CONFIGURE ] PTA: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:24:33.671198] [INFO ] [CONFIGURE ] JOB ETA: 57.9m | Avg: 1.5s/test | Remaining: 2368 tests
[2025-10-18T02:24:33.671239] [INFO ] [CONFIGURE ] PTA: Testing feature 6/29: add_failed_moves
[2025-10-18T02:24:33.671271] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T02:24:33.805777] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:33.940178] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:34.074458] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:34.212910] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:34.364962] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:34.522818] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:34.672209] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:24:34.821139] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:24:34.979674] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:35.129357] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:35.129571] [INFO ] [CONFIGURE ] PTA: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:24:35.129719] [INFO ] [CONFIGURE ] JOB ETA: 57.9m | Avg: 1.5s/test | Remaining: 2367 tests
[2025-10-18T02:24:35.129775] [INFO ] [CONFIGURE ] PTA: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:24:35.129811] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T02:24:35.265880] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:35.401383] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:35.540317] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:35.677548] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:35.801152] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:35.926054] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:36.051231] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:24:36.176959] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:24:36.343854] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:36.498295] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:36.498488] [INFO ] [CONFIGURE ] PTA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:24:36.498532] [INFO ] [CONFIGURE ] JOB ETA: 57.9m | Avg: 1.5s/test | Remaining: 2366 tests
[2025-10-18T02:24:36.498568] [INFO ] [CONFIGURE ] PTA: Testing feature 8/29: add_macd
[2025-10-18T02:24:36.498601] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T02:24:36.676235] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:36.835330] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:36.996232] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:24:37.163905] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:37.322574] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:37.482056] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:37.641220] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:24:37.807950] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:24:37.969228] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:38.132022] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:38.132197] [INFO ] [CONFIGURE ] PTA: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:24:38.132241] [INFO ] [CONFIGURE ] JOB ETA: 57.8m | Avg: 1.5s/test | Remaining: 2365 tests
[2025-10-18T02:24:38.132276] [INFO ] [CONFIGURE ] PTA: Testing feature 9/29: add_mfi
[2025-10-18T02:24:38.132307] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-18T02:24:38.269817] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:38.412817] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:38.552630] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:38.693312] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:38.836518] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:38.981384] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:39.131139] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:24:39.280255] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:24:39.426282] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:39.570552] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:39.570734] [INFO ] [CONFIGURE ] PTA: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:24:39.570789] [INFO ] [CONFIGURE ] JOB ETA: 57.8m | Avg: 1.5s/test | Remaining: 2364 tests
[2025-10-18T02:24:39.570825] [INFO ] [CONFIGURE ] PTA: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:24:39.570856] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:24:39.728307] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:39.880355] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:40.034755] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:40.186794] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:40.342988] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:40.497155] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:40.651279] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:24:40.811816] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:24:40.966569] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:41.126256] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:41.126403] [INFO ] [CONFIGURE ] PTA: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T02:24:41.126465] [INFO ] [CONFIGURE ] JOB ETA: 57.8m | Avg: 1.5s/test | Remaining: 2363 tests
[2025-10-18T02:24:41.126524] [INFO ] [CONFIGURE ] PTA: Testing feature 11/29: add_obv_daily
[2025-10-18T02:24:41.126559] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T02:24:41.258563] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:41.390674] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:24:41.523726] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:41.662693] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:41.796992] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:41.931894] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:42.067113] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:24:42.203427] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:24:42.340322] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:42.478752] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:24:42.478902] [INFO ] [CONFIGURE ] PTA: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T02:24:42.478946] [INFO ] [CONFIGURE ] JOB ETA: 57.8m | Avg: 1.5s/test | Remaining: 2362 tests
[2025-10-18T02:24:42.479074] [INFO ] [CONFIGURE ] PTA: Testing feature 12/29: add_obv_interval
[2025-10-18T02:24:42.479115] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T02:24:42.609824] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:42.739665] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:42.875096] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:24:43.007238] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:24:43.139398] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:43.273234] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:43.409278] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:24:43.573076] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:24:43.717676] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:43.850707] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:43.850850] [INFO ] [CONFIGURE ] PTA: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T02:24:43.850893] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 1.5s/test | Remaining: 2361 tests
[2025-10-18T02:24:43.850926] [INFO ] [CONFIGURE ] PTA: Testing feature 13/29: add_opening_strength
[2025-10-18T02:24:43.850955] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:24:43.986534] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:44.124613] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:44.270613] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:44.408129] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:44.545593] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:44.683070] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:44.826168] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:24:44.966594] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:24:45.106205] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:45.247912] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:45.248085] [INFO ] [CONFIGURE ] PTA: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T02:24:45.248129] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 1.5s/test | Remaining: 2360 tests
[2025-10-18T02:24:45.248165] [INFO ] [CONFIGURE ] PTA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:24:45.248195] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T02:24:45.403022] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:45.553330] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:45.700732] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:45.844427] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:45.993636] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:46.140315] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:46.291352] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:24:46.441844] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:24:46.595720] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:46.753441] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:46.753682] [INFO ] [CONFIGURE ] PTA: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T02:24:46.753744] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 1.5s/test | Remaining: 2359 tests
[2025-10-18T02:24:46.753784] [INFO ] [CONFIGURE ] PTA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:24:46.753818] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T02:24:46.880691] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:47.005219] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:47.133786] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:47.258111] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:47.386540] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:47.513010] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:47.640459] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:24:47.768312] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:24:47.897346] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:48.026547] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:24:48.026753] [INFO ] [CONFIGURE ] PTA: KEPT add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T02:24:48.026805] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 1.5s/test | Remaining: 2358 tests
[2025-10-18T02:24:48.026840] [INFO ] [CONFIGURE ] PTA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:24:48.026872] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-18T02:24:48.171333] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:48.311617] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:48.448488] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:48.590138] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:48.744559] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:48.918364] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:49.098336] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:24:49.251940] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:24:49.398980] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:49.542105] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:24:49.542258] [INFO ] [CONFIGURE ] PTA: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T02:24:49.542322] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2357 tests
[2025-10-18T02:24:49.542381] [INFO ] [CONFIGURE ] PTA: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:24:49.542415] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-18T02:24:49.684109] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:49.828410] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:49.971547] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:24:50.116982] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:24:50.262079] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:50.406945] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:50.553198] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:24:50.697104] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:24:50.845027] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:50.994752] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:50.994936] [INFO ] [CONFIGURE ] PTA: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T02:24:50.994981] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2356 tests
[2025-10-18T02:24:50.995016] [INFO ] [CONFIGURE ] PTA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:24:50.995049] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-18T02:24:51.133380] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:51.272310] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:51.411461] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:51.585185] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:51.717900] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:51.856546] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:51.992745] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:24:52.130299] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:24:52.269618] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:52.408400] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:52.408623] [INFO ] [CONFIGURE ] PTA: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:24:52.408706] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2355 tests
[2025-10-18T02:24:52.408753] [INFO ] [CONFIGURE ] PTA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:24:52.408788] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-18T02:24:52.538922] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:52.669590] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:52.800710] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:52.932825] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:53.064632] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:53.197301] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:53.333399] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:24:53.470709] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:24:53.607011] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:53.747634] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:24:53.747896] [INFO ] [CONFIGURE ] PTA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:24:53.747949] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 1.5s/test | Remaining: 2354 tests
[2025-10-18T02:24:53.747987] [INFO ] [CONFIGURE ] PTA: Testing feature 20/29: add_price_rejection
[2025-10-18T02:24:53.748021] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-18T02:24:53.892533] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:54.036379] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:54.181728] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:54.339638] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:54.506428] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:54.664216] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:54.817303] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:24:54.968200] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:24:55.116605] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:55.266481] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:24:55.266685] [INFO ] [CONFIGURE ] PTA: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T02:24:55.266748] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2353 tests
[2025-10-18T02:24:55.266787] [INFO ] [CONFIGURE ] PTA: Testing feature 21/29: add_range_position
[2025-10-18T02:24:55.266820] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-18T02:24:55.421387] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:55.581995] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:55.742483] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:55.901519] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:56.060523] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:56.221145] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:24:56.383858] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:24:56.543774] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:24:56.705191] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:56.865147] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:56.865343] [INFO ] [CONFIGURE ] PTA: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:24:56.865388] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2352 tests
[2025-10-18T02:24:56.865422] [INFO ] [CONFIGURE ] PTA: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:24:56.865454] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-18T02:24:57.031730] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:57.196927] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:24:57.362106] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:57.527312] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:57.694288] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:57.861822] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:58.029390] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:24:58.196605] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:24:58.366507] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:24:58.538537] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:24:58.538770] [INFO ] [CONFIGURE ] PTA: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T02:24:58.538827] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2351 tests
[2025-10-18T02:24:58.538861] [INFO ] [CONFIGURE ] PTA: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:24:58.538892] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-18T02:24:58.682211] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:24:58.825344] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:24:58.969674] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:24:59.114997] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:24:59.261453] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:24:59.416603] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:24:59.577583] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:24:59.744564] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:24:59.910007] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:25:00.072953] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:00.073122] [INFO ] [CONFIGURE ] PTA: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:25:00.073166] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 1.5s/test | Remaining: 2350 tests
[2025-10-18T02:25:00.073201] [INFO ] [CONFIGURE ] PTA: Testing feature 24/29: add_rsi
[2025-10-18T02:25:00.073234] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-18T02:25:00.243328] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:25:00.413233] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:25:00.585213] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:00.757608] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:25:00.928318] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:25:01.106112] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:01.281977] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:25:01.478531] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:25:01.659561] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:25:01.852869] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:01.853093] [INFO ] [CONFIGURE ] PTA: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T02:25:01.853139] [INFO ] [CONFIGURE ] JOB ETA: 57.4m | Avg: 1.5s/test | Remaining: 2349 tests
[2025-10-18T02:25:01.853175] [INFO ] [CONFIGURE ] PTA: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:25:01.853208] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-18T02:25:02.009978] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:25:02.179978] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:25:02.336163] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:02.484128] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:25:02.630626] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:25:02.777553] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:02.925974] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:25:03.070827] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:25:03.214354] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:25:03.358339] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:03.358458] [INFO ] [CONFIGURE ] PTA: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T02:25:03.358500] [INFO ] [CONFIGURE ] JOB ETA: 57.4m | Avg: 1.5s/test | Remaining: 2348 tests
[2025-10-18T02:25:03.358536] [INFO ] [CONFIGURE ] PTA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:25:03.358566] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-18T02:25:03.502120] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:25:03.650169] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:25:03.816700] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:03.987381] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:25:04.156289] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:25:04.308227] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:04.456672] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:25:04.615634] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:25:04.766262] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:25:04.915987] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:04.916184] [INFO ] [CONFIGURE ] PTA: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:25:04.916246] [INFO ] [CONFIGURE ] JOB ETA: 57.4m | Avg: 1.5s/test | Remaining: 2347 tests
[2025-10-18T02:25:04.916284] [INFO ] [CONFIGURE ] PTA: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:25:04.916316] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-10-18T02:25:05.070012] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:25:05.227252] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:25:05.382006] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:05.536456] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:25:05.694517] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:25:05.873530] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:06.059480] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:25:06.230457] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:25:06.387982] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:25:06.546389] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:06.546561] [INFO ] [CONFIGURE ] PTA: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:25:06.546604] [INFO ] [CONFIGURE ] JOB ETA: 57.4m | Avg: 1.5s/test | Remaining: 2346 tests
[2025-10-18T02:25:06.546638] [INFO ] [CONFIGURE ] PTA: Testing feature 28/29: add_volume_profile
[2025-10-18T02:25:06.546715] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-10-18T02:25:06.720619] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:25:06.865315] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:25:07.005740] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:25:07.147165] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:25:07.286017] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:25:07.428091] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:07.568637] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:25:07.710372] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:25:07.853933] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:25:07.995449] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:07.995637] [INFO ] [CONFIGURE ] PTA: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T02:25:07.995720] [INFO ] [CONFIGURE ] JOB ETA: 57.3m | Avg: 1.5s/test | Remaining: 2345 tests
[2025-10-18T02:25:07.995759] [INFO ] [CONFIGURE ] PTA: Testing feature 29/29: add_vwap
[2025-10-18T02:25:07.995791] [INFO ] [CONFIGURE ] PTA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_vwap']
[2025-10-18T02:25:08.135402] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:25:08.281121] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:25:08.426026] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:08.569236] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:25:08.714375] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:25:08.858167] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:09.008232] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:25:09.156308] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:25:09.304424] [DEBUG] [FORECASTER] PTA: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:25:09.467359] [DEBUG] [FORECASTER] PTA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:09.467538] [INFO ] [CONFIGURE ] PTA: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:25:09.467582] [INFO ] [CONFIGURE ] JOB ETA: 57.3m | Avg: 1.5s/test | Remaining: 2344 tests
[2025-10-18T02:25:09.467658] [INFO ] [CONFIGURE ] PTA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:25:09.467716] [INFO ] [CONFIGURE ] PTA: Best accuracy: 80.00%
[2025-10-18T02:25:09.467778] [INFO ] [CONFIGURE ] PTA: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T02:25:09.467829] [INFO ] [CONFIGURE ] PTA: Improvement over baseline: 50.00%
[2025-10-18T02:25:09.467858] [INFO ] [CONFIGURE ] PTA: Total time: 42.6 seconds
[2025-10-18T02:25:09.467885] [INFO ] [CONFIGURE ] PTA: Average time per feature: 1.5 seconds
[2025-10-18T02:25:09.467912] [INFO ] [CONFIGURE ] PTA: Average speed: 0.68 features/sec
[2025-10-18T02:25:09.468558] [INFO ] [LOCAL     ] Saved configuration for PTA: 3 features, 80.00% accuracy -> ./output/feature-sets/PTA.json
[2025-10-18T02:25:09.468628] [INFO ] [CONFIGURE ] PTA: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T02:25:09.468736] [INFO ] [sig       ] [302/380] Successfully configured PTA | 0.02 sym/s | Total: 3.6h | ETA: 56.3m
[2025-10-18T02:25:09.468806] [INFO ] [sig       ] [303/380] Configuring PTY...
[2025-10-18T02:25:09.468873] [INFO ] [CONFIGURE ] PTY: Configurate test run.
[2025-10-18T02:25:09.468928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-10-18T02:25:09.483748] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PTY'.
[2025-10-18T02:25:09.484233] [INFO ] [CONFIGURE ] PTY: Testing with 29 available features
[2025-10-18T02:25:09.484291] [INFO ] [CONFIGURE ] PTY: Establishing baseline with no features...
[2025-10-18T02:25:09.587620] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:09.690132] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:09.792706] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:09.894278] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:09.993591] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:10.093327] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:10.193362] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:10.292910] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:10.393881] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:10.493925] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:10.494049] [INFO ] [CONFIGURE ] PTY: Baseline score (no features): 70.00%
[2025-10-18T02:25:10.494091] [INFO ] [CONFIGURE ] PTY: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:25:10.494124] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:25:10.604846] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:10.715113] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:10.825291] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:10.936571] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:11.048091] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:11.164410] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:25:11.283857] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:11.396422] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:11.509050] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:25:11.623213] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:11.623342] [INFO ] [CONFIGURE ] PTY: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T02:25:11.623384] [INFO ] [CONFIGURE ] JOB ETA: 57.3m | Avg: 1.5s/test | Remaining: 2343 tests
[2025-10-18T02:25:11.623417] [INFO ] [CONFIGURE ] PTY: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:25:11.623446] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:25:11.740155] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:11.865778] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:11.995472] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:12.132195] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:12.272168] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:12.399061] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:25:12.518904] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:12.645305] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:12.796529] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:12.917408] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:12.917531] [INFO ] [CONFIGURE ] PTY: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T02:25:12.917573] [INFO ] [CONFIGURE ] JOB ETA: 57.3m | Avg: 1.5s/test | Remaining: 2342 tests
[2025-10-18T02:25:12.917608] [INFO ] [CONFIGURE ] PTY: Testing feature 3/29: add_daily_returns
[2025-10-18T02:25:12.917638] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_daily_returns']
[2025-10-18T02:25:13.020376] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:13.123331] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:13.227423] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:13.336204] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:13.440505] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:13.544718] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:13.652527] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:13.757298] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:13.864285] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:13.970553] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:13.970714] [INFO ] [CONFIGURE ] PTY: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T02:25:13.970776] [INFO ] [CONFIGURE ] JOB ETA: 57.2m | Avg: 1.5s/test | Remaining: 2341 tests
[2025-10-18T02:25:13.970813] [INFO ] [CONFIGURE ] PTY: Testing feature 4/29: add_ema
[2025-10-18T02:25:13.970843] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_ema']
[2025-10-18T02:25:14.090772] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:14.206843] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:14.325998] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:14.445776] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:14.566087] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:14.684551] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:14.808122] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:14.926086] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:15.045167] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:15.164753] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:15.164905] [INFO ] [CONFIGURE ] PTY: DISCARDED add_ema (score: 50.00%)
[2025-10-18T02:25:15.164997] [INFO ] [CONFIGURE ] JOB ETA: 57.2m | Avg: 1.5s/test | Remaining: 2340 tests
[2025-10-18T02:25:15.165039] [INFO ] [CONFIGURE ] PTY: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:25:15.165071] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:25:15.289065] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:15.415808] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:15.546849] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:15.670946] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:15.824624] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:15.958029] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:16.102982] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:16.250116] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:16.411753] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:25:16.598091] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:16.598336] [INFO ] [CONFIGURE ] PTY: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:25:16.598403] [INFO ] [CONFIGURE ] JOB ETA: 57.2m | Avg: 1.5s/test | Remaining: 2339 tests
[2025-10-18T02:25:16.598459] [INFO ] [CONFIGURE ] PTY: Testing feature 6/29: add_failed_moves
[2025-10-18T02:25:16.598511] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_failed_moves']
[2025-10-18T02:25:16.757131] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:16.907949] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:17.033176] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:17.148527] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:17.264686] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:17.379975] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:17.496398] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:17.610867] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:17.724452] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:17.838698] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:17.838849] [INFO ] [CONFIGURE ] PTY: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:25:17.838892] [INFO ] [CONFIGURE ] JOB ETA: 57.2m | Avg: 1.5s/test | Remaining: 2338 tests
[2025-10-18T02:25:17.838927] [INFO ] [CONFIGURE ] PTY: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:25:17.838959] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_lag_shelf']
[2025-10-18T02:25:17.938261] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:18.037298] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:18.143229] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:18.256136] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:18.355953] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:18.455310] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:18.555776] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:18.656552] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:18.758001] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:18.861007] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:18.861181] [INFO ] [CONFIGURE ] PTY: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:25:18.861225] [INFO ] [CONFIGURE ] JOB ETA: 57.1m | Avg: 1.5s/test | Remaining: 2337 tests
[2025-10-18T02:25:18.861260] [INFO ] [CONFIGURE ] PTY: Testing feature 8/29: add_macd
[2025-10-18T02:25:18.861293] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:25:19.000903] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:19.138549] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:19.279472] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:19.414987] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:25:19.552760] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:19.690483] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:19.834058] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:19.986678] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:20.139592] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:20.288545] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:20.288775] [INFO ] [CONFIGURE ] PTY: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:25:20.288830] [INFO ] [CONFIGURE ] JOB ETA: 57.1m | Avg: 1.5s/test | Remaining: 2336 tests
[2025-10-18T02:25:20.288867] [INFO ] [CONFIGURE ] PTY: Testing feature 9/29: add_mfi
[2025-10-18T02:25:20.288899] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_mfi']
[2025-10-18T02:25:20.408882] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:20.531096] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:20.652693] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:20.774871] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:20.894318] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:21.012286] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:21.140849] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:21.256711] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:21.374893] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:21.490283] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:21.490519] [INFO ] [CONFIGURE ] PTY: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T02:25:21.490568] [INFO ] [CONFIGURE ] JOB ETA: 57.1m | Avg: 1.5s/test | Remaining: 2335 tests
[2025-10-18T02:25:21.490603] [INFO ] [CONFIGURE ] PTY: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:25:21.490635] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:25:21.620114] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:21.750402] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:21.897003] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:22.024197] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:22.154437] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:22.286884] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:22.418291] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:22.548424] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:22.680500] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:22.814203] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:22.814366] [INFO ] [CONFIGURE ] PTY: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:25:22.814410] [INFO ] [CONFIGURE ] JOB ETA: 57.1m | Avg: 1.5s/test | Remaining: 2334 tests
[2025-10-18T02:25:22.814446] [INFO ] [CONFIGURE ] PTY: Testing feature 11/29: add_obv_daily
[2025-10-18T02:25:22.814479] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_obv_daily']
[2025-10-18T02:25:22.922002] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:23.030297] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:23.138998] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:23.250009] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:23.360497] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:23.471004] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:23.584025] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:23.699814] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:23.813567] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:23.928455] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:23.928617] [INFO ] [CONFIGURE ] PTY: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T02:25:23.928708] [INFO ] [CONFIGURE ] JOB ETA: 57.0m | Avg: 1.5s/test | Remaining: 2333 tests
[2025-10-18T02:25:23.928771] [INFO ] [CONFIGURE ] PTY: Testing feature 12/29: add_obv_interval
[2025-10-18T02:25:23.928808] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_obv_interval']
[2025-10-18T02:25:24.038856] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:24.144943] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:24.255292] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:24.364803] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:24.484197] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:24.599226] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:25:24.710819] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:24.828325] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:24.943342] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:25.056513] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:25.056745] [INFO ] [CONFIGURE ] PTY: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:25:25.056817] [INFO ] [CONFIGURE ] JOB ETA: 57.0m | Avg: 1.5s/test | Remaining: 2332 tests
[2025-10-18T02:25:25.056868] [INFO ] [CONFIGURE ] PTY: Testing feature 13/29: add_opening_strength
[2025-10-18T02:25:25.056914] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:25:25.179977] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:25.295516] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:25.414932] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:25.531533] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:25.646315] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:25.764474] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:25.883419] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:26.005356] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:26.130042] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:25:26.252160] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:26.252333] [INFO ] [CONFIGURE ] PTY: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:25:26.252383] [INFO ] [CONFIGURE ] JOB ETA: 57.0m | Avg: 1.5s/test | Remaining: 2331 tests
[2025-10-18T02:25:26.252419] [INFO ] [CONFIGURE ] PTY: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:25:26.252451] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T02:25:26.379065] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:26.503603] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:26.626997] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:26.750372] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:26.877443] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:27.000516] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:27.122278] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:27.242727] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:27.363516] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:27.484158] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:27.484276] [INFO ] [CONFIGURE ] PTY: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T02:25:27.484318] [INFO ] [CONFIGURE ] JOB ETA: 57.0m | Avg: 1.5s/test | Remaining: 2330 tests
[2025-10-18T02:25:27.484353] [INFO ] [CONFIGURE ] PTY: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:25:27.484384] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T02:25:27.583786] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:27.682616] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:27.782813] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:27.885771] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:27.985841] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:28.087070] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:28.189126] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:28.289968] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:28.391931] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:28.495353] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:28.495492] [INFO ] [CONFIGURE ] PTY: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:25:28.495534] [INFO ] [CONFIGURE ] JOB ETA: 56.9m | Avg: 1.5s/test | Remaining: 2329 tests
[2025-10-18T02:25:28.495566] [INFO ] [CONFIGURE ] PTY: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:25:28.495596] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T02:25:28.603943] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:28.712351] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:28.821021] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:25:28.929423] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:29.039350] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:29.152623] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:29.263987] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:29.373515] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:29.484135] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:29.596107] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:29.596229] [INFO ] [CONFIGURE ] PTY: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T02:25:29.596273] [INFO ] [CONFIGURE ] JOB ETA: 56.9m | Avg: 1.5s/test | Remaining: 2328 tests
[2025-10-18T02:25:29.596306] [INFO ] [CONFIGURE ] PTY: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:25:29.596337] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_pbf_return_2d']
[2025-10-18T02:25:29.708016] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:29.819824] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:29.936961] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:30.049206] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:30.161862] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:30.275633] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:30.389162] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:30.503244] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:30.621073] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:30.738091] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:30.738222] [INFO ] [CONFIGURE ] PTY: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:25:30.738264] [INFO ] [CONFIGURE ] JOB ETA: 56.9m | Avg: 1.5s/test | Remaining: 2327 tests
[2025-10-18T02:25:30.738298] [INFO ] [CONFIGURE ] PTY: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:25:30.738327] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T02:25:30.839458] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:30.969621] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:31.070247] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:31.171863] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:31.274583] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:31.381827] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:31.484530] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:31.587384] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:31.690193] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:31.795065] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:31.795202] [INFO ] [CONFIGURE ] PTY: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:25:31.795246] [INFO ] [CONFIGURE ] JOB ETA: 56.9m | Avg: 1.5s/test | Remaining: 2326 tests
[2025-10-18T02:25:31.795279] [INFO ] [CONFIGURE ] PTY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:25:31.795308] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T02:25:31.897986] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:31.999782] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:32.106547] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:32.208980] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:32.310242] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:32.412558] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:32.514005] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:32.616577] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:32.719153] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:32.823335] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:32.823478] [INFO ] [CONFIGURE ] PTY: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:25:32.823521] [INFO ] [CONFIGURE ] JOB ETA: 56.8m | Avg: 1.5s/test | Remaining: 2325 tests
[2025-10-18T02:25:32.823576] [INFO ] [CONFIGURE ] PTY: Testing feature 20/29: add_price_rejection
[2025-10-18T02:25:32.823609] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_price_rejection']
[2025-10-18T02:25:32.938417] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:33.047423] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:33.157620] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:33.267377] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:33.377287] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:33.488622] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:33.606163] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:33.718741] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:33.830868] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:33.943009] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:33.943170] [INFO ] [CONFIGURE ] PTY: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T02:25:33.943212] [INFO ] [CONFIGURE ] JOB ETA: 56.8m | Avg: 1.5s/test | Remaining: 2324 tests
[2025-10-18T02:25:33.943245] [INFO ] [CONFIGURE ] PTY: Testing feature 21/29: add_range_position
[2025-10-18T02:25:33.943275] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_range_position']
[2025-10-18T02:25:34.062451] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:34.183996] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:34.310141] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:34.433217] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:34.556266] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:34.677353] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:34.799623] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:34.925453] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:35.053615] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:35.182248] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:35.182424] [INFO ] [CONFIGURE ] PTY: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:25:35.182469] [INFO ] [CONFIGURE ] JOB ETA: 56.8m | Avg: 1.5s/test | Remaining: 2323 tests
[2025-10-18T02:25:35.182505] [INFO ] [CONFIGURE ] PTY: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:25:35.182536] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_realized_volatility']
[2025-10-18T02:25:35.320840] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:35.475546] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:35.618897] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:35.758592] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:35.896554] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:36.034600] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:36.173622] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:36.314262] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:36.455823] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:36.605349] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:36.605575] [INFO ] [CONFIGURE ] PTY: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:25:36.605631] [INFO ] [CONFIGURE ] JOB ETA: 56.8m | Avg: 1.5s/test | Remaining: 2322 tests
[2025-10-18T02:25:36.605704] [INFO ] [CONFIGURE ] PTY: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:25:36.605746] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_recent_range_context']
[2025-10-18T02:25:36.716098] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:36.826303] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:36.939795] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:37.051070] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:37.168114] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:37.294825] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:37.418271] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:37.541092] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:37.663763] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:37.782414] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:37.782566] [INFO ] [CONFIGURE ] PTY: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:25:37.782610] [INFO ] [CONFIGURE ] JOB ETA: 56.7m | Avg: 1.5s/test | Remaining: 2321 tests
[2025-10-18T02:25:37.782664] [INFO ] [CONFIGURE ] PTY: Testing feature 24/29: add_rsi
[2025-10-18T02:25:37.782721] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T02:25:37.916859] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:25:38.055618] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:38.187893] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:38.316074] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:38.445732] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:38.577912] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:25:38.722333] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:38.868576] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:39.012211] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:39.157426] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:39.157607] [INFO ] [CONFIGURE ] PTY: KEPT add_rsi (score: 80.00%)
[2025-10-18T02:25:39.157701] [INFO ] [CONFIGURE ] JOB ETA: 56.7m | Avg: 1.5s/test | Remaining: 2320 tests
[2025-10-18T02:25:39.157786] [INFO ] [CONFIGURE ] PTY: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:25:39.157836] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_ema', 'add_rsi', 'add_tick_distribution']
[2025-10-18T02:25:39.309487] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:25:39.454776] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:39.602191] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:39.751373] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:39.897090] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:40.079987] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:25:40.218384] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:40.356192] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:40.494005] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:40.631360] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:40.631499] [INFO ] [CONFIGURE ] PTY: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T02:25:40.631542] [INFO ] [CONFIGURE ] JOB ETA: 56.7m | Avg: 1.5s/test | Remaining: 2319 tests
[2025-10-18T02:25:40.631576] [INFO ] [CONFIGURE ] PTY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:25:40.631606] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-10-18T02:25:40.769976] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:40.909262] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:41.050189] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:41.190262] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:25:41.335777] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:41.477247] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:25:41.618742] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:41.761392] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:41.905732] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:25:42.048513] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:42.048683] [INFO ] [CONFIGURE ] PTY: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:25:42.048747] [INFO ] [CONFIGURE ] JOB ETA: 56.7m | Avg: 1.5s/test | Remaining: 2318 tests
[2025-10-18T02:25:42.048784] [INFO ] [CONFIGURE ] PTY: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:25:42.048815] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-10-18T02:25:42.195607] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:42.345826] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:42.494300] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:42.642547] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:42.792179] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:42.941210] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:25:43.117556] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:43.270680] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:43.422577] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:43.574598] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:43.574816] [INFO ] [CONFIGURE ] PTY: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:25:43.574868] [INFO ] [CONFIGURE ] JOB ETA: 56.6m | Avg: 1.5s/test | Remaining: 2317 tests
[2025-10-18T02:25:43.574903] [INFO ] [CONFIGURE ] PTY: Testing feature 28/29: add_volume_profile
[2025-10-18T02:25:43.574934] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_ema', 'add_rsi', 'add_volume_profile']
[2025-10-18T02:25:43.710611] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:43.848034] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:43.985618] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:25:44.123021] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:25:44.260592] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:44.397729] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:25:44.536214] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:25:44.674802] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:44.819488] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:44.964288] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:44.964459] [INFO ] [CONFIGURE ] PTY: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:25:44.964520] [INFO ] [CONFIGURE ] JOB ETA: 56.6m | Avg: 1.5s/test | Remaining: 2316 tests
[2025-10-18T02:25:44.964558] [INFO ] [CONFIGURE ] PTY: Testing feature 29/29: add_vwap
[2025-10-18T02:25:44.964590] [INFO ] [CONFIGURE ] PTY: Testing with features: ['add_ema', 'add_rsi', 'add_vwap']
[2025-10-18T02:25:45.108242] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:25:45.247929] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:45.389924] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:45.535163] [DEBUG] [FORECASTER] PTY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:25:45.680144] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:25:45.828293] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:25:45.975735] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:46.125573] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:25:46.280319] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:46.427874] [DEBUG] [FORECASTER] PTY: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:46.428016] [INFO ] [CONFIGURE ] PTY: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T02:25:46.428060] [INFO ] [CONFIGURE ] JOB ETA: 56.6m | Avg: 1.5s/test | Remaining: 2315 tests
[2025-10-18T02:25:46.428094] [INFO ] [CONFIGURE ] PTY: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:25:46.428123] [INFO ] [CONFIGURE ] PTY: Best accuracy: 80.00%
[2025-10-18T02:25:46.428153] [INFO ] [CONFIGURE ] PTY: Best feature set (2 features): ['add_ema', 'add_rsi']
[2025-10-18T02:25:46.428180] [INFO ] [CONFIGURE ] PTY: Improvement over baseline: 10.00%
[2025-10-18T02:25:46.428206] [INFO ] [CONFIGURE ] PTY: Total time: 35.9 seconds
[2025-10-18T02:25:46.428232] [INFO ] [CONFIGURE ] PTY: Average time per feature: 1.2 seconds
[2025-10-18T02:25:46.428259] [INFO ] [CONFIGURE ] PTY: Average speed: 0.81 features/sec
[2025-10-18T02:25:46.428846] [INFO ] [LOCAL     ] Saved configuration for PTY: 2 features, 80.00% accuracy -> ./output/feature-sets/PTY.json
[2025-10-18T02:25:46.428916] [INFO ] [CONFIGURE ] PTY: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T02:25:46.429010] [INFO ] [sig       ] [303/380] Successfully configured PTY | 0.02 sym/s | Total: 3.6h | ETA: 55.5m
[2025-10-18T02:25:46.429087] [INFO ] [sig       ] [304/380] Configuring PUK...
[2025-10-18T02:25:46.429152] [INFO ] [CONFIGURE ] PUK: Configurate test run.
[2025-10-18T02:25:46.429208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-10-18T02:25:46.442160] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PUK'.
[2025-10-18T02:25:46.442523] [INFO ] [CONFIGURE ] PUK: Testing with 29 available features
[2025-10-18T02:25:46.442580] [INFO ] [CONFIGURE ] PUK: Establishing baseline with no features...
[2025-10-18T02:25:46.548113] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:25:46.654960] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:46.757190] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:46.859399] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:25:46.962718] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:25:47.066481] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:25:47.170835] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:47.274915] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:25:47.380055] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:47.484964] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:47.485082] [INFO ] [CONFIGURE ] PUK: Baseline score (no features): 50.00%
[2025-10-18T02:25:47.485124] [INFO ] [CONFIGURE ] PUK: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:25:47.485156] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:25:47.601571] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:25:47.713383] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:47.828971] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:47.943955] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:25:48.059799] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:25:48.175524] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:25:48.290277] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:48.406695] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:25:48.522273] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:48.639223] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:48.639353] [INFO ] [CONFIGURE ] PUK: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-18T02:25:48.639396] [INFO ] [CONFIGURE ] JOB ETA: 56.6m | Avg: 1.5s/test | Remaining: 2314 tests
[2025-10-18T02:25:48.639431] [INFO ] [CONFIGURE ] PUK: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:25:48.639462] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:25:48.776499] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:25:48.912414] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:49.049316] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:25:49.189429] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:25:49.359237] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:25:49.495670] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:25:49.630240] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:49.773976] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:25:49.915213] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:50.051285] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:50.051441] [INFO ] [CONFIGURE ] PUK: DISCARDED add_cumulative_delta (score: 80.00%)
[2025-10-18T02:25:50.051485] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 1.5s/test | Remaining: 2313 tests
[2025-10-18T02:25:50.051519] [INFO ] [CONFIGURE ] PUK: Testing feature 3/29: add_daily_returns
[2025-10-18T02:25:50.051550] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:25:50.171330] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:25:50.291483] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:50.409330] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:25:50.528409] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:25:50.648438] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:25:50.770953] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:25:50.893618] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:51.021179] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:25:51.146074] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:51.270244] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:51.270414] [INFO ] [CONFIGURE ] PUK: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:25:51.270458] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 1.5s/test | Remaining: 2312 tests
[2025-10-18T02:25:51.270492] [INFO ] [CONFIGURE ] PUK: Testing feature 4/29: add_ema
[2025-10-18T02:25:51.270523] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T02:25:51.400970] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:25:51.533122] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:51.666127] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:51.797062] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:25:51.932079] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:25:52.065226] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:25:52.199540] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:52.335465] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:25:52.473592] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:52.610405] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:52.610614] [INFO ] [CONFIGURE ] PUK: DISCARDED add_ema (score: 80.00%)
[2025-10-18T02:25:52.610693] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 1.5s/test | Remaining: 2311 tests
[2025-10-18T02:25:52.610743] [INFO ] [CONFIGURE ] PUK: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:25:52.610776] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:25:52.750616] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:25:52.891194] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:53.032088] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:53.174065] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:25:53.316430] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:25:53.458274] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:25:53.601240] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:53.743589] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:25:53.887808] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:25:54.033718] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:54.033907] [INFO ] [CONFIGURE ] PUK: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:25:54.033951] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 1.5s/test | Remaining: 2310 tests
[2025-10-18T02:25:54.033987] [INFO ] [CONFIGURE ] PUK: Testing feature 6/29: add_failed_moves
[2025-10-18T02:25:54.034018] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T02:25:54.157570] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:25:54.282165] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:54.409610] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:54.533555] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:25:54.657564] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:25:54.792283] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:25:54.923484] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:55.048789] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:25:55.172577] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:55.296970] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:25:55.297130] [INFO ] [CONFIGURE ] PUK: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T02:25:55.297175] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2309 tests
[2025-10-18T02:25:55.297210] [INFO ] [CONFIGURE ] PUK: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:25:55.297242] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T02:25:55.437220] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:25:55.557215] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:55.673183] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:55.788536] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:25:55.905050] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:25:56.021440] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:25:56.139527] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:56.263914] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:25:56.382599] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:56.500235] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:56.500400] [INFO ] [CONFIGURE ] PUK: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:25:56.500464] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2308 tests
[2025-10-18T02:25:56.500503] [INFO ] [CONFIGURE ] PUK: Testing feature 8/29: add_macd
[2025-10-18T02:25:56.500539] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T02:25:56.654189] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:25:56.806108] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:56.969053] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:57.129818] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:25:57.287996] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:25:57.449253] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:25:57.612125] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:57.776416] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:25:57.950064] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:58.103775] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:58.103944] [INFO ] [CONFIGURE ] PUK: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:25:58.103988] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2307 tests
[2025-10-18T02:25:58.104023] [INFO ] [CONFIGURE ] PUK: Testing feature 9/29: add_mfi
[2025-10-18T02:25:58.104057] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T02:25:58.228824] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:25:58.353328] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:58.479017] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:25:58.606904] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:25:58.733783] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:25:58.865782] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:25:58.993306] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:25:59.120711] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:25:59.250447] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:25:59.380372] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:25:59.380565] [INFO ] [CONFIGURE ] PUK: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T02:25:59.380611] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 1.5s/test | Remaining: 2306 tests
[2025-10-18T02:25:59.380670] [INFO ] [CONFIGURE ] PUK: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:25:59.380767] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:25:59.528277] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:25:59.671602] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:25:59.819865] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:25:59.964159] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:00.112913] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:00.258716] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:00.404311] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:00.550064] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:00.704220] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:00.854227] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:26:00.854401] [INFO ] [CONFIGURE ] PUK: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-18T02:26:00.854446] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 1.5s/test | Remaining: 2305 tests
[2025-10-18T02:26:00.854481] [INFO ] [CONFIGURE ] PUK: Testing feature 11/29: add_obv_daily
[2025-10-18T02:26:00.854514] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T02:26:00.973523] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:26:01.100007] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:26:01.239040] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:01.373664] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:01.501200] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:01.621552] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:01.745721] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:01.870594] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:01.993672] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:02.117614] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:26:02.117789] [INFO ] [CONFIGURE ] PUK: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T02:26:02.117857] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 1.5s/test | Remaining: 2304 tests
[2025-10-18T02:26:02.117895] [INFO ] [CONFIGURE ] PUK: Testing feature 12/29: add_obv_interval
[2025-10-18T02:26:02.117926] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T02:26:02.243033] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:26:02.365323] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:26:02.498202] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:26:02.622925] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:02.745499] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:02.879843] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:03.008759] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:03.137547] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:03.264701] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:03.394510] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:26:03.394680] [INFO ] [CONFIGURE ] PUK: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:26:03.394742] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 1.5s/test | Remaining: 2303 tests
[2025-10-18T02:26:03.394780] [INFO ] [CONFIGURE ] PUK: Testing feature 13/29: add_opening_strength
[2025-10-18T02:26:03.394812] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:26:03.522179] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:26:03.651845] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:26:03.785453] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:03.917368] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:04.049256] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:04.180355] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:04.313127] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:04.449023] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:04.582817] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:04.717000] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:26:04.717175] [INFO ] [CONFIGURE ] PUK: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:26:04.717220] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 1.5s/test | Remaining: 2302 tests
[2025-10-18T02:26:04.717256] [INFO ] [CONFIGURE ] PUK: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:26:04.717287] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T02:26:04.851790] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:26:04.987816] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:26:05.122764] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:26:05.256703] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:26:05.397336] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:05.533511] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:05.671028] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:05.807610] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:05.944210] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:06.084176] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:26:06.084329] [INFO ] [CONFIGURE ] PUK: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T02:26:06.084372] [INFO ] [CONFIGURE ] JOB ETA: 56.2m | Avg: 1.5s/test | Remaining: 2301 tests
[2025-10-18T02:26:06.084406] [INFO ] [CONFIGURE ] PUK: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:26:06.084438] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T02:26:06.199142] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:26:06.324180] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:26:06.445929] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:06.568780] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:06.690097] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:06.816113] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:06.940379] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:07.069418] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:07.198882] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:07.327577] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:26:07.327836] [INFO ] [CONFIGURE ] PUK: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T02:26:07.327906] [INFO ] [CONFIGURE ] JOB ETA: 56.2m | Avg: 1.5s/test | Remaining: 2300 tests
[2025-10-18T02:26:07.327945] [INFO ] [CONFIGURE ] PUK: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:26:07.327976] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T02:26:07.459807] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:26:07.593398] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:26:07.725605] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:07.858166] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:07.992020] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:08.126742] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:08.268665] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:08.413194] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:08.551248] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:08.687300] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:26:08.687491] [INFO ] [CONFIGURE ] PUK: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:26:08.687535] [INFO ] [CONFIGURE ] JOB ETA: 56.2m | Avg: 1.5s/test | Remaining: 2299 tests
[2025-10-18T02:26:08.687570] [INFO ] [CONFIGURE ] PUK: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:26:08.687603] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T02:26:08.824620] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:26:08.962973] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:26:09.099796] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:09.237434] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:26:09.380486] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:09.522961] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:09.665733] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:09.834307] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:09.978356] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:10.128224] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:26:10.128457] [INFO ] [CONFIGURE ] PUK: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T02:26:10.128517] [INFO ] [CONFIGURE ] JOB ETA: 56.2m | Avg: 1.5s/test | Remaining: 2298 tests
[2025-10-18T02:26:10.128556] [INFO ] [CONFIGURE ] PUK: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:26:10.128688] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T02:26:10.259735] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:10.386622] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:26:10.522617] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:26:10.653635] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:26:10.778512] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:10.904501] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:11.034008] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:11.171595] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:11.301387] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:11.435833] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:26:11.436017] [INFO ] [CONFIGURE ] PUK: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:26:11.436064] [INFO ] [CONFIGURE ] JOB ETA: 56.1m | Avg: 1.5s/test | Remaining: 2297 tests
[2025-10-18T02:26:11.436101] [INFO ] [CONFIGURE ] PUK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:26:11.436134] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T02:26:11.567277] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:26:11.699973] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:26:11.824623] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:26:11.950904] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:12.074091] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:12.194077] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:12.314947] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:12.439266] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:12.561728] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:12.707482] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:26:12.707824] [INFO ] [CONFIGURE ] PUK: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T02:26:12.707887] [INFO ] [CONFIGURE ] JOB ETA: 56.1m | Avg: 1.5s/test | Remaining: 2296 tests
[2025-10-18T02:26:12.707927] [INFO ] [CONFIGURE ] PUK: Testing feature 20/29: add_price_rejection
[2025-10-18T02:26:12.707961] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T02:26:12.849841] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:26:12.996778] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:26:13.125159] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:26:13.253612] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:26:13.383175] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:13.512277] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:13.642676] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:13.772691] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:13.904244] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:14.041081] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:26:14.041267] [INFO ] [CONFIGURE ] PUK: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T02:26:14.041315] [INFO ] [CONFIGURE ] JOB ETA: 56.1m | Avg: 1.5s/test | Remaining: 2295 tests
[2025-10-18T02:26:14.041351] [INFO ] [CONFIGURE ] PUK: Testing feature 21/29: add_range_position
[2025-10-18T02:26:14.041384] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T02:26:14.187667] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:26:14.330144] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:26:14.480195] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:26:14.638779] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:26:14.797823] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:14.957082] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:15.105922] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:15.260245] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:15.411730] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:15.563973] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:26:15.564147] [INFO ] [CONFIGURE ] PUK: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T02:26:15.564218] [INFO ] [CONFIGURE ] JOB ETA: 56.1m | Avg: 1.5s/test | Remaining: 2294 tests
[2025-10-18T02:26:15.564276] [INFO ] [CONFIGURE ] PUK: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:26:15.564311] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T02:26:15.721175] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:26:15.885155] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:26:16.042114] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:16.196058] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:26:16.353827] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:16.511538] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:16.675264] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:16.836498] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:16.994167] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:17.155130] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:26:17.155293] [INFO ] [CONFIGURE ] PUK: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T02:26:17.155383] [INFO ] [CONFIGURE ] JOB ETA: 56.0m | Avg: 1.5s/test | Remaining: 2293 tests
[2025-10-18T02:26:17.155426] [INFO ] [CONFIGURE ] PUK: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:26:17.155476] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T02:26:17.286048] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:26:17.413402] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:26:17.541304] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:17.671858] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:26:17.804481] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:17.936538] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:18.068017] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:18.196369] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:18.323159] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:18.451408] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:26:18.451579] [INFO ] [CONFIGURE ] PUK: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T02:26:18.451662] [INFO ] [CONFIGURE ] JOB ETA: 56.0m | Avg: 1.5s/test | Remaining: 2292 tests
[2025-10-18T02:26:18.451722] [INFO ] [CONFIGURE ] PUK: Testing feature 24/29: add_rsi
[2025-10-18T02:26:18.451759] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T02:26:18.595060] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:26:18.739507] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:26:18.884664] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:19.031252] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:19.177514] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:19.327918] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:19.476814] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:19.654046] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:19.808498] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:19.964170] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:26:19.964363] [INFO ] [CONFIGURE ] PUK: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T02:26:19.964408] [INFO ] [CONFIGURE ] JOB ETA: 56.0m | Avg: 1.5s/test | Remaining: 2291 tests
[2025-10-18T02:26:19.964445] [INFO ] [CONFIGURE ] PUK: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:26:19.964477] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T02:26:20.095511] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:26:20.224874] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:26:20.354580] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:20.486084] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:20.611841] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:20.736356] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:20.867533] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:20.994970] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:21.121414] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:21.252178] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:26:21.252346] [INFO ] [CONFIGURE ] PUK: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:26:21.252389] [INFO ] [CONFIGURE ] JOB ETA: 56.0m | Avg: 1.5s/test | Remaining: 2290 tests
[2025-10-18T02:26:21.252423] [INFO ] [CONFIGURE ] PUK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:26:21.252453] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T02:26:21.379686] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:26:21.503909] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:26:21.627231] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:21.750988] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:21.877584] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:22.003718] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:22.135763] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:22.265375] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:22.397420] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:22.526324] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:26:22.526474] [INFO ] [CONFIGURE ] PUK: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:26:22.526517] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 1.5s/test | Remaining: 2289 tests
[2025-10-18T02:26:22.526552] [INFO ] [CONFIGURE ] PUK: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:26:22.526589] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T02:26:22.686972] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:22.823246] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:26:22.958044] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:26:23.094802] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:23.229893] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:23.365116] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:23.501392] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:23.637493] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:23.774068] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:23.912710] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:26:23.912910] [INFO ] [CONFIGURE ] PUK: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T02:26:23.912961] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 1.5s/test | Remaining: 2288 tests
[2025-10-18T02:26:23.912997] [INFO ] [CONFIGURE ] PUK: Testing feature 28/29: add_volume_profile
[2025-10-18T02:26:23.913027] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T02:26:24.036697] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:26:24.159839] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:26:24.284867] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:24.408948] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:24.533098] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:24.658473] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:24.791265] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:24.945511] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:25.088904] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:25.254405] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:26:25.254669] [INFO ] [CONFIGURE ] PUK: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T02:26:25.254754] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 1.5s/test | Remaining: 2287 tests
[2025-10-18T02:26:25.254819] [INFO ] [CONFIGURE ] PUK: Testing feature 29/29: add_vwap
[2025-10-18T02:26:25.254862] [INFO ] [CONFIGURE ] PUK: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T02:26:25.421533] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:26:25.616025] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:26:25.772191] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:25.906233] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:26.033432] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:26.158782] [DEBUG] [FORECASTER] PUK: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:26:26.283601] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:26:26.417346] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:26.547856] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:26.680521] [DEBUG] [FORECASTER] PUK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:26:26.680725] [INFO ] [CONFIGURE ] PUK: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T02:26:26.680785] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 1.5s/test | Remaining: 2286 tests
[2025-10-18T02:26:26.680824] [INFO ] [CONFIGURE ] PUK: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:26:26.680855] [INFO ] [CONFIGURE ] PUK: Best accuracy: 80.00%
[2025-10-18T02:26:26.680886] [INFO ] [CONFIGURE ] PUK: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T02:26:26.680915] [INFO ] [CONFIGURE ] PUK: Improvement over baseline: 30.00%
[2025-10-18T02:26:26.680942] [INFO ] [CONFIGURE ] PUK: Total time: 39.2 seconds
[2025-10-18T02:26:26.680969] [INFO ] [CONFIGURE ] PUK: Average time per feature: 1.4 seconds
[2025-10-18T02:26:26.680997] [INFO ] [CONFIGURE ] PUK: Average speed: 0.74 features/sec
[2025-10-18T02:26:26.681574] [INFO ] [LOCAL     ] Saved configuration for PUK: 1 features, 80.00% accuracy -> ./output/feature-sets/PUK.json
[2025-10-18T02:26:26.681661] [INFO ] [CONFIGURE ] PUK: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-18T02:26:26.681742] [INFO ] [sig       ] [304/380] Successfully configured PUK | 0.02 sym/s | Total: 3.7h | ETA: 54.8m
[2025-10-18T02:26:26.681810] [INFO ] [sig       ] [305/380] Configuring PVH...
[2025-10-18T02:26:26.681876] [INFO ] [CONFIGURE ] PVH: Configurate test run.
[2025-10-18T02:26:26.681932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-10-18T02:26:26.695179] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PVH'.
[2025-10-18T02:26:26.695538] [INFO ] [CONFIGURE ] PVH: Testing with 29 available features
[2025-10-18T02:26:26.695595] [INFO ] [CONFIGURE ] PVH: Establishing baseline with no features...
[2025-10-18T02:26:26.798901] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:26.901845] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:26:27.009316] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:27.123447] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:26:27.231333] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:27.337442] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:26:27.450626] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:27.563521] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:26:27.672374] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:26:27.781870] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:27.782039] [INFO ] [CONFIGURE ] PVH: Baseline score (no features): 40.00%
[2025-10-18T02:26:27.782084] [INFO ] [CONFIGURE ] PVH: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:26:27.782119] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:26:27.906117] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:28.028282] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:26:28.149349] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:28.269268] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:26:28.388352] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:28.507439] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:26:28.625947] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:28.759717] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:28.879235] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:26:28.999366] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:28.999530] [INFO ] [CONFIGURE ] PVH: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T02:26:28.999572] [INFO ] [CONFIGURE ] JOB ETA: 55.8m | Avg: 1.5s/test | Remaining: 2285 tests
[2025-10-18T02:26:28.999606] [INFO ] [CONFIGURE ] PVH: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:26:28.999638] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:26:29.119762] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:29.243355] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:29.366245] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:29.487727] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:29.609307] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:29.739039] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:29.876802] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:30.011537] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:30.155730] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:30.306599] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:30.306840] [INFO ] [CONFIGURE ] PVH: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-18T02:26:30.306913] [INFO ] [CONFIGURE ] JOB ETA: 55.8m | Avg: 1.5s/test | Remaining: 2284 tests
[2025-10-18T02:26:30.306978] [INFO ] [CONFIGURE ] PVH: Testing feature 3/29: add_daily_returns
[2025-10-18T02:26:30.307024] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:26:30.449483] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:30.578095] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:30.710029] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:30.841405] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:30.970753] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:31.101510] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:31.233231] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:31.375603] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:31.509218] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:31.644561] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:31.644758] [INFO ] [CONFIGURE ] PVH: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:26:31.644821] [INFO ] [CONFIGURE ] JOB ETA: 55.8m | Avg: 1.5s/test | Remaining: 2283 tests
[2025-10-18T02:26:31.644860] [INFO ] [CONFIGURE ] PVH: Testing feature 4/29: add_ema
[2025-10-18T02:26:31.644893] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T02:26:31.804593] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:31.944975] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:32.084957] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:32.230279] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:32.374152] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:32.518731] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:26:32.659991] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:32.803719] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:32.961453] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:33.108387] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:33.108579] [INFO ] [CONFIGURE ] PVH: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:26:33.108625] [INFO ] [CONFIGURE ] JOB ETA: 55.8m | Avg: 1.5s/test | Remaining: 2282 tests
[2025-10-18T02:26:33.108700] [INFO ] [CONFIGURE ] PVH: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:26:33.108747] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:26:33.256571] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:33.412023] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:33.561894] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:33.727589] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:33.883256] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:34.035485] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:26:34.181771] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:34.333982] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:34.480616] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:26:34.629303] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:34.629464] [INFO ] [CONFIGURE ] PVH: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T02:26:34.629507] [INFO ] [CONFIGURE ] JOB ETA: 55.7m | Avg: 1.5s/test | Remaining: 2281 tests
[2025-10-18T02:26:34.629542] [INFO ] [CONFIGURE ] PVH: Testing feature 6/29: add_failed_moves
[2025-10-18T02:26:34.629573] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T02:26:34.752550] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:34.877479] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:35.002236] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:35.127496] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:35.254089] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:35.380609] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:35.510104] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:35.639048] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:35.766697] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:35.898280] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:35.898449] [INFO ] [CONFIGURE ] PVH: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T02:26:35.898493] [INFO ] [CONFIGURE ] JOB ETA: 55.7m | Avg: 1.5s/test | Remaining: 2280 tests
[2025-10-18T02:26:35.898527] [INFO ] [CONFIGURE ] PVH: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:26:35.898558] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T02:26:36.016232] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:36.132941] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:36.250754] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:36.368628] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:36.486054] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:36.604202] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:36.722923] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:36.845932] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:36.965522] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:37.087939] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:37.088083] [INFO ] [CONFIGURE ] PVH: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T02:26:37.088126] [INFO ] [CONFIGURE ] JOB ETA: 55.7m | Avg: 1.5s/test | Remaining: 2279 tests
[2025-10-18T02:26:37.088159] [INFO ] [CONFIGURE ] PVH: Testing feature 8/29: add_macd
[2025-10-18T02:26:37.088190] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T02:26:37.243895] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:37.400802] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:37.557424] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:37.715736] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:37.876866] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:38.036889] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:26:38.198721] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:38.359702] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:38.521145] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:26:38.684865] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:26:38.685048] [INFO ] [CONFIGURE ] PVH: DISCARDED add_macd (score: 40.00%)
[2025-10-18T02:26:38.685095] [INFO ] [CONFIGURE ] JOB ETA: 55.7m | Avg: 1.5s/test | Remaining: 2278 tests
[2025-10-18T02:26:38.685131] [INFO ] [CONFIGURE ] PVH: Testing feature 9/29: add_mfi
[2025-10-18T02:26:38.685163] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T02:26:38.819346] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:38.953939] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:39.090907] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:39.227452] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:39.372874] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:39.511396] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:39.653003] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:39.796342] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:39.938962] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:40.083294] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:40.083457] [INFO ] [CONFIGURE ] PVH: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T02:26:40.083503] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 1.5s/test | Remaining: 2277 tests
[2025-10-18T02:26:40.083540] [INFO ] [CONFIGURE ] PVH: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:26:40.083574] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:26:40.243197] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:40.396035] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:40.546136] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:40.698706] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:40.884414] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:41.038252] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:26:41.192021] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:41.349033] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:41.504192] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:41.661856] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:41.662001] [INFO ] [CONFIGURE ] PVH: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T02:26:41.662043] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 1.5s/test | Remaining: 2276 tests
[2025-10-18T02:26:41.662079] [INFO ] [CONFIGURE ] PVH: Testing feature 11/29: add_obv_daily
[2025-10-18T02:26:41.662113] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T02:26:41.791087] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:41.922606] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:42.051364] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:26:42.181789] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:26:42.312624] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:42.443735] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:42.575233] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:42.707632] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:42.837489] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:42.970026] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:42.970214] [INFO ] [CONFIGURE ] PVH: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T02:26:42.970259] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 1.5s/test | Remaining: 2275 tests
[2025-10-18T02:26:42.970292] [INFO ] [CONFIGURE ] PVH: Testing feature 12/29: add_obv_interval
[2025-10-18T02:26:42.970323] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T02:26:43.096353] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:43.225882] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:43.354526] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:26:43.483543] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:43.616772] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:43.750597] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:43.911061] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:44.048113] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:44.185830] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:44.322950] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:44.323153] [INFO ] [CONFIGURE ] PVH: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T02:26:44.323200] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 1.5s/test | Remaining: 2274 tests
[2025-10-18T02:26:44.323258] [INFO ] [CONFIGURE ] PVH: Testing feature 13/29: add_opening_strength
[2025-10-18T02:26:44.323293] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:26:44.471811] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:44.615577] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:44.758373] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:44.900128] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:45.058331] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:45.206016] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:26:45.351505] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:45.494162] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:45.642514] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:45.791466] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:26:45.791707] [INFO ] [CONFIGURE ] PVH: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:26:45.791771] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 1.5s/test | Remaining: 2273 tests
[2025-10-18T02:26:45.791810] [INFO ] [CONFIGURE ] PVH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:26:45.791842] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T02:26:45.932414] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:46.081869] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:46.231054] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:46.377115] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:46.525835] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:46.676089] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:46.826465] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:46.982813] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:47.135575] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:47.286278] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:47.286449] [INFO ] [CONFIGURE ] PVH: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:26:47.286494] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 1.5s/test | Remaining: 2272 tests
[2025-10-18T02:26:47.286528] [INFO ] [CONFIGURE ] PVH: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:26:47.286560] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T02:26:47.413829] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:47.540969] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:47.671085] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:47.800801] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:47.932963] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:48.093477] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:48.231487] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:48.370196] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:48.515141] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:48.650446] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:48.650610] [INFO ] [CONFIGURE ] PVH: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:26:48.650681] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 1.5s/test | Remaining: 2271 tests
[2025-10-18T02:26:48.650735] [INFO ] [CONFIGURE ] PVH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:26:48.650768] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T02:26:48.784489] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:48.918189] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:49.054083] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:49.189596] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:49.325437] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:49.463432] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:49.607052] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:49.745626] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:49.883333] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:50.024259] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:26:50.024448] [INFO ] [CONFIGURE ] PVH: KEPT add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:26:50.024494] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 1.5s/test | Remaining: 2270 tests
[2025-10-18T02:26:50.024529] [INFO ] [CONFIGURE ] PVH: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:26:50.024560] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-18T02:26:50.177391] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:50.329110] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:50.480973] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:26:50.634585] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:50.793697] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:50.949113] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:51.108989] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:51.267501] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:51.424737] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:26:51.583846] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:51.584063] [INFO ] [CONFIGURE ] PVH: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-18T02:26:51.584111] [INFO ] [CONFIGURE ] JOB ETA: 55.4m | Avg: 1.5s/test | Remaining: 2269 tests
[2025-10-18T02:26:51.584148] [INFO ] [CONFIGURE ] PVH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:26:51.584181] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-18T02:26:51.722620] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:51.861711] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:52.000207] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:52.144142] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:52.280034] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:52.419334] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:52.556323] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:52.693070] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:52.830124] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:52.996006] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:52.996147] [INFO ] [CONFIGURE ] PVH: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T02:26:52.996190] [INFO ] [CONFIGURE ] JOB ETA: 55.4m | Avg: 1.5s/test | Remaining: 2268 tests
[2025-10-18T02:26:52.996226] [INFO ] [CONFIGURE ] PVH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:26:52.996257] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-18T02:26:53.128225] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:53.267851] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:53.415400] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:53.557529] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:53.699810] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:53.843214] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:53.987935] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:54.131754] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:54.276574] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:54.437240] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:54.437417] [INFO ] [CONFIGURE ] PVH: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T02:26:54.437461] [INFO ] [CONFIGURE ] JOB ETA: 55.4m | Avg: 1.5s/test | Remaining: 2267 tests
[2025-10-18T02:26:54.437496] [INFO ] [CONFIGURE ] PVH: Testing feature 20/29: add_price_rejection
[2025-10-18T02:26:54.437526] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-18T02:26:54.594157] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:54.745391] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:54.894696] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:55.045927] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:55.196759] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:55.352524] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:55.515157] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:55.673468] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:55.833620] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:56.026108] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:56.026331] [INFO ] [CONFIGURE ] PVH: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:26:56.026407] [INFO ] [CONFIGURE ] JOB ETA: 55.4m | Avg: 1.5s/test | Remaining: 2266 tests
[2025-10-18T02:26:56.026467] [INFO ] [CONFIGURE ] PVH: Testing feature 21/29: add_range_position
[2025-10-18T02:26:56.026579] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-18T02:26:56.186021] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:56.345772] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:56.507690] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:26:56.671060] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:56.837849] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:26:57.001149] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:57.171249] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:57.337314] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:57.502251] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:57.688754] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:57.688941] [INFO ] [CONFIGURE ] PVH: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T02:26:57.688987] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 1.5s/test | Remaining: 2265 tests
[2025-10-18T02:26:57.689022] [INFO ] [CONFIGURE ] PVH: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:26:57.689052] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-18T02:26:57.882985] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:58.056299] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:26:58.229716] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:26:58.404930] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:26:58.593436] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:26:58.770613] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:26:58.947966] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:26:59.121122] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:26:59.294447] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:26:59.470817] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:26:59.470964] [INFO ] [CONFIGURE ] PVH: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T02:26:59.471007] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 1.5s/test | Remaining: 2264 tests
[2025-10-18T02:26:59.471041] [INFO ] [CONFIGURE ] PVH: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:26:59.471071] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-18T02:26:59.619278] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:26:59.772403] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:26:59.920975] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:27:00.069825] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:27:00.219048] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:27:00.374101] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:00.526686] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:00.681549] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:27:00.834373] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:27:00.995345] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:27:00.995562] [INFO ] [CONFIGURE ] PVH: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-18T02:27:00.995617] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 1.5s/test | Remaining: 2263 tests
[2025-10-18T02:27:00.995692] [INFO ] [CONFIGURE ] PVH: Testing feature 24/29: add_rsi
[2025-10-18T02:27:00.995750] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-18T02:27:01.175547] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:27:01.358002] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:27:01.530024] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:01.721601] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:27:01.899025] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:27:02.108539] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:27:02.289548] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:02.476575] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:27:02.659183] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:27:02.837311] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:27:02.837524] [INFO ] [CONFIGURE ] PVH: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:27:02.837573] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 1.5s/test | Remaining: 2262 tests
[2025-10-18T02:27:02.837609] [INFO ] [CONFIGURE ] PVH: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:27:02.837661] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-18T02:27:02.984195] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:27:03.131670] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:27:03.281601] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:03.430599] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:27:03.586301] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:27:03.738304] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:03.890815] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:04.044059] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:27:04.196635] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:27:04.352085] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:27:04.352272] [INFO ] [CONFIGURE ] PVH: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T02:27:04.352317] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 1.5s/test | Remaining: 2261 tests
[2025-10-18T02:27:04.352354] [INFO ] [CONFIGURE ] PVH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:27:04.352386] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-18T02:27:04.501142] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:27:04.651009] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:27:04.806115] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:04.960278] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:27:05.145089] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:27:05.299257] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:27:05.454211] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:05.610199] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:27:05.772244] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:27:05.928962] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:27:05.929127] [INFO ] [CONFIGURE ] PVH: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:27:05.929173] [INFO ] [CONFIGURE ] JOB ETA: 55.2m | Avg: 1.5s/test | Remaining: 2260 tests
[2025-10-18T02:27:05.929210] [INFO ] [CONFIGURE ] PVH: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:27:05.929243] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-18T02:27:06.092782] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:27:06.255085] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:27:06.414853] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:27:06.577055] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:27:06.738897] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:27:06.902058] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:07.070301] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:07.235165] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:27:07.405206] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:27:07.571619] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:27:07.572039] [INFO ] [CONFIGURE ] PVH: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T02:27:07.572088] [INFO ] [CONFIGURE ] JOB ETA: 55.2m | Avg: 1.5s/test | Remaining: 2259 tests
[2025-10-18T02:27:07.572150] [INFO ] [CONFIGURE ] PVH: Testing feature 28/29: add_volume_profile
[2025-10-18T02:27:07.572209] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-18T02:27:07.728327] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:27:07.882368] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:27:08.037782] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:08.203549] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:27:08.354266] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:27:08.505602] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:27:08.661995] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:08.816049] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:27:08.970145] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:27:09.126010] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:27:09.126178] [INFO ] [CONFIGURE ] PVH: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:27:09.126221] [INFO ] [CONFIGURE ] JOB ETA: 55.2m | Avg: 1.5s/test | Remaining: 2258 tests
[2025-10-18T02:27:09.126254] [INFO ] [CONFIGURE ] PVH: Testing feature 29/29: add_vwap
[2025-10-18T02:27:09.126285] [INFO ] [CONFIGURE ] PVH: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_vwap']
[2025-10-18T02:27:09.277254] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:27:09.433122] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:27:09.588603] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:09.742051] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:27:09.895549] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:27:10.054318] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:27:10.209189] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:10.369121] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:27:10.532148] [DEBUG] [FORECASTER] PVH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:27:10.698008] [DEBUG] [FORECASTER] PVH: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:27:10.698241] [INFO ] [CONFIGURE ] PVH: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:27:10.698317] [INFO ] [CONFIGURE ] JOB ETA: 55.2m | Avg: 1.5s/test | Remaining: 2257 tests
[2025-10-18T02:27:10.698391] [INFO ] [CONFIGURE ] PVH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:27:10.698447] [INFO ] [CONFIGURE ] PVH: Best accuracy: 60.00%
[2025-10-18T02:27:10.698486] [INFO ] [CONFIGURE ] PVH: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T02:27:10.698526] [INFO ] [CONFIGURE ] PVH: Improvement over baseline: 20.00%
[2025-10-18T02:27:10.698555] [INFO ] [CONFIGURE ] PVH: Total time: 42.9 seconds
[2025-10-18T02:27:10.698585] [INFO ] [CONFIGURE ] PVH: Average time per feature: 1.5 seconds
[2025-10-18T02:27:10.698615] [INFO ] [CONFIGURE ] PVH: Average speed: 0.68 features/sec
[2025-10-18T02:27:10.699349] [INFO ] [LOCAL     ] Saved configuration for PVH: 2 features, 60.00% accuracy -> ./output/feature-sets/PVH.json
[2025-10-18T02:27:10.699420] [INFO ] [CONFIGURE ] PVH: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-18T02:27:10.699553] [INFO ] [sig       ] [305/380] Successfully configured PVH | 0.02 sym/s | Total: 3.7h | ETA: 54.1m
[2025-10-18T02:27:10.699634] [INFO ] [sig       ] [306/380] Configuring PWR...
[2025-10-18T02:27:10.699729] [INFO ] [CONFIGURE ] PWR: Configurate test run.
[2025-10-18T02:27:10.699788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWR' from 'https://tdm.silogroup.org/data/derivative_storage/PWR.csv'.
[2025-10-18T02:27:10.714159] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PWR'.
[2025-10-18T02:27:10.714588] [INFO ] [CONFIGURE ] PWR: Testing with 29 available features
[2025-10-18T02:27:10.714673] [INFO ] [CONFIGURE ] PWR: Establishing baseline with no features...
[2025-10-18T02:27:10.825442] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:27:10.933726] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:11.041388] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:11.164252] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:27:11.277473] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:11.390582] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:11.499774] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:11.610080] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:11.725969] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:11.843894] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:11.844058] [INFO ] [CONFIGURE ] PWR: Baseline score (no features): 20.00%
[2025-10-18T02:27:11.844101] [INFO ] [CONFIGURE ] PWR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:27:11.844134] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:27:11.966559] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:12.088448] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:12.212782] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:12.339185] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:12.463580] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:12.587334] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:12.709329] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:12.833274] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:12.959128] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:13.084155] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:13.084327] [INFO ] [CONFIGURE ] PWR: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-18T02:27:13.084370] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 1.5s/test | Remaining: 2256 tests
[2025-10-18T02:27:13.084405] [INFO ] [CONFIGURE ] PWR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:27:13.084436] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:27:13.220778] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:13.360404] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:13.502533] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:13.642626] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:13.782109] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:13.920578] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:14.060613] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:14.238325] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:14.378243] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:14.518740] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:14.518893] [INFO ] [CONFIGURE ] PWR: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T02:27:14.518937] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 1.5s/test | Remaining: 2255 tests
[2025-10-18T02:27:14.518971] [INFO ] [CONFIGURE ] PWR: Testing feature 3/29: add_daily_returns
[2025-10-18T02:27:14.519001] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:27:14.641293] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:14.763671] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:14.889112] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:15.017597] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:15.146890] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:15.275420] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:15.410342] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:27:15.540955] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:15.669417] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:15.798107] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:27:15.798249] [INFO ] [CONFIGURE ] PWR: KEPT add_daily_returns (score: 60.00%)
[2025-10-18T02:27:15.798292] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 1.5s/test | Remaining: 2254 tests
[2025-10-18T02:27:15.798326] [INFO ] [CONFIGURE ] PWR: Testing feature 4/29: add_ema
[2025-10-18T02:27:15.798356] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T02:27:15.938907] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:16.079664] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:16.221499] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:16.364163] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:16.508526] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:16.656349] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:27:16.804477] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:16.950125] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:17.098795] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:17.254457] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:17.254608] [INFO ] [CONFIGURE ] PWR: DISCARDED add_ema (score: 50.00%)
[2025-10-18T02:27:17.254679] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 1.5s/test | Remaining: 2253 tests
[2025-10-18T02:27:17.254734] [INFO ] [CONFIGURE ] PWR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:27:17.254768] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:27:17.406687] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:17.555439] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:17.706745] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:17.860542] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:18.017516] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:18.214090] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:18.448903] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:18.644951] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:18.811978] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:18.965831] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:18.966044] [INFO ] [CONFIGURE ] PWR: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T02:27:18.966108] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 1.5s/test | Remaining: 2252 tests
[2025-10-18T02:27:18.966150] [INFO ] [CONFIGURE ] PWR: Testing feature 6/29: add_failed_moves
[2025-10-18T02:27:18.966184] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T02:27:19.099308] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:19.238122] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:19.377471] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:19.512826] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:19.646973] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:19.781867] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:19.920262] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:27:20.058630] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:20.201784] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:20.346684] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:27:20.346848] [INFO ] [CONFIGURE ] PWR: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:27:20.346893] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 1.5s/test | Remaining: 2251 tests
[2025-10-18T02:27:20.346927] [INFO ] [CONFIGURE ] PWR: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:27:20.346959] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T02:27:20.479812] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:20.616045] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:20.746108] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:20.874047] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:21.002506] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:21.131223] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:21.260498] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:27:21.390481] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:21.521008] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:21.651542] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:21.651778] [INFO ] [CONFIGURE ] PWR: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T02:27:21.651831] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 1.5s/test | Remaining: 2250 tests
[2025-10-18T02:27:21.651867] [INFO ] [CONFIGURE ] PWR: Testing feature 8/29: add_macd
[2025-10-18T02:27:21.651899] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T02:27:21.815310] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:21.981569] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:22.145978] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:22.313558] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:22.480476] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:22.649757] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:22.819260] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:27:22.988948] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:23.161220] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:23.333147] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:23.333338] [INFO ] [CONFIGURE ] PWR: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:27:23.333392] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 1.5s/test | Remaining: 2249 tests
[2025-10-18T02:27:23.333431] [INFO ] [CONFIGURE ] PWR: Testing feature 9/29: add_mfi
[2025-10-18T02:27:23.333464] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-18T02:27:23.475156] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:23.610819] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:23.744609] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:23.879964] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:24.018985] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:24.164033] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:24.309565] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:24.454719] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:24.600341] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:24.746458] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:24.746681] [INFO ] [CONFIGURE ] PWR: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T02:27:24.746743] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 1.5s/test | Remaining: 2248 tests
[2025-10-18T02:27:24.746781] [INFO ] [CONFIGURE ] PWR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:27:24.746813] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:27:24.902425] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:27:25.057724] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:25.214213] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:25.386766] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:25.549505] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:25.720062] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:27:25.879381] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:26.049715] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:26.219423] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:26.382248] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:26.382434] [INFO ] [CONFIGURE ] PWR: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T02:27:26.382480] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 1.5s/test | Remaining: 2247 tests
[2025-10-18T02:27:26.382517] [INFO ] [CONFIGURE ] PWR: Testing feature 11/29: add_obv_daily
[2025-10-18T02:27:26.382549] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T02:27:26.518915] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:26.653476] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:26.788801] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:26.924570] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:27.062416] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:27.199247] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:27.337045] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:27:27.475192] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:27.613821] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:27.756165] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:27:27.756308] [INFO ] [CONFIGURE ] PWR: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:27:27.756353] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 1.5s/test | Remaining: 2246 tests
[2025-10-18T02:27:27.756389] [INFO ] [CONFIGURE ] PWR: Testing feature 12/29: add_obv_interval
[2025-10-18T02:27:27.756421] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T02:27:27.885364] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:28.015397] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:28.147133] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:28.280264] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:28.412108] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:28.547285] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:28.683439] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:28.840313] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:28.997362] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:29.148325] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:29.148495] [INFO ] [CONFIGURE ] PWR: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T02:27:29.148542] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 1.5s/test | Remaining: 2245 tests
[2025-10-18T02:27:29.148628] [INFO ] [CONFIGURE ] PWR: Testing feature 13/29: add_opening_strength
[2025-10-18T02:27:29.148709] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:27:29.296616] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:29.435180] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:29.584065] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:29.725187] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:29.866054] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:30.006380] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:30.155332] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:30.302539] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:30.447102] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:30.592020] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:30.592187] [INFO ] [CONFIGURE ] PWR: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T02:27:30.592230] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 1.5s/test | Remaining: 2244 tests
[2025-10-18T02:27:30.592265] [INFO ] [CONFIGURE ] PWR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:27:30.592296] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T02:27:30.739954] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:27:30.886814] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:31.035428] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:31.185458] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:31.334625] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:31.505290] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:31.665228] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:27:31.835965] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:31.988938] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:32.141736] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:32.141940] [INFO ] [CONFIGURE ] PWR: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T02:27:32.141989] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 1.5s/test | Remaining: 2243 tests
[2025-10-18T02:27:32.142023] [INFO ] [CONFIGURE ] PWR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:27:32.142056] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T02:27:32.272129] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:32.402982] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:32.543100] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:32.694801] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:32.828580] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:32.960966] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:33.099617] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:33.238625] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:33.375139] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:33.512455] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:33.512676] [INFO ] [CONFIGURE ] PWR: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T02:27:33.512740] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 1.5s/test | Remaining: 2242 tests
[2025-10-18T02:27:33.512778] [INFO ] [CONFIGURE ] PWR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:27:33.512810] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T02:27:33.657018] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:27:33.808964] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:33.953416] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:34.099911] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:34.238886] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:34.396308] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:34.541631] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:34.689568] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:34.841185] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:34.993232] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:34.993466] [INFO ] [CONFIGURE ] PWR: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-10-18T02:27:34.993528] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 1.5s/test | Remaining: 2241 tests
[2025-10-18T02:27:34.993567] [INFO ] [CONFIGURE ] PWR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:27:34.993599] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T02:27:35.141738] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:35.288266] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:35.442555] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:35.588513] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:35.734161] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:35.884271] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:36.039433] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:27:36.191773] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:27:36.345809] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:36.497326] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:27:36.497547] [INFO ] [CONFIGURE ] PWR: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:27:36.497594] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 1.5s/test | Remaining: 2240 tests
[2025-10-18T02:27:36.497632] [INFO ] [CONFIGURE ] PWR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:27:36.497778] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T02:27:36.631624] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:36.763226] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:36.893132] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:37.025514] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:37.157589] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:37.288752] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:37.421167] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:37.557828] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:37.691376] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:37.825464] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:27:37.825632] [INFO ] [CONFIGURE ] PWR: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T02:27:37.825747] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 1.5s/test | Remaining: 2239 tests
[2025-10-18T02:27:37.825791] [INFO ] [CONFIGURE ] PWR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:27:37.825824] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T02:27:37.952803] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:38.081333] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:38.210527] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:38.352742] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:38.498396] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:38.647101] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:38.803589] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:27:38.956487] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:39.109993] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:39.265031] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:27:39.265214] [INFO ] [CONFIGURE ] PWR: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T02:27:39.265268] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 1.5s/test | Remaining: 2238 tests
[2025-10-18T02:27:39.265304] [INFO ] [CONFIGURE ] PWR: Testing feature 20/29: add_price_rejection
[2025-10-18T02:27:39.265336] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-18T02:27:39.417751] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:39.581288] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:39.721361] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:39.862499] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:40.010149] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:40.151809] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:27:40.293339] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:40.435392] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:40.581142] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:27:40.730468] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:40.730676] [INFO ] [CONFIGURE ] PWR: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T02:27:40.730738] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 1.5s/test | Remaining: 2237 tests
[2025-10-18T02:27:40.730774] [INFO ] [CONFIGURE ] PWR: Testing feature 21/29: add_range_position
[2025-10-18T02:27:40.730805] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-10-18T02:27:40.877908] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:41.026895] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:41.179901] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:41.330939] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:41.481060] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:41.635025] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:27:41.792467] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:41.946587] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:42.097926] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:27:42.250302] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:42.250515] [INFO ] [CONFIGURE ] PWR: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T02:27:42.250570] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 1.5s/test | Remaining: 2236 tests
[2025-10-18T02:27:42.250613] [INFO ] [CONFIGURE ] PWR: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:27:42.250675] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-10-18T02:27:42.416179] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:42.576157] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:42.737138] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:42.900464] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:43.064791] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:43.228710] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:43.394201] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:43.563079] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:43.729814] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:43.899960] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:43.900159] [INFO ] [CONFIGURE ] PWR: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T02:27:43.900206] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 1.5s/test | Remaining: 2235 tests
[2025-10-18T02:27:43.900241] [INFO ] [CONFIGURE ] PWR: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:27:43.900273] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-10-18T02:27:44.036902] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:44.174271] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:44.314797] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:44.457033] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:44.596682] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:44.739732] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:44.885596] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:45.029038] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:45.172665] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:45.315061] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:27:45.315222] [INFO ] [CONFIGURE ] PWR: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T02:27:45.315266] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 1.5s/test | Remaining: 2234 tests
[2025-10-18T02:27:45.315301] [INFO ] [CONFIGURE ] PWR: Testing feature 24/29: add_rsi
[2025-10-18T02:27:45.315334] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T02:27:45.471169] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:45.634122] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:45.791836] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:45.948453] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:46.131928] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:46.299212] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:27:46.468487] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:46.633965] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:46.801932] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:27:46.973157] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:46.973347] [INFO ] [CONFIGURE ] PWR: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:27:46.973392] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 1.5s/test | Remaining: 2233 tests
[2025-10-18T02:27:46.973430] [INFO ] [CONFIGURE ] PWR: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:27:46.973464] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-10-18T02:27:47.117424] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:47.262110] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:47.402929] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:47.544635] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:47.681296] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:47.862791] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:48.002784] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:27:48.141918] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:48.281735] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:48.419956] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:48.420103] [INFO ] [CONFIGURE ] PWR: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T02:27:48.420146] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 1.5s/test | Remaining: 2232 tests
[2025-10-18T02:27:48.420180] [INFO ] [CONFIGURE ] PWR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:27:48.420210] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T02:27:48.561349] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:48.697701] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:48.832445] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:48.969088] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:49.105077] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:49.241675] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:49.377727] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:27:49.515365] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:49.655055] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:27:49.800394] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:27:49.800623] [INFO ] [CONFIGURE ] PWR: KEPT add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:27:49.800707] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 1.5s/test | Remaining: 2231 tests
[2025-10-18T02:27:49.800753] [INFO ] [CONFIGURE ] PWR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:27:49.800786] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-10-18T02:27:49.953573] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:50.106508] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:50.261885] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:50.416691] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:50.573223] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:50.734486] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:50.908384] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:27:51.070596] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:51.228421] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:27:51.389466] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:51.389681] [INFO ] [CONFIGURE ] PWR: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:27:51.389747] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 1.5s/test | Remaining: 2230 tests
[2025-10-18T02:27:51.389784] [INFO ] [CONFIGURE ] PWR: Testing feature 28/29: add_volume_profile
[2025-10-18T02:27:51.389815] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-10-18T02:27:51.541056] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:27:51.690965] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:27:51.862253] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:52.028765] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:52.197384] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:52.347383] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:52.496888] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:27:52.647630] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:52.798556] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:52.949685] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:27:52.949855] [INFO ] [CONFIGURE ] PWR: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:27:52.949899] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 1.5s/test | Remaining: 2229 tests
[2025-10-18T02:27:52.949933] [INFO ] [CONFIGURE ] PWR: Testing feature 29/29: add_vwap
[2025-10-18T02:27:52.949964] [INFO ] [CONFIGURE ] PWR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation', 'add_vwap']
[2025-10-18T02:27:53.099291] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:27:53.248256] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:27:53.400999] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:27:53.550061] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:27:53.702261] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:53.856375] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:27:54.009784] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:27:54.163133] [DEBUG] [FORECASTER] PWR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:27:54.319770] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:27:54.479660] [DEBUG] [FORECASTER] PWR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:27:54.479850] [INFO ] [CONFIGURE ] PWR: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:27:54.479894] [INFO ] [CONFIGURE ] JOB ETA: 54.4m | Avg: 1.5s/test | Remaining: 2228 tests
[2025-10-18T02:27:54.479930] [INFO ] [CONFIGURE ] PWR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:27:54.479959] [INFO ] [CONFIGURE ] PWR: Best accuracy: 70.00%
[2025-10-18T02:27:54.479990] [INFO ] [CONFIGURE ] PWR: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T02:27:54.480018] [INFO ] [CONFIGURE ] PWR: Improvement over baseline: 50.00%
[2025-10-18T02:27:54.480045] [INFO ] [CONFIGURE ] PWR: Total time: 42.6 seconds
[2025-10-18T02:27:54.480071] [INFO ] [CONFIGURE ] PWR: Average time per feature: 1.5 seconds
[2025-10-18T02:27:54.480098] [INFO ] [CONFIGURE ] PWR: Average speed: 0.68 features/sec
[2025-10-18T02:27:54.480826] [INFO ] [LOCAL     ] Saved configuration for PWR: 3 features, 70.00% accuracy -> ./output/feature-sets/PWR.json
[2025-10-18T02:27:54.481085] [INFO ] [CONFIGURE ] PWR: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-18T02:27:54.481181] [INFO ] [sig       ] [306/380] Successfully configured PWR | 0.02 sym/s | Total: 3.7h | ETA: 53.3m
[2025-10-18T02:27:54.481249] [INFO ] [sig       ] [307/380] Configuring PX...
[2025-10-18T02:27:54.481315] [INFO ] [CONFIGURE ] PX: Configurate test run.
[2025-10-18T02:27:54.481391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-10-18T02:27:54.498214] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'PX'.
[2025-10-18T02:27:54.499321] [INFO ] [CONFIGURE ] PX: Testing with 29 available features
[2025-10-18T02:27:54.499399] [INFO ] [CONFIGURE ] PX: Establishing baseline with no features...
[2025-10-18T02:27:54.618527] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:27:54.741823] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:27:54.857717] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:27:54.975526] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:27:55.092562] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:55.213814] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:27:55.333843] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:55.451301] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:27:55.571936] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:27:55.693963] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:27:55.694204] [INFO ] [CONFIGURE ] PX: Baseline score (no features): 60.00%
[2025-10-18T02:27:55.694253] [INFO ] [CONFIGURE ] PX: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:27:55.694289] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:27:55.824867] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:27:55.958102] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:27:56.088580] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:27:56.211077] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:27:56.336237] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:27:56.458313] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:27:56.587700] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:56.709966] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:27:56.832764] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:27:56.964675] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:27:56.964874] [INFO ] [CONFIGURE ] PX: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T02:27:56.964934] [INFO ] [CONFIGURE ] JOB ETA: 54.4m | Avg: 1.5s/test | Remaining: 2227 tests
[2025-10-18T02:27:56.964974] [INFO ] [CONFIGURE ] PX: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:27:56.965009] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:27:57.094518] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:27:57.218576] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:27:57.342978] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:27:57.470150] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:27:57.603115] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:57.729020] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:27:57.854244] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:57.983761] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:27:58.107393] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:27:58.232777] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:27:58.232990] [INFO ] [CONFIGURE ] PX: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T02:27:58.233054] [INFO ] [CONFIGURE ] JOB ETA: 54.4m | Avg: 1.5s/test | Remaining: 2226 tests
[2025-10-18T02:27:58.233112] [INFO ] [CONFIGURE ] PX: Testing feature 3/29: add_daily_returns
[2025-10-18T02:27:58.233146] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_daily_returns']
[2025-10-18T02:27:58.341263] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:27:58.447465] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:27:58.556465] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:27:58.663609] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:27:58.770169] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:27:58.877845] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:27:58.986135] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:27:59.096089] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:27:59.209740] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:27:59.320324] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:27:59.320484] [INFO ] [CONFIGURE ] PX: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:27:59.320528] [INFO ] [CONFIGURE ] JOB ETA: 54.4m | Avg: 1.5s/test | Remaining: 2225 tests
[2025-10-18T02:27:59.320562] [INFO ] [CONFIGURE ] PX: Testing feature 4/29: add_ema
[2025-10-18T02:27:59.320593] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_ema']
[2025-10-18T02:27:59.439535] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:27:59.562359] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:27:59.685695] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:27:59.807571] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:27:59.959936] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:00.082874] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:28:00.208543] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:00.333062] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:00.459569] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:00.588633] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:00.588859] [INFO ] [CONFIGURE ] PX: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:28:00.588921] [INFO ] [CONFIGURE ] JOB ETA: 54.3m | Avg: 1.5s/test | Remaining: 2224 tests
[2025-10-18T02:28:00.588960] [INFO ] [CONFIGURE ] PX: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:28:00.588994] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:28:00.720545] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:00.858358] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:28:00.995591] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:01.133256] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:01.272053] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:01.412159] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:28:01.546552] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:01.681133] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:01.830018] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:28:01.976505] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:01.976728] [INFO ] [CONFIGURE ] PX: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:28:01.976837] [INFO ] [CONFIGURE ] JOB ETA: 54.3m | Avg: 1.5s/test | Remaining: 2223 tests
[2025-10-18T02:28:01.976883] [INFO ] [CONFIGURE ] PX: Testing feature 6/29: add_failed_moves
[2025-10-18T02:28:01.976914] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_failed_moves']
[2025-10-18T02:28:02.100674] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:02.222897] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:28:02.344485] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:02.475925] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:02.603288] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:02.721105] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:28:02.846374] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:02.997205] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:03.113901] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:03.231994] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:03.232205] [INFO ] [CONFIGURE ] PX: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:28:03.232254] [INFO ] [CONFIGURE ] JOB ETA: 54.3m | Avg: 1.5s/test | Remaining: 2222 tests
[2025-10-18T02:28:03.232290] [INFO ] [CONFIGURE ] PX: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:28:03.232320] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_lag_shelf']
[2025-10-18T02:28:03.336134] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:03.441861] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:28:03.547337] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:03.657815] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:03.764241] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:03.872821] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:28:03.979384] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:04.088930] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:04.199261] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:04.310991] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:04.311193] [INFO ] [CONFIGURE ] PX: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T02:28:04.311305] [INFO ] [CONFIGURE ] JOB ETA: 54.3m | Avg: 1.5s/test | Remaining: 2221 tests
[2025-10-18T02:28:04.311361] [INFO ] [CONFIGURE ] PX: Testing feature 8/29: add_macd
[2025-10-18T02:28:04.311398] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:28:04.450387] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:04.591037] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:28:04.736078] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:04.882924] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:05.035197] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:28:05.187899] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:28:05.340193] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:05.491889] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:05.640668] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:05.786047] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:05.786220] [INFO ] [CONFIGURE ] PX: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:28:05.786265] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 1.5s/test | Remaining: 2220 tests
[2025-10-18T02:28:05.786299] [INFO ] [CONFIGURE ] PX: Testing feature 9/29: add_mfi
[2025-10-18T02:28:05.786330] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_mfi']
[2025-10-18T02:28:05.902883] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:06.042206] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:28:06.160325] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:06.285088] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:06.407998] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:06.535167] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:28:06.664872] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:06.790035] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:06.914085] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:07.039273] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:07.039485] [INFO ] [CONFIGURE ] PX: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T02:28:07.039528] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 1.5s/test | Remaining: 2219 tests
[2025-10-18T02:28:07.039565] [INFO ] [CONFIGURE ] PX: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:28:07.039597] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:28:07.174810] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:07.308659] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:28:07.444829] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:07.580215] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:07.717334] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:28:07.854575] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:28:07.992773] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:08.129678] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:08.269846] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:08.410666] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:08.410836] [INFO ] [CONFIGURE ] PX: KEPT add_momentum_acceleration (score: 70.00%)
[2025-10-18T02:28:08.410880] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 1.5s/test | Remaining: 2218 tests
[2025-10-18T02:28:08.410913] [INFO ] [CONFIGURE ] PX: Testing feature 11/29: add_obv_daily
[2025-10-18T02:28:08.410943] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T02:28:08.554840] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:08.702334] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:08.852556] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:09.002174] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:09.150011] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:09.298229] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:28:09.446045] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:09.596772] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:09.746237] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:09.897962] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:09.898160] [INFO ] [CONFIGURE ] PX: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T02:28:09.898205] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 1.5s/test | Remaining: 2217 tests
[2025-10-18T02:28:09.898241] [INFO ] [CONFIGURE ] PX: Testing feature 12/29: add_obv_interval
[2025-10-18T02:28:09.898272] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-18T02:28:10.045369] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:10.195159] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:10.340061] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:10.497707] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:10.669453] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:28:10.845288] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:28:11.050840] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:11.260133] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:11.452490] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:11.619149] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:11.619348] [INFO ] [CONFIGURE ] PX: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:28:11.619393] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 1.5s/test | Remaining: 2216 tests
[2025-10-18T02:28:11.619431] [INFO ] [CONFIGURE ] PX: Testing feature 13/29: add_opening_strength
[2025-10-18T02:28:11.619464] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:28:11.782605] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:11.945639] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:12.131289] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:12.298490] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:12.452488] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:12.612865] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:28:12.773332] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:12.941421] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:28:13.106592] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:13.263040] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:13.263217] [INFO ] [CONFIGURE ] PX: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:28:13.263265] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 1.5s/test | Remaining: 2215 tests
[2025-10-18T02:28:13.263301] [INFO ] [CONFIGURE ] PX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:28:13.263333] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-18T02:28:13.415169] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:13.568806] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:13.722773] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:28:13.876463] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:14.032284] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:14.187383] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:28:14.348542] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:14.504324] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:14.657712] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:14.814780] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:14.814945] [INFO ] [CONFIGURE ] PX: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T02:28:14.814989] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 1.5s/test | Remaining: 2214 tests
[2025-10-18T02:28:14.815023] [INFO ] [CONFIGURE ] PX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:28:14.815055] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-18T02:28:14.951980] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:15.116549] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:15.255469] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:15.396919] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:15.544279] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:28:15.706357] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:28:15.870248] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:16.034670] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:16.200821] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:16.356837] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:16.357026] [INFO ] [CONFIGURE ] PX: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:28:16.357070] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 1.5s/test | Remaining: 2213 tests
[2025-10-18T02:28:16.357105] [INFO ] [CONFIGURE ] PX: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:28:16.357136] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-18T02:28:16.507119] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:16.664812] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:16.813997] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:16.964996] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:28:17.120121] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:17.276440] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:28:17.432208] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:17.585998] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:17.740453] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:17.895257] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:17.895443] [INFO ] [CONFIGURE ] PX: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T02:28:17.895488] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 1.5s/test | Remaining: 2212 tests
[2025-10-18T02:28:17.895522] [INFO ] [CONFIGURE ] PX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:28:17.895554] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-18T02:28:18.035755] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:18.186048] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:18.322744] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:18.460033] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:18.597081] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:28:18.735918] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:28:18.882118] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:19.025506] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:19.166608] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:19.334110] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:19.334270] [INFO ] [CONFIGURE ] PX: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:28:19.334314] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 1.5s/test | Remaining: 2211 tests
[2025-10-18T02:28:19.334347] [INFO ] [CONFIGURE ] PX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:28:19.334377] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-18T02:28:19.470674] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:19.641009] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:19.782347] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:19.920678] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:20.059348] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:28:20.203754] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:28:20.365278] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:20.504360] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:20.648132] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:20.790218] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:20.790366] [INFO ] [CONFIGURE ] PX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T02:28:20.790410] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 1.5s/test | Remaining: 2210 tests
[2025-10-18T02:28:20.790444] [INFO ] [CONFIGURE ] PX: Testing feature 20/29: add_price_rejection
[2025-10-18T02:28:20.790474] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-18T02:28:20.936796] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:21.086997] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:28:21.233823] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:21.382235] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:28:21.531307] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:28:21.684470] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:28:21.835041] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:21.986487] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:22.137550] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:22.290287] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:22.290468] [INFO ] [CONFIGURE ] PX: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T02:28:22.290514] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 1.5s/test | Remaining: 2209 tests
[2025-10-18T02:28:22.290547] [INFO ] [CONFIGURE ] PX: Testing feature 21/29: add_range_position
[2025-10-18T02:28:22.290578] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-18T02:28:22.446263] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:22.599528] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:28:22.759191] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:22.923844] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:23.089373] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:28:23.258581] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:28:23.428941] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:23.596781] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:28:23.767822] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:23.931563] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:23.931989] [INFO ] [CONFIGURE ] PX: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:28:23.932053] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 1.5s/test | Remaining: 2208 tests
[2025-10-18T02:28:23.932095] [INFO ] [CONFIGURE ] PX: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:28:23.932130] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-18T02:28:24.108057] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:24.280367] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:24.452776] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:24.623610] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:24.798503] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:28:24.974420] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:28:25.155539] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:25.332748] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:25.510425] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:25.694322] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:25.694520] [INFO ] [CONFIGURE ] PX: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:28:25.694686] [INFO ] [CONFIGURE ] JOB ETA: 53.9m | Avg: 1.5s/test | Remaining: 2207 tests
[2025-10-18T02:28:25.694738] [INFO ] [CONFIGURE ] PX: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:28:25.694772] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-18T02:28:25.841405] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:25.989536] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:28:26.135276] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:26.282141] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:26.433732] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:28:26.582164] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:28:26.731067] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:26.888438] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:27.066463] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:27.222106] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:27.222270] [INFO ] [CONFIGURE ] PX: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:28:27.222314] [INFO ] [CONFIGURE ] JOB ETA: 53.9m | Avg: 1.5s/test | Remaining: 2206 tests
[2025-10-18T02:28:27.222348] [INFO ] [CONFIGURE ] PX: Testing feature 24/29: add_rsi
[2025-10-18T02:28:27.222381] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-18T02:28:27.412779] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:27.579477] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:27.762052] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:27.929584] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:28.096844] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:28.263187] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:28:28.431546] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:28.605383] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:28.780980] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:28.960016] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:28.960204] [INFO ] [CONFIGURE ] PX: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:28:28.960250] [INFO ] [CONFIGURE ] JOB ETA: 53.9m | Avg: 1.5s/test | Remaining: 2205 tests
[2025-10-18T02:28:28.960288] [INFO ] [CONFIGURE ] PX: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:28:28.960320] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-18T02:28:29.113223] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:29.267100] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:28:29.424712] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:29.579526] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:29.762411] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:28:29.926959] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:28:30.082349] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:30.243173] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:30.431263] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:30.592564] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:30.592896] [INFO ] [CONFIGURE ] PX: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:28:30.592982] [INFO ] [CONFIGURE ] JOB ETA: 53.9m | Avg: 1.5s/test | Remaining: 2204 tests
[2025-10-18T02:28:30.593069] [INFO ] [CONFIGURE ] PX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:28:30.593156] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-18T02:28:30.768970] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:30.942711] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:31.104713] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:31.265135] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:31.430305] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:28:31.599526] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:28:31.768557] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:31.923787] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:32.090260] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:32.255989] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:32.256257] [INFO ] [CONFIGURE ] PX: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:28:32.256346] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 1.5s/test | Remaining: 2203 tests
[2025-10-18T02:28:32.256388] [INFO ] [CONFIGURE ] PX: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:28:32.256420] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-18T02:28:32.422711] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:32.596817] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:32.769854] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:32.952966] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:33.134591] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:28:33.311545] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:28:33.486992] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:33.656070] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:33.832105] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:34.002766] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:34.002955] [INFO ] [CONFIGURE ] PX: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T02:28:34.003001] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 1.5s/test | Remaining: 2202 tests
[2025-10-18T02:28:34.003035] [INFO ] [CONFIGURE ] PX: Testing feature 28/29: add_volume_profile
[2025-10-18T02:28:34.003067] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-18T02:28:34.156447] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:34.319559] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:28:34.486378] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:34.656368] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:34.819571] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:34.989256] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:28:35.147334] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:35.301462] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:35.461622] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:35.627556] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:35.627809] [INFO ] [CONFIGURE ] PX: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:28:35.627870] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 1.5s/test | Remaining: 2201 tests
[2025-10-18T02:28:35.627927] [INFO ] [CONFIGURE ] PX: Testing feature 29/29: add_vwap
[2025-10-18T02:28:35.627984] [INFO ] [CONFIGURE ] PX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-18T02:28:35.781172] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:28:35.935483] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:36.092988] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:28:36.244815] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:28:36.394548] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:28:36.545129] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:28:36.697554] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:28:36.862375] [DEBUG] [FORECASTER] PX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:37.039700] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:28:37.202530] [DEBUG] [FORECASTER] PX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:28:37.202727] [INFO ] [CONFIGURE ] PX: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:28:37.202785] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 1.5s/test | Remaining: 2200 tests
[2025-10-18T02:28:37.202822] [INFO ] [CONFIGURE ] PX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:28:37.202853] [INFO ] [CONFIGURE ] PX: Best accuracy: 70.00%
[2025-10-18T02:28:37.202884] [INFO ] [CONFIGURE ] PX: Best feature set (2 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:28:37.202913] [INFO ] [CONFIGURE ] PX: Improvement over baseline: 10.00%
[2025-10-18T02:28:37.202940] [INFO ] [CONFIGURE ] PX: Total time: 41.5 seconds
[2025-10-18T02:28:37.202968] [INFO ] [CONFIGURE ] PX: Average time per feature: 1.5 seconds
[2025-10-18T02:28:37.202996] [INFO ] [CONFIGURE ] PX: Average speed: 0.70 features/sec
[2025-10-18T02:28:37.203725] [INFO ] [LOCAL     ] Saved configuration for PX: 2 features, 70.00% accuracy -> ./output/feature-sets/PX.json
[2025-10-18T02:28:37.203794] [INFO ] [CONFIGURE ] PX: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T02:28:37.203872] [INFO ] [sig       ] [307/380] Successfully configured PX | 0.02 sym/s | Total: 3.7h | ETA: 52.6m
[2025-10-18T02:28:37.203939] [INFO ] [sig       ] [308/380] Configuring QGEN...
[2025-10-18T02:28:37.203994] [INFO ] [CONFIGURE ] QGEN: Configurate test run.
[2025-10-18T02:28:37.204027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-10-18T02:28:37.218009] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QGEN'.
[2025-10-18T02:28:37.218435] [INFO ] [CONFIGURE ] QGEN: Testing with 29 available features
[2025-10-18T02:28:37.218494] [INFO ] [CONFIGURE ] QGEN: Establishing baseline with no features...
[2025-10-18T02:28:37.322192] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:28:37.425114] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:28:37.528038] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:28:37.637618] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:28:37.745137] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:37.851959] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:28:37.960703] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:28:38.070026] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:38.180095] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:28:38.290871] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:28:38.291048] [INFO ] [CONFIGURE ] QGEN: Baseline score (no features): 20.00%
[2025-10-18T02:28:38.291092] [INFO ] [CONFIGURE ] QGEN: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:28:38.291124] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:28:38.411729] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:28:38.530831] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:28:38.649618] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:28:38.770376] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:28:38.906746] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:39.051550] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:28:39.192665] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:28:39.324082] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:39.488956] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:28:39.617217] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:28:39.617389] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-18T02:28:39.617432] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 1.5s/test | Remaining: 2199 tests
[2025-10-18T02:28:39.617467] [INFO ] [CONFIGURE ] QGEN: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:28:39.617498] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:28:39.743582] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:28:39.868577] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:39.998916] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:28:40.125152] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:28:40.251598] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:40.382099] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:28:40.511388] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:28:40.645419] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:40.787080] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:28:40.921195] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:28:40.921347] [INFO ] [CONFIGURE ] QGEN: KEPT add_cumulative_delta (score: 30.00%)
[2025-10-18T02:28:40.921392] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 1.5s/test | Remaining: 2198 tests
[2025-10-18T02:28:40.921427] [INFO ] [CONFIGURE ] QGEN: Testing feature 3/29: add_daily_returns
[2025-10-18T02:28:40.921459] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:28:41.066807] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:28:41.197637] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:41.330732] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:28:41.468168] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:28:41.603154] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:28:41.737328] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:28:41.878637] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:28:42.015442] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:42.155786] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:28:42.299838] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:28:42.300044] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T02:28:42.300105] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 1.5s/test | Remaining: 2197 tests
[2025-10-18T02:28:42.300144] [INFO ] [CONFIGURE ] QGEN: Testing feature 4/29: add_ema
[2025-10-18T02:28:42.300177] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T02:28:42.446513] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:28:42.592258] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:42.738765] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:28:42.886358] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:28:43.039907] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:43.189212] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:28:43.338568] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:28:43.490097] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:43.642290] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:28:43.796269] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:28:43.796548] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_ema (score: 30.00%)
[2025-10-18T02:28:43.796626] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 1.5s/test | Remaining: 2196 tests
[2025-10-18T02:28:43.796707] [INFO ] [CONFIGURE ] QGEN: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:28:43.796749] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:28:43.949873] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:28:44.103126] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:44.258169] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:28:44.414765] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:28:44.570949] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:44.725964] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:28:44.885418] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:28:45.043377] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:45.204680] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:28:45.367935] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:28:45.368156] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-10-18T02:28:45.368207] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 1.5s/test | Remaining: 2195 tests
[2025-10-18T02:28:45.368244] [INFO ] [CONFIGURE ] QGEN: Testing feature 6/29: add_failed_moves
[2025-10-18T02:28:45.368277] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T02:28:45.504967] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:28:45.640095] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:45.780194] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:28:45.914448] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:28:46.049039] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:46.185708] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:28:46.325672] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:28:46.464065] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:46.601575] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:28:46.740896] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:28:46.741049] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_failed_moves (score: 30.00%)
[2025-10-18T02:28:46.741091] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 1.5s/test | Remaining: 2194 tests
[2025-10-18T02:28:46.741125] [INFO ] [CONFIGURE ] QGEN: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:28:46.741157] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T02:28:46.866826] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:28:46.991620] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:47.117195] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:28:47.244310] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:28:47.372377] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:47.502566] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:28:47.636241] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:28:47.768302] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:47.902247] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:28:48.033095] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:28:48.033236] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-18T02:28:48.033279] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 1.5s/test | Remaining: 2193 tests
[2025-10-18T02:28:48.033313] [INFO ] [CONFIGURE ] QGEN: Testing feature 8/29: add_macd
[2025-10-18T02:28:48.033345] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T02:28:48.200869] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:28:48.368545] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:48.537080] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:28:48.705962] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:28:48.874747] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:49.045825] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:28:49.223496] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:28:49.396206] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:28:49.569196] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:28:49.741871] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:28:49.742033] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_macd (score: 20.00%)
[2025-10-18T02:28:49.742082] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 1.5s/test | Remaining: 2192 tests
[2025-10-18T02:28:49.742140] [INFO ] [CONFIGURE ] QGEN: Testing feature 9/29: add_mfi
[2025-10-18T02:28:49.742172] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T02:28:49.886988] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:28:50.030470] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:50.177126] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:28:50.321305] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:28:50.473375] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:50.618797] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:28:50.767596] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:28:50.916144] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:51.054740] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:28:51.196412] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:28:51.196605] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_mfi (score: 20.00%)
[2025-10-18T02:28:51.196682] [INFO ] [CONFIGURE ] JOB ETA: 53.5m | Avg: 1.5s/test | Remaining: 2191 tests
[2025-10-18T02:28:51.196738] [INFO ] [CONFIGURE ] QGEN: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:28:51.196773] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:28:51.346823] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:28:51.507451] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:51.683849] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:28:51.846756] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:28:52.007803] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:52.170226] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:28:52.333429] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:28:52.501834] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:52.664374] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:28:52.827159] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:28:52.827313] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-10-18T02:28:52.827357] [INFO ] [CONFIGURE ] JOB ETA: 53.5m | Avg: 1.5s/test | Remaining: 2190 tests
[2025-10-18T02:28:52.827392] [INFO ] [CONFIGURE ] QGEN: Testing feature 11/29: add_obv_daily
[2025-10-18T02:28:52.827424] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T02:28:52.964948] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:28:53.103467] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:53.241583] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:28:53.380189] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:28:53.518540] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:53.657890] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:28:53.799210] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:28:53.940575] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:28:54.084407] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:28:54.227692] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:28:54.227883] [INFO ] [CONFIGURE ] QGEN: KEPT add_obv_daily (score: 40.00%)
[2025-10-18T02:28:54.227945] [INFO ] [CONFIGURE ] JOB ETA: 53.5m | Avg: 1.5s/test | Remaining: 2189 tests
[2025-10-18T02:28:54.227983] [INFO ] [CONFIGURE ] QGEN: Testing feature 12/29: add_obv_interval
[2025-10-18T02:28:54.228015] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_obv_interval']
[2025-10-18T02:28:54.375527] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:28:54.520755] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:54.710290] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:28:54.856175] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:28:55.004086] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:55.152456] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:28:55.302755] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:28:55.452931] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:55.605737] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:28:55.759599] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:28:55.759793] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T02:28:55.759843] [INFO ] [CONFIGURE ] JOB ETA: 53.5m | Avg: 1.5s/test | Remaining: 2188 tests
[2025-10-18T02:28:55.759878] [INFO ] [CONFIGURE ] QGEN: Testing feature 13/29: add_opening_strength
[2025-10-18T02:28:55.759909] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:28:55.920007] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:28:56.073573] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:56.229153] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:28:56.384815] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:28:56.541415] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:56.702184] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:28:56.858708] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:28:57.016159] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:28:57.174457] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:28:57.334537] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:28:57.334711] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T02:28:57.334768] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 1.5s/test | Remaining: 2187 tests
[2025-10-18T02:28:57.334805] [INFO ] [CONFIGURE ] QGEN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:28:57.334836] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T02:28:57.492048] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:28:57.651533] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:57.812854] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:28:57.976440] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:28:58.136994] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:58.298255] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:28:58.458182] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:28:58.618337] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:28:58.786496] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:28:58.948988] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:28:58.949161] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T02:28:58.949208] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 1.5s/test | Remaining: 2186 tests
[2025-10-18T02:28:58.949244] [INFO ] [CONFIGURE ] QGEN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:28:58.949280] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T02:28:59.085800] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:28:59.222798] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:28:59.361449] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:28:59.500518] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:28:59.640291] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:28:59.779963] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:28:59.919534] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:00.066583] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:29:00.210488] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:29:00.360195] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:29:00.360507] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-18T02:29:00.360566] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 1.5s/test | Remaining: 2185 tests
[2025-10-18T02:29:00.361271] [INFO ] [CONFIGURE ] QGEN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:29:00.361314] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T02:29:00.510193] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:00.659011] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:00.808245] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:29:00.956151] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:01.107226] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:29:01.267581] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:01.424746] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:01.581430] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:01.739678] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:29:01.899278] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:29:01.899489] [INFO ] [CONFIGURE ] QGEN: KEPT add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T02:29:01.899539] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 1.5s/test | Remaining: 2184 tests
[2025-10-18T02:29:01.899577] [INFO ] [CONFIGURE ] QGEN: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:29:01.899611] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-18T02:29:02.069402] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:02.239170] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:02.411368] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:29:02.589471] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:02.760104] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:29:02.948176] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:03.138146] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:03.371711] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:03.609270] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:29:03.841893] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:29:03.842093] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:29:03.842140] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 1.5s/test | Remaining: 2183 tests
[2025-10-18T02:29:03.842179] [INFO ] [CONFIGURE ] QGEN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:29:03.842215] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-18T02:29:04.020241] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:04.195824] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:04.363439] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:29:04.534770] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:04.709523] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:29:04.878472] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:05.053170] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:05.221000] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:05.392145] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:29:05.559823] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:29:05.560008] [INFO ] [CONFIGURE ] QGEN: KEPT add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:29:05.560054] [INFO ] [CONFIGURE ] JOB ETA: 53.3m | Avg: 1.5s/test | Remaining: 2182 tests
[2025-10-18T02:29:05.560092] [INFO ] [CONFIGURE ] QGEN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:29:05.560127] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-18T02:29:05.725926] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:05.902926] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:06.077603] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:29:06.251435] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:06.428715] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:29:06.598933] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:06.769120] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:06.941578] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:07.124473] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:29:07.298208] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:29:07.298483] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T02:29:07.298559] [INFO ] [CONFIGURE ] JOB ETA: 53.3m | Avg: 1.5s/test | Remaining: 2181 tests
[2025-10-18T02:29:07.298601] [INFO ] [CONFIGURE ] QGEN: Testing feature 20/29: add_price_rejection
[2025-10-18T02:29:07.298637] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-18T02:29:07.480832] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:07.661363] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:07.842872] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:29:08.020020] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:08.208161] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:29:08.386923] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:08.551171] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:08.717472] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:08.882143] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:29:09.048240] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:29:09.048420] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T02:29:09.048464] [INFO ] [CONFIGURE ] JOB ETA: 53.3m | Avg: 1.5s/test | Remaining: 2180 tests
[2025-10-18T02:29:09.048503] [INFO ] [CONFIGURE ] QGEN: Testing feature 21/29: add_range_position
[2025-10-18T02:29:09.048542] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-18T02:29:09.218571] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:09.397509] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:09.565336] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:29:09.732345] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:09.899434] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:29:10.069044] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:10.239341] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:10.409997] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:10.579844] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:29:10.751781] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:29:10.751986] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T02:29:10.752034] [INFO ] [CONFIGURE ] JOB ETA: 53.3m | Avg: 1.5s/test | Remaining: 2179 tests
[2025-10-18T02:29:10.752068] [INFO ] [CONFIGURE ] QGEN: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:29:10.752101] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-18T02:29:10.937473] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:11.119091] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:11.301738] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:29:11.481984] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:11.674309] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:29:11.880968] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:12.089832] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:12.296910] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:12.497140] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:29:12.710488] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:29:12.710754] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:29:12.710813] [INFO ] [CONFIGURE ] JOB ETA: 53.2m | Avg: 1.5s/test | Remaining: 2178 tests
[2025-10-18T02:29:12.710853] [INFO ] [CONFIGURE ] QGEN: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:29:12.710886] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-18T02:29:12.903376] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:13.089263] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:13.261237] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:29:13.441611] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:13.621399] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:29:13.781302] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:13.947367] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:14.108131] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:14.271135] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:29:14.435534] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:29:14.435744] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T02:29:14.435802] [INFO ] [CONFIGURE ] JOB ETA: 53.2m | Avg: 1.5s/test | Remaining: 2177 tests
[2025-10-18T02:29:14.435839] [INFO ] [CONFIGURE ] QGEN: Testing feature 24/29: add_rsi
[2025-10-18T02:29:14.435927] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-18T02:29:14.614146] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:14.791532] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:14.968304] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:29:15.147302] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:15.325442] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:29:15.514080] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:15.704443] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:15.923157] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:29:16.110701] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:29:16.298313] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:29:16.298477] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T02:29:16.298521] [INFO ] [CONFIGURE ] JOB ETA: 53.2m | Avg: 1.5s/test | Remaining: 2176 tests
[2025-10-18T02:29:16.298556] [INFO ] [CONFIGURE ] QGEN: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:29:16.298587] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-18T02:29:16.457204] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:16.620881] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:16.779947] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:29:16.941972] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:17.109999] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:29:17.273404] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:17.436157] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:17.606023] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:17.764513] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:29:17.929273] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:29:17.929456] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T02:29:17.929501] [INFO ] [CONFIGURE ] JOB ETA: 53.2m | Avg: 1.5s/test | Remaining: 2175 tests
[2025-10-18T02:29:17.929538] [INFO ] [CONFIGURE ] QGEN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:29:17.929570] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-18T02:29:18.094058] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:18.259998] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:18.429466] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:29:18.598344] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:18.765418] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:29:18.967042] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:19.135202] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:19.305004] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:19.473705] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:29:19.642340] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:29:19.642504] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:29:19.642573] [INFO ] [CONFIGURE ] JOB ETA: 53.1m | Avg: 1.5s/test | Remaining: 2174 tests
[2025-10-18T02:29:19.642633] [INFO ] [CONFIGURE ] QGEN: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:29:19.642709] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-18T02:29:19.815521] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:19.993109] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:20.164541] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:29:20.329292] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:20.492336] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:29:20.659064] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:20.826345] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:20.998248] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:21.181317] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:29:21.366345] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:29:21.366547] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T02:29:21.366594] [INFO ] [CONFIGURE ] JOB ETA: 53.1m | Avg: 1.5s/test | Remaining: 2173 tests
[2025-10-18T02:29:21.366632] [INFO ] [CONFIGURE ] QGEN: Testing feature 28/29: add_volume_profile
[2025-10-18T02:29:21.366704] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-18T02:29:21.542437] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:21.710053] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:21.882291] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:29:22.056895] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:29:22.233697] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:29:22.407700] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:22.583933] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:22.751342] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:22.918367] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:29:23.093121] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:29:23.093332] [INFO ] [CONFIGURE ] QGEN: KEPT add_volume_profile (score: 70.00%)
[2025-10-18T02:29:23.093395] [INFO ] [CONFIGURE ] JOB ETA: 53.1m | Avg: 1.5s/test | Remaining: 2172 tests
[2025-10-18T02:29:23.093459] [INFO ] [CONFIGURE ] QGEN: Testing feature 29/29: add_vwap
[2025-10-18T02:29:23.093492] [INFO ] [CONFIGURE ] QGEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_profile', 'add_vwap']
[2025-10-18T02:29:23.264295] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:23.435630] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:23.611079] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:29:23.805180] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:24.016773] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:29:24.211982] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:24.400070] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:24.583158] [DEBUG] [FORECASTER] QGEN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:24.759001] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:29:24.936160] [DEBUG] [FORECASTER] QGEN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:29:24.936386] [INFO ] [CONFIGURE ] QGEN: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:29:24.936434] [INFO ] [CONFIGURE ] JOB ETA: 53.1m | Avg: 1.5s/test | Remaining: 2171 tests
[2025-10-18T02:29:24.936482] [INFO ] [CONFIGURE ] QGEN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:29:24.936536] [INFO ] [CONFIGURE ] QGEN: Best accuracy: 70.00%
[2025-10-18T02:29:24.936570] [INFO ] [CONFIGURE ] QGEN: Best feature set (5 features): ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-18T02:29:24.936599] [INFO ] [CONFIGURE ] QGEN: Improvement over baseline: 50.00%
[2025-10-18T02:29:24.936626] [INFO ] [CONFIGURE ] QGEN: Total time: 46.6 seconds
[2025-10-18T02:29:24.936689] [INFO ] [CONFIGURE ] QGEN: Average time per feature: 1.6 seconds
[2025-10-18T02:29:24.936734] [INFO ] [CONFIGURE ] QGEN: Average speed: 0.62 features/sec
[2025-10-18T02:29:24.937351] [INFO ] [LOCAL     ] Saved configuration for QGEN: 5 features, 70.00% accuracy -> ./output/feature-sets/QGEN.json
[2025-10-18T02:29:24.937421] [INFO ] [CONFIGURE ] QGEN: Configuration saved successfully: 5 features, 70.00% accuracy.
[2025-10-18T02:29:24.937528] [INFO ] [sig       ] [308/380] Successfully configured QGEN | 0.02 sym/s | Total: 3.7h | ETA: 51.9m
[2025-10-18T02:29:24.937606] [INFO ] [sig       ] [309/380] Configuring QS...
[2025-10-18T02:29:24.937697] [INFO ] [CONFIGURE ] QS: Configurate test run.
[2025-10-18T02:29:24.937784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-10-18T02:29:24.951416] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QS'.
[2025-10-18T02:29:24.952015] [INFO ] [CONFIGURE ] QS: Testing with 29 available features
[2025-10-18T02:29:24.952074] [INFO ] [CONFIGURE ] QS: Establishing baseline with no features...
[2025-10-18T02:29:25.056939] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:29:25.162988] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:25.270257] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:25.375438] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:25.479741] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:25.582891] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:25.689871] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:25.793108] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:29:25.897113] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:26.003329] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:26.003481] [INFO ] [CONFIGURE ] QS: Baseline score (no features): 50.00%
[2025-10-18T02:29:26.003524] [INFO ] [CONFIGURE ] QS: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:29:26.003557] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:29:26.114842] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:29:26.230321] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:26.347332] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:26.459761] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:26.574120] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:26.688863] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:26.806388] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:26.922667] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:27.049623] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:27.182069] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:27.182234] [INFO ] [CONFIGURE ] QS: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T02:29:27.182281] [INFO ] [CONFIGURE ] JOB ETA: 53.0m | Avg: 1.5s/test | Remaining: 2170 tests
[2025-10-18T02:29:27.182316] [INFO ] [CONFIGURE ] QS: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:29:27.182346] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:29:27.311500] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:27.442175] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:27.571871] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:27.705483] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:27.837062] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:27.974873] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:28.106083] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:28.243442] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:28.382572] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:29:28.523830] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:28.524008] [INFO ] [CONFIGURE ] QS: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T02:29:28.524055] [INFO ] [CONFIGURE ] JOB ETA: 53.0m | Avg: 1.5s/test | Remaining: 2169 tests
[2025-10-18T02:29:28.524091] [INFO ] [CONFIGURE ] QS: Testing feature 3/29: add_daily_returns
[2025-10-18T02:29:28.524123] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_daily_returns']
[2025-10-18T02:29:28.644281] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:29:28.773317] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:28.893865] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:29.010277] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:29.127358] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:29.246985] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:29.369539] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:29.488465] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:29:29.611210] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:29.731965] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:29.732166] [INFO ] [CONFIGURE ] QS: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T02:29:29.732236] [INFO ] [CONFIGURE ] JOB ETA: 53.0m | Avg: 1.5s/test | Remaining: 2168 tests
[2025-10-18T02:29:29.732276] [INFO ] [CONFIGURE ] QS: Testing feature 4/29: add_ema
[2025-10-18T02:29:29.732308] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_ema']
[2025-10-18T02:29:29.860325] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:29:29.989970] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:30.120366] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:30.252866] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:30.390193] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:30.524927] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:30.656936] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:30.791073] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:29:30.927518] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:31.093573] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:31.093796] [INFO ] [CONFIGURE ] QS: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:29:31.093848] [INFO ] [CONFIGURE ] JOB ETA: 53.0m | Avg: 1.5s/test | Remaining: 2167 tests
[2025-10-18T02:29:31.093887] [INFO ] [CONFIGURE ] QS: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:29:31.093919] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:29:31.237114] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:31.380461] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:31.523976] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:29:31.656196] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:31.792501] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:31.929511] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:32.064354] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:32.200151] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:32.336357] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:32.473630] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:32.473878] [INFO ] [CONFIGURE ] QS: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T02:29:32.473981] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 1.5s/test | Remaining: 2166 tests
[2025-10-18T02:29:32.474040] [INFO ] [CONFIGURE ] QS: Testing feature 6/29: add_failed_moves
[2025-10-18T02:29:32.474074] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_failed_moves']
[2025-10-18T02:29:32.588086] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:29:32.705126] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:32.820408] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:32.936212] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:33.052487] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:33.170594] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:33.288970] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:33.407867] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:29:33.526960] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:33.646618] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:33.646795] [INFO ] [CONFIGURE ] QS: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T02:29:33.646843] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 1.5s/test | Remaining: 2165 tests
[2025-10-18T02:29:33.646877] [INFO ] [CONFIGURE ] QS: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:29:33.646908] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_lag_shelf']
[2025-10-18T02:29:33.753605] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:29:33.861759] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:33.968026] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:34.111445] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:34.222106] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:34.330251] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:34.439244] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:34.549476] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:29:34.659005] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:34.768427] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:34.768626] [INFO ] [CONFIGURE ] QS: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T02:29:34.768711] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 1.5s/test | Remaining: 2164 tests
[2025-10-18T02:29:34.768755] [INFO ] [CONFIGURE ] QS: Testing feature 8/29: add_macd
[2025-10-18T02:29:34.768788] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:29:34.911892] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:35.054932] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:35.195411] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:29:35.336194] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:35.485909] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:35.641067] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:35.800988] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:35.963144] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:36.127106] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:36.289051] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:36.289272] [INFO ] [CONFIGURE ] QS: DISCARDED add_macd (score: 40.00%)
[2025-10-18T02:29:36.289322] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 1.5s/test | Remaining: 2163 tests
[2025-10-18T02:29:36.289357] [INFO ] [CONFIGURE ] QS: Testing feature 9/29: add_mfi
[2025-10-18T02:29:36.289388] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_mfi']
[2025-10-18T02:29:36.413638] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:29:36.537782] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:36.662960] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:36.788346] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:36.913850] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:37.044454] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:37.173240] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:37.300312] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:29:37.427914] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:37.557536] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:37.557723] [INFO ] [CONFIGURE ] QS: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T02:29:37.557812] [INFO ] [CONFIGURE ] JOB ETA: 52.8m | Avg: 1.5s/test | Remaining: 2162 tests
[2025-10-18T02:29:37.557855] [INFO ] [CONFIGURE ] QS: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:29:37.557888] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:29:37.697689] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:29:37.836510] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:37.977353] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:38.116664] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:38.254177] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:38.390475] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:38.532163] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:38.675857] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:29:38.817285] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:38.959502] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:38.959687] [INFO ] [CONFIGURE ] QS: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:29:38.959750] [INFO ] [CONFIGURE ] JOB ETA: 52.8m | Avg: 1.5s/test | Remaining: 2161 tests
[2025-10-18T02:29:38.959787] [INFO ] [CONFIGURE ] QS: Testing feature 11/29: add_obv_daily
[2025-10-18T02:29:38.959817] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_obv_daily']
[2025-10-18T02:29:39.081470] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:29:39.202346] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:39.323222] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:39.447136] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:39.580945] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:39.713330] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:39.840330] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:39.960895] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:29:40.081567] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:40.202886] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:40.203044] [INFO ] [CONFIGURE ] QS: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T02:29:40.203089] [INFO ] [CONFIGURE ] JOB ETA: 52.8m | Avg: 1.5s/test | Remaining: 2160 tests
[2025-10-18T02:29:40.203124] [INFO ] [CONFIGURE ] QS: Testing feature 12/29: add_obv_interval
[2025-10-18T02:29:40.203155] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_obv_interval']
[2025-10-18T02:29:40.319596] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:40.437536] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:40.554046] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:29:40.671054] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:40.788228] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:40.907426] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:41.028356] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:41.155980] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:41.283819] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:41.407416] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:41.407668] [INFO ] [CONFIGURE ] QS: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T02:29:41.407770] [INFO ] [CONFIGURE ] JOB ETA: 52.8m | Avg: 1.5s/test | Remaining: 2159 tests
[2025-10-18T02:29:41.407839] [INFO ] [CONFIGURE ] QS: Testing feature 13/29: add_opening_strength
[2025-10-18T02:29:41.407893] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:29:41.537250] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:41.663490] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:41.799201] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:41.926306] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:42.049512] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:42.178001] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:42.303507] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:42.429991] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:42.555967] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:29:42.685726] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:29:42.685879] [INFO ] [CONFIGURE ] QS: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:29:42.685947] [INFO ] [CONFIGURE ] JOB ETA: 52.7m | Avg: 1.5s/test | Remaining: 2158 tests
[2025-10-18T02:29:42.685981] [INFO ] [CONFIGURE ] QS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:29:42.686011] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T02:29:42.814490] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:29:42.960995] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:43.107597] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:43.252889] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:43.397063] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:43.545100] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:43.681614] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:43.809663] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:29:43.937851] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:44.068765] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:44.068916] [INFO ] [CONFIGURE ] QS: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T02:29:44.068958] [INFO ] [CONFIGURE ] JOB ETA: 52.7m | Avg: 1.5s/test | Remaining: 2157 tests
[2025-10-18T02:29:44.068992] [INFO ] [CONFIGURE ] QS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:29:44.069021] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T02:29:44.177166] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:29:44.284809] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:44.393992] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:44.504587] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:44.617703] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:44.727688] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:44.839990] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:44.951319] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:29:45.063826] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:45.177579] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:45.177770] [INFO ] [CONFIGURE ] QS: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:29:45.177844] [INFO ] [CONFIGURE ] JOB ETA: 52.7m | Avg: 1.5s/test | Remaining: 2156 tests
[2025-10-18T02:29:45.177889] [INFO ] [CONFIGURE ] QS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:29:45.177925] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T02:29:45.294154] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:45.410452] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:45.525803] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:45.645018] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:45.764939] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:45.885040] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:46.005189] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:46.125786] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:46.250627] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:46.370578] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:46.370739] [INFO ] [CONFIGURE ] QS: KEPT add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:29:46.370796] [INFO ] [CONFIGURE ] JOB ETA: 52.7m | Avg: 1.5s/test | Remaining: 2155 tests
[2025-10-18T02:29:46.370832] [INFO ] [CONFIGURE ] QS: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:29:46.370864] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-18T02:29:46.500543] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:46.630755] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:46.762491] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:29:46.894456] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:47.029985] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:47.165282] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:47.302227] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:47.436287] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:47.571594] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:47.707821] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:47.707987] [INFO ] [CONFIGURE ] QS: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:29:47.708032] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 1.5s/test | Remaining: 2154 tests
[2025-10-18T02:29:47.708066] [INFO ] [CONFIGURE ] QS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:29:47.708096] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-18T02:29:47.828332] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:29:47.949614] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:48.078470] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:48.217492] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:48.343890] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:48.470536] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:48.599696] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:48.727022] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:29:48.857350] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:48.985441] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:29:48.985602] [INFO ] [CONFIGURE ] QS: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T02:29:48.985670] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 1.5s/test | Remaining: 2153 tests
[2025-10-18T02:29:48.985729] [INFO ] [CONFIGURE ] QS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:29:48.985764] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-18T02:29:49.107777] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:49.238779] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:49.380286] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:49.505907] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:49.634212] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:49.763687] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:49.891284] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:50.019039] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:50.145395] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:50.269980] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:50.270169] [INFO ] [CONFIGURE ] QS: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T02:29:50.270215] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 1.5s/test | Remaining: 2152 tests
[2025-10-18T02:29:50.270250] [INFO ] [CONFIGURE ] QS: Testing feature 20/29: add_price_rejection
[2025-10-18T02:29:50.270282] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-18T02:29:50.403075] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:50.540416] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:50.676044] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:50.818489] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:50.957825] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:51.092290] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:51.240996] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:51.379450] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:29:51.518474] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:51.658773] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:51.658944] [INFO ] [CONFIGURE ] QS: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:29:51.658989] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 1.5s/test | Remaining: 2151 tests
[2025-10-18T02:29:51.659025] [INFO ] [CONFIGURE ] QS: Testing feature 21/29: add_range_position
[2025-10-18T02:29:51.659055] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_pbf_overnight_gap', 'add_range_position']
[2025-10-18T02:29:51.803004] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:29:51.947969] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:52.089133] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:52.230875] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:52.372810] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:52.513594] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:29:52.656097] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:52.801801] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:52.950186] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:53.092402] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:53.092610] [INFO ] [CONFIGURE ] QS: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T02:29:53.092696] [INFO ] [CONFIGURE ] JOB ETA: 52.5m | Avg: 1.5s/test | Remaining: 2150 tests
[2025-10-18T02:29:53.092746] [INFO ] [CONFIGURE ] QS: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:29:53.092780] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-18T02:29:53.251238] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:53.411391] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:53.596271] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:53.773238] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:53.930785] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:54.091021] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:54.253884] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:54.417832] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:29:54.580788] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:29:54.742003] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:54.742194] [INFO ] [CONFIGURE ] QS: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T02:29:54.742240] [INFO ] [CONFIGURE ] JOB ETA: 52.5m | Avg: 1.5s/test | Remaining: 2149 tests
[2025-10-18T02:29:54.742274] [INFO ] [CONFIGURE ] QS: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:29:54.742303] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-18T02:29:54.878000] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:29:55.011960] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:29:55.149844] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:55.289149] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:55.423285] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:55.564910] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:55.711568] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:29:55.865288] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:56.016950] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:56.160071] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:56.160229] [INFO ] [CONFIGURE ] QS: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T02:29:56.160274] [INFO ] [CONFIGURE ] JOB ETA: 52.5m | Avg: 1.5s/test | Remaining: 2148 tests
[2025-10-18T02:29:56.160308] [INFO ] [CONFIGURE ] QS: Testing feature 24/29: add_rsi
[2025-10-18T02:29:56.160339] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-18T02:29:56.309324] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:29:56.458684] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:56.613459] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:56.763606] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:56.938966] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:57.102067] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:57.270895] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:57.430933] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:29:57.589560] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:57.744233] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:57.744410] [INFO ] [CONFIGURE ] QS: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T02:29:57.744457] [INFO ] [CONFIGURE ] JOB ETA: 52.5m | Avg: 1.5s/test | Remaining: 2147 tests
[2025-10-18T02:29:57.744495] [INFO ] [CONFIGURE ] QS: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:29:57.744527] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-18T02:29:57.873483] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:29:57.999854] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:58.125608] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:58.252570] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:58.381195] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:58.525816] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:58.657115] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:29:58.785198] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:29:58.916398] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:29:59.042355] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:29:59.042519] [INFO ] [CONFIGURE ] QS: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T02:29:59.042581] [INFO ] [CONFIGURE ] JOB ETA: 52.4m | Avg: 1.5s/test | Remaining: 2146 tests
[2025-10-18T02:29:59.042619] [INFO ] [CONFIGURE ] QS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:29:59.042679] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-18T02:29:59.166511] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:29:59.294374] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:29:59.427490] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:29:59.561861] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:29:59.695973] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:29:59.822702] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:29:59.965503] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:30:00.100449] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:30:00.236207] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:30:00.373045] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:30:00.373218] [INFO ] [CONFIGURE ] QS: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:30:00.373265] [INFO ] [CONFIGURE ] JOB ETA: 52.4m | Avg: 1.5s/test | Remaining: 2145 tests
[2025-10-18T02:30:00.373355] [INFO ] [CONFIGURE ] QS: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:30:00.373410] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-18T02:30:00.517574] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:00.660334] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:00.802752] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:00.943153] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:30:01.089972] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:30:01.249211] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:01.410079] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:30:01.564329] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:30:01.709795] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:30:01.860484] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:01.860699] [INFO ] [CONFIGURE ] QS: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T02:30:01.860762] [INFO ] [CONFIGURE ] JOB ETA: 52.4m | Avg: 1.5s/test | Remaining: 2144 tests
[2025-10-18T02:30:01.860802] [INFO ] [CONFIGURE ] QS: Testing feature 28/29: add_volume_profile
[2025-10-18T02:30:01.860836] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-18T02:30:01.994090] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:30:02.125559] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:02.258984] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:02.391301] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:30:02.518627] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:30:02.645803] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:02.774553] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:30:02.908204] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:30:03.040852] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:30:03.169594] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:30:03.169799] [INFO ] [CONFIGURE ] QS: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T02:30:03.169851] [INFO ] [CONFIGURE ] JOB ETA: 52.4m | Avg: 1.5s/test | Remaining: 2143 tests
[2025-10-18T02:30:03.169886] [INFO ] [CONFIGURE ] QS: Testing feature 29/29: add_vwap
[2025-10-18T02:30:03.169917] [INFO ] [CONFIGURE ] QS: Testing with features: ['add_pbf_overnight_gap', 'add_vwap']
[2025-10-18T02:30:03.295422] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:30:03.420704] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:03.547148] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:30:03.679332] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:30:03.805161] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:30:03.932042] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:30:04.061275] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:30:04.190878] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:04.322304] [DEBUG] [FORECASTER] QS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:30:04.457886] [DEBUG] [FORECASTER] QS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:30:04.458061] [INFO ] [CONFIGURE ] QS: DISCARDED add_vwap (score: 30.00%)
[2025-10-18T02:30:04.458115] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 1.5s/test | Remaining: 2142 tests
[2025-10-18T02:30:04.458152] [INFO ] [CONFIGURE ] QS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:30:04.458183] [INFO ] [CONFIGURE ] QS: Best accuracy: 60.00%
[2025-10-18T02:30:04.458214] [INFO ] [CONFIGURE ] QS: Best feature set (1 features): ['add_pbf_overnight_gap']
[2025-10-18T02:30:04.458242] [INFO ] [CONFIGURE ] QS: Improvement over baseline: 10.00%
[2025-10-18T02:30:04.458269] [INFO ] [CONFIGURE ] QS: Total time: 38.5 seconds
[2025-10-18T02:30:04.458295] [INFO ] [CONFIGURE ] QS: Average time per feature: 1.3 seconds
[2025-10-18T02:30:04.458322] [INFO ] [CONFIGURE ] QS: Average speed: 0.75 features/sec
[2025-10-18T02:30:04.458896] [INFO ] [LOCAL     ] Saved configuration for QS: 1 features, 60.00% accuracy -> ./output/feature-sets/QS.json
[2025-10-18T02:30:04.458965] [INFO ] [CONFIGURE ] QS: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-10-18T02:30:04.459036] [INFO ] [sig       ] [309/380] Successfully configured QS | 0.02 sym/s | Total: 3.7h | ETA: 51.2m
[2025-10-18T02:30:04.459093] [INFO ] [sig       ] [310/380] Configuring QSR...
[2025-10-18T02:30:04.459125] [INFO ] [CONFIGURE ] QSR: Configurate test run.
[2025-10-18T02:30:04.459155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSR' from 'https://tdm.silogroup.org/data/derivative_storage/QSR.csv'.
[2025-10-18T02:30:04.472450] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QSR'.
[2025-10-18T02:30:04.472831] [INFO ] [CONFIGURE ] QSR: Testing with 29 available features
[2025-10-18T02:30:04.472888] [INFO ] [CONFIGURE ] QSR: Establishing baseline with no features...
[2025-10-18T02:30:04.574470] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:04.674637] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:04.775786] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:04.878369] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:30:04.980547] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:05.086950] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:05.208904] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:05.327667] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:30:05.441251] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:05.558195] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:05.558358] [INFO ] [CONFIGURE ] QSR: Baseline score (no features): 40.00%
[2025-10-18T02:30:05.558403] [INFO ] [CONFIGURE ] QSR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:30:05.558437] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:30:05.686128] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:05.801012] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:05.920438] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:06.040172] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:30:06.157120] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:06.275299] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:06.392524] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:06.517168] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:06.641423] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:06.771359] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:06.771531] [INFO ] [CONFIGURE ] QSR: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T02:30:06.771588] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 1.5s/test | Remaining: 2141 tests
[2025-10-18T02:30:06.771624] [INFO ] [CONFIGURE ] QSR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:30:06.771690] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:30:06.909249] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:07.048774] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:07.186516] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:30:07.325073] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:30:07.468222] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:07.620304] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:07.763384] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:30:07.906842] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:08.054619] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:30:08.198431] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:08.198584] [INFO ] [CONFIGURE ] QSR: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T02:30:08.198626] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 1.5s/test | Remaining: 2140 tests
[2025-10-18T02:30:08.198696] [INFO ] [CONFIGURE ] QSR: Testing feature 3/29: add_daily_returns
[2025-10-18T02:30:08.198740] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:30:08.328662] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:08.453381] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:08.588058] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:08.722405] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:30:08.850033] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:08.986869] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:09.122763] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:09.257457] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:09.423025] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:09.562500] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:30:09.562694] [INFO ] [CONFIGURE ] QSR: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:30:09.562756] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 1.5s/test | Remaining: 2139 tests
[2025-10-18T02:30:09.562844] [INFO ] [CONFIGURE ] QSR: Testing feature 4/29: add_ema
[2025-10-18T02:30:09.562902] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T02:30:09.707907] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:09.855723] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:09.997857] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:10.143213] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:30:10.290910] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:10.452978] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:10.638876] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:10.783919] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:30:10.927041] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:11.071226] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:11.071437] [INFO ] [CONFIGURE ] QSR: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:30:11.071483] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 1.5s/test | Remaining: 2138 tests
[2025-10-18T02:30:11.071520] [INFO ] [CONFIGURE ] QSR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:30:11.071552] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:30:11.220899] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:11.380430] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:11.533767] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:11.698842] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:30:11.883295] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:12.062174] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:12.278597] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:12.514773] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:30:12.741203] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:12.919257] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:12.919497] [INFO ] [CONFIGURE ] QSR: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:30:12.919554] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 1.5s/test | Remaining: 2137 tests
[2025-10-18T02:30:12.919590] [INFO ] [CONFIGURE ] QSR: Testing feature 6/29: add_failed_moves
[2025-10-18T02:30:12.919622] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T02:30:13.050953] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:13.190623] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:13.326937] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:13.462082] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:30:13.593736] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:13.728071] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:13.856517] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:13.981470] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:14.107772] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:14.237814] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:14.237994] [INFO ] [CONFIGURE ] QSR: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T02:30:14.238038] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 1.5s/test | Remaining: 2136 tests
[2025-10-18T02:30:14.238073] [INFO ] [CONFIGURE ] QSR: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:30:14.238106] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T02:30:14.356125] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:14.476261] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:14.606288] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:14.721356] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:30:14.832605] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:14.946125] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:15.058487] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:15.171634] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:30:15.291738] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:15.411869] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:15.412055] [INFO ] [CONFIGURE ] QSR: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T02:30:15.412105] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 1.5s/test | Remaining: 2135 tests
[2025-10-18T02:30:15.412140] [INFO ] [CONFIGURE ] QSR: Testing feature 8/29: add_macd
[2025-10-18T02:30:15.412172] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T02:30:15.568159] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:15.721595] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:30:15.881612] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:16.049025] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:30:16.210910] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:16.374711] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:16.537068] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:16.728146] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:16.887824] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:17.052526] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:17.052759] [INFO ] [CONFIGURE ] QSR: KEPT add_macd (score: 70.00%)
[2025-10-18T02:30:17.052850] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 1.5s/test | Remaining: 2134 tests
[2025-10-18T02:30:17.052918] [INFO ] [CONFIGURE ] QSR: Testing feature 9/29: add_mfi
[2025-10-18T02:30:17.052954] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T02:30:17.233152] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:17.407456] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:30:17.582455] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:17.758361] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:30:17.939514] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:18.117548] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:18.295163] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:18.476252] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:18.654397] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:30:18.834766] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:18.834948] [INFO ] [CONFIGURE ] QSR: KEPT add_mfi (score: 80.00%)
[2025-10-18T02:30:18.834993] [INFO ] [CONFIGURE ] JOB ETA: 52.1m | Avg: 1.5s/test | Remaining: 2133 tests
[2025-10-18T02:30:18.835028] [INFO ] [CONFIGURE ] QSR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:30:18.835060] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:30:19.039960] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:19.246200] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:30:19.454221] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:30:19.665517] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:30:19.883983] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:30:20.087898] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:20.297356] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:30:20.504378] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:30:20.712238] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:20.921221] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:20.921428] [INFO ] [CONFIGURE ] QSR: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:30:20.921479] [INFO ] [CONFIGURE ] JOB ETA: 52.1m | Avg: 1.5s/test | Remaining: 2132 tests
[2025-10-18T02:30:20.921515] [INFO ] [CONFIGURE ] QSR: Testing feature 11/29: add_obv_daily
[2025-10-18T02:30:20.921548] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily']
[2025-10-18T02:30:21.098958] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:30:21.290962] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:30:21.473699] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:21.659407] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:30:21.856178] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:22.043958] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:22.237311] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:30:22.460231] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:22.656501] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:22.849745] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:22.849925] [INFO ] [CONFIGURE ] QSR: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T02:30:22.849971] [INFO ] [CONFIGURE ] JOB ETA: 52.1m | Avg: 1.5s/test | Remaining: 2131 tests
[2025-10-18T02:30:22.850012] [INFO ] [CONFIGURE ] QSR: Testing feature 12/29: add_obv_interval
[2025-10-18T02:30:22.850043] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_interval']
[2025-10-18T02:30:23.029076] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:23.209674] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:23.393979] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:23.576456] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:30:23.759199] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:23.942431] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:24.133862] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:24.321331] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:30:24.513609] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:24.701930] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:24.702142] [INFO ] [CONFIGURE ] QSR: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T02:30:24.702188] [INFO ] [CONFIGURE ] JOB ETA: 52.1m | Avg: 1.5s/test | Remaining: 2130 tests
[2025-10-18T02:30:24.702224] [INFO ] [CONFIGURE ] QSR: Testing feature 13/29: add_opening_strength
[2025-10-18T02:30:24.702257] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:30:24.894731] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:25.087863] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:25.282466] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:25.480733] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:30:25.674392] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:25.867061] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:26.064440] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:30:26.265210] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:26.475482] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:30:26.681865] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:26.682056] [INFO ] [CONFIGURE ] QSR: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:30:26.682104] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 1.5s/test | Remaining: 2129 tests
[2025-10-18T02:30:26.682150] [INFO ] [CONFIGURE ] QSR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:30:26.682191] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T02:30:26.879577] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:27.076338] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:30:27.274423] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:27.472073] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:30:27.677623] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:27.880718] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:30:28.077959] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:30:28.285576] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:30:28.497132] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:28.708489] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:30:28.708683] [INFO ] [CONFIGURE ] QSR: DISCARDED add_order_flow_imbalance (score: 20.00%)
[2025-10-18T02:30:28.708745] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 1.5s/test | Remaining: 2128 tests
[2025-10-18T02:30:28.708782] [INFO ] [CONFIGURE ] QSR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:30:28.708815] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T02:30:28.886279] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:29.064392] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:29.245741] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:29.425895] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:30:29.605157] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:29.779376] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:29.954228] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:30:30.135005] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:30:30.316616] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:30.497815] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:30.498019] [INFO ] [CONFIGURE ] QSR: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T02:30:30.498082] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 1.5s/test | Remaining: 2127 tests
[2025-10-18T02:30:30.498122] [INFO ] [CONFIGURE ] QSR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:30:30.498155] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T02:30:30.684194] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:30.872232] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:30:31.058598] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:31.246999] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:30:31.427911] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:31.614630] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:31.826137] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:30:32.022846] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:32.214095] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:32.431572] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:32.431804] [INFO ] [CONFIGURE ] QSR: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:30:32.431854] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 1.5s/test | Remaining: 2126 tests
[2025-10-18T02:30:32.431891] [INFO ] [CONFIGURE ] QSR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:30:32.431923] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_return_2d']
[2025-10-18T02:30:32.619079] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:32.804770] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:30:32.989959] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:33.176862] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:30:33.370771] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:30:33.569783] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:33.763213] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:30:33.956745] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:34.154034] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:34.350147] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:34.350343] [INFO ] [CONFIGURE ] QSR: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:30:34.350389] [INFO ] [CONFIGURE ] JOB ETA: 51.9m | Avg: 1.5s/test | Remaining: 2125 tests
[2025-10-18T02:30:34.350426] [INFO ] [CONFIGURE ] QSR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:30:34.350458] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T02:30:34.530612] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:34.711461] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:34.923581] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:35.130340] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:30:35.309742] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:35.491292] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:35.672154] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:35.855258] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:36.044748] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:36.228292] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:36.228485] [INFO ] [CONFIGURE ] QSR: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T02:30:36.228530] [INFO ] [CONFIGURE ] JOB ETA: 51.9m | Avg: 1.5s/test | Remaining: 2124 tests
[2025-10-18T02:30:36.228565] [INFO ] [CONFIGURE ] QSR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:30:36.228596] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T02:30:36.406603] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:36.591166] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:30:36.772855] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:36.952315] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:30:37.134631] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:37.315055] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:37.496942] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:37.673230] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:37.855298] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:38.038909] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:38.039093] [INFO ] [CONFIGURE ] QSR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:30:38.039137] [INFO ] [CONFIGURE ] JOB ETA: 51.9m | Avg: 1.5s/test | Remaining: 2123 tests
[2025-10-18T02:30:38.039173] [INFO ] [CONFIGURE ] QSR: Testing feature 20/29: add_price_rejection
[2025-10-18T02:30:38.039205] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_price_rejection']
[2025-10-18T02:30:38.222794] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:38.411872] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:30:38.594062] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:30:38.785139] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:30:38.984936] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:39.177148] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:39.371057] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:39.558831] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:39.757602] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:39.956694] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:39.956889] [INFO ] [CONFIGURE ] QSR: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T02:30:39.956937] [INFO ] [CONFIGURE ] JOB ETA: 51.9m | Avg: 1.5s/test | Remaining: 2122 tests
[2025-10-18T02:30:39.956974] [INFO ] [CONFIGURE ] QSR: Testing feature 21/29: add_range_position
[2025-10-18T02:30:39.957007] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_range_position']
[2025-10-18T02:30:40.147148] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:30:40.341861] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:30:40.532546] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:40.728674] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:30:40.915018] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:41.100963] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:41.294606] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:30:41.484219] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:30:41.675934] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:30:41.870170] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:41.870356] [INFO ] [CONFIGURE ] QSR: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:30:41.870451] [INFO ] [CONFIGURE ] JOB ETA: 51.9m | Avg: 1.5s/test | Remaining: 2121 tests
[2025-10-18T02:30:41.870507] [INFO ] [CONFIGURE ] QSR: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:30:41.870542] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_realized_volatility']
[2025-10-18T02:30:42.070364] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:42.270232] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:30:42.478215] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:42.697409] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:30:42.927560] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:43.144979] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:43.364337] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:43.586851] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:43.805410] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:44.041571] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:44.041805] [INFO ] [CONFIGURE ] QSR: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:30:44.041861] [INFO ] [CONFIGURE ] JOB ETA: 51.8m | Avg: 1.5s/test | Remaining: 2120 tests
[2025-10-18T02:30:44.041898] [INFO ] [CONFIGURE ] QSR: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:30:44.041931] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_recent_range_context']
[2025-10-18T02:30:44.232141] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:44.426753] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:30:44.623983] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:44.816186] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:30:45.014964] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:45.212947] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:45.411256] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:45.611047] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:45.823100] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:46.011902] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:46.012109] [INFO ] [CONFIGURE ] QSR: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T02:30:46.012156] [INFO ] [CONFIGURE ] JOB ETA: 51.8m | Avg: 1.5s/test | Remaining: 2119 tests
[2025-10-18T02:30:46.012191] [INFO ] [CONFIGURE ] QSR: Testing feature 24/29: add_rsi
[2025-10-18T02:30:46.012225] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_ema', 'add_rsi']
[2025-10-18T02:30:46.214321] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:46.416743] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:30:46.619775] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:46.824622] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:30:47.067036] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:47.277032] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:47.482296] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:47.695436] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:47.915858] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:48.132740] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:48.132919] [INFO ] [CONFIGURE ] QSR: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T02:30:48.132965] [INFO ] [CONFIGURE ] JOB ETA: 51.8m | Avg: 1.5s/test | Remaining: 2118 tests
[2025-10-18T02:30:48.133001] [INFO ] [CONFIGURE ] QSR: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:30:48.133033] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_tick_distribution']
[2025-10-18T02:30:48.319937] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:48.508303] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:30:48.701095] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:48.895476] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:30:49.081636] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:49.266578] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:49.454523] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:49.639857] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:30:49.830439] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:50.049970] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:50.050167] [INFO ] [CONFIGURE ] QSR: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T02:30:50.050231] [INFO ] [CONFIGURE ] JOB ETA: 51.8m | Avg: 1.5s/test | Remaining: 2117 tests
[2025-10-18T02:30:50.050278] [INFO ] [CONFIGURE ] QSR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:30:50.050334] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T02:30:50.232210] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:30:50.420258] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:50.607941] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:50.800888] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:30:50.988623] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:30:51.175930] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:30:51.363570] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:51.555305] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:51.745690] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:30:51.940839] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:51.941032] [INFO ] [CONFIGURE ] QSR: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:30:51.941205] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 1.5s/test | Remaining: 2116 tests
[2025-10-18T02:30:51.941261] [INFO ] [CONFIGURE ] QSR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:30:51.941296] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_price_divergence']
[2025-10-18T02:30:52.135686] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:52.328462] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:52.519718] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:52.711701] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:30:52.906269] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:30:53.127938] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:53.328564] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:53.528691] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:53.729088] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:30:53.927553] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:53.927755] [INFO ] [CONFIGURE ] QSR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:30:53.927817] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 1.5s/test | Remaining: 2115 tests
[2025-10-18T02:30:53.927854] [INFO ] [CONFIGURE ] QSR: Testing feature 28/29: add_volume_profile
[2025-10-18T02:30:53.927885] [INFO ] [CONFIGURE ] QSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_profile']
[2025-10-18T02:30:54.116628] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:30:54.302500] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:30:54.487718] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:30:54.665512] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:30:54.842711] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:30:55.036040] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:30:55.218013] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:30:55.399980] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:30:55.583054] [DEBUG] [FORECASTER] QSR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:30:55.766806] [DEBUG] [FORECASTER] QSR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:55.766967] [INFO ] [CONFIGURE ] QSR: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:30:55.767011] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 1.5s/test | Remaining: 2114 tests
[2025-10-18T02:30:55.767068] [INFO ] [CONFIGURE ] QSR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:30:55.767123] [INFO ] [CONFIGURE ] QSR: Best accuracy: 80.00%
[2025-10-18T02:30:55.767157] [INFO ] [CONFIGURE ] QSR: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T02:30:55.767187] [INFO ] [CONFIGURE ] QSR: Improvement over baseline: 40.00%
[2025-10-18T02:30:55.767213] [INFO ] [CONFIGURE ] QSR: Total time: 50.2 seconds
[2025-10-18T02:30:55.767239] [INFO ] [CONFIGURE ] QSR: Average time per feature: 1.8 seconds
[2025-10-18T02:30:55.767265] [INFO ] [CONFIGURE ] QSR: Average speed: 0.58 features/sec
[2025-10-18T02:30:55.768005] [INFO ] [LOCAL     ] Saved configuration for QSR: 4 features, 80.00% accuracy -> ./output/feature-sets/QSR.json
[2025-10-18T02:30:55.768101] [INFO ] [CONFIGURE ] QSR: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-18T02:30:55.768188] [INFO ] [sig       ] [310/380] Successfully configured QSR | 0.02 sym/s | Total: 3.7h | ETA: 50.5m
[2025-10-18T02:30:55.768255] [INFO ] [sig       ] [311/380] Configuring QTWO...
[2025-10-18T02:30:55.768319] [INFO ] [CONFIGURE ] QTWO: Configurate test run.
[2025-10-18T02:30:55.768374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-10-18T02:30:55.782152] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QTWO'.
[2025-10-18T02:30:55.782693] [INFO ] [CONFIGURE ] QTWO: Testing with 29 available features
[2025-10-18T02:30:55.782753] [INFO ] [CONFIGURE ] QTWO: Establishing baseline with no features...
[2025-10-18T02:30:55.888418] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:30:55.994468] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:56.120456] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:30:56.227117] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:30:56.332892] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:30:56.444118] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:30:56.550290] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:30:56.657916] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:30:56.766784] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:30:56.875886] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:56.876021] [INFO ] [CONFIGURE ] QTWO: Baseline score (no features): 70.00%
[2025-10-18T02:30:56.876065] [INFO ] [CONFIGURE ] QTWO: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:30:56.876098] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:30:56.991198] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:30:57.113147] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:30:57.234445] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:30:57.350987] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:30:57.465382] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:30:57.580823] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:30:57.697118] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:30:57.812606] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:30:57.929806] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:30:58.047356] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:58.047507] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T02:30:58.047549] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 1.5s/test | Remaining: 2113 tests
[2025-10-18T02:30:58.047583] [INFO ] [CONFIGURE ] QTWO: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:30:58.047613] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:30:58.166528] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:30:58.291123] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:30:58.414810] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:30:58.538487] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:30:58.663133] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:30:58.811218] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:30:58.950434] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:30:59.074295] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:30:59.197494] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:30:59.325423] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:30:59.325607] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T02:30:59.325679] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2112 tests
[2025-10-18T02:30:59.325733] [INFO ] [CONFIGURE ] QTWO: Testing feature 3/29: add_daily_returns
[2025-10-18T02:30:59.325765] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_daily_returns']
[2025-10-18T02:30:59.432568] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:30:59.537289] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:30:59.643483] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:30:59.751087] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:30:59.857968] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:30:59.967536] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:00.079798] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:00.189427] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:00.299432] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:00.410562] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:00.410738] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T02:31:00.410793] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2111 tests
[2025-10-18T02:31:00.410831] [INFO ] [CONFIGURE ] QTWO: Testing feature 4/29: add_ema
[2025-10-18T02:31:00.410864] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema']
[2025-10-18T02:31:00.530976] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:00.652985] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:31:00.774283] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:00.898600] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:01.019395] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:01.144156] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:01.274821] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:01.432014] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:01.567237] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:01.712520] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:01.712833] [INFO ] [CONFIGURE ] QTWO: KEPT add_ema (score: 80.00%)
[2025-10-18T02:31:01.712901] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2110 tests
[2025-10-18T02:31:01.712941] [INFO ] [CONFIGURE ] QTWO: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:31:01.712975] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:31:01.872505] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:02.051457] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:02.216323] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:02.375603] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:02.538265] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:31:02.695099] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:02.851156] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:03.009255] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:31:03.166245] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:03.332808] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:03.333020] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:31:03.333071] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 1.5s/test | Remaining: 2109 tests
[2025-10-18T02:31:03.333108] [INFO ] [CONFIGURE ] QTWO: Testing feature 6/29: add_failed_moves
[2025-10-18T02:31:03.333140] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_failed_moves']
[2025-10-18T02:31:03.468975] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:03.605491] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:31:03.744434] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:03.880969] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:04.023590] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:04.178157] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:04.350533] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:04.533556] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:04.743025] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:04.957233] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:04.957515] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T02:31:04.957615] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 1.5s/test | Remaining: 2108 tests
[2025-10-18T02:31:04.957717] [INFO ] [CONFIGURE ] QTWO: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:31:04.957815] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-10-18T02:31:05.113439] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:05.246852] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:31:05.369926] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:05.485425] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:05.603212] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:05.726767] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:05.844386] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:05.964205] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:06.084115] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:06.207847] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:06.208004] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T02:31:06.208048] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 1.5s/test | Remaining: 2107 tests
[2025-10-18T02:31:06.208082] [INFO ] [CONFIGURE ] QTWO: Testing feature 8/29: add_macd
[2025-10-18T02:31:06.208115] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-10-18T02:31:06.370582] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:06.534354] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:06.697373] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:31:06.875405] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:07.034887] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:07.198012] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:07.358906] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:07.522566] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:07.680895] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:07.846190] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:07.846396] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:31:07.846441] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 1.5s/test | Remaining: 2106 tests
[2025-10-18T02:31:07.846477] [INFO ] [CONFIGURE ] QTWO: Testing feature 9/29: add_mfi
[2025-10-18T02:31:07.846509] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_mfi']
[2025-10-18T02:31:07.981666] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:08.120497] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:31:08.274756] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:08.419806] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:08.578114] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:08.750352] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:08.918346] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:09.086914] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:09.258678] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:09.424899] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:09.425166] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T02:31:09.425298] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 1.5s/test | Remaining: 2105 tests
[2025-10-18T02:31:09.425367] [INFO ] [CONFIGURE ] QTWO: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:31:09.425426] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:31:09.606533] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:09.761750] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:31:09.920265] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:31:10.076931] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:10.234880] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:10.392710] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:10.554781] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:10.718522] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:10.884885] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:11.047463] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:11.047629] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T02:31:11.047708] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 1.5s/test | Remaining: 2104 tests
[2025-10-18T02:31:11.047817] [INFO ] [CONFIGURE ] QTWO: Testing feature 11/29: add_obv_daily
[2025-10-18T02:31:11.047858] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_obv_daily']
[2025-10-18T02:31:11.184183] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:11.326527] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:11.462223] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:11.598212] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:11.734951] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:31:11.873459] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:12.012336] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:12.157289] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:12.309625] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:12.461816] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:12.462051] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:31:12.462129] [INFO ] [CONFIGURE ] JOB ETA: 51.4m | Avg: 1.5s/test | Remaining: 2103 tests
[2025-10-18T02:31:12.462191] [INFO ] [CONFIGURE ] QTWO: Testing feature 12/29: add_obv_interval
[2025-10-18T02:31:12.462229] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_obv_interval']
[2025-10-18T02:31:12.603982] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:12.760481] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:12.921607] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:13.066776] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:13.207213] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:31:13.345219] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:13.491118] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:13.645563] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:13.803567] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:13.956107] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:13.956343] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:31:13.956393] [INFO ] [CONFIGURE ] JOB ETA: 51.4m | Avg: 1.5s/test | Remaining: 2102 tests
[2025-10-18T02:31:13.956432] [INFO ] [CONFIGURE ] QTWO: Testing feature 13/29: add_opening_strength
[2025-10-18T02:31:13.956467] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:31:14.114026] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:14.304585] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:31:14.471756] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:14.625336] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:14.767044] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:14.906369] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:15.046817] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:15.188976] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:15.331084] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:15.473382] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:15.473542] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-18T02:31:15.473587] [INFO ] [CONFIGURE ] JOB ETA: 51.4m | Avg: 1.5s/test | Remaining: 2101 tests
[2025-10-18T02:31:15.473623] [INFO ] [CONFIGURE ] QTWO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:31:15.473686] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-10-18T02:31:15.615817] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:15.750564] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:31:15.886104] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:16.023216] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:16.161466] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:31:16.299381] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:16.441379] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:16.580267] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:16.720318] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:16.860659] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:16.860827] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T02:31:16.860889] [INFO ] [CONFIGURE ] JOB ETA: 51.4m | Avg: 1.5s/test | Remaining: 2100 tests
[2025-10-18T02:31:16.860927] [INFO ] [CONFIGURE ] QTWO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:31:16.860958] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-10-18T02:31:16.980122] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:17.102989] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:17.228036] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:31:17.351794] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:17.473068] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:17.594028] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:17.716309] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:17.840254] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:17.965017] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:18.093269] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:18.093412] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T02:31:18.093455] [INFO ] [CONFIGURE ] JOB ETA: 51.3m | Avg: 1.5s/test | Remaining: 2099 tests
[2025-10-18T02:31:18.093489] [INFO ] [CONFIGURE ] QTWO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:31:18.093519] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-10-18T02:31:18.219085] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:18.344881] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:18.471179] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:18.597442] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:18.724410] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:31:18.853730] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:18.981072] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:19.109766] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:31:19.238571] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:19.368384] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:19.368526] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T02:31:19.368579] [INFO ] [CONFIGURE ] JOB ETA: 51.3m | Avg: 1.5s/test | Remaining: 2098 tests
[2025-10-18T02:31:19.368620] [INFO ] [CONFIGURE ] QTWO: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:31:19.368707] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-10-18T02:31:19.498536] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:19.630826] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:31:19.763326] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:31:19.904453] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:20.042353] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:20.178602] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:20.313831] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:20.449351] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:20.586978] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:20.722241] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:20.722426] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T02:31:20.722471] [INFO ] [CONFIGURE ] JOB ETA: 51.3m | Avg: 1.5s/test | Remaining: 2097 tests
[2025-10-18T02:31:20.722506] [INFO ] [CONFIGURE ] QTWO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:31:20.722536] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-10-18T02:31:20.842439] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:20.962460] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:31:21.083925] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:31:21.218720] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:21.360298] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:21.482534] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:21.605453] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:21.728678] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:31:21.854528] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:21.982064] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:21.982201] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:31:21.982245] [INFO ] [CONFIGURE ] JOB ETA: 51.3m | Avg: 1.5s/test | Remaining: 2096 tests
[2025-10-18T02:31:21.982279] [INFO ] [CONFIGURE ] QTWO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:31:21.982311] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-10-18T02:31:22.098932] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:22.218245] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:22.335749] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:22.453206] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:22.572462] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:22.692344] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:22.822843] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:22.951244] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:23.082034] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:23.215000] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:23.215143] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:31:23.215186] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 1.5s/test | Remaining: 2095 tests
[2025-10-18T02:31:23.215220] [INFO ] [CONFIGURE ] QTWO: Testing feature 20/29: add_price_rejection
[2025-10-18T02:31:23.215249] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_price_rejection']
[2025-10-18T02:31:23.351828] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:23.485659] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:31:23.622565] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:31:23.753478] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:23.882711] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:24.018960] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:24.159193] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:24.296000] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:24.433437] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:24.569787] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:24.569969] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T02:31:24.570016] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 1.5s/test | Remaining: 2094 tests
[2025-10-18T02:31:24.570051] [INFO ] [CONFIGURE ] QTWO: Testing feature 21/29: add_range_position
[2025-10-18T02:31:24.570083] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_range_position']
[2025-10-18T02:31:24.716316] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:24.860894] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:31:25.028180] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:25.177072] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:25.321023] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:31:25.465782] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:25.617065] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:25.767293] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:25.919473] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:26.071359] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:26.071512] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:31:26.071557] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 1.5s/test | Remaining: 2093 tests
[2025-10-18T02:31:26.071592] [INFO ] [CONFIGURE ] QTWO: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:31:26.071624] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-10-18T02:31:26.234785] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:26.399148] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:31:26.564004] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:26.728262] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:26.892347] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:27.056833] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:27.223526] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:27.394027] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:27.566961] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:27.755145] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:27.755332] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T02:31:27.755379] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 1.5s/test | Remaining: 2092 tests
[2025-10-18T02:31:27.755418] [INFO ] [CONFIGURE ] QTWO: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:31:27.755475] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-10-18T02:31:27.899985] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:28.040901] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:28.183330] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:31:28.324464] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:28.465234] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:31:28.608376] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:28.751742] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:28.897292] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:31:29.057166] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:29.208104] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:29.208282] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T02:31:29.208326] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2091 tests
[2025-10-18T02:31:29.208361] [INFO ] [CONFIGURE ] QTWO: Testing feature 24/29: add_rsi
[2025-10-18T02:31:29.208393] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T02:31:29.347241] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:29.516786] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:29.658480] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:29.803330] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:29.954567] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:31:30.105719] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:30.250265] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:30.397662] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:31:30.546399] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:30.700442] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:30.701279] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:31:30.701341] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2090 tests
[2025-10-18T02:31:30.701379] [INFO ] [CONFIGURE ] QTWO: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:31:30.701410] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-10-18T02:31:30.837611] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:30.973514] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:31:31.109637] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:31.247188] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:31.385670] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:31.522558] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:31.666157] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:31.824569] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:31.977974] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:32.134240] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:32.134424] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T02:31:32.134483] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2089 tests
[2025-10-18T02:31:32.134521] [INFO ] [CONFIGURE ] QTWO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:31:32.134554] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-10-18T02:31:32.293179] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:32.440287] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:31:32.579264] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:32.720598] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:32.859308] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:31:32.990567] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:33.123280] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:33.257449] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:31:33.395455] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:33.541444] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:33.541700] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:31:33.541768] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 1.5s/test | Remaining: 2088 tests
[2025-10-18T02:31:33.541816] [INFO ] [CONFIGURE ] QTWO: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:31:33.541874] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-10-18T02:31:33.693591] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:33.845395] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:31:33.995222] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:34.141230] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:34.289545] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:34.434866] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:34.579239] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:34.727421] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:34.872804] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:35.020431] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:35.020607] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T02:31:35.020704] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 1.5s/test | Remaining: 2087 tests
[2025-10-18T02:31:35.020761] [INFO ] [CONFIGURE ] QTWO: Testing feature 28/29: add_volume_profile
[2025-10-18T02:31:35.020797] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_volume_profile']
[2025-10-18T02:31:35.155971] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:35.288365] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:35.422711] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:35.563888] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:35.698632] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:31:35.839521] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:35.983783] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:36.126520] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:31:36.272553] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:36.412925] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:36.413099] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T02:31:36.413144] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 1.5s/test | Remaining: 2086 tests
[2025-10-18T02:31:36.413180] [INFO ] [CONFIGURE ] QTWO: Testing feature 29/29: add_vwap
[2025-10-18T02:31:36.413213] [INFO ] [CONFIGURE ] QTWO: Testing with features: ['add_ema', 'add_vwap']
[2025-10-18T02:31:36.551342] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:31:36.695726] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:31:36.837352] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:36.981967] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:31:37.124544] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:31:37.271478] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:37.418252] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:31:37.563164] [DEBUG] [FORECASTER] QTWO: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:31:37.719879] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:37.872831] [DEBUG] [FORECASTER] QTWO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:37.872996] [INFO ] [CONFIGURE ] QTWO: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:31:37.873041] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 1.5s/test | Remaining: 2085 tests
[2025-10-18T02:31:37.873077] [INFO ] [CONFIGURE ] QTWO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:31:37.873108] [INFO ] [CONFIGURE ] QTWO: Best accuracy: 80.00%
[2025-10-18T02:31:37.873139] [INFO ] [CONFIGURE ] QTWO: Best feature set (1 features): ['add_ema']
[2025-10-18T02:31:37.873167] [INFO ] [CONFIGURE ] QTWO: Improvement over baseline: 10.00%
[2025-10-18T02:31:37.873198] [INFO ] [CONFIGURE ] QTWO: Total time: 41.0 seconds
[2025-10-18T02:31:37.873225] [INFO ] [CONFIGURE ] QTWO: Average time per feature: 1.4 seconds
[2025-10-18T02:31:37.873314] [INFO ] [CONFIGURE ] QTWO: Average speed: 0.71 features/sec
[2025-10-18T02:31:37.874029] [INFO ] [LOCAL     ] Saved configuration for QTWO: 1 features, 80.00% accuracy -> ./output/feature-sets/QTWO.json
[2025-10-18T02:31:37.874106] [INFO ] [CONFIGURE ] QTWO: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-18T02:31:37.874200] [INFO ] [sig       ] [311/380] Successfully configured QTWO | 0.02 sym/s | Total: 3.7h | ETA: 49.8m
[2025-10-18T02:31:37.874279] [INFO ] [sig       ] [312/380] Configuring QVCC...
[2025-10-18T02:31:37.874346] [INFO ] [CONFIGURE ] QVCC: Configurate test run.
[2025-10-18T02:31:37.874402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-10-18T02:31:37.888299] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QVCC'.
[2025-10-18T02:31:37.888770] [INFO ] [CONFIGURE ] QVCC: Testing with 29 available features
[2025-10-18T02:31:37.888828] [INFO ] [CONFIGURE ] QVCC: Establishing baseline with no features...
[2025-10-18T02:31:38.000166] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:38.106307] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:38.214561] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:38.324260] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:38.433479] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:38.577630] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:31:38.693921] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:31:38.805827] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:31:38.922216] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:31:39.038444] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:39.038616] [INFO ] [CONFIGURE ] QVCC: Baseline score (no features): 70.00%
[2025-10-18T02:31:39.038692] [INFO ] [CONFIGURE ] QVCC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:31:39.038741] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:31:39.161615] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:39.284410] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:39.409027] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:39.532865] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:39.662195] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:39.813484] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:39.942208] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:31:40.071913] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:31:40.195531] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:31:40.322114] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:40.322277] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T02:31:40.322331] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 1.5s/test | Remaining: 2084 tests
[2025-10-18T02:31:40.322366] [INFO ] [CONFIGURE ] QVCC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:31:40.322395] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:31:40.452084] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:40.573777] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:40.695827] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:40.819495] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:40.942468] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:31:41.066919] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:41.193570] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:31:41.319334] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:31:41.444824] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:31:41.576877] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:41.577019] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T02:31:41.577063] [INFO ] [CONFIGURE ] JOB ETA: 50.9m | Avg: 1.5s/test | Remaining: 2083 tests
[2025-10-18T02:31:41.577097] [INFO ] [CONFIGURE ] QVCC: Testing feature 3/29: add_daily_returns
[2025-10-18T02:31:41.577126] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_daily_returns']
[2025-10-18T02:31:41.684516] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:41.792779] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:41.907318] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:42.017776] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:42.126972] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:42.236985] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:42.347417] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:31:42.460794] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:31:42.572788] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:31:42.694840] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:42.694953] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:31:42.694996] [INFO ] [CONFIGURE ] JOB ETA: 50.9m | Avg: 1.5s/test | Remaining: 2082 tests
[2025-10-18T02:31:42.695030] [INFO ] [CONFIGURE ] QVCC: Testing feature 4/29: add_ema
[2025-10-18T02:31:42.695062] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_ema']
[2025-10-18T02:31:42.817221] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:42.939243] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:43.061055] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:43.183605] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:43.307437] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:43.431213] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:31:43.561150] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:31:43.686563] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:31:43.812813] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:31:43.939298] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:43.939476] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_ema (score: 70.00%)
[2025-10-18T02:31:43.939523] [INFO ] [CONFIGURE ] JOB ETA: 50.9m | Avg: 1.5s/test | Remaining: 2081 tests
[2025-10-18T02:31:43.939558] [INFO ] [CONFIGURE ] QVCC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:31:43.939589] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:31:44.070891] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:44.202384] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:44.336172] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:44.467926] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:44.602452] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:31:44.739779] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:44.873287] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:31:45.003328] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:31:45.136812] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:31:45.270619] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:45.270837] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T02:31:45.270899] [INFO ] [CONFIGURE ] JOB ETA: 50.9m | Avg: 1.5s/test | Remaining: 2080 tests
[2025-10-18T02:31:45.270936] [INFO ] [CONFIGURE ] QVCC: Testing feature 6/29: add_failed_moves
[2025-10-18T02:31:45.270966] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_failed_moves']
[2025-10-18T02:31:45.380954] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:45.495811] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:45.613865] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:45.731578] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:45.849986] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:45.967516] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:46.082777] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:31:46.198522] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:31:46.314258] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:31:46.431066] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:46.431253] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:31:46.431298] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 1.5s/test | Remaining: 2079 tests
[2025-10-18T02:31:46.431331] [INFO ] [CONFIGURE ] QVCC: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:31:46.431363] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_lag_shelf']
[2025-10-18T02:31:46.534310] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:46.642254] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:46.751417] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:46.855765] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:46.960366] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:47.066430] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:31:47.173882] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:31:47.281251] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:31:47.388309] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:31:47.495723] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:47.495926] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:31:47.495983] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 1.5s/test | Remaining: 2078 tests
[2025-10-18T02:31:47.496019] [INFO ] [CONFIGURE ] QVCC: Testing feature 8/29: add_macd
[2025-10-18T02:31:47.496050] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:31:47.639520] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:47.776891] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:47.916146] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:48.054666] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:48.192803] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:48.340296] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:48.480951] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:31:48.621664] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:31:48.771093] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:31:48.920473] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:48.920695] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:31:48.920760] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 1.5s/test | Remaining: 2077 tests
[2025-10-18T02:31:48.920798] [INFO ] [CONFIGURE ] QVCC: Testing feature 9/29: add_mfi
[2025-10-18T02:31:48.920829] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_mfi']
[2025-10-18T02:31:49.041930] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:49.162952] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:49.278174] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:49.394101] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:49.512864] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:49.631181] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:31:49.752332] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:31:49.884449] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:31:50.012414] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:31:50.138085] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:50.138283] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:31:50.138327] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 1.5s/test | Remaining: 2076 tests
[2025-10-18T02:31:50.138361] [INFO ] [CONFIGURE ] QVCC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:31:50.138392] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:31:50.271949] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:50.407494] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:50.541113] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:50.682201] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:50.819288] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:31:50.952476] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:51.088519] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:31:51.222074] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:31:51.357412] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:51.505566] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:51.505874] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T02:31:51.505932] [INFO ] [CONFIGURE ] JOB ETA: 50.7m | Avg: 1.5s/test | Remaining: 2075 tests
[2025-10-18T02:31:51.505968] [INFO ] [CONFIGURE ] QVCC: Testing feature 11/29: add_obv_daily
[2025-10-18T02:31:51.505999] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_obv_daily']
[2025-10-18T02:31:51.621495] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:51.737141] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:51.860986] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:51.979424] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:52.108029] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:52.229282] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:31:52.351327] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:31:52.474252] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:31:52.598466] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:52.715566] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:52.715799] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:31:52.715875] [INFO ] [CONFIGURE ] JOB ETA: 50.7m | Avg: 1.5s/test | Remaining: 2074 tests
[2025-10-18T02:31:52.715926] [INFO ] [CONFIGURE ] QVCC: Testing feature 12/29: add_obv_interval
[2025-10-18T02:31:52.715970] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_obv_interval']
[2025-10-18T02:31:52.823991] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:52.937212] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:53.054327] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:53.167925] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:53.282161] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:31:53.396464] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:53.515963] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:31:53.640766] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:31:53.766068] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:31:53.880852] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:31:53.881018] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T02:31:53.881063] [INFO ] [CONFIGURE ] JOB ETA: 50.7m | Avg: 1.5s/test | Remaining: 2073 tests
[2025-10-18T02:31:53.881098] [INFO ] [CONFIGURE ] QVCC: Testing feature 13/29: add_opening_strength
[2025-10-18T02:31:53.881130] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:31:53.998717] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:54.116711] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:54.243521] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:54.379472] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:54.514323] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:31:54.648133] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:54.783960] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:31:54.920999] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:31:55.041698] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:55.163974] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:31:55.164180] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T02:31:55.164226] [INFO ] [CONFIGURE ] JOB ETA: 50.7m | Avg: 1.5s/test | Remaining: 2072 tests
[2025-10-18T02:31:55.164261] [INFO ] [CONFIGURE ] QVCC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:31:55.164291] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T02:31:55.286140] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:55.408474] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:55.536186] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:55.667973] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:55.792276] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:55.916714] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:56.047009] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:31:56.169761] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:31:56.302317] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:31:56.429964] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:56.430114] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:31:56.430174] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 1.5s/test | Remaining: 2071 tests
[2025-10-18T02:31:56.430231] [INFO ] [CONFIGURE ] QVCC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:31:56.430265] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T02:31:56.535758] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:56.641843] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:56.776634] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:56.876939] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:56.979081] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:57.081538] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:57.183787] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:31:57.284788] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:31:57.387055] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:31:57.500162] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:31:57.500345] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:31:57.500390] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 1.5s/test | Remaining: 2070 tests
[2025-10-18T02:31:57.500425] [INFO ] [CONFIGURE ] QVCC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:31:57.500458] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T02:31:57.621237] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:57.739689] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:57.875226] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:58.027860] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:58.169986] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:31:58.314420] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:58.456851] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:31:58.602618] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:31:58.730825] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:31:58.847820] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:31:58.847980] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T02:31:58.848025] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 1.5s/test | Remaining: 2069 tests
[2025-10-18T02:31:58.848060] [INFO ] [CONFIGURE ] QVCC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:31:58.848092] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_pbf_return_2d']
[2025-10-18T02:31:58.957891] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:31:59.069288] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:31:59.179013] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:31:59.289974] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:31:59.403786] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:31:59.542593] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:31:59.667273] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:31:59.824772] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:31:59.946363] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:00.068638] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:00.068825] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:32:00.068870] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 1.5s/test | Remaining: 2068 tests
[2025-10-18T02:32:00.068905] [INFO ] [CONFIGURE ] QVCC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:32:00.068935] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T02:32:00.175208] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:32:00.279940] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:00.383074] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:00.487719] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:32:00.592639] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:32:00.699335] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:32:00.806884] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:00.914063] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:01.022084] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:01.131275] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:01.131428] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:32:01.131472] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 1.5s/test | Remaining: 2067 tests
[2025-10-18T02:32:01.131577] [INFO ] [CONFIGURE ] QVCC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:32:01.131633] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T02:32:01.250401] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:32:01.368441] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:01.491892] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:01.610950] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:32:01.724789] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:32:01.833424] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:01.945926] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:02.057164] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:02.169017] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:02.281037] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:02.281215] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:32:02.281260] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 1.5s/test | Remaining: 2066 tests
[2025-10-18T02:32:02.281298] [INFO ] [CONFIGURE ] QVCC: Testing feature 20/29: add_price_rejection
[2025-10-18T02:32:02.281332] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_price_rejection']
[2025-10-18T02:32:02.400767] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:32:02.521816] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:02.638167] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:02.758780] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:32:02.872085] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:32:02.986016] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:32:03.100102] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:03.216515] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:32:03.331418] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:03.447314] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:32:03.447488] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-18T02:32:03.447565] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 1.5s/test | Remaining: 2065 tests
[2025-10-18T02:32:03.447611] [INFO ] [CONFIGURE ] QVCC: Testing feature 21/29: add_range_position
[2025-10-18T02:32:03.447684] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_range_position']
[2025-10-18T02:32:03.568697] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:32:03.690132] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:03.811034] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:03.937479] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:32:04.060030] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:32:04.183401] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:32:04.304775] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:04.425374] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:04.546605] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:04.669637] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:32:04.670019] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T02:32:04.670065] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 1.5s/test | Remaining: 2064 tests
[2025-10-18T02:32:04.670098] [INFO ] [CONFIGURE ] QVCC: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:32:04.670128] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_realized_volatility']
[2025-10-18T02:32:04.804703] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:32:04.950370] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:05.084981] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:05.220459] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:32:05.356401] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:32:05.493074] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:05.629160] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:05.766677] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:05.909209] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:06.049266] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:06.049422] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T02:32:06.049466] [INFO ] [CONFIGURE ] JOB ETA: 50.4m | Avg: 1.5s/test | Remaining: 2063 tests
[2025-10-18T02:32:06.049500] [INFO ] [CONFIGURE ] QVCC: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:32:06.049531] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_recent_range_context']
[2025-10-18T02:32:06.156443] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:32:06.265385] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:06.374419] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:06.487400] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:32:06.598567] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:32:06.713777] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:32:06.827285] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:06.939276] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:07.052418] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:07.171426] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:07.171627] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:32:07.171714] [INFO ] [CONFIGURE ] JOB ETA: 50.4m | Avg: 1.5s/test | Remaining: 2062 tests
[2025-10-18T02:32:07.171760] [INFO ] [CONFIGURE ] QVCC: Testing feature 24/29: add_rsi
[2025-10-18T02:32:07.171793] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T02:32:07.303547] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:32:07.433328] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:07.568879] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:07.701787] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:32:07.838564] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:32:07.967224] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:32:08.094755] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:08.223231] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:08.352970] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:08.476205] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:08.476392] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:32:08.476455] [INFO ] [CONFIGURE ] JOB ETA: 50.4m | Avg: 1.5s/test | Remaining: 2061 tests
[2025-10-18T02:32:08.476513] [INFO ] [CONFIGURE ] QVCC: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:32:08.476547] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_tick_distribution']
[2025-10-18T02:32:08.573084] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:32:08.670725] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:08.773868] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:08.901508] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:32:09.004023] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:32:09.107391] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:09.211602] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:09.314559] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:09.419262] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:09.523958] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:09.524140] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:32:09.524189] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 1.5s/test | Remaining: 2060 tests
[2025-10-18T02:32:09.524224] [INFO ] [CONFIGURE ] QVCC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:32:09.524254] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T02:32:09.628794] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:32:09.734788] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:09.842746] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:09.947027] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:32:10.051943] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:32:10.158553] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:32:10.266054] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:10.373347] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:10.481053] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:32:10.589409] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:10.589540] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:32:10.589582] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 1.5s/test | Remaining: 2059 tests
[2025-10-18T02:32:10.589617] [INFO ] [CONFIGURE ] QVCC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:32:10.589674] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_volume_price_divergence']
[2025-10-18T02:32:10.701447] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:32:10.815883] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:10.929095] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:11.042264] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:32:11.155719] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:11.270794] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:32:11.390417] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:11.506558] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:11.621124] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:11.735773] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:11.735910] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T02:32:11.735953] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 1.5s/test | Remaining: 2058 tests
[2025-10-18T02:32:11.735988] [INFO ] [CONFIGURE ] QVCC: Testing feature 28/29: add_volume_profile
[2025-10-18T02:32:11.736018] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_volume_profile']
[2025-10-18T02:32:11.841379] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:32:11.957467] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:12.071539] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:12.191471] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:32:12.305787] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:12.420408] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:32:12.534405] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:12.650169] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:32:12.769166] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:12.887693] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:32:12.887924] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-18T02:32:12.887996] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 1.5s/test | Remaining: 2057 tests
[2025-10-18T02:32:12.888068] [INFO ] [CONFIGURE ] QVCC: Testing feature 29/29: add_vwap
[2025-10-18T02:32:12.888134] [INFO ] [CONFIGURE ] QVCC: Testing with features: ['add_vwap']
[2025-10-18T02:32:13.003489] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:32:13.119260] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:13.237360] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:13.355954] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:32:13.474451] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:32:13.593273] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:32:13.711197] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:13.828852] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:32:13.946345] [DEBUG] [FORECASTER] QVCC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:14.064850] [DEBUG] [FORECASTER] QVCC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:14.065000] [INFO ] [CONFIGURE ] QVCC: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:32:14.065044] [INFO ] [CONFIGURE ] JOB ETA: 50.2m | Avg: 1.5s/test | Remaining: 2056 tests
[2025-10-18T02:32:14.065078] [INFO ] [CONFIGURE ] QVCC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:32:14.065108] [INFO ] [CONFIGURE ] QVCC: Best accuracy: 70.00%
[2025-10-18T02:32:14.065138] [INFO ] [CONFIGURE ] QVCC: Best feature set (0 features): []
[2025-10-18T02:32:14.065166] [INFO ] [CONFIGURE ] QVCC: Improvement over baseline: 0.00%
[2025-10-18T02:32:14.065192] [INFO ] [CONFIGURE ] QVCC: Total time: 35.0 seconds
[2025-10-18T02:32:14.065219] [INFO ] [CONFIGURE ] QVCC: Average time per feature: 1.2 seconds
[2025-10-18T02:32:14.065247] [INFO ] [CONFIGURE ] QVCC: Average speed: 0.83 features/sec
[2025-10-18T02:32:14.065638] [INFO ] [LOCAL     ] Saved configuration for QVCC: 0 features, 70.00% accuracy -> ./output/feature-sets/QVCC.json
[2025-10-18T02:32:14.065718] [INFO ] [CONFIGURE ] QVCC: Configuration saved successfully: 0 features, 70.00% accuracy.
[2025-10-18T02:32:14.065787] [INFO ] [sig       ] [312/380] Successfully configured QVCC | 0.02 sym/s | Total: 3.7h | ETA: 49.0m
[2025-10-18T02:32:14.065863] [INFO ] [sig       ] [313/380] Configuring QXO...
[2025-10-18T02:32:14.065928] [INFO ] [CONFIGURE ] QXO: Configurate test run.
[2025-10-18T02:32:14.065983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QXO' from 'https://tdm.silogroup.org/data/derivative_storage/QXO.csv'.
[2025-10-18T02:32:14.078507] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'QXO'.
[2025-10-18T02:32:14.078902] [INFO ] [CONFIGURE ] QXO: Testing with 29 available features
[2025-10-18T02:32:14.078959] [INFO ] [CONFIGURE ] QXO: Establishing baseline with no features...
[2025-10-18T02:32:14.179965] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:32:14.282192] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:14.384149] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:14.486207] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:14.588285] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:14.693458] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:32:14.796446] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:14.901026] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:15.004986] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:15.110010] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:15.110146] [INFO ] [CONFIGURE ] QXO: Baseline score (no features): 60.00%
[2025-10-18T02:32:15.110188] [INFO ] [CONFIGURE ] QXO: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:32:15.110222] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:32:15.223666] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:15.336629] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:15.449086] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:15.563371] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:15.679175] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:32:15.794409] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:15.909700] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:16.025157] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:16.143078] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:16.260950] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:16.261115] [INFO ] [CONFIGURE ] QXO: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T02:32:16.261158] [INFO ] [CONFIGURE ] JOB ETA: 50.2m | Avg: 1.5s/test | Remaining: 2055 tests
[2025-10-18T02:32:16.261192] [INFO ] [CONFIGURE ] QXO: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:32:16.261223] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:32:16.382618] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:16.501101] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:16.621013] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:16.741610] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:16.862464] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:16.984024] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:17.105821] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:17.227278] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:17.349398] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:17.472205] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:17.472384] [INFO ] [CONFIGURE ] QXO: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T02:32:17.472445] [INFO ] [CONFIGURE ] JOB ETA: 50.2m | Avg: 1.5s/test | Remaining: 2054 tests
[2025-10-18T02:32:17.472482] [INFO ] [CONFIGURE ] QXO: Testing feature 3/29: add_daily_returns
[2025-10-18T02:32:17.472512] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns']
[2025-10-18T02:32:17.579142] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:32:17.684508] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:17.793412] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:17.901461] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:18.015694] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:18.122002] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:18.229505] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:18.336860] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:18.446776] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:18.557411] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:18.557597] [INFO ] [CONFIGURE ] QXO: KEPT add_daily_returns (score: 70.00%)
[2025-10-18T02:32:18.557661] [INFO ] [CONFIGURE ] JOB ETA: 50.2m | Avg: 1.5s/test | Remaining: 2053 tests
[2025-10-18T02:32:18.557721] [INFO ] [CONFIGURE ] QXO: Testing feature 4/29: add_ema
[2025-10-18T02:32:18.557795] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T02:32:18.682459] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:18.806150] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:18.929252] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:19.058167] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:19.190867] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:19.319991] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:19.450279] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:19.581511] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:19.719558] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:19.858881] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:19.859052] [INFO ] [CONFIGURE ] QXO: DISCARDED add_ema (score: 60.00%)
[2025-10-18T02:32:19.859098] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 1.5s/test | Remaining: 2052 tests
[2025-10-18T02:32:19.859135] [INFO ] [CONFIGURE ] QXO: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:32:19.859167] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:32:19.995938] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:20.130022] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:20.264275] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:20.402138] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:20.543273] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:20.683764] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:20.828368] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:20.970594] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:21.112245] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:21.253484] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:21.253729] [INFO ] [CONFIGURE ] QXO: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:32:21.253791] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 1.5s/test | Remaining: 2051 tests
[2025-10-18T02:32:21.253831] [INFO ] [CONFIGURE ] QXO: Testing feature 6/29: add_failed_moves
[2025-10-18T02:32:21.253866] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-18T02:32:21.383909] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:32:21.503343] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:21.624007] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:21.751904] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:21.877436] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:22.005128] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:22.141546] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:22.267580] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:22.398148] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:22.523152] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:22.523348] [INFO ] [CONFIGURE ] QXO: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:32:22.523393] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 1.5s/test | Remaining: 2050 tests
[2025-10-18T02:32:22.523428] [INFO ] [CONFIGURE ] QXO: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:32:22.523460] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-18T02:32:22.635894] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:32:22.748676] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:22.858700] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:22.969497] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:23.075158] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:23.181585] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:23.294051] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:23.408870] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:23.524506] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:23.662730] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:23.662930] [INFO ] [CONFIGURE ] QXO: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:32:23.662977] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 1.5s/test | Remaining: 2049 tests
[2025-10-18T02:32:23.663012] [INFO ] [CONFIGURE ] QXO: Testing feature 8/29: add_macd
[2025-10-18T02:32:23.663044] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T02:32:23.814600] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:32:23.964475] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:32:24.120797] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:24.272616] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:24.423779] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:24.573252] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:24.722303] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:24.871574] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:25.023252] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:25.179161] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:25.179354] [INFO ] [CONFIGURE ] QXO: KEPT add_macd (score: 80.00%)
[2025-10-18T02:32:25.179401] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 1.5s/test | Remaining: 2048 tests
[2025-10-18T02:32:25.179439] [INFO ] [CONFIGURE ] QXO: Testing feature 9/29: add_mfi
[2025-10-18T02:32:25.179472] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T02:32:25.345758] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:32:25.512182] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:32:25.678335] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:25.842279] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:26.013254] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:26.180721] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:26.347205] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:26.526433] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:26.716011] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:26.892527] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:26.892769] [INFO ] [CONFIGURE ] QXO: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T02:32:26.892824] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 1.5s/test | Remaining: 2047 tests
[2025-10-18T02:32:26.892860] [INFO ] [CONFIGURE ] QXO: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:32:26.892892] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:32:27.130427] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:27.335184] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:27.520382] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:27.712819] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:27.902500] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:28.092069] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:28.279589] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:28.469874] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:28.662136] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:28.879139] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:28.879359] [INFO ] [CONFIGURE ] QXO: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:32:28.879428] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 1.5s/test | Remaining: 2046 tests
[2025-10-18T02:32:28.879468] [INFO ] [CONFIGURE ] QXO: Testing feature 11/29: add_obv_daily
[2025-10-18T02:32:28.879502] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-18T02:32:29.051088] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:29.211624] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:29.370981] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:29.531949] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:29.696272] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:29.857463] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:30.018049] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:30.181053] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:30.344019] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:30.507702] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:30.507925] [INFO ] [CONFIGURE ] QXO: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T02:32:30.507973] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 1.5s/test | Remaining: 2045 tests
[2025-10-18T02:32:30.508010] [INFO ] [CONFIGURE ] QXO: Testing feature 12/29: add_obv_interval
[2025-10-18T02:32:30.508042] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-18T02:32:30.668540] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:30.830708] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:32:30.990717] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:31.151786] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:31.313443] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:31.474861] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:31.637622] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:31.827904] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:32.007811] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:32:32.192544] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:32.192817] [INFO ] [CONFIGURE ] QXO: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:32:32.192871] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 1.5s/test | Remaining: 2044 tests
[2025-10-18T02:32:32.192909] [INFO ] [CONFIGURE ] QXO: Testing feature 13/29: add_opening_strength
[2025-10-18T02:32:32.192942] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength']
[2025-10-18T02:32:32.375592] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:32.561799] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:32:32.745409] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:32.930498] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:33.146576] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:33.323667] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:33.510584] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:33.688910] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:33.862688] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:32:34.043329] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:32:34.044588] [INFO ] [CONFIGURE ] QXO: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:32:34.044676] [INFO ] [CONFIGURE ] JOB ETA: 49.9m | Avg: 1.5s/test | Remaining: 2043 tests
[2025-10-18T02:32:34.044734] [INFO ] [CONFIGURE ] QXO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:32:34.044770] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-18T02:32:34.219975] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:34.391066] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:32:34.561088] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:34.729994] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:34.904578] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:35.101303] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:35.281828] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:35.455504] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:35.633543] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:35.814134] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:35.814364] [INFO ] [CONFIGURE ] QXO: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T02:32:35.814428] [INFO ] [CONFIGURE ] JOB ETA: 49.9m | Avg: 1.5s/test | Remaining: 2042 tests
[2025-10-18T02:32:35.814466] [INFO ] [CONFIGURE ] QXO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:32:35.814499] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-18T02:32:35.968387] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:36.126255] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:36.279414] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:36.434027] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:36.587106] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:36.739150] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:36.892103] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:37.048936] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:37.205135] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:37.362186] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:37.362350] [INFO ] [CONFIGURE ] QXO: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:32:37.362408] [INFO ] [CONFIGURE ] JOB ETA: 49.9m | Avg: 1.5s/test | Remaining: 2041 tests
[2025-10-18T02:32:37.362444] [INFO ] [CONFIGURE ] QXO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:32:37.362498] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-18T02:32:37.521094] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:37.679920] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:32:37.838071] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:38.012955] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:38.180078] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:38.345753] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:38.507517] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:38.669244] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:38.838135] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:39.005614] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:39.005821] [INFO ] [CONFIGURE ] QXO: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:32:39.005894] [INFO ] [CONFIGURE ] JOB ETA: 49.9m | Avg: 1.5s/test | Remaining: 2040 tests
[2025-10-18T02:32:39.005953] [INFO ] [CONFIGURE ] QXO: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:32:39.005988] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-18T02:32:39.181305] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:32:39.369762] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:39.555513] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:39.743071] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:39.920905] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:40.087178] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:40.253776] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:40.418993] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:40.592611] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:40.760722] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:40.760877] [INFO ] [CONFIGURE ] QXO: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:32:40.760920] [INFO ] [CONFIGURE ] JOB ETA: 49.8m | Avg: 1.5s/test | Remaining: 2039 tests
[2025-10-18T02:32:40.760955] [INFO ] [CONFIGURE ] QXO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:32:40.760986] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-18T02:32:40.911818] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:41.061447] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:32:41.212308] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:41.364018] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:41.515006] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:41.665859] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:41.820336] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:41.972360] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:42.132056] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:42.289471] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:32:42.289715] [INFO ] [CONFIGURE ] QXO: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T02:32:42.289774] [INFO ] [CONFIGURE ] JOB ETA: 49.8m | Avg: 1.5s/test | Remaining: 2038 tests
[2025-10-18T02:32:42.289810] [INFO ] [CONFIGURE ] QXO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:32:42.289843] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-18T02:32:42.443071] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:32:42.593570] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:32:42.740819] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:42.891864] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:43.042259] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:43.192129] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:43.341917] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:43.491585] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:43.642028] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:43.797064] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:43.797252] [INFO ] [CONFIGURE ] QXO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:32:43.797312] [INFO ] [CONFIGURE ] JOB ETA: 49.8m | Avg: 1.5s/test | Remaining: 2037 tests
[2025-10-18T02:32:43.797350] [INFO ] [CONFIGURE ] QXO: Testing feature 20/29: add_price_rejection
[2025-10-18T02:32:43.797384] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-18T02:32:43.949373] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:44.101634] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:44.255112] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:44.409473] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:44.564779] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:44.719293] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:44.876634] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:45.032991] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:45.190237] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:45.353869] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:45.354020] [INFO ] [CONFIGURE ] QXO: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:32:45.354064] [INFO ] [CONFIGURE ] JOB ETA: 49.8m | Avg: 1.5s/test | Remaining: 2036 tests
[2025-10-18T02:32:45.354098] [INFO ] [CONFIGURE ] QXO: Testing feature 21/29: add_range_position
[2025-10-18T02:32:45.354130] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-18T02:32:45.519066] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:45.687171] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:32:45.855514] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:46.025255] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:46.195408] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:46.368778] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:46.543970] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:46.717617] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:46.889603] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:47.069835] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:47.070060] [INFO ] [CONFIGURE ] QXO: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:32:47.070121] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 1.5s/test | Remaining: 2035 tests
[2025-10-18T02:32:47.070170] [INFO ] [CONFIGURE ] QXO: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:32:47.070226] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-18T02:32:47.255067] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:32:47.438760] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:32:47.626813] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:47.812243] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:47.999833] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:48.191452] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:48.383312] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:32:48.578613] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:48.770346] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:48.960152] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:48.960313] [INFO ] [CONFIGURE ] QXO: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T02:32:48.960357] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 1.5s/test | Remaining: 2034 tests
[2025-10-18T02:32:48.960411] [INFO ] [CONFIGURE ] QXO: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:32:48.960467] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-18T02:32:49.115907] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:49.274124] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:32:49.432485] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:49.591732] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:49.752446] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:49.912410] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:50.084072] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:50.250229] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:50.451265] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:50.692248] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:50.692522] [INFO ] [CONFIGURE ] QXO: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:32:50.692595] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 1.5s/test | Remaining: 2033 tests
[2025-10-18T02:32:50.692684] [INFO ] [CONFIGURE ] QXO: Testing feature 24/29: add_rsi
[2025-10-18T02:32:50.692756] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-18T02:32:50.934780] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:51.118026] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:51.307101] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:51.520215] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:51.700818] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:51.901687] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:52.098442] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:52.286722] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:52.476487] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:52.667688] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:52.667915] [INFO ] [CONFIGURE ] QXO: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:32:52.667967] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 1.5s/test | Remaining: 2032 tests
[2025-10-18T02:32:52.668003] [INFO ] [CONFIGURE ] QXO: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:32:52.668033] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-18T02:32:52.830191] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:32:52.995452] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:32:53.156505] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:53.321077] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:53.487371] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:53.650709] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:53.813564] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:53.995736] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:54.183145] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:54.345446] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:54.345665] [INFO ] [CONFIGURE ] QXO: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:32:54.345729] [INFO ] [CONFIGURE ] JOB ETA: 49.6m | Avg: 1.5s/test | Remaining: 2031 tests
[2025-10-18T02:32:54.345768] [INFO ] [CONFIGURE ] QXO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:32:54.345800] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-18T02:32:54.538820] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:32:54.700996] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:32:54.864436] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:55.037038] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:55.201432] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:55.365379] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:32:55.530668] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:55.699464] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:55.866588] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:56.035901] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:56.036097] [INFO ] [CONFIGURE ] QXO: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:32:56.036222] [INFO ] [CONFIGURE ] JOB ETA: 49.6m | Avg: 1.5s/test | Remaining: 2030 tests
[2025-10-18T02:32:56.036268] [INFO ] [CONFIGURE ] QXO: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:32:56.036302] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-18T02:32:56.205989] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:56.372517] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:32:56.540907] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:56.717957] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:56.888533] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:57.059873] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:57.231860] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:57.402105] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:57.603210] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:57.774874] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:57.775048] [INFO ] [CONFIGURE ] QXO: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:32:57.775093] [INFO ] [CONFIGURE ] JOB ETA: 49.6m | Avg: 1.5s/test | Remaining: 2029 tests
[2025-10-18T02:32:57.775128] [INFO ] [CONFIGURE ] QXO: Testing feature 28/29: add_volume_profile
[2025-10-18T02:32:57.775159] [INFO ] [CONFIGURE ] QXO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-18T02:32:57.930466] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:32:58.086038] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:32:58.250604] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:58.413079] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:32:58.573988] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:32:58.735321] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:32:58.897323] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:32:59.061045] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:32:59.224498] [DEBUG] [FORECASTER] QXO: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:32:59.387377] [DEBUG] [FORECASTER] QXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:32:59.387587] [INFO ] [CONFIGURE ] QXO: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:32:59.387631] [INFO ] [CONFIGURE ] JOB ETA: 49.6m | Avg: 1.5s/test | Remaining: 2028 tests
[2025-10-18T02:32:59.387743] [INFO ] [CONFIGURE ] QXO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:32:59.387799] [INFO ] [CONFIGURE ] QXO: Best accuracy: 80.00%
[2025-10-18T02:32:59.387835] [INFO ] [CONFIGURE ] QXO: Best feature set (3 features): ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T02:32:59.387866] [INFO ] [CONFIGURE ] QXO: Improvement over baseline: 20.00%
[2025-10-18T02:32:59.387892] [INFO ] [CONFIGURE ] QXO: Total time: 44.3 seconds
[2025-10-18T02:32:59.387918] [INFO ] [CONFIGURE ] QXO: Average time per feature: 1.6 seconds
[2025-10-18T02:32:59.387945] [INFO ] [CONFIGURE ] QXO: Average speed: 0.65 features/sec
[2025-10-18T02:32:59.388593] [INFO ] [LOCAL     ] Saved configuration for QXO: 3 features, 80.00% accuracy -> ./output/feature-sets/QXO.json
[2025-10-18T02:32:59.388686] [INFO ] [CONFIGURE ] QXO: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T02:32:59.388783] [INFO ] [sig       ] [313/380] Successfully configured QXO | 0.02 sym/s | Total: 3.8h | ETA: 48.3m
[2025-10-18T02:32:59.388850] [INFO ] [sig       ] [314/380] Configuring R...
[2025-10-18T02:32:59.388929] [INFO ] [CONFIGURE ] R: Configurate test run.
[2025-10-18T02:32:59.388996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'R' from 'https://tdm.silogroup.org/data/derivative_storage/R.csv'.
[2025-10-18T02:32:59.402815] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'R'.
[2025-10-18T02:32:59.403297] [INFO ] [CONFIGURE ] R: Testing with 29 available features
[2025-10-18T02:32:59.403355] [INFO ] [CONFIGURE ] R: Establishing baseline with no features...
[2025-10-18T02:32:59.507310] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:32:59.611385] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:32:59.716803] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:32:59.827036] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:32:59.934144] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:00.038852] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:00.145780] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:33:00.253421] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:33:00.360913] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:00.466764] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:00.466923] [INFO ] [CONFIGURE ] R: Baseline score (no features): 60.00%
[2025-10-18T02:33:00.466966] [INFO ] [CONFIGURE ] R: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:33:00.466999] [INFO ] [CONFIGURE ] R: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:33:00.612069] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:00.730184] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:33:00.849427] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:00.971252] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:01.089930] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:01.211406] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:33:01.340734] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:33:01.483342] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:01.609481] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:01.736967] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:01.737157] [INFO ] [CONFIGURE ] R: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T02:33:01.737256] [INFO ] [CONFIGURE ] JOB ETA: 49.5m | Avg: 1.5s/test | Remaining: 2027 tests
[2025-10-18T02:33:01.737301] [INFO ] [CONFIGURE ] R: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:33:01.737333] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:33:01.869037] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:01.998887] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:02.129139] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:02.261196] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:02.397921] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:02.534534] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:02.668409] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:02.799609] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:33:02.932740] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:03.075480] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:03.075702] [INFO ] [CONFIGURE ] R: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-18T02:33:03.075766] [INFO ] [CONFIGURE ] JOB ETA: 49.5m | Avg: 1.5s/test | Remaining: 2026 tests
[2025-10-18T02:33:03.075805] [INFO ] [CONFIGURE ] R: Testing feature 3/29: add_daily_returns
[2025-10-18T02:33:03.075837] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:33:03.210876] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:03.341283] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:03.474281] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:03.634685] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:03.766993] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:03.906942] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:04.043325] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:04.178105] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:33:04.312406] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:04.449248] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:04.449408] [INFO ] [CONFIGURE ] R: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T02:33:04.449452] [INFO ] [CONFIGURE ] JOB ETA: 49.5m | Avg: 1.5s/test | Remaining: 2025 tests
[2025-10-18T02:33:04.449488] [INFO ] [CONFIGURE ] R: Testing feature 4/29: add_ema
[2025-10-18T02:33:04.449519] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T02:33:04.596211] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:04.745354] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:04.890983] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:05.038237] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:05.181108] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:05.321092] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:05.463733] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:05.606930] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:05.757253] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:05.910609] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:05.910807] [INFO ] [CONFIGURE ] R: DISCARDED add_ema (score: 80.00%)
[2025-10-18T02:33:05.910857] [INFO ] [CONFIGURE ] JOB ETA: 49.5m | Avg: 1.5s/test | Remaining: 2024 tests
[2025-10-18T02:33:05.910893] [INFO ] [CONFIGURE ] R: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:33:05.910923] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:33:06.063175] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:06.218209] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:06.376819] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:06.534203] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:06.687330] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:06.836298] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:06.986900] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:07.137273] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:07.290513] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:07.446264] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:07.446447] [INFO ] [CONFIGURE ] R: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:33:07.446491] [INFO ] [CONFIGURE ] JOB ETA: 49.5m | Avg: 1.5s/test | Remaining: 2023 tests
[2025-10-18T02:33:07.446526] [INFO ] [CONFIGURE ] R: Testing feature 6/29: add_failed_moves
[2025-10-18T02:33:07.446556] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T02:33:07.579773] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:07.712280] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:07.851211] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:07.985240] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:08.116321] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:08.250409] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:08.380633] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:08.516223] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:33:08.647570] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:08.787703] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:08.788052] [INFO ] [CONFIGURE ] R: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T02:33:08.788134] [INFO ] [CONFIGURE ] JOB ETA: 49.4m | Avg: 1.5s/test | Remaining: 2022 tests
[2025-10-18T02:33:08.788259] [INFO ] [CONFIGURE ] R: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:33:08.788314] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T02:33:08.938184] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:09.057417] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:09.177232] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:09.297767] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:09.418121] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:09.540076] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:09.689236] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:09.812083] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:33:09.938158] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:10.063001] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:10.063153] [INFO ] [CONFIGURE ] R: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T02:33:10.063202] [INFO ] [CONFIGURE ] JOB ETA: 49.4m | Avg: 1.5s/test | Remaining: 2021 tests
[2025-10-18T02:33:10.063239] [INFO ] [CONFIGURE ] R: Testing feature 8/29: add_macd
[2025-10-18T02:33:10.063271] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T02:33:10.226310] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:10.389219] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:33:10.551987] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:10.718575] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:33:10.891246] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:11.065700] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:33:11.239165] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:11.411266] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:11.577721] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:33:11.744250] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:11.744442] [INFO ] [CONFIGURE ] R: DISCARDED add_macd (score: 20.00%)
[2025-10-18T02:33:11.744487] [INFO ] [CONFIGURE ] JOB ETA: 49.4m | Avg: 1.5s/test | Remaining: 2020 tests
[2025-10-18T02:33:11.744523] [INFO ] [CONFIGURE ] R: Testing feature 9/29: add_mfi
[2025-10-18T02:33:11.744554] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T02:33:11.909901] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:12.049840] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:12.190420] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:12.329417] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:12.469246] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:12.613529] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:12.757680] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:12.915832] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:33:13.065095] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:13.210221] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:13.210388] [INFO ] [CONFIGURE ] R: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T02:33:13.210431] [INFO ] [CONFIGURE ] JOB ETA: 49.4m | Avg: 1.5s/test | Remaining: 2019 tests
[2025-10-18T02:33:13.210468] [INFO ] [CONFIGURE ] R: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:33:13.210499] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:33:13.379632] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:13.543344] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:13.712914] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:13.873982] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:14.038785] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:14.201112] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:14.366249] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:14.530206] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:14.695079] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:14.864802] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:14.864978] [INFO ] [CONFIGURE ] R: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T02:33:14.865022] [INFO ] [CONFIGURE ] JOB ETA: 49.3m | Avg: 1.5s/test | Remaining: 2018 tests
[2025-10-18T02:33:14.865061] [INFO ] [CONFIGURE ] R: Testing feature 11/29: add_obv_daily
[2025-10-18T02:33:14.865094] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T02:33:15.002998] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:15.139509] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:15.277314] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:15.416580] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:15.554792] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:15.695067] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:15.837334] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:15.981032] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:16.125822] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:16.274820] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:16.274976] [INFO ] [CONFIGURE ] R: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:33:16.275020] [INFO ] [CONFIGURE ] JOB ETA: 49.3m | Avg: 1.5s/test | Remaining: 2017 tests
[2025-10-18T02:33:16.275056] [INFO ] [CONFIGURE ] R: Testing feature 12/29: add_obv_interval
[2025-10-18T02:33:16.275087] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T02:33:16.411374] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:16.548126] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:16.689423] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:16.829558] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:16.971466] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:17.112030] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:17.253067] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:17.407480] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:17.553031] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:17.701071] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:17.701274] [INFO ] [CONFIGURE ] R: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T02:33:17.701340] [INFO ] [CONFIGURE ] JOB ETA: 49.3m | Avg: 1.5s/test | Remaining: 2016 tests
[2025-10-18T02:33:17.701380] [INFO ] [CONFIGURE ] R: Testing feature 13/29: add_opening_strength
[2025-10-18T02:33:17.701413] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:33:17.853231] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:18.018528] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:18.166458] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:18.322339] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:18.480862] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:18.632369] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:18.813082] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:18.963951] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:33:19.118836] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:19.268774] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:19.268943] [INFO ] [CONFIGURE ] R: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T02:33:19.268987] [INFO ] [CONFIGURE ] JOB ETA: 49.3m | Avg: 1.5s/test | Remaining: 2015 tests
[2025-10-18T02:33:19.269021] [INFO ] [CONFIGURE ] R: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:33:19.269052] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T02:33:19.418189] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:19.568462] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:19.718701] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:19.871413] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:20.024615] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:20.177445] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:20.332607] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:20.486365] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:20.640745] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:20.796131] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:20.796322] [INFO ] [CONFIGURE ] R: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T02:33:20.796401] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 1.5s/test | Remaining: 2014 tests
[2025-10-18T02:33:20.796440] [INFO ] [CONFIGURE ] R: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:33:20.796473] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T02:33:20.929437] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:21.060687] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:21.195618] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:21.329916] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:21.464545] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:21.599381] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:21.734806] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:21.874741] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:22.009121] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:22.148255] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:22.148427] [INFO ] [CONFIGURE ] R: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T02:33:22.148472] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 1.5s/test | Remaining: 2013 tests
[2025-10-18T02:33:22.148510] [INFO ] [CONFIGURE ] R: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:33:22.148540] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T02:33:22.291004] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:22.433042] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:22.573275] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:22.713474] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:22.867304] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:23.015915] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:23.162808] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:23.315289] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:23.462633] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:23.616048] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:23.616281] [INFO ] [CONFIGURE ] R: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T02:33:23.616330] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 1.5s/test | Remaining: 2012 tests
[2025-10-18T02:33:23.616370] [INFO ] [CONFIGURE ] R: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:33:23.616405] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T02:33:23.771297] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:23.924555] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:24.082349] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:24.238849] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:24.398386] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:24.548398] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:24.694750] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:24.873389] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:25.021995] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:25.167305] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:25.167482] [INFO ] [CONFIGURE ] R: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:33:25.167529] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 1.5s/test | Remaining: 2011 tests
[2025-10-18T02:33:25.167566] [INFO ] [CONFIGURE ] R: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:33:25.167599] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T02:33:25.296220] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:25.427750] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:25.556241] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:25.685783] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:25.814738] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:25.943841] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:26.077123] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:26.209601] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:26.338665] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:26.476731] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:26.476917] [INFO ] [CONFIGURE ] R: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T02:33:26.476961] [INFO ] [CONFIGURE ] JOB ETA: 49.1m | Avg: 1.5s/test | Remaining: 2010 tests
[2025-10-18T02:33:26.476996] [INFO ] [CONFIGURE ] R: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:33:26.477028] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T02:33:26.604618] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:26.734988] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:26.863495] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:26.988986] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:27.119165] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:27.248673] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:27.377220] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:27.514154] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:33:27.645597] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:27.777478] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:27.777634] [INFO ] [CONFIGURE ] R: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:33:27.777715] [INFO ] [CONFIGURE ] JOB ETA: 49.1m | Avg: 1.5s/test | Remaining: 2009 tests
[2025-10-18T02:33:27.777792] [INFO ] [CONFIGURE ] R: Testing feature 20/29: add_price_rejection
[2025-10-18T02:33:27.777829] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-18T02:33:27.916150] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:28.055078] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:28.196439] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:28.340368] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:33:28.483396] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:28.629958] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:28.771397] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:33:28.914534] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:29.061228] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:29.204682] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:29.204864] [INFO ] [CONFIGURE ] R: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:33:29.204908] [INFO ] [CONFIGURE ] JOB ETA: 49.1m | Avg: 1.5s/test | Remaining: 2008 tests
[2025-10-18T02:33:29.204943] [INFO ] [CONFIGURE ] R: Testing feature 21/29: add_range_position
[2025-10-18T02:33:29.204973] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-18T02:33:29.357108] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:29.511928] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:29.663529] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:29.816382] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:29.974882] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:30.129378] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:30.282136] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:30.433177] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:30.588959] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:30.741809] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:30.742008] [INFO ] [CONFIGURE ] R: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T02:33:30.742054] [INFO ] [CONFIGURE ] JOB ETA: 49.1m | Avg: 1.5s/test | Remaining: 2007 tests
[2025-10-18T02:33:30.742119] [INFO ] [CONFIGURE ] R: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:33:30.742177] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-18T02:33:30.947933] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:31.111299] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:31.284506] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:31.455236] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:31.634594] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:31.807027] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:31.977829] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:33:32.150673] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:32.323118] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:32.492511] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:32.492728] [INFO ] [CONFIGURE ] R: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T02:33:32.492789] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 1.5s/test | Remaining: 2006 tests
[2025-10-18T02:33:32.492828] [INFO ] [CONFIGURE ] R: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:33:32.492862] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-18T02:33:32.633262] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:32.771527] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:32.906353] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:33.042673] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:33.180123] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:33.318869] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:33.459278] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:33.602581] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:33:33.752628] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:33.902354] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:33.902541] [INFO ] [CONFIGURE ] R: KEPT add_recent_range_context (score: 90.00%)
[2025-10-18T02:33:33.902621] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 1.5s/test | Remaining: 2005 tests
[2025-10-18T02:33:33.902712] [INFO ] [CONFIGURE ] R: Testing feature 24/29: add_rsi
[2025-10-18T02:33:33.902763] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_ema', 'add_rsi']
[2025-10-18T02:33:34.079634] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:34.256598] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:34.438137] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:34.622503] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:34.797829] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:34.970666] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:35.151854] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:35.342015] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:35.520581] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:35.704156] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:35.704364] [INFO ] [CONFIGURE ] R: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T02:33:35.704431] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 1.5s/test | Remaining: 2004 tests
[2025-10-18T02:33:35.704481] [INFO ] [CONFIGURE ] R: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:33:35.704541] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_tick_distribution']
[2025-10-18T02:33:35.857841] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:36.015665] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:36.166054] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:36.319067] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:36.467584] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:36.619784] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:36.770784] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:36.923229] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:33:37.091372] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:37.242236] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:37.242411] [INFO ] [CONFIGURE ] R: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T02:33:37.242456] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 1.5s/test | Remaining: 2003 tests
[2025-10-18T02:33:37.242492] [INFO ] [CONFIGURE ] R: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:33:37.242524] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-10-18T02:33:37.392806] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:37.547568] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:37.707671] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:37.861772] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:38.027784] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:33:38.188795] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:38.351128] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:33:38.510258] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:33:38.692832] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:38.872253] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:38.872445] [INFO ] [CONFIGURE ] R: KEPT add_volume_momentum_confirmation (score: 100.00%)
[2025-10-18T02:33:38.872492] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 1.5s/test | Remaining: 2002 tests
[2025-10-18T02:33:38.872552] [INFO ] [CONFIGURE ] R: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:33:38.872611] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-10-18T02:33:39.052109] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:39.228161] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:39.395866] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:39.567147] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:39.742881] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:39.911964] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:40.082524] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:33:40.257054] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:40.430013] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:40.601111] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:40.601310] [INFO ] [CONFIGURE ] R: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T02:33:40.601356] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 1.5s/test | Remaining: 2001 tests
[2025-10-18T02:33:40.601443] [INFO ] [CONFIGURE ] R: Testing feature 28/29: add_volume_profile
[2025-10-18T02:33:40.601495] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-10-18T02:33:40.762092] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:40.939572] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:41.112764] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:41.283493] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:41.447358] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:41.642173] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:41.810669] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:33:41.977506] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:42.154191] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:42.326273] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:42.326436] [INFO ] [CONFIGURE ] R: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:33:42.326480] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 1.5s/test | Remaining: 2000 tests
[2025-10-18T02:33:42.326516] [INFO ] [CONFIGURE ] R: Testing feature 29/29: add_vwap
[2025-10-18T02:33:42.326548] [INFO ] [CONFIGURE ] R: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_volume_momentum_confirmation', 'add_vwap']
[2025-10-18T02:33:42.494513] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:42.662969] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:33:42.841172] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:33:43.010890] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:43.180926] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:43.361121] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:43.535118] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:33:43.701192] [DEBUG] [FORECASTER] R: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:33:43.865893] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:33:44.031603] [DEBUG] [FORECASTER] R: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:44.031764] [INFO ] [CONFIGURE ] R: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T02:33:44.031814] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 1.5s/test | Remaining: 1999 tests
[2025-10-18T02:33:44.031850] [INFO ] [CONFIGURE ] R: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:33:44.031881] [INFO ] [CONFIGURE ] R: Best accuracy: 100.00%
[2025-10-18T02:33:44.031911] [INFO ] [CONFIGURE ] R: Best feature set (3 features): ['add_cumulative_delta', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-10-18T02:33:44.031938] [INFO ] [CONFIGURE ] R: Improvement over baseline: 40.00%
[2025-10-18T02:33:44.031965] [INFO ] [CONFIGURE ] R: Total time: 43.6 seconds
[2025-10-18T02:33:44.031992] [INFO ] [CONFIGURE ] R: Average time per feature: 1.5 seconds
[2025-10-18T02:33:44.032019] [INFO ] [CONFIGURE ] R: Average speed: 0.67 features/sec
[2025-10-18T02:33:44.032819] [INFO ] [LOCAL     ] Saved configuration for R: 3 features, 100.00% accuracy -> ./output/feature-sets/R.json
[2025-10-18T02:33:44.032901] [INFO ] [CONFIGURE ] R: Configuration saved successfully: 3 features, 100.00% accuracy.
[2025-10-18T02:33:44.032987] [INFO ] [sig       ] [314/380] Successfully configured R | 0.02 sym/s | Total: 3.8h | ETA: 47.6m
[2025-10-18T02:33:44.033063] [INFO ] [sig       ] [315/380] Configuring RA...
[2025-10-18T02:33:44.033128] [INFO ] [CONFIGURE ] RA: Configurate test run.
[2025-10-18T02:33:44.033183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-10-18T02:33:44.046812] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RA'.
[2025-10-18T02:33:44.047195] [INFO ] [CONFIGURE ] RA: Testing with 29 available features
[2025-10-18T02:33:44.047254] [INFO ] [CONFIGURE ] RA: Establishing baseline with no features...
[2025-10-18T02:33:44.159818] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:44.266012] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:33:44.373119] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:44.480982] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:33:44.589770] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:44.698551] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:44.812750] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:44.923009] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:33:45.033853] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:33:45.144965] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:45.145071] [INFO ] [CONFIGURE ] RA: Baseline score (no features): 50.00%
[2025-10-18T02:33:45.145115] [INFO ] [CONFIGURE ] RA: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:33:45.145146] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:33:45.264400] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:45.389947] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:33:45.513106] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:45.644441] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:33:45.778012] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:45.910699] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:33:46.085798] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:46.224753] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:33:46.356956] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:33:46.489172] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:46.489333] [INFO ] [CONFIGURE ] RA: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-18T02:33:46.489379] [INFO ] [CONFIGURE ] JOB ETA: 48.8m | Avg: 1.5s/test | Remaining: 1998 tests
[2025-10-18T02:33:46.489415] [INFO ] [CONFIGURE ] RA: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:33:46.489447] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:33:46.622673] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:46.759989] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:33:46.891350] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:47.024593] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:33:47.157700] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:47.297598] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:47.435702] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:47.571282] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:33:47.708393] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:33:47.841085] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:47.841241] [INFO ] [CONFIGURE ] RA: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T02:33:47.841299] [INFO ] [CONFIGURE ] JOB ETA: 48.8m | Avg: 1.5s/test | Remaining: 1997 tests
[2025-10-18T02:33:47.841357] [INFO ] [CONFIGURE ] RA: Testing feature 3/29: add_daily_returns
[2025-10-18T02:33:47.841390] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_daily_returns']
[2025-10-18T02:33:47.953438] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:48.067034] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:33:48.185343] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:48.301635] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:33:48.421421] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:48.540306] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:33:48.662905] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:33:48.788680] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:33:48.906427] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:33:49.031447] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:49.031705] [INFO ] [CONFIGURE ] RA: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:33:49.031765] [INFO ] [CONFIGURE ] JOB ETA: 48.8m | Avg: 1.5s/test | Remaining: 1996 tests
[2025-10-18T02:33:49.031803] [INFO ] [CONFIGURE ] RA: Testing feature 4/29: add_ema
[2025-10-18T02:33:49.031834] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_ema']
[2025-10-18T02:33:49.163586] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:49.290846] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:33:49.415400] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:49.541352] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:33:49.672270] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:49.801757] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:49.930783] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:50.057954] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:33:50.188318] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:33:50.319982] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:50.320128] [INFO ] [CONFIGURE ] RA: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:33:50.320172] [INFO ] [CONFIGURE ] JOB ETA: 48.8m | Avg: 1.5s/test | Remaining: 1995 tests
[2025-10-18T02:33:50.320231] [INFO ] [CONFIGURE ] RA: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:33:50.320264] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:33:50.453080] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:50.586240] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:33:50.720523] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:50.854175] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:33:50.991447] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:51.126727] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:33:51.274675] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:51.421733] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:33:51.571378] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:33:51.734522] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:51.734891] [INFO ] [CONFIGURE ] RA: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T02:33:51.734948] [INFO ] [CONFIGURE ] JOB ETA: 48.7m | Avg: 1.5s/test | Remaining: 1994 tests
[2025-10-18T02:33:51.734987] [INFO ] [CONFIGURE ] RA: Testing feature 6/29: add_failed_moves
[2025-10-18T02:33:51.735020] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves']
[2025-10-18T02:33:51.849132] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:51.961239] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:33:52.073170] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:52.193962] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:33:52.321557] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:52.433767] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:52.546755] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:52.660687] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:33:52.776374] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:33:52.894731] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:52.894946] [INFO ] [CONFIGURE ] RA: KEPT add_failed_moves (score: 60.00%)
[2025-10-18T02:33:52.894998] [INFO ] [CONFIGURE ] JOB ETA: 48.7m | Avg: 1.5s/test | Remaining: 1993 tests
[2025-10-18T02:33:52.895034] [INFO ] [CONFIGURE ] RA: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:33:52.895066] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_lag_shelf']
[2025-10-18T02:33:53.011203] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:53.125109] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:33:53.236446] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:53.351986] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:33:53.472577] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:53.586537] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:53.705255] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:53.831542] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:33:53.953748] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:33:54.070327] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:54.070497] [INFO ] [CONFIGURE ] RA: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T02:33:54.070539] [INFO ] [CONFIGURE ] JOB ETA: 48.7m | Avg: 1.5s/test | Remaining: 1992 tests
[2025-10-18T02:33:54.070574] [INFO ] [CONFIGURE ] RA: Testing feature 8/29: add_macd
[2025-10-18T02:33:54.070606] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd']
[2025-10-18T02:33:54.217958] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:54.367611] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:33:54.516737] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:54.667397] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:33:54.818818] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:54.971089] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:33:55.123483] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:55.277582] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:33:55.431890] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:33:55.587492] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:55.587741] [INFO ] [CONFIGURE ] RA: DISCARDED add_macd (score: 30.00%)
[2025-10-18T02:33:55.587816] [INFO ] [CONFIGURE ] JOB ETA: 48.7m | Avg: 1.5s/test | Remaining: 1991 tests
[2025-10-18T02:33:55.587862] [INFO ] [CONFIGURE ] RA: Testing feature 9/29: add_mfi
[2025-10-18T02:33:55.587896] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_mfi']
[2025-10-18T02:33:55.713220] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:55.840553] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:33:55.968373] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:56.094730] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:33:56.222205] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:56.350067] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:56.477612] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:33:56.608460] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:33:56.736898] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:33:56.866582] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:56.866783] [INFO ] [CONFIGURE ] RA: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T02:33:56.866836] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 1.5s/test | Remaining: 1990 tests
[2025-10-18T02:33:56.866873] [INFO ] [CONFIGURE ] RA: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:33:56.866903] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:33:57.006072] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:57.152380] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:33:57.301758] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:57.454376] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:33:57.604410] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:57.753552] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:33:57.896265] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:33:58.038415] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:33:58.184603] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:33:58.333614] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:58.333784] [INFO ] [CONFIGURE ] RA: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:33:58.333837] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 1.5s/test | Remaining: 1989 tests
[2025-10-18T02:33:58.333874] [INFO ] [CONFIGURE ] RA: Testing feature 11/29: add_obv_daily
[2025-10-18T02:33:58.333907] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_obv_daily']
[2025-10-18T02:33:58.454176] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:33:58.573824] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:33:58.695397] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:33:58.817578] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:33:58.940234] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:33:59.073497] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:33:59.214503] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:33:59.357909] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:33:59.511415] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:33:59.682152] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:33:59.682388] [INFO ] [CONFIGURE ] RA: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T02:33:59.682463] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 1.5s/test | Remaining: 1988 tests
[2025-10-18T02:33:59.682524] [INFO ] [CONFIGURE ] RA: Testing feature 12/29: add_obv_interval
[2025-10-18T02:33:59.682579] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_obv_interval']
[2025-10-18T02:33:59.844277] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:33:59.991352] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:34:00.134019] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:00.265311] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:34:00.387434] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:00.506381] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:00.630844] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:34:00.749044] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:34:00.868883] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:34:00.990488] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:34:00.990723] [INFO ] [CONFIGURE ] RA: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:34:00.990834] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 1.5s/test | Remaining: 1987 tests
[2025-10-18T02:34:00.990889] [INFO ] [CONFIGURE ] RA: Testing feature 13/29: add_opening_strength
[2025-10-18T02:34:00.990924] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:34:01.116480] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:01.255456] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:34:01.415192] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:01.538897] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:01.666448] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:01.791522] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:34:01.921029] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:34:02.051129] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:34:02.177480] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:34:02.304945] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:02.305084] [INFO ] [CONFIGURE ] RA: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T02:34:02.305127] [INFO ] [CONFIGURE ] JOB ETA: 48.5m | Avg: 1.5s/test | Remaining: 1986 tests
[2025-10-18T02:34:02.305161] [INFO ] [CONFIGURE ] RA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:34:02.305190] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance']
[2025-10-18T02:34:02.436026] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:34:02.565101] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:34:02.697827] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:02.825539] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:34:02.954118] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:03.088662] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:34:03.222434] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:34:03.357580] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:34:03.496199] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:34:03.633073] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:34:03.633221] [INFO ] [CONFIGURE ] RA: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T02:34:03.633265] [INFO ] [CONFIGURE ] JOB ETA: 48.5m | Avg: 1.5s/test | Remaining: 1985 tests
[2025-10-18T02:34:03.633302] [INFO ] [CONFIGURE ] RA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:34:03.633333] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum']
[2025-10-18T02:34:03.747206] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:34:03.866984] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:34:03.981319] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:04.096489] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:34:04.211911] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:04.329377] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:04.446963] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:34:04.638721] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:34:04.755560] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:34:04.871104] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:34:04.871250] [INFO ] [CONFIGURE ] RA: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-18T02:34:04.871292] [INFO ] [CONFIGURE ] JOB ETA: 48.5m | Avg: 1.5s/test | Remaining: 1984 tests
[2025-10-18T02:34:04.871326] [INFO ] [CONFIGURE ] RA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:34:04.871356] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap']
[2025-10-18T02:34:04.990864] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:05.107720] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:34:05.223860] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:05.346616] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:05.467443] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:05.589151] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:34:05.712995] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:34:05.835175] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:34:05.961949] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:34:06.088860] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:06.089046] [INFO ] [CONFIGURE ] RA: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T02:34:06.089093] [INFO ] [CONFIGURE ] JOB ETA: 48.5m | Avg: 1.5s/test | Remaining: 1983 tests
[2025-10-18T02:34:06.089130] [INFO ] [CONFIGURE ] RA: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:34:06.089163] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_pbf_return_2d']
[2025-10-18T02:34:06.220600] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:34:06.345362] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:34:06.475461] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:06.603181] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:34:06.741599] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:06.880961] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:34:07.021842] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:34:07.159854] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:34:07.298530] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:34:07.471968] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:34:07.472149] [INFO ] [CONFIGURE ] RA: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-18T02:34:07.472203] [INFO ] [CONFIGURE ] JOB ETA: 48.4m | Avg: 1.5s/test | Remaining: 1982 tests
[2025-10-18T02:34:07.472238] [INFO ] [CONFIGURE ] RA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:34:07.472270] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d']
[2025-10-18T02:34:07.588977] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:07.707288] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:34:07.823880] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:07.942188] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:34:08.061622] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:34:08.188237] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:08.313175] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:34:08.442021] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:34:08.565356] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:34:08.693875] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:34:08.694058] [INFO ] [CONFIGURE ] RA: KEPT add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:34:08.694105] [INFO ] [CONFIGURE ] JOB ETA: 48.4m | Avg: 1.5s/test | Remaining: 1981 tests
[2025-10-18T02:34:08.694141] [INFO ] [CONFIGURE ] RA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:34:08.694173] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-18T02:34:08.825136] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:34:08.963890] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:34:09.091384] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:09.224473] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:34:09.348398] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:09.468550] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:34:09.597759] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:34:09.726567] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:34:09.854187] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:34:09.984817] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:34:09.984979] [INFO ] [CONFIGURE ] RA: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T02:34:09.985023] [INFO ] [CONFIGURE ] JOB ETA: 48.4m | Avg: 1.5s/test | Remaining: 1980 tests
[2025-10-18T02:34:09.985152] [INFO ] [CONFIGURE ] RA: Testing feature 20/29: add_price_rejection
[2025-10-18T02:34:09.985193] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-18T02:34:10.115586] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:34:10.244106] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:34:10.379453] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:10.523780] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:34:10.655982] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:10.792605] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:10.929259] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:34:11.068725] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:34:11.205100] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:34:11.340616] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:34:11.340794] [INFO ] [CONFIGURE ] RA: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-18T02:34:11.340845] [INFO ] [CONFIGURE ] JOB ETA: 48.4m | Avg: 1.5s/test | Remaining: 1979 tests
[2025-10-18T02:34:11.340881] [INFO ] [CONFIGURE ] RA: Testing feature 21/29: add_range_position
[2025-10-18T02:34:11.340914] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-18T02:34:11.482219] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:34:11.623202] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:34:11.770494] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:11.911699] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:34:12.055223] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:12.197936] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:12.341056] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:34:12.492017] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:34:12.636669] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:34:12.781637] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:34:12.781826] [INFO ] [CONFIGURE ] RA: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T02:34:12.781872] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 1.5s/test | Remaining: 1978 tests
[2025-10-18T02:34:12.781909] [INFO ] [CONFIGURE ] RA: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:34:12.781941] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-18T02:34:12.944409] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:13.101478] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:34:13.263987] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:13.418337] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:34:13.578374] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:34:13.733563] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:34:13.892925] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:34:14.049866] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:34:14.205282] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:34:14.366130] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:34:14.366256] [INFO ] [CONFIGURE ] RA: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:34:14.366300] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 1.5s/test | Remaining: 1977 tests
[2025-10-18T02:34:14.366333] [INFO ] [CONFIGURE ] RA: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:34:14.366363] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-18T02:34:14.491584] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:14.621815] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:34:14.749267] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:14.875402] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:34:15.003831] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:15.128872] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:15.255535] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:34:15.389814] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:34:15.521310] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:34:15.652669] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:34:15.652817] [INFO ] [CONFIGURE ] RA: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:34:15.652861] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 1.5s/test | Remaining: 1976 tests
[2025-10-18T02:34:15.652894] [INFO ] [CONFIGURE ] RA: Testing feature 24/29: add_rsi
[2025-10-18T02:34:15.652924] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-18T02:34:15.795728] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:34:15.940127] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:34:16.088964] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:16.234203] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:34:16.380503] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:16.528022] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:16.675616] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:34:16.829501] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:34:16.980346] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:34:17.130086] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:34:17.130236] [INFO ] [CONFIGURE ] RA: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T02:34:17.130280] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 1.5s/test | Remaining: 1975 tests
[2025-10-18T02:34:17.130314] [INFO ] [CONFIGURE ] RA: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:34:17.130344] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-18T02:34:17.251815] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:34:17.373426] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:34:17.496380] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:17.624227] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:34:17.748557] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:17.874365] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:18.000566] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:34:18.125951] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:34:18.257366] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:34:18.386134] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:34:18.386334] [INFO ] [CONFIGURE ] RA: DISCARDED add_tick_distribution (score: 30.00%)
[2025-10-18T02:34:18.386402] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 1.5s/test | Remaining: 1974 tests
[2025-10-18T02:34:18.386460] [INFO ] [CONFIGURE ] RA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:34:18.386493] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-18T02:34:18.513506] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:18.641002] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:34:18.774066] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:18.901488] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:34:19.028371] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:34:19.153212] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:34:19.279275] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:34:19.404788] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:34:19.531450] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:34:19.675284] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:34:19.675426] [INFO ] [CONFIGURE ] RA: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:34:19.675468] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 1.5s/test | Remaining: 1973 tests
[2025-10-18T02:34:19.675503] [INFO ] [CONFIGURE ] RA: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:34:19.675535] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-18T02:34:19.813067] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:19.947517] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:34:20.081242] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:20.216302] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:34:20.351666] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:34:20.488561] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:20.625563] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:34:20.763159] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:34:20.906755] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:34:21.049811] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:34:21.049949] [INFO ] [CONFIGURE ] RA: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:34:21.049991] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 1.5s/test | Remaining: 1972 tests
[2025-10-18T02:34:21.050025] [INFO ] [CONFIGURE ] RA: Testing feature 28/29: add_volume_profile
[2025-10-18T02:34:21.050056] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-18T02:34:21.175319] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:34:21.299497] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:34:21.425282] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:21.551705] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:34:21.678938] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:21.808302] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:21.938148] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:34:22.065918] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:34:22.194889] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:34:22.325835] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:34:22.326073] [INFO ] [CONFIGURE ] RA: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:34:22.326124] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 1.5s/test | Remaining: 1971 tests
[2025-10-18T02:34:22.326158] [INFO ] [CONFIGURE ] RA: Testing feature 29/29: add_vwap
[2025-10-18T02:34:22.326189] [INFO ] [CONFIGURE ] RA: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_vwap']
[2025-10-18T02:34:22.455986] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:34:22.585902] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:34:22.745460] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:34:22.874577] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:34:23.018567] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:23.162826] [DEBUG] [FORECASTER] RA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:34:23.298179] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:34:23.448109] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:34:23.582479] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:34:23.721531] [DEBUG] [FORECASTER] RA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:34:23.721711] [INFO ] [CONFIGURE ] RA: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:34:23.721771] [INFO ] [CONFIGURE ] JOB ETA: 48.1m | Avg: 1.5s/test | Remaining: 1970 tests
[2025-10-18T02:34:23.721809] [INFO ] [CONFIGURE ] RA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:34:23.721841] [INFO ] [CONFIGURE ] RA: Best accuracy: 70.00%
[2025-10-18T02:34:23.721880] [INFO ] [CONFIGURE ] RA: Best feature set (2 features): ['add_failed_moves', 'add_pbf_volatility_5d']
[2025-10-18T02:34:23.721915] [INFO ] [CONFIGURE ] RA: Improvement over baseline: 20.00%
[2025-10-18T02:34:23.721947] [INFO ] [CONFIGURE ] RA: Total time: 38.6 seconds
[2025-10-18T02:34:23.721979] [INFO ] [CONFIGURE ] RA: Average time per feature: 1.3 seconds
[2025-10-18T02:34:23.722011] [INFO ] [CONFIGURE ] RA: Average speed: 0.75 features/sec
[2025-10-18T02:34:23.722593] [INFO ] [LOCAL     ] Saved configuration for RA: 2 features, 70.00% accuracy -> ./output/feature-sets/RA.json
[2025-10-18T02:34:23.722676] [INFO ] [CONFIGURE ] RA: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T02:34:23.722760] [INFO ] [sig       ] [315/380] Successfully configured RA | 0.02 sym/s | Total: 3.8h | ETA: 46.9m
[2025-10-18T02:34:23.722842] [INFO ] [sig       ] [316/380] Configuring RACE...
[2025-10-18T02:34:23.722922] [INFO ] [CONFIGURE ] RACE: Configurate test run.
[2025-10-18T02:34:23.722992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-10-18T02:34:23.737169] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RACE'.
[2025-10-18T02:34:23.737568] [INFO ] [CONFIGURE ] RACE: Testing with 29 available features
[2025-10-18T02:34:23.737662] [INFO ] [CONFIGURE ] RACE: Establishing baseline with no features...
[2025-10-18T02:34:23.846113] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:34:23.954116] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:24.058961] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:24.164807] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:34:24.288215] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:24.402283] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:34:24.516957] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:34:24.637233] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:24.754082] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:34:24.872004] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:34:24.872166] [INFO ] [CONFIGURE ] RACE: Baseline score (no features): 30.00%
[2025-10-18T02:34:24.872212] [INFO ] [CONFIGURE ] RACE: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:34:24.872248] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:34:24.999225] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:34:25.126626] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:25.257087] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:25.387370] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:25.514567] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:25.637196] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:25.780165] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:25.897340] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:26.015538] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:26.135384] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:26.135547] [INFO ] [CONFIGURE ] RACE: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T02:34:26.135590] [INFO ] [CONFIGURE ] JOB ETA: 48.1m | Avg: 1.5s/test | Remaining: 1969 tests
[2025-10-18T02:34:26.135624] [INFO ] [CONFIGURE ] RACE: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:34:26.135689] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:34:26.272612] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:26.406846] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:26.544528] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:26.686185] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:26.844130] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:26.992989] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:27.136095] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:27.277947] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:27.419276] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:34:27.563188] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:27.563369] [INFO ] [CONFIGURE ] RACE: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T02:34:27.563431] [INFO ] [CONFIGURE ] JOB ETA: 48.1m | Avg: 1.5s/test | Remaining: 1968 tests
[2025-10-18T02:34:27.563468] [INFO ] [CONFIGURE ] RACE: Testing feature 3/29: add_daily_returns
[2025-10-18T02:34:27.563499] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:34:27.691441] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:27.822255] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:27.951079] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:28.079490] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:28.202147] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:28.326400] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:28.451787] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:28.579049] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:28.707193] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:28.836909] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:28.837063] [INFO ] [CONFIGURE ] RACE: KEPT add_daily_returns (score: 70.00%)
[2025-10-18T02:34:28.837106] [INFO ] [CONFIGURE ] JOB ETA: 48.1m | Avg: 1.5s/test | Remaining: 1967 tests
[2025-10-18T02:34:28.837141] [INFO ] [CONFIGURE ] RACE: Testing feature 4/29: add_ema
[2025-10-18T02:34:28.837172] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T02:34:28.977009] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:29.115498] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:29.253371] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:34:29.394332] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:29.532767] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:34:29.672497] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:29.814624] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:29.959432] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:30.101470] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:30.249573] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:30.249792] [INFO ] [CONFIGURE ] RACE: DISCARDED add_ema (score: 70.00%)
[2025-10-18T02:34:30.249857] [INFO ] [CONFIGURE ] JOB ETA: 48.0m | Avg: 1.5s/test | Remaining: 1966 tests
[2025-10-18T02:34:30.249925] [INFO ] [CONFIGURE ] RACE: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:34:30.249975] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:34:30.398618] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:30.546721] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:30.705319] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:34:30.853896] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:31.011857] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:31.163668] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:31.316796] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:31.469457] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:31.621879] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:31.778800] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:31.778993] [INFO ] [CONFIGURE ] RACE: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:34:31.779038] [INFO ] [CONFIGURE ] JOB ETA: 48.0m | Avg: 1.5s/test | Remaining: 1965 tests
[2025-10-18T02:34:31.779078] [INFO ] [CONFIGURE ] RACE: Testing feature 6/29: add_failed_moves
[2025-10-18T02:34:31.779109] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T02:34:31.909036] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:32.037556] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:32.167551] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:32.297090] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:32.430057] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:32.562158] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:32.692850] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:32.824309] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:32.956730] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:33.090507] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:33.090689] [INFO ] [CONFIGURE ] RACE: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:34:33.090749] [INFO ] [CONFIGURE ] JOB ETA: 48.0m | Avg: 1.5s/test | Remaining: 1964 tests
[2025-10-18T02:34:33.090787] [INFO ] [CONFIGURE ] RACE: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:34:33.090819] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T02:34:33.211707] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:33.334319] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:33.458803] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:33.585122] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:33.709218] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:33.839377] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:33.964127] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:34.089851] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:34.213247] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:34.342900] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:34.343136] [INFO ] [CONFIGURE ] RACE: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:34:34.343196] [INFO ] [CONFIGURE ] JOB ETA: 48.0m | Avg: 1.5s/test | Remaining: 1963 tests
[2025-10-18T02:34:34.343233] [INFO ] [CONFIGURE ] RACE: Testing feature 8/29: add_macd
[2025-10-18T02:34:34.343268] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T02:34:34.512377] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:34.673772] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:34.871733] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:35.042853] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:35.214532] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:35.382318] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:35.549156] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:35.733376] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:35.914333] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:36.091212] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:36.091418] [INFO ] [CONFIGURE ] RACE: DISCARDED add_macd (score: 70.00%)
[2025-10-18T02:34:36.091468] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 1.5s/test | Remaining: 1962 tests
[2025-10-18T02:34:36.091505] [INFO ] [CONFIGURE ] RACE: Testing feature 9/29: add_mfi
[2025-10-18T02:34:36.091539] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-18T02:34:36.239746] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:36.389508] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:36.538371] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:36.691533] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:36.849535] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:37.001161] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:37.155812] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:37.312848] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:37.451438] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:37.594634] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:37.594910] [INFO ] [CONFIGURE ] RACE: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:34:37.594975] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 1.5s/test | Remaining: 1961 tests
[2025-10-18T02:34:37.595017] [INFO ] [CONFIGURE ] RACE: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:34:37.595052] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:34:37.747830] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:37.932996] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:34:38.091196] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:38.256603] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:38.416355] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:34:38.574165] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:38.725850] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:38.890206] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:39.051663] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:39.216337] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:39.216478] [INFO ] [CONFIGURE ] RACE: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T02:34:39.216520] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 1.5s/test | Remaining: 1960 tests
[2025-10-18T02:34:39.216555] [INFO ] [CONFIGURE ] RACE: Testing feature 11/29: add_obv_daily
[2025-10-18T02:34:39.216587] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T02:34:39.351629] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:39.486716] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:39.621417] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:39.761795] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:39.898462] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:40.034417] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:40.172343] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:40.309725] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:40.449597] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:40.590505] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:40.590667] [INFO ] [CONFIGURE ] RACE: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T02:34:40.590729] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 1.5s/test | Remaining: 1959 tests
[2025-10-18T02:34:40.590766] [INFO ] [CONFIGURE ] RACE: Testing feature 12/29: add_obv_interval
[2025-10-18T02:34:40.590795] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T02:34:40.720376] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:40.851728] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:40.980855] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:41.117716] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:41.259320] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:41.407211] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:41.546054] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:41.693324] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:41.843209] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:41.995054] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:41.995271] [INFO ] [CONFIGURE ] RACE: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:34:41.995345] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 1.5s/test | Remaining: 1958 tests
[2025-10-18T02:34:41.995439] [INFO ] [CONFIGURE ] RACE: Testing feature 13/29: add_opening_strength
[2025-10-18T02:34:41.995492] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:34:42.144140] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:42.283524] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:42.423592] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:42.569911] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:42.711340] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:42.864978] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:43.018175] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:43.167158] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:43.307554] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:43.449486] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:43.449690] [INFO ] [CONFIGURE ] RACE: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T02:34:43.449752] [INFO ] [CONFIGURE ] JOB ETA: 47.8m | Avg: 1.5s/test | Remaining: 1957 tests
[2025-10-18T02:34:43.449790] [INFO ] [CONFIGURE ] RACE: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:34:43.449821] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T02:34:43.600332] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:43.761531] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:43.965394] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:44.114294] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:44.261761] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:34:44.409713] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:44.561803] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:44.716812] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:44.870972] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:45.030218] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:45.030403] [INFO ] [CONFIGURE ] RACE: KEPT add_order_flow_imbalance (score: 80.00%)
[2025-10-18T02:34:45.030470] [INFO ] [CONFIGURE ] JOB ETA: 47.8m | Avg: 1.5s/test | Remaining: 1956 tests
[2025-10-18T02:34:45.030510] [INFO ] [CONFIGURE ] RACE: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:34:45.030544] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-18T02:34:45.182754] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:45.345413] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:45.504056] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:45.662544] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:45.818580] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:45.980170] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:46.139072] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:46.295956] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:46.454894] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:46.620414] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:46.620577] [INFO ] [CONFIGURE ] RACE: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T02:34:46.620621] [INFO ] [CONFIGURE ] JOB ETA: 47.8m | Avg: 1.5s/test | Remaining: 1955 tests
[2025-10-18T02:34:46.620692] [INFO ] [CONFIGURE ] RACE: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:34:46.620740] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-18T02:34:46.787908] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:34:46.955095] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:47.119316] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:47.281450] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:47.442268] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:34:47.601741] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:47.762114] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:47.921459] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:48.079488] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:48.243734] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:48.243917] [INFO ] [CONFIGURE ] RACE: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T02:34:48.243985] [INFO ] [CONFIGURE ] JOB ETA: 47.8m | Avg: 1.5s/test | Remaining: 1954 tests
[2025-10-18T02:34:48.244053] [INFO ] [CONFIGURE ] RACE: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:34:48.244109] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-18T02:34:48.403094] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:48.563388] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:48.727380] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:34:48.890276] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:49.049074] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:49.214228] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:49.380878] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:49.540743] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:49.707491] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:49.872041] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:49.872303] [INFO ] [CONFIGURE ] RACE: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:34:49.872352] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 1.5s/test | Remaining: 1953 tests
[2025-10-18T02:34:49.872388] [INFO ] [CONFIGURE ] RACE: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:34:49.872461] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-18T02:34:50.050804] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:50.198721] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:34:50.349076] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:50.500263] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:50.649603] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:34:50.799466] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:50.956478] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:51.117172] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:51.267216] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:51.425953] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:51.426154] [INFO ] [CONFIGURE ] RACE: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:34:51.426199] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 1.5s/test | Remaining: 1952 tests
[2025-10-18T02:34:51.426235] [INFO ] [CONFIGURE ] RACE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:34:51.426368] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-18T02:34:51.579618] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:51.729370] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:34:51.883503] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:52.047477] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:52.246761] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:34:52.467324] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:52.680483] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:52.851144] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:53.018217] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:53.184437] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:53.184614] [INFO ] [CONFIGURE ] RACE: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:34:53.184689] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 1.5s/test | Remaining: 1951 tests
[2025-10-18T02:34:53.184742] [INFO ] [CONFIGURE ] RACE: Testing feature 20/29: add_price_rejection
[2025-10-18T02:34:53.184778] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-18T02:34:53.339939] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:53.494770] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:53.647503] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:53.801852] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:53.959253] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:54.121501] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:54.280843] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:54.438289] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:54.596132] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:54.755795] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:54.755971] [INFO ] [CONFIGURE ] RACE: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T02:34:54.756014] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 1.5s/test | Remaining: 1950 tests
[2025-10-18T02:34:54.756048] [INFO ] [CONFIGURE ] RACE: Testing feature 21/29: add_range_position
[2025-10-18T02:34:54.756079] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-18T02:34:54.921579] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:55.089069] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:55.259395] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:55.432037] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:55.604295] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:55.770945] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:55.950333] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:56.123398] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:56.301360] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:56.479222] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:56.479387] [INFO ] [CONFIGURE ] RACE: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:34:56.479432] [INFO ] [CONFIGURE ] JOB ETA: 47.6m | Avg: 1.5s/test | Remaining: 1949 tests
[2025-10-18T02:34:56.479468] [INFO ] [CONFIGURE ] RACE: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:34:56.479500] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-18T02:34:56.664574] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:56.857331] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:57.046136] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:57.237151] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:57.452836] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:57.645159] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:57.838522] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:58.034437] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:58.230440] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:34:58.427443] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:34:58.427678] [INFO ] [CONFIGURE ] RACE: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T02:34:58.427780] [INFO ] [CONFIGURE ] JOB ETA: 47.6m | Avg: 1.5s/test | Remaining: 1948 tests
[2025-10-18T02:34:58.427876] [INFO ] [CONFIGURE ] RACE: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:34:58.427926] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-18T02:34:58.592315] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:34:58.763430] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:34:58.928067] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:34:59.095894] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:34:59.275516] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:34:59.440622] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:34:59.605568] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:34:59.765578] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:34:59.930475] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:35:00.109396] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:00.109584] [INFO ] [CONFIGURE ] RACE: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T02:35:00.109629] [INFO ] [CONFIGURE ] JOB ETA: 47.6m | Avg: 1.5s/test | Remaining: 1947 tests
[2025-10-18T02:35:00.109704] [INFO ] [CONFIGURE ] RACE: Testing feature 24/29: add_rsi
[2025-10-18T02:35:00.109750] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-18T02:35:00.291925] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:35:00.470392] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:00.649530] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:35:00.835940] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:35:01.036388] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:01.263639] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:35:01.468289] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:01.661024] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:01.880447] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:35:02.083177] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:02.083340] [INFO ] [CONFIGURE ] RACE: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T02:35:02.083383] [INFO ] [CONFIGURE ] JOB ETA: 47.6m | Avg: 1.5s/test | Remaining: 1946 tests
[2025-10-18T02:35:02.083418] [INFO ] [CONFIGURE ] RACE: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:35:02.083449] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-18T02:35:02.267715] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:35:02.427997] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:02.593415] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:35:02.758521] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:35:02.915101] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:35:03.079458] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:35:03.243008] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:03.407063] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:03.575796] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:35:03.747497] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:03.747683] [INFO ] [CONFIGURE ] RACE: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:35:03.747766] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 1.5s/test | Remaining: 1945 tests
[2025-10-18T02:35:03.747818] [INFO ] [CONFIGURE ] RACE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:35:03.747851] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-18T02:35:03.908512] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:35:04.076843] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:04.234009] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:35:04.391424] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:35:04.549638] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:35:04.712806] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:35:04.872323] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:05.032980] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:05.195175] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:35:05.364532] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:05.364771] [INFO ] [CONFIGURE ] RACE: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:35:05.364839] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 1.5s/test | Remaining: 1944 tests
[2025-10-18T02:35:05.364897] [INFO ] [CONFIGURE ] RACE: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:35:05.364935] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-18T02:35:05.529896] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:35:05.697500] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:05.866974] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:35:06.033839] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:35:06.200454] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:06.370961] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:35:06.542176] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:06.714888] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:06.887271] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:35:07.056860] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:07.057114] [INFO ] [CONFIGURE ] RACE: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T02:35:07.057167] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 1.5s/test | Remaining: 1943 tests
[2025-10-18T02:35:07.057257] [INFO ] [CONFIGURE ] RACE: Testing feature 28/29: add_volume_profile
[2025-10-18T02:35:07.057310] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-18T02:35:07.216505] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:35:07.372370] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:07.528191] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:35:07.687452] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:35:07.847633] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:35:08.009222] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:35:08.165020] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:08.358294] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:08.519906] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:35:08.683481] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:08.683689] [INFO ] [CONFIGURE ] RACE: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:35:08.683751] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 1.5s/test | Remaining: 1942 tests
[2025-10-18T02:35:08.683789] [INFO ] [CONFIGURE ] RACE: Testing feature 29/29: add_vwap
[2025-10-18T02:35:08.683821] [INFO ] [CONFIGURE ] RACE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-18T02:35:08.842783] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:35:09.008566] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:09.167116] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:35:09.325719] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:35:09.483212] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:35:09.641385] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:35:09.800283] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:09.964077] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:10.135943] [DEBUG] [FORECASTER] RACE: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:35:10.298997] [DEBUG] [FORECASTER] RACE: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:10.299169] [INFO ] [CONFIGURE ] RACE: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T02:35:10.299211] [INFO ] [CONFIGURE ] JOB ETA: 47.4m | Avg: 1.5s/test | Remaining: 1941 tests
[2025-10-18T02:35:10.299265] [INFO ] [CONFIGURE ] RACE: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:35:10.299320] [INFO ] [CONFIGURE ] RACE: Best accuracy: 80.00%
[2025-10-18T02:35:10.299366] [INFO ] [CONFIGURE ] RACE: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T02:35:10.299420] [INFO ] [CONFIGURE ] RACE: Improvement over baseline: 50.00%
[2025-10-18T02:35:10.299451] [INFO ] [CONFIGURE ] RACE: Total time: 45.4 seconds
[2025-10-18T02:35:10.299478] [INFO ] [CONFIGURE ] RACE: Average time per feature: 1.6 seconds
[2025-10-18T02:35:10.299505] [INFO ] [CONFIGURE ] RACE: Average speed: 0.64 features/sec
[2025-10-18T02:35:10.300125] [INFO ] [LOCAL     ] Saved configuration for RACE: 3 features, 80.00% accuracy -> ./output/feature-sets/RACE.json
[2025-10-18T02:35:10.300217] [INFO ] [CONFIGURE ] RACE: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T02:35:10.300295] [INFO ] [sig       ] [316/380] Successfully configured RACE | 0.02 sym/s | Total: 3.8h | ETA: 46.1m
[2025-10-18T02:35:10.300362] [INFO ] [sig       ] [317/380] Configuring RAMP...
[2025-10-18T02:35:10.300427] [INFO ] [CONFIGURE ] RAMP: Configurate test run.
[2025-10-18T02:35:10.300482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-10-18T02:35:10.313821] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RAMP'.
[2025-10-18T02:35:10.314207] [INFO ] [CONFIGURE ] RAMP: Testing with 29 available features
[2025-10-18T02:35:10.314264] [INFO ] [CONFIGURE ] RAMP: Establishing baseline with no features...
[2025-10-18T02:35:10.416380] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:35:10.518159] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:10.620179] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:35:10.722331] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:35:10.825662] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:10.928612] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:11.032347] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:11.136166] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:11.241042] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:11.372128] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:11.372271] [INFO ] [CONFIGURE ] RAMP: Baseline score (no features): 50.00%
[2025-10-18T02:35:11.372314] [INFO ] [CONFIGURE ] RAMP: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:35:11.372398] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:35:11.486258] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:11.601197] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:11.716406] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:35:11.833551] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:35:11.952831] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:12.069292] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:12.187305] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:12.309131] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:12.431362] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:12.554486] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:12.554727] [INFO ] [CONFIGURE ] RAMP: KEPT add_bollinger_bands (score: 80.00%)
[2025-10-18T02:35:12.554792] [INFO ] [CONFIGURE ] JOB ETA: 47.4m | Avg: 1.5s/test | Remaining: 1940 tests
[2025-10-18T02:35:12.554831] [INFO ] [CONFIGURE ] RAMP: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:35:12.554864] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:35:12.691019] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:12.827309] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:35:12.963608] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:35:13.104417] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:35:13.242567] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:13.379703] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:13.517153] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:13.654567] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:13.790532] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:35:13.928204] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:13.928366] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T02:35:13.928411] [INFO ] [CONFIGURE ] JOB ETA: 47.4m | Avg: 1.5s/test | Remaining: 1939 tests
[2025-10-18T02:35:13.928448] [INFO ] [CONFIGURE ] RAMP: Testing feature 3/29: add_daily_returns
[2025-10-18T02:35:13.928482] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:35:14.054584] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:35:14.179925] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:14.303732] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:35:14.433981] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:35:14.558881] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:14.682038] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:14.807898] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:14.934502] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:15.068049] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:15.196127] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:15.196297] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:35:15.196342] [INFO ] [CONFIGURE ] JOB ETA: 47.4m | Avg: 1.5s/test | Remaining: 1938 tests
[2025-10-18T02:35:15.196378] [INFO ] [CONFIGURE ] RAMP: Testing feature 4/29: add_ema
[2025-10-18T02:35:15.196411] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T02:35:15.332666] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:35:15.470873] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:15.608373] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:35:15.745019] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:35:15.882784] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:16.022669] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:16.160360] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:16.300573] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:16.440625] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:16.582278] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:16.582471] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_ema (score: 50.00%)
[2025-10-18T02:35:16.582518] [INFO ] [CONFIGURE ] JOB ETA: 47.3m | Avg: 1.5s/test | Remaining: 1937 tests
[2025-10-18T02:35:16.582554] [INFO ] [CONFIGURE ] RAMP: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:35:16.582585] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:35:16.727416] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:16.879264] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:35:17.024138] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:35:17.169348] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:35:17.315291] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:17.462672] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:17.608533] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:35:17.755249] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:17.903130] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:18.050786] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:18.051015] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:35:18.051065] [INFO ] [CONFIGURE ] JOB ETA: 47.3m | Avg: 1.5s/test | Remaining: 1936 tests
[2025-10-18T02:35:18.051100] [INFO ] [CONFIGURE ] RAMP: Testing feature 6/29: add_failed_moves
[2025-10-18T02:35:18.051130] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T02:35:18.175853] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:18.301818] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:18.429070] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:35:18.555818] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:35:18.679542] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:18.807279] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:18.936189] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:19.062773] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:19.189963] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:19.320872] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:19.321041] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T02:35:19.321086] [INFO ] [CONFIGURE ] JOB ETA: 47.3m | Avg: 1.5s/test | Remaining: 1935 tests
[2025-10-18T02:35:19.321121] [INFO ] [CONFIGURE ] RAMP: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:35:19.321152] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T02:35:19.440937] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:19.558886] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:19.674837] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:35:19.792069] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:35:19.910154] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:20.041269] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:20.164167] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:20.284946] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:20.414692] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:20.537225] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:20.537385] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T02:35:20.537428] [INFO ] [CONFIGURE ] JOB ETA: 47.3m | Avg: 1.5s/test | Remaining: 1934 tests
[2025-10-18T02:35:20.537462] [INFO ] [CONFIGURE ] RAMP: Testing feature 8/29: add_macd
[2025-10-18T02:35:20.537493] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T02:35:20.694938] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:20.850858] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:35:21.011869] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:35:21.170757] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:35:21.330758] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:21.490498] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:21.649567] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:35:21.811232] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:21.973133] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:22.132157] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:22.132356] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_macd (score: 40.00%)
[2025-10-18T02:35:22.132402] [INFO ] [CONFIGURE ] JOB ETA: 47.2m | Avg: 1.5s/test | Remaining: 1933 tests
[2025-10-18T02:35:22.132438] [INFO ] [CONFIGURE ] RAMP: Testing feature 9/29: add_mfi
[2025-10-18T02:35:22.132470] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T02:35:22.266217] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:22.397313] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:22.527078] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:35:22.657187] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:35:22.789029] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:22.920079] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:23.053335] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:23.186637] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:23.320395] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:23.489412] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:23.489615] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:35:23.489693] [INFO ] [CONFIGURE ] JOB ETA: 47.2m | Avg: 1.5s/test | Remaining: 1932 tests
[2025-10-18T02:35:23.489744] [INFO ] [CONFIGURE ] RAMP: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:35:23.489801] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:35:23.641044] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:23.788402] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:35:23.937623] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:35:24.097232] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:35:24.258079] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:24.420496] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:24.579492] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:24.738541] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:24.899059] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:25.060906] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:25.061068] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:35:25.061111] [INFO ] [CONFIGURE ] JOB ETA: 47.2m | Avg: 1.5s/test | Remaining: 1931 tests
[2025-10-18T02:35:25.061145] [INFO ] [CONFIGURE ] RAMP: Testing feature 11/29: add_obv_daily
[2025-10-18T02:35:25.061176] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T02:35:25.193085] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:25.324493] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:25.454956] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:35:25.581198] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:35:25.719691] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:25.847505] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:25.975528] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:26.106312] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:26.234889] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:26.362303] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:26.362474] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T02:35:26.362519] [INFO ] [CONFIGURE ] JOB ETA: 47.2m | Avg: 1.5s/test | Remaining: 1930 tests
[2025-10-18T02:35:26.362554] [INFO ] [CONFIGURE ] RAMP: Testing feature 12/29: add_obv_interval
[2025-10-18T02:35:26.362586] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T02:35:26.518764] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:26.644565] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:26.775162] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:35:26.908486] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:35:27.038135] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:27.168097] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:27.298556] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:27.435944] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:27.573585] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:27.711295] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:27.711483] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:35:27.711529] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 1.5s/test | Remaining: 1929 tests
[2025-10-18T02:35:27.711567] [INFO ] [CONFIGURE ] RAMP: Testing feature 13/29: add_opening_strength
[2025-10-18T02:35:27.711600] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:35:27.852259] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:35:27.999155] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:28.140090] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:35:28.280435] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:35:28.423393] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:28.564491] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:28.708986] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:28.855270] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:29.026954] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:35:29.173168] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:29.173354] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:35:29.173399] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 1.5s/test | Remaining: 1928 tests
[2025-10-18T02:35:29.173436] [INFO ] [CONFIGURE ] RAMP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:35:29.173468] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T02:35:29.330377] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:29.484127] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:29.632713] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:35:29.781265] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:35:29.931601] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:30.082873] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:30.232569] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:30.381866] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:30.523421] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:35:30.665859] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:30.666041] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T02:35:30.666085] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 1.5s/test | Remaining: 1927 tests
[2025-10-18T02:35:30.666119] [INFO ] [CONFIGURE ] RAMP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:35:30.666150] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T02:35:30.791027] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:35:30.916350] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:31.042457] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:35:31.166312] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:35:31.292113] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:31.423485] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:31.549566] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:31.675181] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:31.806539] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:31.935292] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:31.935459] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T02:35:31.935502] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 1.5s/test | Remaining: 1926 tests
[2025-10-18T02:35:31.935539] [INFO ] [CONFIGURE ] RAMP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:35:31.935573] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T02:35:32.071851] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:32.207161] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:32.340724] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:35:32.476197] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:35:32.614468] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:32.749948] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:32.886331] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:35:33.024093] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:33.163973] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:33.301568] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:33.301757] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T02:35:33.301811] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 1.5s/test | Remaining: 1925 tests
[2025-10-18T02:35:33.301847] [INFO ] [CONFIGURE ] RAMP: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:35:33.301879] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T02:35:33.435682] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:33.571373] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:33.706476] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:35:33.843737] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:35:33.985312] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:34.125061] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:34.265820] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:34.406326] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:34.546370] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:34.688856] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:34.689071] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T02:35:34.689120] [INFO ] [CONFIGURE ] JOB ETA: 47.0m | Avg: 1.5s/test | Remaining: 1924 tests
[2025-10-18T02:35:34.689156] [INFO ] [CONFIGURE ] RAMP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:35:34.689188] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T02:35:34.813639] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:34.941243] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:35.067303] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:35:35.195271] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:35:35.321249] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:35.445583] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:35.573578] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:35:35.717275] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:35.845370] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:35.976559] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:35.976908] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T02:35:35.976962] [INFO ] [CONFIGURE ] JOB ETA: 47.0m | Avg: 1.5s/test | Remaining: 1923 tests
[2025-10-18T02:35:35.976999] [INFO ] [CONFIGURE ] RAMP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:35:35.977031] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T02:35:36.102214] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:36.228861] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:36.356330] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:35:36.481956] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:35:36.608070] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:36.735220] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:36.862819] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:36.992347] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:37.121505] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:37.253608] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:37.253809] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:35:37.253862] [INFO ] [CONFIGURE ] JOB ETA: 47.0m | Avg: 1.5s/test | Remaining: 1922 tests
[2025-10-18T02:35:37.253901] [INFO ] [CONFIGURE ] RAMP: Testing feature 20/29: add_price_rejection
[2025-10-18T02:35:37.253938] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T02:35:37.391504] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:37.532079] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:37.671029] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:35:37.816946] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:35:37.960469] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:38.102312] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:38.249064] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:38.392093] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:38.535888] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:38.686277] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:38.686468] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T02:35:38.686515] [INFO ] [CONFIGURE ] JOB ETA: 47.0m | Avg: 1.5s/test | Remaining: 1921 tests
[2025-10-18T02:35:38.686553] [INFO ] [CONFIGURE ] RAMP: Testing feature 21/29: add_range_position
[2025-10-18T02:35:38.686587] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T02:35:38.831308] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:38.981663] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:35:39.132221] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:35:39.277922] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:35:39.426033] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:39.577336] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:39.725328] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:39.873499] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:40.026176] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:40.178443] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:40.178619] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:35:40.178699] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 1.5s/test | Remaining: 1920 tests
[2025-10-18T02:35:40.178749] [INFO ] [CONFIGURE ] RAMP: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:35:40.178784] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T02:35:40.343430] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:35:40.504906] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:40.674274] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:35:40.835617] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:35:41.000091] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:41.171425] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:41.340242] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:35:41.506840] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:41.729610] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:41.898457] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:41.898726] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T02:35:41.898794] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 1.5s/test | Remaining: 1919 tests
[2025-10-18T02:35:41.898834] [INFO ] [CONFIGURE ] RAMP: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:35:41.898865] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T02:35:42.031720] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:42.165280] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:35:42.299667] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:35:42.433814] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:35:42.571569] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:42.705801] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:42.840344] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:42.975202] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:43.123397] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:43.261340] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:43.261508] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:35:43.261551] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 1.5s/test | Remaining: 1918 tests
[2025-10-18T02:35:43.261586] [INFO ] [CONFIGURE ] RAMP: Testing feature 24/29: add_rsi
[2025-10-18T02:35:43.261618] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T02:35:43.415967] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:35:43.567634] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:43.718461] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:35:43.870782] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:35:44.028117] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:44.204994] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:44.393669] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:44.591244] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:44.818805] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:45.039927] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:45.040141] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:35:45.040191] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 1.5s/test | Remaining: 1917 tests
[2025-10-18T02:35:45.040232] [INFO ] [CONFIGURE ] RAMP: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:35:45.040362] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T02:35:45.193820] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:35:45.344406] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:45.482824] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:35:45.620554] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:35:45.765883] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:45.910970] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:46.033531] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:46.158335] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:46.282373] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:46.407211] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:46.407382] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T02:35:46.407426] [INFO ] [CONFIGURE ] JOB ETA: 46.8m | Avg: 1.5s/test | Remaining: 1916 tests
[2025-10-18T02:35:46.407460] [INFO ] [CONFIGURE ] RAMP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:35:46.407491] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T02:35:46.529373] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:46.651282] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:35:46.773827] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:35:46.897825] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:35:47.024820] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:47.157575] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:47.294170] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:35:47.430240] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:47.562506] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:47.697026] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:47.697211] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:35:47.697281] [INFO ] [CONFIGURE ] JOB ETA: 46.8m | Avg: 1.5s/test | Remaining: 1915 tests
[2025-10-18T02:35:47.697324] [INFO ] [CONFIGURE ] RAMP: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:35:47.697357] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T02:35:47.832361] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:47.967344] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:48.104990] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:35:48.270267] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:35:48.418473] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:48.557354] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:35:48.693573] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:35:48.829359] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:48.966300] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:49.108942] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:49.109124] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:35:49.109169] [INFO ] [CONFIGURE ] JOB ETA: 46.8m | Avg: 1.5s/test | Remaining: 1914 tests
[2025-10-18T02:35:49.109226] [INFO ] [CONFIGURE ] RAMP: Testing feature 28/29: add_volume_profile
[2025-10-18T02:35:49.109259] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T02:35:49.236422] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:49.363777] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:49.490514] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:35:49.622024] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:35:49.753870] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:49.889182] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:50.023829] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:35:50.161844] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:50.294369] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:50.425227] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:50.425393] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-18T02:35:50.425439] [INFO ] [CONFIGURE ] JOB ETA: 46.8m | Avg: 1.5s/test | Remaining: 1913 tests
[2025-10-18T02:35:50.425472] [INFO ] [CONFIGURE ] RAMP: Testing feature 29/29: add_vwap
[2025-10-18T02:35:50.425502] [INFO ] [CONFIGURE ] RAMP: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T02:35:50.552239] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:50.687052] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:35:50.842959] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:35:50.978157] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:35:51.111884] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:51.252182] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:35:51.387996] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:35:51.534380] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:35:51.668950] [DEBUG] [FORECASTER] RAMP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:35:51.804245] [DEBUG] [FORECASTER] RAMP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:51.804431] [INFO ] [CONFIGURE ] RAMP: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:35:51.804479] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 1.5s/test | Remaining: 1912 tests
[2025-10-18T02:35:51.804515] [INFO ] [CONFIGURE ] RAMP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:35:51.804545] [INFO ] [CONFIGURE ] RAMP: Best accuracy: 80.00%
[2025-10-18T02:35:51.804576] [INFO ] [CONFIGURE ] RAMP: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T02:35:51.804604] [INFO ] [CONFIGURE ] RAMP: Improvement over baseline: 30.00%
[2025-10-18T02:35:51.804631] [INFO ] [CONFIGURE ] RAMP: Total time: 40.4 seconds
[2025-10-18T02:35:51.804699] [INFO ] [CONFIGURE ] RAMP: Average time per feature: 1.4 seconds
[2025-10-18T02:35:51.804740] [INFO ] [CONFIGURE ] RAMP: Average speed: 0.72 features/sec
[2025-10-18T02:35:51.805199] [INFO ] [LOCAL     ] Saved configuration for RAMP: 1 features, 80.00% accuracy -> ./output/feature-sets/RAMP.json
[2025-10-18T02:35:51.805265] [INFO ] [CONFIGURE ] RAMP: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-18T02:35:51.805335] [INFO ] [sig       ] [317/380] Successfully configured RAMP | 0.02 sym/s | Total: 3.8h | ETA: 45.4m
[2025-10-18T02:35:51.805384] [INFO ] [sig       ] [318/380] Configuring RBA...
[2025-10-18T02:35:51.805438] [INFO ] [CONFIGURE ] RBA: Configurate test run.
[2025-10-18T02:35:51.805472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-10-18T02:35:51.818459] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RBA'.
[2025-10-18T02:35:51.818937] [INFO ] [CONFIGURE ] RBA: Testing with 29 available features
[2025-10-18T02:35:51.818993] [INFO ] [CONFIGURE ] RBA: Establishing baseline with no features...
[2025-10-18T02:35:51.929083] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:52.037850] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:52.141070] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:35:52.246160] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:35:52.346583] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:52.445920] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:35:52.550241] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:35:52.650593] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:52.750225] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:35:52.854331] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:52.854474] [INFO ] [CONFIGURE ] RBA: Baseline score (no features): 70.00%
[2025-10-18T02:35:52.854518] [INFO ] [CONFIGURE ] RBA: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:35:52.854552] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:35:52.965560] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:53.077978] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:53.191178] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:35:53.302193] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:35:53.419735] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:53.530614] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:35:53.642857] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:35:53.759782] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:53.884279] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:35:54.012414] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:54.012580] [INFO ] [CONFIGURE ] RBA: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-18T02:35:54.012624] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 1.5s/test | Remaining: 1911 tests
[2025-10-18T02:35:54.012700] [INFO ] [CONFIGURE ] RBA: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:35:54.012769] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:35:54.151394] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:54.281227] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:54.409167] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:35:54.530197] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:35:54.649632] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:54.770119] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:35:54.894479] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:35:55.021979] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:55.147857] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:35:55.268575] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:55.268756] [INFO ] [CONFIGURE ] RBA: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T02:35:55.268810] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 1.5s/test | Remaining: 1910 tests
[2025-10-18T02:35:55.268844] [INFO ] [CONFIGURE ] RBA: Testing feature 3/29: add_daily_returns
[2025-10-18T02:35:55.268874] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns']
[2025-10-18T02:35:55.373335] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:55.477638] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:55.584968] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:35:55.690968] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:35:55.801818] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:55.914204] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:35:56.022282] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:35:56.133024] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:56.245018] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:35:56.361585] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:56.361759] [INFO ] [CONFIGURE ] RBA: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T02:35:56.361887] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 1.5s/test | Remaining: 1909 tests
[2025-10-18T02:35:56.361953] [INFO ] [CONFIGURE ] RBA: Testing feature 4/29: add_ema
[2025-10-18T02:35:56.361993] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_ema']
[2025-10-18T02:35:56.481929] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:56.608221] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:56.747947] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:35:56.904536] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:35:57.027544] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:57.148569] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:35:57.269209] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:35:57.395422] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:57.519427] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:35:57.639852] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:35:57.639993] [INFO ] [CONFIGURE ] RBA: DISCARDED add_ema (score: 70.00%)
[2025-10-18T02:35:57.640036] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 1.5s/test | Remaining: 1908 tests
[2025-10-18T02:35:57.640077] [INFO ] [CONFIGURE ] RBA: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:35:57.640160] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:35:57.767715] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:57.894795] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:58.021511] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:35:58.147887] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:35:58.279914] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:35:58.406125] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:35:58.532615] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:35:58.660287] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:58.788286] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:35:58.916402] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:35:58.916526] [INFO ] [CONFIGURE ] RBA: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:35:58.916569] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 1.5s/test | Remaining: 1907 tests
[2025-10-18T02:35:58.916603] [INFO ] [CONFIGURE ] RBA: Testing feature 6/29: add_failed_moves
[2025-10-18T02:35:58.916634] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_failed_moves']
[2025-10-18T02:35:59.027590] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:35:59.134051] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:35:59.241203] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:35:59.350724] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:35:59.457421] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:35:59.565054] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:35:59.673397] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:35:59.783880] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:35:59.929519] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:00.038239] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:00.038355] [INFO ] [CONFIGURE ] RBA: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:36:00.038397] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 1.5s/test | Remaining: 1906 tests
[2025-10-18T02:36:00.038430] [INFO ] [CONFIGURE ] RBA: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:36:00.038460] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_lag_shelf']
[2025-10-18T02:36:00.136507] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:00.233051] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:00.331223] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:00.429031] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:36:00.527853] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:00.626712] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:00.731266] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:36:00.831763] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:00.932213] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:01.032873] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:01.032985] [INFO ] [CONFIGURE ] RBA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:36:01.033026] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 1.5s/test | Remaining: 1905 tests
[2025-10-18T02:36:01.033060] [INFO ] [CONFIGURE ] RBA: Testing feature 8/29: add_macd
[2025-10-18T02:36:01.033090] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:36:01.178295] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:01.332525] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:01.476150] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:01.616949] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:36:01.756723] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:01.894070] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:02.032967] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:36:02.171341] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:02.315818] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:02.454049] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:02.454316] [INFO ] [CONFIGURE ] RBA: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:36:02.454379] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 1.5s/test | Remaining: 1904 tests
[2025-10-18T02:36:02.454417] [INFO ] [CONFIGURE ] RBA: Testing feature 9/29: add_mfi
[2025-10-18T02:36:02.454447] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_mfi']
[2025-10-18T02:36:02.564794] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:02.675986] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:36:02.789059] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:02.902112] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:36:03.015016] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:03.137025] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:03.254101] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:36:03.370837] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:03.488242] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:03.607691] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:03.607918] [INFO ] [CONFIGURE ] RBA: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T02:36:03.607994] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 1.5s/test | Remaining: 1903 tests
[2025-10-18T02:36:03.608054] [INFO ] [CONFIGURE ] RBA: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:36:03.608089] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:36:03.738021] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:03.869775] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:36:04.005717] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:04.141440] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:36:04.273467] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:04.419805] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:04.557970] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:36:04.697013] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:04.841036] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:04.984470] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:04.984726] [INFO ] [CONFIGURE ] RBA: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:36:04.984788] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 1.5s/test | Remaining: 1902 tests
[2025-10-18T02:36:04.984827] [INFO ] [CONFIGURE ] RBA: Testing feature 11/29: add_obv_daily
[2025-10-18T02:36:04.984860] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_obv_daily']
[2025-10-18T02:36:05.102145] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:05.218265] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:36:05.333930] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:05.449195] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:36:05.565497] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:05.687872] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:05.807279] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:36:05.926132] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:06.047618] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:06.172505] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:06.172707] [INFO ] [CONFIGURE ] RBA: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T02:36:06.172788] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 1.5s/test | Remaining: 1901 tests
[2025-10-18T02:36:06.172846] [INFO ] [CONFIGURE ] RBA: Testing feature 12/29: add_obv_interval
[2025-10-18T02:36:06.172881] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_obv_interval']
[2025-10-18T02:36:06.286448] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:06.402603] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:06.539309] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:06.660432] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:36:06.779082] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:06.897493] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:07.017466] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:36:07.135891] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:07.256462] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:07.378118] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:07.378279] [INFO ] [CONFIGURE ] RBA: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:36:07.378326] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 1.5s/test | Remaining: 1900 tests
[2025-10-18T02:36:07.378448] [INFO ] [CONFIGURE ] RBA: Testing feature 13/29: add_opening_strength
[2025-10-18T02:36:07.378501] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:36:07.503574] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:07.627279] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:07.753273] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:07.874937] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:36:07.997017] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:08.119880] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:08.242466] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:36:08.367188] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:08.490520] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:08.612561] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:08.612785] [INFO ] [CONFIGURE ] RBA: KEPT add_opening_strength (score: 80.00%)
[2025-10-18T02:36:08.612836] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 1.5s/test | Remaining: 1899 tests
[2025-10-18T02:36:08.612872] [INFO ] [CONFIGURE ] RBA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:36:08.612904] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T02:36:08.754013] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:08.893874] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:09.041580] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:09.182839] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:36:09.323111] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:09.465673] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:09.612587] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:36:09.758791] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:09.901626] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:10.048092] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:10.048264] [INFO ] [CONFIGURE ] RBA: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T02:36:10.048311] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 1.5s/test | Remaining: 1898 tests
[2025-10-18T02:36:10.048351] [INFO ] [CONFIGURE ] RBA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:36:10.048391] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-18T02:36:10.174367] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:36:10.301096] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:36:10.427922] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:10.558034] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:36:10.701419] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:10.834277] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:10.964543] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:36:11.092767] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:11.222468] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:11.354141] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:11.354350] [INFO ] [CONFIGURE ] RBA: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T02:36:11.354405] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 1.5s/test | Remaining: 1897 tests
[2025-10-18T02:36:11.354440] [INFO ] [CONFIGURE ] RBA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:36:11.354472] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T02:36:11.489407] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:11.635273] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:36:11.770324] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:11.906661] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:36:12.068867] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:12.204343] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:12.339274] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:36:12.475593] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:12.611291] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:12.748983] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:12.749167] [INFO ] [CONFIGURE ] RBA: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:36:12.749212] [INFO ] [CONFIGURE ] JOB ETA: 46.3m | Avg: 1.5s/test | Remaining: 1896 tests
[2025-10-18T02:36:12.749248] [INFO ] [CONFIGURE ] RBA: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:36:12.749281] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-18T02:36:12.886623] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:13.020029] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:13.153469] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:13.291259] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:36:13.438368] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:13.586295] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:13.736175] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:36:13.886025] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:14.036635] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:14.185626] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:14.185824] [INFO ] [CONFIGURE ] RBA: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T02:36:14.185872] [INFO ] [CONFIGURE ] JOB ETA: 46.3m | Avg: 1.5s/test | Remaining: 1895 tests
[2025-10-18T02:36:14.185908] [INFO ] [CONFIGURE ] RBA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:36:14.185940] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-18T02:36:14.326055] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:14.465117] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:14.614901] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:14.764296] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:36:14.907664] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:15.081593] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:15.218471] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:36:15.358495] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:15.499432] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:15.625554] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:15.625746] [INFO ] [CONFIGURE ] RBA: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:36:15.625807] [INFO ] [CONFIGURE ] JOB ETA: 46.3m | Avg: 1.5s/test | Remaining: 1894 tests
[2025-10-18T02:36:15.625844] [INFO ] [CONFIGURE ] RBA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:36:15.625876] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-18T02:36:15.748383] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:15.871092] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:15.992036] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:16.115720] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:36:16.238117] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:16.362142] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:16.487756] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:36:16.612561] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:16.737156] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:16.862159] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:16.862312] [INFO ] [CONFIGURE ] RBA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:36:16.862355] [INFO ] [CONFIGURE ] JOB ETA: 46.3m | Avg: 1.5s/test | Remaining: 1893 tests
[2025-10-18T02:36:16.862389] [INFO ] [CONFIGURE ] RBA: Testing feature 20/29: add_price_rejection
[2025-10-18T02:36:16.862420] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-18T02:36:16.993387] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:17.125370] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:36:17.255864] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:17.389273] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:36:17.527619] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:17.668148] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:17.817182] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:36:17.959573] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:18.125595] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:18.262313] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:18.262476] [INFO ] [CONFIGURE ] RBA: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T02:36:18.262520] [INFO ] [CONFIGURE ] JOB ETA: 46.2m | Avg: 1.5s/test | Remaining: 1892 tests
[2025-10-18T02:36:18.262555] [INFO ] [CONFIGURE ] RBA: Testing feature 21/29: add_range_position
[2025-10-18T02:36:18.262589] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-18T02:36:18.402377] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:18.544345] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:36:18.699415] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:18.844673] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:36:18.987545] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:19.129440] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:19.271865] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:36:19.418181] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:19.569782] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:19.723984] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:19.724203] [INFO ] [CONFIGURE ] RBA: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:36:19.724250] [INFO ] [CONFIGURE ] JOB ETA: 46.2m | Avg: 1.5s/test | Remaining: 1891 tests
[2025-10-18T02:36:19.724286] [INFO ] [CONFIGURE ] RBA: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:36:19.724319] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-18T02:36:19.904138] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:20.080716] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:20.254152] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:20.423752] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:36:20.593394] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:20.768493] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:20.938515] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:36:21.102905] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:21.271100] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:21.432036] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:21.432234] [INFO ] [CONFIGURE ] RBA: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T02:36:21.432280] [INFO ] [CONFIGURE ] JOB ETA: 46.2m | Avg: 1.5s/test | Remaining: 1890 tests
[2025-10-18T02:36:21.432314] [INFO ] [CONFIGURE ] RBA: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:36:21.432346] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-18T02:36:21.561814] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:21.694057] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:21.829669] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:21.963549] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:36:22.094141] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:22.225710] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:22.367046] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:36:22.511263] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:22.659936] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:22.805845] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:22.806007] [INFO ] [CONFIGURE ] RBA: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T02:36:22.806050] [INFO ] [CONFIGURE ] JOB ETA: 46.2m | Avg: 1.5s/test | Remaining: 1889 tests
[2025-10-18T02:36:22.806084] [INFO ] [CONFIGURE ] RBA: Testing feature 24/29: add_rsi
[2025-10-18T02:36:22.806116] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-18T02:36:22.957407] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:36:23.118948] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:36:23.280560] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:23.440288] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:36:23.599094] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:23.770036] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:23.937447] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:36:24.108192] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:24.291127] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:24.470376] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:24.470558] [INFO ] [CONFIGURE ] RBA: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:36:24.470602] [INFO ] [CONFIGURE ] JOB ETA: 46.1m | Avg: 1.5s/test | Remaining: 1888 tests
[2025-10-18T02:36:24.470637] [INFO ] [CONFIGURE ] RBA: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:36:24.470716] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-18T02:36:24.603558] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:24.736496] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:24.875037] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:25.011151] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:36:25.150637] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:25.290683] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:25.431626] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:36:25.570667] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:25.708861] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:25.865580] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:25.865802] [INFO ] [CONFIGURE ] RBA: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T02:36:25.865855] [INFO ] [CONFIGURE ] JOB ETA: 46.1m | Avg: 1.5s/test | Remaining: 1887 tests
[2025-10-18T02:36:25.865891] [INFO ] [CONFIGURE ] RBA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:36:25.865924] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-18T02:36:26.012791] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:26.167847] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:36:26.326203] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:26.461629] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:36:26.598626] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:26.739324] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:26.877149] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:36:27.015334] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:27.160462] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:27.300117] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:27.300295] [INFO ] [CONFIGURE ] RBA: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:36:27.300337] [INFO ] [CONFIGURE ] JOB ETA: 46.1m | Avg: 1.5s/test | Remaining: 1886 tests
[2025-10-18T02:36:27.300371] [INFO ] [CONFIGURE ] RBA: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:36:27.300401] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-18T02:36:27.450534] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:27.601418] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:27.749159] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:27.889280] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:36:28.032550] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:28.169977] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:28.306232] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:36:28.443492] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:28.581048] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:28.719549] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:28.719723] [INFO ] [CONFIGURE ] RBA: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:36:28.719781] [INFO ] [CONFIGURE ] JOB ETA: 46.1m | Avg: 1.5s/test | Remaining: 1885 tests
[2025-10-18T02:36:28.719817] [INFO ] [CONFIGURE ] RBA: Testing feature 28/29: add_volume_profile
[2025-10-18T02:36:28.719849] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-18T02:36:28.846572] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:28.979627] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:36:29.110309] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:29.238163] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:36:29.367928] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:29.499116] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:29.630313] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:36:29.761039] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:29.889475] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:30.022615] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:30.022833] [INFO ] [CONFIGURE ] RBA: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T02:36:30.022882] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 1.5s/test | Remaining: 1884 tests
[2025-10-18T02:36:30.022918] [INFO ] [CONFIGURE ] RBA: Testing feature 29/29: add_vwap
[2025-10-18T02:36:30.022951] [INFO ] [CONFIGURE ] RBA: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-18T02:36:30.155207] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:30.286161] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:30.419727] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:36:30.551167] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:36:30.689739] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:30.823582] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:30.958018] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:36:31.093091] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:36:31.230560] [DEBUG] [FORECASTER] RBA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:31.366784] [DEBUG] [FORECASTER] RBA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:31.366942] [INFO ] [CONFIGURE ] RBA: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T02:36:31.366987] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 1.5s/test | Remaining: 1883 tests
[2025-10-18T02:36:31.367046] [INFO ] [CONFIGURE ] RBA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:36:31.367103] [INFO ] [CONFIGURE ] RBA: Best accuracy: 80.00%
[2025-10-18T02:36:31.367138] [INFO ] [CONFIGURE ] RBA: Best feature set (2 features): ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:36:31.367169] [INFO ] [CONFIGURE ] RBA: Improvement over baseline: 10.00%
[2025-10-18T02:36:31.367196] [INFO ] [CONFIGURE ] RBA: Total time: 38.5 seconds
[2025-10-18T02:36:31.367224] [INFO ] [CONFIGURE ] RBA: Average time per feature: 1.3 seconds
[2025-10-18T02:36:31.367254] [INFO ] [CONFIGURE ] RBA: Average speed: 0.75 features/sec
[2025-10-18T02:36:31.368226] [INFO ] [LOCAL     ] Saved configuration for RBA: 2 features, 80.00% accuracy -> ./output/feature-sets/RBA.json
[2025-10-18T02:36:31.368285] [INFO ] [CONFIGURE ] RBA: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T02:36:31.368347] [INFO ] [sig       ] [318/380] Successfully configured RBA | 0.02 sym/s | Total: 3.8h | ETA: 44.7m
[2025-10-18T02:36:31.368421] [INFO ] [sig       ] [319/380] Configuring RBC...
[2025-10-18T02:36:31.368487] [INFO ] [CONFIGURE ] RBC: Configurate test run.
[2025-10-18T02:36:31.368546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-10-18T02:36:31.382927] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RBC'.
[2025-10-18T02:36:31.383335] [INFO ] [CONFIGURE ] RBC: Testing with 29 available features
[2025-10-18T02:36:31.383392] [INFO ] [CONFIGURE ] RBC: Establishing baseline with no features...
[2025-10-18T02:36:31.484207] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:31.584321] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:36:31.682368] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:36:31.782042] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:31.883319] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:31.982873] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:36:32.082178] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:32.182256] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:32.286592] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:32.388315] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:32.388494] [INFO ] [CONFIGURE ] RBC: Baseline score (no features): 60.00%
[2025-10-18T02:36:32.388556] [INFO ] [CONFIGURE ] RBC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:36:32.388594] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:36:32.499401] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:32.609719] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:32.723150] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:32.837789] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:32.951800] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:33.067029] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:36:33.181762] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:36:33.296585] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:36:33.423597] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:33.541147] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:33.541309] [INFO ] [CONFIGURE ] RBC: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T02:36:33.541352] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 1.5s/test | Remaining: 1882 tests
[2025-10-18T02:36:33.541386] [INFO ] [CONFIGURE ] RBC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:36:33.541416] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:36:33.660481] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:33.779561] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:36:33.903832] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:34.024379] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:34.145132] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:34.264741] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:36:34.384602] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:34.505987] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:34.628915] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:34.753207] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:34.753368] [INFO ] [CONFIGURE ] RBC: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T02:36:34.753410] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 1.5s/test | Remaining: 1881 tests
[2025-10-18T02:36:34.753444] [INFO ] [CONFIGURE ] RBC: Testing feature 3/29: add_daily_returns
[2025-10-18T02:36:34.753474] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_daily_returns']
[2025-10-18T02:36:34.858720] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:34.964068] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:36:35.069599] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:35.174568] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:35.280585] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:35.386573] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:36:35.496789] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:35.603462] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:35.711001] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:36:35.819259] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:35.819418] [INFO ] [CONFIGURE ] RBC: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T02:36:35.819460] [INFO ] [CONFIGURE ] JOB ETA: 45.9m | Avg: 1.5s/test | Remaining: 1880 tests
[2025-10-18T02:36:35.819494] [INFO ] [CONFIGURE ] RBC: Testing feature 4/29: add_ema
[2025-10-18T02:36:35.819524] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_ema']
[2025-10-18T02:36:35.937402] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:36.054045] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:36:36.172688] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:36.290259] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:36.438441] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:36.558856] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:36:36.680403] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:36.802469] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:36:36.924024] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:37.053051] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:37.053459] [INFO ] [CONFIGURE ] RBC: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:36:37.053515] [INFO ] [CONFIGURE ] JOB ETA: 45.9m | Avg: 1.5s/test | Remaining: 1879 tests
[2025-10-18T02:36:37.053553] [INFO ] [CONFIGURE ] RBC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:36:37.053585] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:36:37.191300] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:37.334044] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:37.487972] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:37.682582] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:37.880419] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:38.072199] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:38.245215] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:38.384551] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:38.513897] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:38.643715] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:38.643879] [INFO ] [CONFIGURE ] RBC: KEPT add_exhaustion_signals (score: 80.00%)
[2025-10-18T02:36:38.643923] [INFO ] [CONFIGURE ] JOB ETA: 45.9m | Avg: 1.5s/test | Remaining: 1878 tests
[2025-10-18T02:36:38.643960] [INFO ] [CONFIGURE ] RBC: Testing feature 6/29: add_failed_moves
[2025-10-18T02:36:38.643997] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T02:36:38.787501] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:38.948559] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:39.079163] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:39.217060] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:39.358873] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:39.497240] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:39.632108] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:39.779412] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:39.919049] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:40.057742] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:40.057912] [INFO ] [CONFIGURE ] RBC: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T02:36:40.057957] [INFO ] [CONFIGURE ] JOB ETA: 45.9m | Avg: 1.5s/test | Remaining: 1877 tests
[2025-10-18T02:36:40.057993] [INFO ] [CONFIGURE ] RBC: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:36:40.058079] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T02:36:40.185676] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:40.313389] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:40.441659] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:40.569905] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:40.698855] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:40.828583] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:40.959403] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:41.088877] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:41.218857] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:41.349402] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:41.349555] [INFO ] [CONFIGURE ] RBC: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:36:41.349619] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 1.5s/test | Remaining: 1876 tests
[2025-10-18T02:36:41.349688] [INFO ] [CONFIGURE ] RBC: Testing feature 8/29: add_macd
[2025-10-18T02:36:41.349740] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T02:36:41.501746] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:41.657159] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:41.825230] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:41.985135] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:42.143490] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:42.297915] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:42.451323] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:42.608484] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:42.772671] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:42.932130] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:42.932330] [INFO ] [CONFIGURE ] RBC: DISCARDED add_macd (score: 70.00%)
[2025-10-18T02:36:42.932377] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 1.5s/test | Remaining: 1875 tests
[2025-10-18T02:36:42.932413] [INFO ] [CONFIGURE ] RBC: Testing feature 9/29: add_mfi
[2025-10-18T02:36:42.932444] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T02:36:43.078108] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:43.220636] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:43.361819] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:43.504215] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:43.645761] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:43.791560] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:43.936141] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:44.078576] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:44.222754] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:44.367239] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:44.367426] [INFO ] [CONFIGURE ] RBC: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:36:44.367470] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 1.5s/test | Remaining: 1874 tests
[2025-10-18T02:36:44.367504] [INFO ] [CONFIGURE ] RBC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:36:44.367536] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:36:44.531329] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:36:44.699040] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:44.866730] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:45.027172] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:45.188974] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:45.351383] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:45.539236] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:45.712528] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:45.887184] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:46.057829] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:46.058042] [INFO ] [CONFIGURE ] RBC: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T02:36:46.058091] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 1.5s/test | Remaining: 1873 tests
[2025-10-18T02:36:46.058127] [INFO ] [CONFIGURE ] RBC: Testing feature 11/29: add_obv_daily
[2025-10-18T02:36:46.058159] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T02:36:46.194792] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:46.336071] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:46.482899] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:46.625843] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:46.764826] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:46.904094] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:47.044559] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:47.184961] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:47.324376] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:47.463538] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:47.463761] [INFO ] [CONFIGURE ] RBC: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-18T02:36:47.463813] [INFO ] [CONFIGURE ] JOB ETA: 45.7m | Avg: 1.5s/test | Remaining: 1872 tests
[2025-10-18T02:36:47.463849] [INFO ] [CONFIGURE ] RBC: Testing feature 12/29: add_obv_interval
[2025-10-18T02:36:47.463879] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T02:36:47.600094] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:47.738587] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:47.874199] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:48.010434] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:48.145729] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:48.281902] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:36:48.417501] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:48.583349] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:48.721214] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:48.859378] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:48.859579] [INFO ] [CONFIGURE ] RBC: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:36:48.859626] [INFO ] [CONFIGURE ] JOB ETA: 45.7m | Avg: 1.5s/test | Remaining: 1871 tests
[2025-10-18T02:36:48.859698] [INFO ] [CONFIGURE ] RBC: Testing feature 13/29: add_opening_strength
[2025-10-18T02:36:48.859743] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:36:49.001068] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:49.150812] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:49.309920] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:49.473283] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:49.641867] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:49.794585] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:49.938987] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:50.084328] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:50.234552] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:50.386846] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:50.387015] [INFO ] [CONFIGURE ] RBC: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-18T02:36:50.387058] [INFO ] [CONFIGURE ] JOB ETA: 45.7m | Avg: 1.5s/test | Remaining: 1870 tests
[2025-10-18T02:36:50.387093] [INFO ] [CONFIGURE ] RBC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:36:50.387125] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T02:36:50.540262] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:50.693437] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:50.841502] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:50.988873] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:51.144079] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:51.299850] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:51.472352] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:51.636371] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:51.794597] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:51.956405] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:51.956582] [INFO ] [CONFIGURE ] RBC: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T02:36:51.956626] [INFO ] [CONFIGURE ] JOB ETA: 45.7m | Avg: 1.5s/test | Remaining: 1869 tests
[2025-10-18T02:36:51.956696] [INFO ] [CONFIGURE ] RBC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:36:51.956742] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T02:36:52.088821] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:52.222416] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:52.355173] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:52.487200] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:52.621284] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:52.755067] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:52.890507] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:53.034132] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:53.173195] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:53.315172] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:53.315367] [INFO ] [CONFIGURE ] RBC: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T02:36:53.315413] [INFO ] [CONFIGURE ] JOB ETA: 45.6m | Avg: 1.5s/test | Remaining: 1868 tests
[2025-10-18T02:36:53.315447] [INFO ] [CONFIGURE ] RBC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:36:53.315478] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T02:36:53.457890] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:53.604419] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:53.748980] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:53.896820] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:54.047950] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:54.200252] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:54.347686] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:54.492097] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:54.665786] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:54.816987] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:54.817138] [INFO ] [CONFIGURE ] RBC: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T02:36:54.817182] [INFO ] [CONFIGURE ] JOB ETA: 45.6m | Avg: 1.5s/test | Remaining: 1867 tests
[2025-10-18T02:36:54.817216] [INFO ] [CONFIGURE ] RBC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:36:54.817246] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T02:36:54.967984] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:55.114116] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:55.264014] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:55.416856] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:55.566109] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:55.717245] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:55.868550] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:56.017998] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:56.169774] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:56.340081] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:36:56.340316] [INFO ] [CONFIGURE ] RBC: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T02:36:56.340382] [INFO ] [CONFIGURE ] JOB ETA: 45.6m | Avg: 1.5s/test | Remaining: 1866 tests
[2025-10-18T02:36:56.340436] [INFO ] [CONFIGURE ] RBC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:36:56.340494] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T02:36:56.477637] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:56.613947] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:56.749871] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:56.885583] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:57.024554] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:57.166388] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:57.299252] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:57.432880] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:57.569595] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:57.712581] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:57.712796] [INFO ] [CONFIGURE ] RBC: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:36:57.712849] [INFO ] [CONFIGURE ] JOB ETA: 45.6m | Avg: 1.5s/test | Remaining: 1865 tests
[2025-10-18T02:36:57.712885] [INFO ] [CONFIGURE ] RBC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:36:57.712916] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T02:36:57.850466] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:57.989860] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:58.124278] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:58.260142] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:58.397511] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:36:58.533712] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:36:58.670922] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:36:58.802382] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:36:58.935481] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:36:59.069249] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:36:59.069429] [INFO ] [CONFIGURE ] RBC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:36:59.069477] [INFO ] [CONFIGURE ] JOB ETA: 45.5m | Avg: 1.5s/test | Remaining: 1864 tests
[2025-10-18T02:36:59.069512] [INFO ] [CONFIGURE ] RBC: Testing feature 20/29: add_price_rejection
[2025-10-18T02:36:59.069545] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T02:36:59.209273] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:36:59.354894] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:36:59.496182] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:36:59.634560] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:36:59.773164] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:36:59.926731] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:37:00.071673] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:37:00.213673] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:37:00.358616] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:00.502469] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:00.502693] [INFO ] [CONFIGURE ] RBC: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T02:37:00.502756] [INFO ] [CONFIGURE ] JOB ETA: 45.5m | Avg: 1.5s/test | Remaining: 1863 tests
[2025-10-18T02:37:00.502793] [INFO ] [CONFIGURE ] RBC: Testing feature 21/29: add_range_position
[2025-10-18T02:37:00.502825] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T02:37:00.650873] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:37:00.809947] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:00.972331] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:37:01.131340] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:01.297444] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:37:01.455167] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:37:01.635265] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:37:01.830757] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:37:02.025284] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:02.203799] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:02.203993] [INFO ] [CONFIGURE ] RBC: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:37:02.204038] [INFO ] [CONFIGURE ] JOB ETA: 45.5m | Avg: 1.5s/test | Remaining: 1862 tests
[2025-10-18T02:37:02.204075] [INFO ] [CONFIGURE ] RBC: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:37:02.204107] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T02:37:02.379219] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:37:02.574182] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:02.777133] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:37:02.971010] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:03.170127] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:37:03.348334] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:37:03.521719] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:37:03.697430] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:37:03.871335] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:04.045395] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:04.045600] [INFO ] [CONFIGURE ] RBC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T02:37:04.045671] [INFO ] [CONFIGURE ] JOB ETA: 45.5m | Avg: 1.5s/test | Remaining: 1861 tests
[2025-10-18T02:37:04.045728] [INFO ] [CONFIGURE ] RBC: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:37:04.045762] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T02:37:04.188962] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:37:04.336459] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:04.479898] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:37:04.619952] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:04.758409] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:37:04.905114] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:37:05.051052] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:37:05.200551] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:37:05.346771] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:05.492767] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:05.492949] [INFO ] [CONFIGURE ] RBC: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T02:37:05.492994] [INFO ] [CONFIGURE ] JOB ETA: 45.4m | Avg: 1.5s/test | Remaining: 1860 tests
[2025-10-18T02:37:05.493028] [INFO ] [CONFIGURE ] RBC: Testing feature 24/29: add_rsi
[2025-10-18T02:37:05.493060] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-18T02:37:05.655506] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:37:05.819659] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:05.989805] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:37:06.158159] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:06.327616] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:37:06.496518] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:37:06.672292] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:37:06.853251] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:37:07.023419] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:07.194113] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:07.194319] [INFO ] [CONFIGURE ] RBC: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T02:37:07.194382] [INFO ] [CONFIGURE ] JOB ETA: 45.4m | Avg: 1.5s/test | Remaining: 1859 tests
[2025-10-18T02:37:07.194421] [INFO ] [CONFIGURE ] RBC: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:37:07.194454] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T02:37:07.337721] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:37:07.480153] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:07.631071] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:37:07.779005] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:07.933936] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:37:08.080901] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:37:08.228613] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:37:08.375955] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:37:08.522728] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:08.672982] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:08.673141] [INFO ] [CONFIGURE ] RBC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:37:08.673184] [INFO ] [CONFIGURE ] JOB ETA: 45.4m | Avg: 1.5s/test | Remaining: 1858 tests
[2025-10-18T02:37:08.673281] [INFO ] [CONFIGURE ] RBC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:37:08.673334] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T02:37:08.817871] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:37:08.963343] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:37:09.109392] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:37:09.258500] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:09.404774] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:37:09.551090] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:37:09.698452] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:37:09.852265] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:37:10.002052] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:10.153407] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:10.153573] [INFO ] [CONFIGURE ] RBC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:37:10.153616] [INFO ] [CONFIGURE ] JOB ETA: 45.4m | Avg: 1.5s/test | Remaining: 1857 tests
[2025-10-18T02:37:10.153679] [INFO ] [CONFIGURE ] RBC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:37:10.153731] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T02:37:10.307076] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:37:10.461031] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:10.614926] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:37:10.769616] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:10.943737] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:37:11.119906] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:37:11.295224] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:37:11.472992] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:37:11.638382] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:11.800247] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:37:11.800426] [INFO ] [CONFIGURE ] RBC: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:37:11.800473] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 1.5s/test | Remaining: 1856 tests
[2025-10-18T02:37:11.800510] [INFO ] [CONFIGURE ] RBC: Testing feature 28/29: add_volume_profile
[2025-10-18T02:37:11.800543] [INFO ] [CONFIGURE ] RBC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-18T02:37:11.949775] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:37:12.098377] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:12.251154] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:37:12.428290] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:12.582145] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:37:12.729493] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:37:12.879813] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:37:13.031611] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:37:13.183276] [DEBUG] [FORECASTER] RBC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:13.338067] [DEBUG] [FORECASTER] RBC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:13.338246] [INFO ] [CONFIGURE ] RBC: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T02:37:13.338291] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 1.5s/test | Remaining: 1855 tests
[2025-10-18T02:37:13.338327] [INFO ] [CONFIGURE ] RBC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:37:13.338358] [INFO ] [CONFIGURE ] RBC: Best accuracy: 80.00%
[2025-10-18T02:37:13.338389] [INFO ] [CONFIGURE ] RBC: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:37:13.338417] [INFO ] [CONFIGURE ] RBC: Improvement over baseline: 20.00%
[2025-10-18T02:37:13.338445] [INFO ] [CONFIGURE ] RBC: Total time: 40.9 seconds
[2025-10-18T02:37:13.338473] [INFO ] [CONFIGURE ] RBC: Average time per feature: 1.5 seconds
[2025-10-18T02:37:13.338501] [INFO ] [CONFIGURE ] RBC: Average speed: 0.71 features/sec
[2025-10-18T02:37:13.338967] [INFO ] [LOCAL     ] Saved configuration for RBC: 2 features, 80.00% accuracy -> ./output/feature-sets/RBC.json
[2025-10-18T02:37:13.339040] [INFO ] [CONFIGURE ] RBC: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T02:37:13.339129] [INFO ] [sig       ] [319/380] Successfully configured RBC | 0.02 sym/s | Total: 3.8h | ETA: 44.0m
[2025-10-18T02:37:13.339198] [INFO ] [sig       ] [320/380] Configuring RBLX...
[2025-10-18T02:37:13.339265] [INFO ] [CONFIGURE ] RBLX: Configurate test run.
[2025-10-18T02:37:13.339321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-10-18T02:37:13.353528] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RBLX'.
[2025-10-18T02:37:13.353943] [INFO ] [CONFIGURE ] RBLX: Testing with 29 available features
[2025-10-18T02:37:13.354002] [INFO ] [CONFIGURE ] RBLX: Establishing baseline with no features...
[2025-10-18T02:37:13.466836] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:13.579660] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:13.690411] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:13.801963] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:13.915090] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:14.032639] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:37:14.145988] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:14.260431] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:37:14.374567] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:37:14.489786] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:37:14.489959] [INFO ] [CONFIGURE ] RBLX: Baseline score (no features): 60.00%
[2025-10-18T02:37:14.490004] [INFO ] [CONFIGURE ] RBLX: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:37:14.490037] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:37:14.614866] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:14.737429] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:14.862201] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:37:14.984553] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:15.108074] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:15.232282] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:15.357239] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:15.483145] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:37:15.610410] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:15.738108] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:15.738317] [INFO ] [CONFIGURE ] RBLX: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-18T02:37:15.738389] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 1.5s/test | Remaining: 1854 tests
[2025-10-18T02:37:15.738449] [INFO ] [CONFIGURE ] RBLX: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:37:15.738484] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:37:15.875382] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:16.014810] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:16.158774] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:16.303983] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:16.452044] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:16.598746] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:16.739767] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:16.880912] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:37:17.022618] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:17.166365] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:17.166541] [INFO ] [CONFIGURE ] RBLX: KEPT add_cumulative_delta (score: 80.00%)
[2025-10-18T02:37:17.166585] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 1.5s/test | Remaining: 1853 tests
[2025-10-18T02:37:17.166621] [INFO ] [CONFIGURE ] RBLX: Testing feature 3/29: add_daily_returns
[2025-10-18T02:37:17.166686] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:37:17.311103] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:17.453675] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:17.596539] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:17.740481] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:17.886144] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:18.049398] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:18.194583] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:18.338964] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:37:18.489394] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:18.637050] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:18.637243] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T02:37:18.637288] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1852 tests
[2025-10-18T02:37:18.637322] [INFO ] [CONFIGURE ] RBLX: Testing feature 4/29: add_ema
[2025-10-18T02:37:18.637353] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-18T02:37:18.796003] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:18.952796] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:19.108813] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:37:19.266166] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:19.425762] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:19.583891] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:19.742822] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:19.907162] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:37:20.072510] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:20.246489] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:20.246706] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_ema (score: 70.00%)
[2025-10-18T02:37:20.246768] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1851 tests
[2025-10-18T02:37:20.246808] [INFO ] [CONFIGURE ] RBLX: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:37:20.246842] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:37:20.418810] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:20.590556] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:20.773557] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:20.945940] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:21.114434] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:21.285143] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:21.455836] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:21.638366] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:37:21.809621] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:21.975910] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:21.976112] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T02:37:21.976173] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1850 tests
[2025-10-18T02:37:21.976263] [INFO ] [CONFIGURE ] RBLX: Testing feature 6/29: add_failed_moves
[2025-10-18T02:37:21.976305] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-18T02:37:22.119548] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:22.262203] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:22.406585] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:22.549474] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:22.695422] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:22.846158] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:22.996058] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:23.146064] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:37:23.296181] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:23.449108] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:23.449278] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T02:37:23.449321] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1849 tests
[2025-10-18T02:37:23.449355] [INFO ] [CONFIGURE ] RBLX: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:37:23.449386] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T02:37:23.613561] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:23.777471] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:23.940187] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:24.094040] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:24.239176] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:24.384826] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:24.528698] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:24.670848] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:37:24.816063] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:24.966409] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:24.966571] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T02:37:24.966614] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 1.5s/test | Remaining: 1848 tests
[2025-10-18T02:37:24.966674] [INFO ] [CONFIGURE ] RBLX: Testing feature 8/29: add_macd
[2025-10-18T02:37:24.966728] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T02:37:25.151908] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:25.334928] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:25.515848] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:37:25.695501] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:25.876833] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:26.059845] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:26.240927] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:26.423821] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:37:26.607540] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:26.798382] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:26.798554] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_macd (score: 70.00%)
[2025-10-18T02:37:26.798619] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 1.5s/test | Remaining: 1847 tests
[2025-10-18T02:37:26.798686] [INFO ] [CONFIGURE ] RBLX: Testing feature 9/29: add_mfi
[2025-10-18T02:37:26.798734] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-18T02:37:26.955903] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:27.116539] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:27.277669] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:27.440102] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:27.601194] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:27.767408] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:27.931597] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:28.094816] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:37:28.258474] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:28.422755] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:28.422943] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T02:37:28.423001] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 1.5s/test | Remaining: 1846 tests
[2025-10-18T02:37:28.423038] [INFO ] [CONFIGURE ] RBLX: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:37:28.423069] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:37:28.601667] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:28.772838] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:28.945456] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:29.123410] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:29.298200] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:29.473263] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:29.653288] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:29.846101] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:37:30.041571] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:30.229583] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:30.229784] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T02:37:30.229834] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 1.5s/test | Remaining: 1845 tests
[2025-10-18T02:37:30.229869] [INFO ] [CONFIGURE ] RBLX: Testing feature 11/29: add_obv_daily
[2025-10-18T02:37:30.229901] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-18T02:37:30.379762] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:30.527606] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:30.676793] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:30.828995] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:31.009935] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:31.166273] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:31.324728] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:31.485383] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:37:31.650516] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:31.829785] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:31.830000] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T02:37:31.830049] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 1.5s/test | Remaining: 1844 tests
[2025-10-18T02:37:31.830085] [INFO ] [CONFIGURE ] RBLX: Testing feature 12/29: add_obv_interval
[2025-10-18T02:37:31.830118] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-18T02:37:32.002343] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:32.170906] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:32.342343] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:32.498346] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:32.647502] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:32.798863] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:32.953978] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:33.108113] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:37:33.258238] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:33.409181] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:33.409369] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:37:33.409431] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 1.5s/test | Remaining: 1843 tests
[2025-10-18T02:37:33.409469] [INFO ] [CONFIGURE ] RBLX: Testing feature 13/29: add_opening_strength
[2025-10-18T02:37:33.409501] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:37:33.566350] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:33.730744] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:37:33.890832] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:34.081057] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:34.237167] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:34.395864] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:34.553661] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:34.707960] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:37:34.864429] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:35.019929] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:35.020121] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:37:35.020168] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 1.5s/test | Remaining: 1842 tests
[2025-10-18T02:37:35.020205] [INFO ] [CONFIGURE ] RBLX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:37:35.020260] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T02:37:35.172750] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:35.328948] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:35.482254] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:35.635376] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:35.788724] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:35.944816] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:36.110192] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:36.275541] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:37:36.433028] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:36.589436] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:36.589636] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T02:37:36.589720] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 1.5s/test | Remaining: 1841 tests
[2025-10-18T02:37:36.589761] [INFO ] [CONFIGURE ] RBLX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:37:36.589793] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T02:37:36.725864] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:36.861493] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:37.003780] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:37:37.141084] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:37.279681] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:37.417688] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:37.555892] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:37.693889] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:37:37.835545] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:37.985434] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:37.985615] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T02:37:37.985708] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 1.5s/test | Remaining: 1840 tests
[2025-10-18T02:37:37.985755] [INFO ] [CONFIGURE ] RBLX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:37:37.985789] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T02:37:38.133441] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:38.284743] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:38.437053] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:38.616388] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:38.767758] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:38.927317] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:39.083417] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:39.236354] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:37:39.387441] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:39.542443] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:39.542606] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T02:37:39.542675] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 1.5s/test | Remaining: 1839 tests
[2025-10-18T02:37:39.542731] [INFO ] [CONFIGURE ] RBLX: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:37:39.542764] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T02:37:39.702116] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:39.862292] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:40.020944] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:40.175328] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:40.329345] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:40.491870] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:40.650680] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:40.809687] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:37:40.968771] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:41.130217] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:41.130372] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T02:37:41.130441] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 1.5s/test | Remaining: 1838 tests
[2025-10-18T02:37:41.130502] [INFO ] [CONFIGURE ] RBLX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:37:41.130539] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T02:37:41.281172] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:41.429158] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:41.575397] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:41.720435] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:41.880952] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:42.026886] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:42.173594] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:42.321276] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:37:42.469296] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:42.617065] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:42.617269] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:37:42.617315] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 1.5s/test | Remaining: 1837 tests
[2025-10-18T02:37:42.617351] [INFO ] [CONFIGURE ] RBLX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:37:42.617385] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T02:37:42.763732] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:42.906379] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:43.054215] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:43.197552] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:43.340732] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:43.487513] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:43.634826] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:43.778954] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:37:43.924579] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:44.072733] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:44.072906] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:37:44.072950] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 1.5s/test | Remaining: 1836 tests
[2025-10-18T02:37:44.072983] [INFO ] [CONFIGURE ] RBLX: Testing feature 20/29: add_price_rejection
[2025-10-18T02:37:44.073013] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-18T02:37:44.225734] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:44.377620] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:44.537282] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:37:44.690098] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:44.848117] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:45.001782] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:45.158015] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:45.315047] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:37:45.472284] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:45.633247] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:45.633455] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T02:37:45.633501] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 1.5s/test | Remaining: 1835 tests
[2025-10-18T02:37:45.633535] [INFO ] [CONFIGURE ] RBLX: Testing feature 21/29: add_range_position
[2025-10-18T02:37:45.633566] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-10-18T02:37:45.800043] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:45.971087] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:37:46.183386] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:37:46.366619] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:46.591423] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:46.813815] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:46.999994] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:47.176570] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:37:47.355399] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:47.522251] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:47.522436] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T02:37:47.522480] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 1.5s/test | Remaining: 1834 tests
[2025-10-18T02:37:47.522516] [INFO ] [CONFIGURE ] RBLX: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:37:47.522550] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-18T02:37:47.699022] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:47.876459] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:37:48.052505] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:48.229053] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:48.406467] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:48.586508] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:48.771028] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:48.958540] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:37:49.141072] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:49.321419] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:49.321587] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T02:37:49.321633] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 1.5s/test | Remaining: 1833 tests
[2025-10-18T02:37:49.321707] [INFO ] [CONFIGURE ] RBLX: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:37:49.321752] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-10-18T02:37:49.474550] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:49.629412] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:49.788587] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:49.945592] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:50.101267] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:50.250912] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:50.399589] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:50.557470] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:37:50.719265] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:50.880431] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:50.880586] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T02:37:50.880629] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 1.5s/test | Remaining: 1832 tests
[2025-10-18T02:37:50.880702] [INFO ] [CONFIGURE ] RBLX: Testing feature 24/29: add_rsi
[2025-10-18T02:37:50.880746] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-18T02:37:51.053810] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:51.225235] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:51.397633] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:37:51.575832] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:51.751672] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:51.946140] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:52.132461] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:52.323220] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:37:52.510507] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:52.699810] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:52.700017] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:37:52.700127] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 1.5s/test | Remaining: 1831 tests
[2025-10-18T02:37:52.700197] [INFO ] [CONFIGURE ] RBLX: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:37:52.700246] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-10-18T02:37:52.867790] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:53.021931] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:53.179159] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:53.331799] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:53.485047] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:53.640572] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:53.798485] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:53.958390] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:37:54.112720] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:54.272249] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:54.272455] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T02:37:54.272499] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 1.5s/test | Remaining: 1830 tests
[2025-10-18T02:37:54.272535] [INFO ] [CONFIGURE ] RBLX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:37:54.272569] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-18T02:37:54.426197] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:54.580587] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:54.764149] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:54.936214] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:55.109491] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:55.284083] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:55.475380] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:55.649777] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:37:55.800257] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:55.951947] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:55.952183] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T02:37:55.952246] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 1.5s/test | Remaining: 1829 tests
[2025-10-18T02:37:55.952304] [INFO ] [CONFIGURE ] RBLX: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:37:55.952339] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-18T02:37:56.113697] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:56.276488] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:56.450891] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:37:56.625475] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:56.800615] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:56.974759] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:57.147511] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:57.310406] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:37:57.477508] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:57.640494] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:37:57.640691] [INFO ] [CONFIGURE ] RBLX: KEPT add_volume_price_divergence (score: 90.00%)
[2025-10-18T02:37:57.640753] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 1.5s/test | Remaining: 1828 tests
[2025-10-18T02:37:57.640791] [INFO ] [CONFIGURE ] RBLX: Testing feature 28/29: add_volume_profile
[2025-10-18T02:37:57.640823] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence', 'add_volume_profile']
[2025-10-18T02:37:57.810217] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:57.979770] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:58.150969] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:37:58.321300] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:37:58.505142] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:37:58.677479] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:37:58.850960] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:37:59.024141] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:37:59.198030] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:37:59.373034] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:37:59.373262] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:37:59.373313] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 1.5s/test | Remaining: 1827 tests
[2025-10-18T02:37:59.373348] [INFO ] [CONFIGURE ] RBLX: Testing feature 29/29: add_vwap
[2025-10-18T02:37:59.373380] [INFO ] [CONFIGURE ] RBLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence', 'add_vwap']
[2025-10-18T02:37:59.546256] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:37:59.720598] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:37:59.898814] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:00.072636] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:00.244941] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:38:00.418926] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:00.591373] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:38:00.764412] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:38:00.938151] [DEBUG] [FORECASTER] RBLX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:38:01.112564] [DEBUG] [FORECASTER] RBLX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:01.112753] [INFO ] [CONFIGURE ] RBLX: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T02:38:01.112816] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 1.5s/test | Remaining: 1826 tests
[2025-10-18T02:38:01.112853] [INFO ] [CONFIGURE ] RBLX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:38:01.112884] [INFO ] [CONFIGURE ] RBLX: Best accuracy: 90.00%
[2025-10-18T02:38:01.112915] [INFO ] [CONFIGURE ] RBLX: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-18T02:38:01.112944] [INFO ] [CONFIGURE ] RBLX: Improvement over baseline: 30.00%
[2025-10-18T02:38:01.112971] [INFO ] [CONFIGURE ] RBLX: Total time: 46.6 seconds
[2025-10-18T02:38:01.112998] [INFO ] [CONFIGURE ] RBLX: Average time per feature: 1.6 seconds
[2025-10-18T02:38:01.113025] [INFO ] [CONFIGURE ] RBLX: Average speed: 0.62 features/sec
[2025-10-18T02:38:01.113696] [INFO ] [LOCAL     ] Saved configuration for RBLX: 3 features, 90.00% accuracy -> ./output/feature-sets/RBLX.json
[2025-10-18T02:38:01.113765] [INFO ] [CONFIGURE ] RBLX: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-18T02:38:01.113842] [INFO ] [sig       ] [320/380] Successfully configured RBLX | 0.02 sym/s | Total: 3.8h | ETA: 43.3m
[2025-10-18T02:38:01.113916] [INFO ] [sig       ] [321/380] Configuring RBRK...
[2025-10-18T02:38:01.113986] [INFO ] [CONFIGURE ] RBRK: Configurate test run.
[2025-10-18T02:38:01.114040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBRK' from 'https://tdm.silogroup.org/data/derivative_storage/RBRK.csv'.
[2025-10-18T02:38:01.127911] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RBRK'.
[2025-10-18T02:38:01.128387] [INFO ] [CONFIGURE ] RBRK: Testing with 29 available features
[2025-10-18T02:38:01.128451] [INFO ] [CONFIGURE ] RBRK: Establishing baseline with no features...
[2025-10-18T02:38:01.238510] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:01.342060] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:38:01.476743] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:01.579584] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:01.683295] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:01.786433] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:01.900190] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:02.008052] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:02.115900] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:02.225854] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:02.226026] [INFO ] [CONFIGURE ] RBRK: Baseline score (no features): 40.00%
[2025-10-18T02:38:02.226069] [INFO ] [CONFIGURE ] RBRK: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:38:02.226102] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:38:02.343692] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:02.462527] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:02.583410] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:02.702365] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:38:02.824052] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:02.945155] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:03.072190] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:03.192787] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:03.315631] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:03.437978] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:03.438189] [INFO ] [CONFIGURE ] RBRK: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T02:38:03.438250] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 1.5s/test | Remaining: 1825 tests
[2025-10-18T02:38:03.438289] [INFO ] [CONFIGURE ] RBRK: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:38:03.438319] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:38:03.598155] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:03.749609] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:38:03.895303] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:04.040673] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:38:04.185540] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:04.333173] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:04.480038] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:04.626194] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:04.771509] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:04.923358] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:04.923515] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T02:38:04.923558] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 1.5s/test | Remaining: 1824 tests
[2025-10-18T02:38:04.923593] [INFO ] [CONFIGURE ] RBRK: Testing feature 3/29: add_daily_returns
[2025-10-18T02:38:04.923623] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:38:05.050079] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:05.175386] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:05.301230] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:05.431335] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:05.559491] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:05.686875] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:05.815783] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:05.943799] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:06.072120] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:06.201991] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:38:06.202148] [INFO ] [CONFIGURE ] RBRK: KEPT add_daily_returns (score: 70.00%)
[2025-10-18T02:38:06.202192] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 1.5s/test | Remaining: 1823 tests
[2025-10-18T02:38:06.202226] [INFO ] [CONFIGURE ] RBRK: Testing feature 4/29: add_ema
[2025-10-18T02:38:06.202257] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T02:38:06.350857] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:06.506890] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:38:06.651283] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:06.797660] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:06.940605] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:07.104672] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:07.261794] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:07.424079] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:07.601594] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:07.769020] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:07.769209] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_ema (score: 50.00%)
[2025-10-18T02:38:07.769261] [INFO ] [CONFIGURE ] JOB ETA: 44.5m | Avg: 1.5s/test | Remaining: 1822 tests
[2025-10-18T02:38:07.769299] [INFO ] [CONFIGURE ] RBRK: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:38:07.769334] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:38:07.942267] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:08.121758] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:08.297720] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:08.473197] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:08.651576] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:08.831788] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:09.008821] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:09.186197] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:09.365312] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:09.548947] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:09.549157] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:38:09.549216] [INFO ] [CONFIGURE ] JOB ETA: 44.5m | Avg: 1.5s/test | Remaining: 1821 tests
[2025-10-18T02:38:09.549254] [INFO ] [CONFIGURE ] RBRK: Testing feature 6/29: add_failed_moves
[2025-10-18T02:38:09.549310] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T02:38:09.698100] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:09.842253] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:09.992024] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:10.141467] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:10.289502] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:10.434103] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:10.604749] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:10.748483] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:10.891060] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:11.031844] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:38:11.032000] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:38:11.032045] [INFO ] [CONFIGURE ] JOB ETA: 44.5m | Avg: 1.5s/test | Remaining: 1820 tests
[2025-10-18T02:38:11.032080] [INFO ] [CONFIGURE ] RBRK: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:38:11.032111] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T02:38:11.153929] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:11.277862] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:38:11.398596] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:11.522631] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:11.647861] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:11.775000] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:11.899719] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:12.035558] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:12.170736] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:12.301521] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:12.301723] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T02:38:12.301784] [INFO ] [CONFIGURE ] JOB ETA: 44.5m | Avg: 1.5s/test | Remaining: 1819 tests
[2025-10-18T02:38:12.301859] [INFO ] [CONFIGURE ] RBRK: Testing feature 8/29: add_macd
[2025-10-18T02:38:12.301934] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T02:38:12.469927] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:12.635493] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:38:12.802997] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:12.972635] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:13.146287] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:13.316611] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:13.474768] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:13.662226] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:13.830161] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:13.997852] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:38:13.998033] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:38:13.998078] [INFO ] [CONFIGURE ] JOB ETA: 44.4m | Avg: 1.5s/test | Remaining: 1818 tests
[2025-10-18T02:38:13.998113] [INFO ] [CONFIGURE ] RBRK: Testing feature 9/29: add_mfi
[2025-10-18T02:38:13.998143] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-18T02:38:14.140385] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:14.282565] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:14.431007] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:14.569049] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:14.707681] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:14.844530] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:14.985793] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:15.133973] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:15.281210] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:15.426405] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:38:15.426588] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:38:15.426632] [INFO ] [CONFIGURE ] JOB ETA: 44.4m | Avg: 1.5s/test | Remaining: 1817 tests
[2025-10-18T02:38:15.426708] [INFO ] [CONFIGURE ] RBRK: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:38:15.426752] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:38:15.584461] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:15.735810] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:38:15.887139] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:16.040489] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:16.218675] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:16.369820] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:16.521836] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:16.682172] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:16.835889] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:16.988856] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:16.989038] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:38:16.989083] [INFO ] [CONFIGURE ] JOB ETA: 44.4m | Avg: 1.5s/test | Remaining: 1816 tests
[2025-10-18T02:38:16.989118] [INFO ] [CONFIGURE ] RBRK: Testing feature 11/29: add_obv_daily
[2025-10-18T02:38:16.989152] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T02:38:17.132155] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:17.265789] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:38:17.401274] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:17.538037] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:17.673850] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:17.812324] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:17.958926] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:18.109229] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:18.255635] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:18.393327] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:18.393527] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T02:38:18.393577] [INFO ] [CONFIGURE ] JOB ETA: 44.4m | Avg: 1.5s/test | Remaining: 1815 tests
[2025-10-18T02:38:18.393613] [INFO ] [CONFIGURE ] RBRK: Testing feature 12/29: add_obv_interval
[2025-10-18T02:38:18.393672] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T02:38:18.527247] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:18.657274] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:38:18.791074] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:38:18.922050] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:19.053759] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:19.186827] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:19.319428] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:19.451293] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:19.583624] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:19.716050] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:19.716236] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T02:38:19.716284] [INFO ] [CONFIGURE ] JOB ETA: 44.3m | Avg: 1.5s/test | Remaining: 1814 tests
[2025-10-18T02:38:19.716318] [INFO ] [CONFIGURE ] RBRK: Testing feature 13/29: add_opening_strength
[2025-10-18T02:38:19.716352] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:38:19.848613] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:19.989942] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:20.128032] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:20.264950] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:20.403415] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:20.542301] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:20.691788] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:20.829232] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:20.966235] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:21.103475] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:38:21.103607] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:38:21.103676] [INFO ] [CONFIGURE ] JOB ETA: 44.3m | Avg: 1.5s/test | Remaining: 1813 tests
[2025-10-18T02:38:21.103731] [INFO ] [CONFIGURE ] RBRK: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:38:21.103763] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T02:38:21.243839] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:21.386563] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:21.530480] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:38:21.675160] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:21.836007] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:21.997469] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:22.146386] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:22.287774] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:22.429272] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:22.571034] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:22.571191] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T02:38:22.571235] [INFO ] [CONFIGURE ] JOB ETA: 44.3m | Avg: 1.5s/test | Remaining: 1812 tests
[2025-10-18T02:38:22.571270] [INFO ] [CONFIGURE ] RBRK: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:38:22.571300] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T02:38:22.716700] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:22.837221] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:38:22.958267] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:23.080544] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:23.202120] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:23.324998] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:23.451249] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:23.576937] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:23.702948] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:23.831475] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:23.831636] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:38:23.831717] [INFO ] [CONFIGURE ] JOB ETA: 44.3m | Avg: 1.5s/test | Remaining: 1811 tests
[2025-10-18T02:38:23.831757] [INFO ] [CONFIGURE ] RBRK: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:38:23.831788] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T02:38:23.963063] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:24.096967] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:24.236414] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:24.380946] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:24.528844] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:24.679083] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:24.824044] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:24.966068] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:25.122244] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:25.271758] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:25.271964] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:38:25.272010] [INFO ] [CONFIGURE ] JOB ETA: 44.2m | Avg: 1.5s/test | Remaining: 1810 tests
[2025-10-18T02:38:25.272044] [INFO ] [CONFIGURE ] RBRK: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:38:25.272075] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T02:38:25.415132] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:25.558095] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:25.720886] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:38:25.865393] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:26.017948] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:26.167601] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:26.318041] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:26.468127] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:26.617975] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:26.764998] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:26.765272] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:38:26.765356] [INFO ] [CONFIGURE ] JOB ETA: 44.2m | Avg: 1.5s/test | Remaining: 1809 tests
[2025-10-18T02:38:26.765428] [INFO ] [CONFIGURE ] RBRK: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:38:26.765509] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T02:38:26.895096] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:27.027387] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:27.164397] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:27.312688] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:27.450190] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:27.589069] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:27.729316] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:27.861014] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:27.996737] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:28.129171] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:28.129320] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:38:28.129362] [INFO ] [CONFIGURE ] JOB ETA: 44.2m | Avg: 1.5s/test | Remaining: 1808 tests
[2025-10-18T02:38:28.129396] [INFO ] [CONFIGURE ] RBRK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:38:28.129427] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T02:38:28.256106] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:28.385315] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:28.520748] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:28.653777] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:28.805271] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:28.937151] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:29.069865] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:29.198351] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:29.325025] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:29.453629] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:29.453812] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T02:38:29.453858] [INFO ] [CONFIGURE ] JOB ETA: 44.2m | Avg: 1.5s/test | Remaining: 1807 tests
[2025-10-18T02:38:29.453893] [INFO ] [CONFIGURE ] RBRK: Testing feature 20/29: add_price_rejection
[2025-10-18T02:38:29.453924] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-18T02:38:29.588219] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:29.725846] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:29.862260] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:30.015340] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:30.159822] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:30.301793] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:30.443812] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:30.583464] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:30.729387] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:30.871472] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:30.871666] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:38:30.871728] [INFO ] [CONFIGURE ] JOB ETA: 44.1m | Avg: 1.5s/test | Remaining: 1806 tests
[2025-10-18T02:38:30.871765] [INFO ] [CONFIGURE ] RBRK: Testing feature 21/29: add_range_position
[2025-10-18T02:38:30.871796] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-10-18T02:38:31.016856] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:31.165998] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:31.313814] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:31.463508] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:31.613586] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:31.764566] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:31.914488] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:32.068939] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:32.222248] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:32.377394] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:32.377569] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:38:32.377616] [INFO ] [CONFIGURE ] JOB ETA: 44.1m | Avg: 1.5s/test | Remaining: 1805 tests
[2025-10-18T02:38:32.377681] [INFO ] [CONFIGURE ] RBRK: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:38:32.377767] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-10-18T02:38:32.542575] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:32.708218] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:32.881669] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:38:33.056844] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:33.214569] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:33.375627] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:33.545965] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:33.713365] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:33.889606] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:34.062326] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:34.062505] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T02:38:34.062551] [INFO ] [CONFIGURE ] JOB ETA: 44.1m | Avg: 1.5s/test | Remaining: 1804 tests
[2025-10-18T02:38:34.062588] [INFO ] [CONFIGURE ] RBRK: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:38:34.062621] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-10-18T02:38:34.197895] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:34.335627] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:34.474116] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:34.614875] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:34.753832] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:34.891776] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:35.033287] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:35.175323] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:35.309328] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:35.443774] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:35.444024] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T02:38:35.444087] [INFO ] [CONFIGURE ] JOB ETA: 44.1m | Avg: 1.5s/test | Remaining: 1803 tests
[2025-10-18T02:38:35.444125] [INFO ] [CONFIGURE ] RBRK: Testing feature 24/29: add_rsi
[2025-10-18T02:38:35.444157] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T02:38:35.605543] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:35.760601] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:38:35.913906] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:36.075032] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:36.237571] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:36.399899] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:36.560595] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:36.707146] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:36.853529] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:37.001344] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:37.001546] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T02:38:37.001591] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 1.5s/test | Remaining: 1802 tests
[2025-10-18T02:38:37.001627] [INFO ] [CONFIGURE ] RBRK: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:38:37.001696] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-10-18T02:38:37.122507] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:37.241662] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:37.361027] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:37.480362] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:37.600715] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:37.720182] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:37.886150] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:38.032674] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:38.180141] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:38.325793] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:38.325974] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T02:38:38.326019] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 1.5s/test | Remaining: 1801 tests
[2025-10-18T02:38:38.326054] [INFO ] [CONFIGURE ] RBRK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:38:38.326087] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T02:38:38.460235] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:38.625023] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:38.803889] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:38.973038] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:38:39.154999] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:39.336190] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:38:39.542463] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:39.711937] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:39.867140] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:40.028870] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:40.029069] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-18T02:38:40.029139] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 1.5s/test | Remaining: 1800 tests
[2025-10-18T02:38:40.029180] [INFO ] [CONFIGURE ] RBRK: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:38:40.029214] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-18T02:38:40.200199] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:40.361716] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:38:40.520061] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:40.657724] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:40.792391] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:40.930415] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:38:41.069476] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:41.215447] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:41.363205] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:41.510759] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:41.510945] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T02:38:41.510991] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 1.5s/test | Remaining: 1799 tests
[2025-10-18T02:38:41.511025] [INFO ] [CONFIGURE ] RBRK: Testing feature 28/29: add_volume_profile
[2025-10-18T02:38:41.511055] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-10-18T02:38:41.638725] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:41.772028] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:38:41.925747] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:38:42.078596] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:42.212271] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:42.348901] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:42.493225] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:42.635130] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:42.771233] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:42.908215] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:42.908451] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-18T02:38:42.908503] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 1.5s/test | Remaining: 1798 tests
[2025-10-18T02:38:42.908545] [INFO ] [CONFIGURE ] RBRK: Testing feature 29/29: add_vwap
[2025-10-18T02:38:42.908583] [INFO ] [CONFIGURE ] RBRK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap']
[2025-10-18T02:38:43.051230] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:43.192273] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:38:43.325603] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:38:43.467904] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:38:43.604289] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:43.741257] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:38:43.878635] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:38:44.017237] [DEBUG] [FORECASTER] RBRK: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:44.156163] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:38:44.297994] [DEBUG] [FORECASTER] RBRK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:38:44.298209] [INFO ] [CONFIGURE ] RBRK: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:38:44.298258] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 1.5s/test | Remaining: 1797 tests
[2025-10-18T02:38:44.298297] [INFO ] [CONFIGURE ] RBRK: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:38:44.298327] [INFO ] [CONFIGURE ] RBRK: Best accuracy: 70.00%
[2025-10-18T02:38:44.298360] [INFO ] [CONFIGURE ] RBRK: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:38:44.298389] [INFO ] [CONFIGURE ] RBRK: Improvement over baseline: 30.00%
[2025-10-18T02:38:44.298416] [INFO ] [CONFIGURE ] RBRK: Total time: 42.1 seconds
[2025-10-18T02:38:44.298443] [INFO ] [CONFIGURE ] RBRK: Average time per feature: 1.5 seconds
[2025-10-18T02:38:44.298469] [INFO ] [CONFIGURE ] RBRK: Average speed: 0.69 features/sec
[2025-10-18T02:38:44.299201] [INFO ] [LOCAL     ] Saved configuration for RBRK: 2 features, 70.00% accuracy -> ./output/feature-sets/RBRK.json
[2025-10-18T02:38:44.299275] [INFO ] [CONFIGURE ] RBRK: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T02:38:44.299337] [INFO ] [sig       ] [321/380] Successfully configured RBRK | 0.02 sym/s | Total: 3.9h | ETA: 42.5m
[2025-10-18T02:38:44.299374] [INFO ] [sig       ] [322/380] Configuring RCD...
[2025-10-18T02:38:44.299405] [INFO ] [CONFIGURE ] RCD: Configurate test run.
[2025-10-18T02:38:44.299434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCD' from 'https://tdm.silogroup.org/data/derivative_storage/RCD.csv'.
[2025-10-18T02:38:44.311633] [DEBUG] [REMOTE    ] Successfully parsed 1819 rows of historical data for symbol 'RCD'.
[2025-10-18T02:38:44.312391] [INFO ] [CONFIGURE ] RCD: Testing with 29 available features
[2025-10-18T02:38:44.312449] [INFO ] [CONFIGURE ] RCD: Establishing baseline with no features...
[2025-10-18T02:38:44.415217] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:44.517090] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:38:44.619323] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:38:44.721966] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:38:44.832090] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:38:44.938051] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:38:45.043996] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:38:45.151217] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:45.256595] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:38:45.364284] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:38:45.364447] [INFO ] [CONFIGURE ] RCD: Baseline score (no features): 40.00%
[2025-10-18T02:38:45.364492] [INFO ] [CONFIGURE ] RCD: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:38:45.364525] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:38:45.480791] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:45.600318] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:38:45.715238] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:38:45.829798] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:38:45.945090] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:46.064822] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:38:46.181792] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:38:46.299052] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:46.416632] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:38:46.534859] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:38:46.535020] [INFO ] [CONFIGURE ] RCD: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-18T02:38:46.535063] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 1.5s/test | Remaining: 1796 tests
[2025-10-18T02:38:46.535097] [INFO ] [CONFIGURE ] RCD: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:38:46.535128] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:38:46.653185] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:46.774667] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:38:46.896012] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:38:47.020586] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:38:47.145176] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:38:47.268221] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:38:47.397756] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:38:47.525497] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:47.650252] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:38:47.775092] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:38:47.775264] [INFO ] [CONFIGURE ] RCD: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T02:38:47.775327] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 1.5s/test | Remaining: 1795 tests
[2025-10-18T02:38:47.775363] [INFO ] [CONFIGURE ] RCD: Testing feature 3/29: add_daily_returns
[2025-10-18T02:38:47.775394] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_daily_returns']
[2025-10-18T02:38:47.880595] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:47.986551] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:38:48.092564] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:38:48.199289] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:38:48.306812] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:48.415298] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:38:48.523488] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:38:48.634066] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:38:48.750045] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:38:48.864353] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:38:48.864541] [INFO ] [CONFIGURE ] RCD: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T02:38:48.864587] [INFO ] [CONFIGURE ] JOB ETA: 43.8m | Avg: 1.5s/test | Remaining: 1794 tests
[2025-10-18T02:38:48.864624] [INFO ] [CONFIGURE ] RCD: Testing feature 4/29: add_ema
[2025-10-18T02:38:48.864691] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_ema']
[2025-10-18T02:38:48.985411] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:49.107076] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:38:49.230154] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:38:49.351436] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:38:49.471322] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:38:49.592261] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:38:49.713484] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:38:49.835999] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:49.990192] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:38:50.116436] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:38:50.116599] [INFO ] [CONFIGURE ] RCD: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:38:50.116662] [INFO ] [CONFIGURE ] JOB ETA: 43.8m | Avg: 1.5s/test | Remaining: 1793 tests
[2025-10-18T02:38:50.116721] [INFO ] [CONFIGURE ] RCD: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:38:50.116755] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:38:50.242413] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:50.368105] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:38:50.495443] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:38:50.623030] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:38:50.753061] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:50.882562] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:38:51.011915] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:38:51.145624] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:51.275976] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:38:51.414945] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:38:51.415216] [INFO ] [CONFIGURE ] RCD: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T02:38:51.415270] [INFO ] [CONFIGURE ] JOB ETA: 43.8m | Avg: 1.5s/test | Remaining: 1792 tests
[2025-10-18T02:38:51.415306] [INFO ] [CONFIGURE ] RCD: Testing feature 6/29: add_failed_moves
[2025-10-18T02:38:51.415336] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_failed_moves']
[2025-10-18T02:38:51.523518] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:51.632380] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:38:51.742473] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:38:51.857369] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:38:51.974601] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:38:52.104603] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:38:52.223806] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:38:52.338976] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:52.454991] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:38:52.572094] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:38:52.572263] [INFO ] [CONFIGURE ] RCD: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T02:38:52.572308] [INFO ] [CONFIGURE ] JOB ETA: 43.8m | Avg: 1.5s/test | Remaining: 1791 tests
[2025-10-18T02:38:52.572343] [INFO ] [CONFIGURE ] RCD: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:38:52.572376] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_lag_shelf']
[2025-10-18T02:38:52.679859] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:52.784627] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:38:52.890281] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:38:53.023463] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:38:53.129373] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:38:53.237212] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:38:53.349732] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:38:53.456947] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:53.568630] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:38:53.678662] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:38:53.678829] [INFO ] [CONFIGURE ] RCD: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T02:38:53.678875] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 1.5s/test | Remaining: 1790 tests
[2025-10-18T02:38:53.678913] [INFO ] [CONFIGURE ] RCD: Testing feature 8/29: add_macd
[2025-10-18T02:38:53.678947] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:38:53.823079] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:53.970722] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:38:54.115194] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:38:54.258565] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:38:54.409230] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:54.554302] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:38:54.700016] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:38:54.850521] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:55.006550] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:38:55.155487] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:38:55.155698] [INFO ] [CONFIGURE ] RCD: DISCARDED add_macd (score: 20.00%)
[2025-10-18T02:38:55.155763] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 1.5s/test | Remaining: 1789 tests
[2025-10-18T02:38:55.155801] [INFO ] [CONFIGURE ] RCD: Testing feature 9/29: add_mfi
[2025-10-18T02:38:55.155833] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_mfi']
[2025-10-18T02:38:55.280486] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:55.424004] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:38:55.547404] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:38:55.672144] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:38:55.799978] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:55.925460] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:38:56.070003] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:38:56.193879] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:56.319766] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:38:56.451006] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:38:56.451248] [INFO ] [CONFIGURE ] RCD: DISCARDED add_mfi (score: 30.00%)
[2025-10-18T02:38:56.451303] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 1.5s/test | Remaining: 1788 tests
[2025-10-18T02:38:56.451340] [INFO ] [CONFIGURE ] RCD: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:38:56.451373] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:38:56.595209] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:56.737890] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:38:56.876297] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:38:57.019092] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:38:57.164362] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:38:57.303603] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:38:57.439857] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:38:57.584295] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:57.734832] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:38:57.876312] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:38:57.876513] [INFO ] [CONFIGURE ] RCD: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-18T02:38:57.876570] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 1.5s/test | Remaining: 1787 tests
[2025-10-18T02:38:57.876605] [INFO ] [CONFIGURE ] RCD: Testing feature 11/29: add_obv_daily
[2025-10-18T02:38:57.876677] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily']
[2025-10-18T02:38:57.990013] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:58.102933] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:38:58.218166] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:38:58.337901] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:38:58.453869] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:38:58.571857] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:38:58.691930] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:38:58.813721] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:38:58.935480] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:38:59.084837] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:38:59.085020] [INFO ] [CONFIGURE ] RCD: KEPT add_obv_daily (score: 50.00%)
[2025-10-18T02:38:59.085063] [INFO ] [CONFIGURE ] JOB ETA: 43.6m | Avg: 1.5s/test | Remaining: 1786 tests
[2025-10-18T02:38:59.085097] [INFO ] [CONFIGURE ] RCD: Testing feature 12/29: add_obv_interval
[2025-10-18T02:38:59.085128] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_obv_interval']
[2025-10-18T02:38:59.206209] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:38:59.325951] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:38:59.446816] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:38:59.574678] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:38:59.701538] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:38:59.827397] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:38:59.952403] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:39:00.083147] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:39:00.211801] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:00.342113] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:00.342287] [INFO ] [CONFIGURE ] RCD: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T02:39:00.342330] [INFO ] [CONFIGURE ] JOB ETA: 43.6m | Avg: 1.5s/test | Remaining: 1785 tests
[2025-10-18T02:39:00.342365] [INFO ] [CONFIGURE ] RCD: Testing feature 13/29: add_opening_strength
[2025-10-18T02:39:00.342396] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:39:00.474392] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:00.607607] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:39:00.742223] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:39:00.878336] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:39:01.014147] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:39:01.152809] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:39:01.304949] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:39:01.447114] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:39:01.590020] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:01.734342] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:01.734539] [INFO ] [CONFIGURE ] RCD: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T02:39:01.734582] [INFO ] [CONFIGURE ] JOB ETA: 43.6m | Avg: 1.5s/test | Remaining: 1784 tests
[2025-10-18T02:39:01.734617] [INFO ] [CONFIGURE ] RCD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:39:01.734677] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T02:39:01.875173] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:02.016829] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:02.151884] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:39:02.288636] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:39:02.427210] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:39:02.564546] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:39:02.703782] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:39:02.843173] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:39:02.985522] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:03.131699] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:03.131903] [INFO ] [CONFIGURE ] RCD: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T02:39:03.131948] [INFO ] [CONFIGURE ] JOB ETA: 43.6m | Avg: 1.5s/test | Remaining: 1783 tests
[2025-10-18T02:39:03.131983] [INFO ] [CONFIGURE ] RCD: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:39:03.132014] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T02:39:03.250911] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:03.369773] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:03.489574] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:39:03.609587] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:39:03.732402] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:39:03.855507] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:39:03.982253] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:39:04.107369] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:39:04.235219] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:04.370008] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:04.370188] [INFO ] [CONFIGURE ] RCD: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:39:04.370232] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 1.5s/test | Remaining: 1782 tests
[2025-10-18T02:39:04.370331] [INFO ] [CONFIGURE ] RCD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:39:04.370372] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T02:39:04.507057] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:39:04.641247] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:04.774560] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:39:04.909301] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:39:05.040028] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:39:05.177370] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:39:05.310989] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:39:05.448043] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:39:05.587100] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:05.724188] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:05.724367] [INFO ] [CONFIGURE ] RCD: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T02:39:05.724412] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 1.5s/test | Remaining: 1781 tests
[2025-10-18T02:39:05.724447] [INFO ] [CONFIGURE ] RCD: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:39:05.724481] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T02:39:05.860209] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:05.997309] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:06.133454] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:39:06.272059] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:39:06.410201] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:39:06.547238] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:39:06.684515] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:39:06.824185] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:39:06.962175] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:07.101819] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:07.101972] [INFO ] [CONFIGURE ] RCD: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T02:39:07.102023] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 1.5s/test | Remaining: 1780 tests
[2025-10-18T02:39:07.102057] [INFO ] [CONFIGURE ] RCD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:39:07.102088] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T02:39:07.223660] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:07.342033] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:07.462665] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:39:07.586254] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:39:07.709995] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:39:07.836188] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:39:07.961005] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:39:08.092993] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:39:08.225317] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:08.351966] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:39:08.352130] [INFO ] [CONFIGURE ] RCD: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T02:39:08.352196] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 1.5s/test | Remaining: 1779 tests
[2025-10-18T02:39:08.352231] [INFO ] [CONFIGURE ] RCD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:39:08.352263] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-18T02:39:08.472882] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:08.601202] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:08.738120] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:39:08.874375] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:39:09.000611] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:39:09.126395] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:39:09.253391] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:39:09.377947] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:39:09.502765] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:09.628826] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:09.628996] [INFO ] [CONFIGURE ] RCD: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T02:39:09.629039] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 1.5s/test | Remaining: 1778 tests
[2025-10-18T02:39:09.629072] [INFO ] [CONFIGURE ] RCD: Testing feature 20/29: add_price_rejection
[2025-10-18T02:39:09.629103] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_price_rejection']
[2025-10-18T02:39:09.764241] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:09.902602] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:10.043705] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:39:10.194253] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:39:10.347595] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:39:10.499087] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:39:10.643044] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:39:10.780116] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:39:10.912723] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:11.048535] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:11.048930] [INFO ] [CONFIGURE ] RCD: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-18T02:39:11.048983] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 1.5s/test | Remaining: 1777 tests
[2025-10-18T02:39:11.049018] [INFO ] [CONFIGURE ] RCD: Testing feature 21/29: add_range_position
[2025-10-18T02:39:11.049050] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_range_position']
[2025-10-18T02:39:11.223823] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:11.364806] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:11.505142] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:39:11.648132] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:39:11.784955] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:39:11.921756] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:39:12.059337] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:39:12.198707] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:39:12.340830] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:12.485165] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:12.485383] [INFO ] [CONFIGURE ] RCD: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T02:39:12.485431] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 1.5s/test | Remaining: 1776 tests
[2025-10-18T02:39:12.485468] [INFO ] [CONFIGURE ] RCD: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:39:12.485500] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_realized_volatility']
[2025-10-18T02:39:12.639600] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:12.791290] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:12.943014] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:39:13.094608] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:39:13.247173] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:39:13.404110] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:39:13.562483] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:39:13.721504] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:39:13.884019] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:14.047613] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:14.047828] [INFO ] [CONFIGURE ] RCD: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T02:39:14.047885] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 1.5s/test | Remaining: 1775 tests
[2025-10-18T02:39:14.047922] [INFO ] [CONFIGURE ] RCD: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:39:14.047954] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_recent_range_context']
[2025-10-18T02:39:14.183538] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:14.314436] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:14.444137] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:39:14.581985] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:39:14.718545] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:39:14.853829] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:39:14.988591] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:39:15.144030] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:39:15.288621] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:15.428521] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:15.428726] [INFO ] [CONFIGURE ] RCD: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-18T02:39:15.428785] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 1.5s/test | Remaining: 1774 tests
[2025-10-18T02:39:15.428823] [INFO ] [CONFIGURE ] RCD: Testing feature 24/29: add_rsi
[2025-10-18T02:39:15.428858] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-18T02:39:15.581959] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:15.733000] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:15.883416] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:39:16.032719] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:39:16.183878] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:39:16.334369] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:39:16.486333] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:39:16.637888] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:39:16.789392] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:16.945806] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:16.945975] [INFO ] [CONFIGURE ] RCD: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T02:39:16.946018] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 1.5s/test | Remaining: 1773 tests
[2025-10-18T02:39:16.946052] [INFO ] [CONFIGURE ] RCD: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:39:16.946082] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_tick_distribution']
[2025-10-18T02:39:17.076744] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:17.203251] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:17.329746] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:39:17.455288] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:39:17.580282] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:39:17.706899] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:39:17.833731] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:39:17.962911] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:39:18.090315] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:18.220134] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:18.220274] [INFO ] [CONFIGURE ] RCD: DISCARDED add_tick_distribution (score: 30.00%)
[2025-10-18T02:39:18.220332] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 1.5s/test | Remaining: 1772 tests
[2025-10-18T02:39:18.220390] [INFO ] [CONFIGURE ] RCD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:39:18.220423] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-18T02:39:18.346807] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:18.472821] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:18.598720] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:39:18.727016] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:39:18.855250] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:39:18.985800] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:39:19.116197] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:39:19.247485] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:39:19.374902] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:19.503369] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:19.503510] [INFO ] [CONFIGURE ] RCD: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:39:19.503553] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 1.5s/test | Remaining: 1771 tests
[2025-10-18T02:39:19.503586] [INFO ] [CONFIGURE ] RCD: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:39:19.503617] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_volume_price_divergence']
[2025-10-18T02:39:19.561377] [FATAL] [FORECASTER] Failed to test lookback=11: [02:39:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T02:39:19.620377] [FATAL] [FORECASTER] Failed to test lookback=10: [02:39:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T02:39:19.679457] [FATAL] [FORECASTER] Failed to test lookback=9: [02:39:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T02:39:19.737954] [FATAL] [FORECASTER] Failed to test lookback=8: [02:39:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T02:39:19.797014] [FATAL] [FORECASTER] Failed to test lookback=7: [02:39:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T02:39:19.857044] [FATAL] [FORECASTER] Failed to test lookback=6: [02:39:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T02:39:19.916396] [FATAL] [FORECASTER] Failed to test lookback=5: [02:39:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T02:39:19.976998] [FATAL] [FORECASTER] Failed to test lookback=4: [02:39:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T02:39:20.037925] [FATAL] [FORECASTER] Failed to test lookback=3: [02:39:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T02:39:20.098953] [FATAL] [FORECASTER] Failed to test lookback=2: [02:39:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f5bc1ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f5bc1feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f5bc1fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f5bc1fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f5bc1f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f5bc1bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f5bea182056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f5bea17d74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f5bea18064e]


[2025-10-18T02:39:20.099228] [INFO ] [CONFIGURE ] RCD: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-10-18T02:39:20.099280] [INFO ] [CONFIGURE ] JOB ETA: 43.2m | Avg: 1.5s/test | Remaining: 1770 tests
[2025-10-18T02:39:20.099315] [INFO ] [CONFIGURE ] RCD: Testing feature 28/29: add_volume_profile
[2025-10-18T02:39:20.099345] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_volume_profile']
[2025-10-18T02:39:20.217231] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:20.335203] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:20.454999] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:39:20.574539] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:39:20.692963] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:39:20.812694] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:39:20.933433] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:39:21.054509] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:39:21.178029] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:21.300293] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:21.300430] [INFO ] [CONFIGURE ] RCD: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:39:21.300472] [INFO ] [CONFIGURE ] JOB ETA: 43.2m | Avg: 1.5s/test | Remaining: 1769 tests
[2025-10-18T02:39:21.300506] [INFO ] [CONFIGURE ] RCD: Testing feature 29/29: add_vwap
[2025-10-18T02:39:21.300537] [INFO ] [CONFIGURE ] RCD: Testing with features: ['add_obv_daily', 'add_vwap']
[2025-10-18T02:39:21.420857] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:39:21.542503] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:21.668552] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:39:21.793269] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:39:21.920731] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:39:22.047998] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:39:22.172996] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:39:22.299032] [DEBUG] [FORECASTER] RCD: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:39:22.428608] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:22.557942] [DEBUG] [FORECASTER] RCD: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:22.558150] [INFO ] [CONFIGURE ] RCD: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:39:22.558201] [INFO ] [CONFIGURE ] JOB ETA: 43.2m | Avg: 1.5s/test | Remaining: 1768 tests
[2025-10-18T02:39:22.558236] [INFO ] [CONFIGURE ] RCD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:39:22.558265] [INFO ] [CONFIGURE ] RCD: Best accuracy: 50.00%
[2025-10-18T02:39:22.558294] [INFO ] [CONFIGURE ] RCD: Best feature set (1 features): ['add_obv_daily']
[2025-10-18T02:39:22.558322] [INFO ] [CONFIGURE ] RCD: Improvement over baseline: 10.00%
[2025-10-18T02:39:22.558349] [INFO ] [CONFIGURE ] RCD: Total time: 37.2 seconds
[2025-10-18T02:39:22.558375] [INFO ] [CONFIGURE ] RCD: Average time per feature: 1.3 seconds
[2025-10-18T02:39:22.558402] [INFO ] [CONFIGURE ] RCD: Average speed: 0.78 features/sec
[2025-10-18T02:39:22.558874] [INFO ] [LOCAL     ] Saved configuration for RCD: 1 features, 50.00% accuracy -> ./output/feature-sets/RCD.json
[2025-10-18T02:39:22.558936] [INFO ] [CONFIGURE ] RCD: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-18T02:39:22.559000] [INFO ] [sig       ] [322/380] Successfully configured RCD | 0.02 sym/s | Total: 3.9h | ETA: 41.8m
[2025-10-18T02:39:22.559076] [INFO ] [sig       ] [323/380] Configuring RCI...
[2025-10-18T02:39:22.559141] [INFO ] [CONFIGURE ] RCI: Configurate test run.
[2025-10-18T02:39:22.559196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-10-18T02:39:22.571321] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RCI'.
[2025-10-18T02:39:22.571719] [INFO ] [CONFIGURE ] RCI: Testing with 29 available features
[2025-10-18T02:39:22.571789] [INFO ] [CONFIGURE ] RCI: Establishing baseline with no features...
[2025-10-18T02:39:22.675298] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:22.781267] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:39:22.889115] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:22.996196] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:39:23.101890] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:39:23.209156] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:39:23.330903] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:39:23.437618] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:39:23.566083] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:23.690956] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:23.691100] [INFO ] [CONFIGURE ] RCI: Baseline score (no features): 50.00%
[2025-10-18T02:39:23.691141] [INFO ] [CONFIGURE ] RCI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:39:23.691175] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:39:23.805970] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:23.921446] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:24.037566] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:24.155204] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:24.271957] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:39:24.389748] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:24.512190] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:39:24.641855] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:39:24.763126] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:24.880362] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:24.880497] [INFO ] [CONFIGURE ] RCI: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T02:39:24.880541] [INFO ] [CONFIGURE ] JOB ETA: 43.2m | Avg: 1.5s/test | Remaining: 1767 tests
[2025-10-18T02:39:24.880576] [INFO ] [CONFIGURE ] RCI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:39:24.880607] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:39:24.998058] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:39:25.120424] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:25.240818] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:25.360637] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:39:25.480358] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:25.602003] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:25.723107] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:39:25.844513] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:39:25.969611] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:26.095301] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:26.095497] [INFO ] [CONFIGURE ] RCI: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-18T02:39:26.095548] [INFO ] [CONFIGURE ] JOB ETA: 43.1m | Avg: 1.5s/test | Remaining: 1766 tests
[2025-10-18T02:39:26.095583] [INFO ] [CONFIGURE ] RCI: Testing feature 3/29: add_daily_returns
[2025-10-18T02:39:26.095615] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:39:26.216858] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:39:26.362501] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:26.482301] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:26.604118] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:39:26.726166] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:26.849383] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:26.972433] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:39:27.095767] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:39:27.219202] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:27.343185] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:27.343380] [INFO ] [CONFIGURE ] RCI: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:39:27.343430] [INFO ] [CONFIGURE ] JOB ETA: 43.1m | Avg: 1.5s/test | Remaining: 1765 tests
[2025-10-18T02:39:27.343465] [INFO ] [CONFIGURE ] RCI: Testing feature 4/29: add_ema
[2025-10-18T02:39:27.343495] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T02:39:27.478450] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:39:27.613877] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:27.748910] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:27.884731] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:28.021140] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:28.159553] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:28.298321] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:39:28.435316] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:39:28.573288] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:28.712089] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:39:28.712269] [INFO ] [CONFIGURE ] RCI: DISCARDED add_ema (score: 70.00%)
[2025-10-18T02:39:28.712314] [INFO ] [CONFIGURE ] JOB ETA: 43.1m | Avg: 1.5s/test | Remaining: 1764 tests
[2025-10-18T02:39:28.712350] [INFO ] [CONFIGURE ] RCI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:39:28.712382] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:39:28.852660] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:39:28.992932] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:29.135469] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:29.277583] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:29.421465] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:29.564190] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:29.706610] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:39:29.849753] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:39:29.993185] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:30.139238] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:39:30.139390] [INFO ] [CONFIGURE ] RCI: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T02:39:30.139434] [INFO ] [CONFIGURE ] JOB ETA: 43.1m | Avg: 1.5s/test | Remaining: 1763 tests
[2025-10-18T02:39:30.139468] [INFO ] [CONFIGURE ] RCI: Testing feature 6/29: add_failed_moves
[2025-10-18T02:39:30.139498] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T02:39:30.260999] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:39:30.382575] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:30.504787] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:30.627436] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:39:30.750594] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:30.874396] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:30.999144] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:39:31.125144] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:39:31.252865] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:31.378174] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:31.378323] [INFO ] [CONFIGURE ] RCI: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:39:31.378367] [INFO ] [CONFIGURE ] JOB ETA: 43.0m | Avg: 1.5s/test | Remaining: 1762 tests
[2025-10-18T02:39:31.378402] [INFO ] [CONFIGURE ] RCI: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:39:31.378433] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T02:39:31.511234] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:39:31.637844] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:31.761923] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:31.920864] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:39:32.084921] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:32.270301] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:32.435151] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:39:32.562538] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:39:32.688249] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:32.805461] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:32.805599] [INFO ] [CONFIGURE ] RCI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:39:32.805662] [INFO ] [CONFIGURE ] JOB ETA: 43.0m | Avg: 1.5s/test | Remaining: 1761 tests
[2025-10-18T02:39:32.805769] [INFO ] [CONFIGURE ] RCI: Testing feature 8/29: add_macd
[2025-10-18T02:39:32.805821] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T02:39:32.957862] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:33.110314] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:33.264360] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:33.420722] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:33.581093] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:33.736125] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:33.891667] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:39:34.048622] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:39:34.204997] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:34.363495] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:34.363679] [INFO ] [CONFIGURE ] RCI: DISCARDED add_macd (score: 70.00%)
[2025-10-18T02:39:34.363741] [INFO ] [CONFIGURE ] JOB ETA: 43.0m | Avg: 1.5s/test | Remaining: 1760 tests
[2025-10-18T02:39:34.363780] [INFO ] [CONFIGURE ] RCI: Testing feature 9/29: add_mfi
[2025-10-18T02:39:34.363811] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T02:39:34.497465] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:39:34.631058] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:34.764054] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:34.899133] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:39:35.033639] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:35.170478] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:35.309411] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:39:35.468812] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:39:35.615063] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:35.758691] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:35.758872] [INFO ] [CONFIGURE ] RCI: KEPT add_mfi (score: 80.00%)
[2025-10-18T02:39:35.758918] [INFO ] [CONFIGURE ] JOB ETA: 43.0m | Avg: 1.5s/test | Remaining: 1759 tests
[2025-10-18T02:39:35.758952] [INFO ] [CONFIGURE ] RCI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:39:35.758984] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:39:35.931238] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:36.104385] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:36.278544] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:36.454407] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:36.633493] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:36.802115] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:36.975959] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:39:37.163903] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:39:37.359388] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:37.556373] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:37.556578] [INFO ] [CONFIGURE ] RCI: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T02:39:37.556634] [INFO ] [CONFIGURE ] JOB ETA: 42.9m | Avg: 1.5s/test | Remaining: 1758 tests
[2025-10-18T02:39:37.556711] [INFO ] [CONFIGURE ] RCI: Testing feature 11/29: add_obv_daily
[2025-10-18T02:39:37.556754] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily']
[2025-10-18T02:39:37.707860] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:37.854703] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:39:37.999071] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:38.144806] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:38.293725] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:38.446316] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:38.619436] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:39:38.766605] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:39:38.916022] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:39.066849] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:39.067028] [INFO ] [CONFIGURE ] RCI: KEPT add_obv_daily (score: 90.00%)
[2025-10-18T02:39:39.067089] [INFO ] [CONFIGURE ] JOB ETA: 42.9m | Avg: 1.5s/test | Remaining: 1757 tests
[2025-10-18T02:39:39.067126] [INFO ] [CONFIGURE ] RCI: Testing feature 12/29: add_obv_interval
[2025-10-18T02:39:39.067158] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_obv_interval']
[2025-10-18T02:39:39.218981] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:39.370088] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:39.522192] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:39.677952] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:39.832247] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:39.990214] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:40.149462] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:39:40.304408] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:39:40.461084] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:40.618187] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:40.618320] [INFO ] [CONFIGURE ] RCI: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T02:39:40.618362] [INFO ] [CONFIGURE ] JOB ETA: 42.9m | Avg: 1.5s/test | Remaining: 1756 tests
[2025-10-18T02:39:40.618396] [INFO ] [CONFIGURE ] RCI: Testing feature 13/29: add_opening_strength
[2025-10-18T02:39:40.618426] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:39:40.780631] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:40.937271] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:41.103877] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:41.266830] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:41.430077] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:41.593544] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:41.758635] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:39:41.925513] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:39:42.091463] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:42.261266] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:42.261416] [INFO ] [CONFIGURE ] RCI: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T02:39:42.261459] [INFO ] [CONFIGURE ] JOB ETA: 42.9m | Avg: 1.5s/test | Remaining: 1755 tests
[2025-10-18T02:39:42.261495] [INFO ] [CONFIGURE ] RCI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:39:42.261526] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T02:39:42.424044] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:42.589850] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:42.754382] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:42.920466] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:43.087555] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:43.255361] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:43.426430] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:39:43.594722] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:39:43.762956] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:43.930783] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:43.930931] [INFO ] [CONFIGURE ] RCI: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T02:39:43.931021] [INFO ] [CONFIGURE ] JOB ETA: 42.8m | Avg: 1.5s/test | Remaining: 1754 tests
[2025-10-18T02:39:43.931066] [INFO ] [CONFIGURE ] RCI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:39:43.931099] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T02:39:44.080438] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:44.230094] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:44.385562] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:44.570294] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:44.721729] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:44.874696] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:45.027977] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:39:45.183157] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:39:45.336959] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:45.492222] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:45.492391] [INFO ] [CONFIGURE ] RCI: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T02:39:45.492435] [INFO ] [CONFIGURE ] JOB ETA: 42.8m | Avg: 1.5s/test | Remaining: 1753 tests
[2025-10-18T02:39:45.492474] [INFO ] [CONFIGURE ] RCI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:39:45.492507] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T02:39:45.652721] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:45.812346] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:39:45.971011] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:46.130573] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:46.293525] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:46.453985] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:46.615390] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:39:46.778568] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:39:46.940764] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:47.106442] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:47.106668] [INFO ] [CONFIGURE ] RCI: DISCARDED add_pbf_overnight_gap (score: 90.00%)
[2025-10-18T02:39:47.106732] [INFO ] [CONFIGURE ] JOB ETA: 42.8m | Avg: 1.5s/test | Remaining: 1752 tests
[2025-10-18T02:39:47.106770] [INFO ] [CONFIGURE ] RCI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:39:47.106803] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T02:39:47.268055] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:47.425896] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:47.623002] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:47.794797] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:47.953637] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:48.113203] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:48.277724] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:39:48.439672] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:39:48.603331] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:48.773348] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:48.774622] [INFO ] [CONFIGURE ] RCI: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T02:39:48.774717] [INFO ] [CONFIGURE ] JOB ETA: 42.8m | Avg: 1.5s/test | Remaining: 1751 tests
[2025-10-18T02:39:48.774762] [INFO ] [CONFIGURE ] RCI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:39:48.774796] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T02:39:48.926894] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:39:49.078433] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:39:49.234629] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:49.391769] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:49.547908] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:49.703638] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:49.862464] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:39:50.026458] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:39:50.200475] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:50.362728] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:50.362911] [INFO ] [CONFIGURE ] RCI: KEPT add_pbf_volatility_5d (score: 100.00%)
[2025-10-18T02:39:50.362973] [INFO ] [CONFIGURE ] JOB ETA: 42.8m | Avg: 1.5s/test | Remaining: 1750 tests
[2025-10-18T02:39:50.363010] [INFO ] [CONFIGURE ] RCI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:39:50.363042] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-18T02:39:50.523620] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:39:50.685974] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:39:50.850024] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:51.018464] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:51.190225] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:51.359282] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:51.524078] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:39:51.689148] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:39:51.866181] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:52.026770] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:52.026928] [INFO ] [CONFIGURE ] RCI: DISCARDED add_pbf_vs_sma_5 (score: 100.00%)
[2025-10-18T02:39:52.026971] [INFO ] [CONFIGURE ] JOB ETA: 42.7m | Avg: 1.5s/test | Remaining: 1749 tests
[2025-10-18T02:39:52.027005] [INFO ] [CONFIGURE ] RCI: Testing feature 20/29: add_price_rejection
[2025-10-18T02:39:52.027036] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-18T02:39:52.194356] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:52.359082] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:39:52.529110] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:52.697538] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:52.871018] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:53.046813] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:53.229064] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:39:53.403733] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:39:53.575761] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:53.748298] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:53.748470] [INFO ] [CONFIGURE ] RCI: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-18T02:39:53.748513] [INFO ] [CONFIGURE ] JOB ETA: 42.7m | Avg: 1.5s/test | Remaining: 1748 tests
[2025-10-18T02:39:53.748547] [INFO ] [CONFIGURE ] RCI: Testing feature 21/29: add_range_position
[2025-10-18T02:39:53.748578] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-18T02:39:53.925884] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:54.107129] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:54.292962] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:54.477486] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:54.667148] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:54.848974] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:55.028803] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:39:55.211877] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:39:55.414692] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:55.605063] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:55.605248] [INFO ] [CONFIGURE ] RCI: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T02:39:55.605296] [INFO ] [CONFIGURE ] JOB ETA: 42.7m | Avg: 1.5s/test | Remaining: 1747 tests
[2025-10-18T02:39:55.605332] [INFO ] [CONFIGURE ] RCI: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:39:55.605364] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-18T02:39:55.800070] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:55.995362] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:39:56.189633] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:56.383935] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:56.581731] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:56.772133] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:56.960329] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:39:57.148498] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:39:57.335579] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:57.525699] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:57.525856] [INFO ] [CONFIGURE ] RCI: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T02:39:57.525900] [INFO ] [CONFIGURE ] JOB ETA: 42.7m | Avg: 1.5s/test | Remaining: 1746 tests
[2025-10-18T02:39:57.525934] [INFO ] [CONFIGURE ] RCI: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:39:57.525964] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-18T02:39:57.695369] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:57.862796] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:39:58.027414] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:58.194665] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:39:58.361438] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:39:58.526489] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:39:58.695834] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:39:58.865779] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:39:59.037827] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:39:59.219436] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:39:59.219615] [INFO ] [CONFIGURE ] RCI: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T02:39:59.219692] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 1.5s/test | Remaining: 1745 tests
[2025-10-18T02:39:59.219761] [INFO ] [CONFIGURE ] RCI: Testing feature 24/29: add_rsi
[2025-10-18T02:39:59.219819] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-18T02:39:59.408524] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:39:59.599700] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:39:59.789586] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:39:59.977294] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:00.175886] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:40:00.367608] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:00.557057] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:40:00.762956] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:40:00.966326] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:01.175450] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:40:01.175730] [INFO ] [CONFIGURE ] RCI: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T02:40:01.176588] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 1.5s/test | Remaining: 1744 tests
[2025-10-18T02:40:01.176942] [INFO ] [CONFIGURE ] RCI: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:40:01.177004] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-18T02:40:01.371283] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:40:01.536505] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:40:01.697396] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:01.881308] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:02.058019] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:40:02.231131] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:02.412813] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:40:02.596304] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:40:02.783946] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:02.968411] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:40:02.968699] [INFO ] [CONFIGURE ] RCI: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T02:40:02.968762] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 1.5s/test | Remaining: 1743 tests
[2025-10-18T02:40:02.968803] [INFO ] [CONFIGURE ] RCI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:40:02.968852] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-18T02:40:03.149235] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:40:03.327798] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:40:03.517181] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:03.685705] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:03.854227] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:40:04.024942] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:40:04.197473] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:40:04.370526] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:40:04.548889] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:04.722400] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:40:04.722577] [INFO ] [CONFIGURE ] RCI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:40:04.722623] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 1.5s/test | Remaining: 1742 tests
[2025-10-18T02:40:04.722694] [INFO ] [CONFIGURE ] RCI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:40:04.722743] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-18T02:40:04.897936] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:40:05.083532] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:40:05.265855] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:05.442974] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:40:05.625544] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:40:05.806271] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:05.984953] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:40:06.160941] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:40:06.345383] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:06.529511] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:40:06.529740] [INFO ] [CONFIGURE ] RCI: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T02:40:06.529812] [INFO ] [CONFIGURE ] JOB ETA: 42.5m | Avg: 1.5s/test | Remaining: 1741 tests
[2025-10-18T02:40:06.529870] [INFO ] [CONFIGURE ] RCI: Testing feature 28/29: add_volume_profile
[2025-10-18T02:40:06.529906] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-18T02:40:06.691792] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:40:06.855875] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:40:07.022093] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:07.188324] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:07.360442] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:40:07.531777] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:07.727840] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:40:07.906547] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:40:08.086475] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:08.267670] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:40:08.267878] [INFO ] [CONFIGURE ] RCI: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-18T02:40:08.267932] [INFO ] [CONFIGURE ] JOB ETA: 42.5m | Avg: 1.5s/test | Remaining: 1740 tests
[2025-10-18T02:40:08.267967] [INFO ] [CONFIGURE ] RCI: Testing feature 29/29: add_vwap
[2025-10-18T02:40:08.268094] [INFO ] [CONFIGURE ] RCI: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_vwap']
[2025-10-18T02:40:08.437106] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:40:08.606075] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:40:08.811371] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:08.978808] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:09.147620] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:40:09.315865] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:09.483823] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:40:09.652348] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:40:09.815822] [DEBUG] [FORECASTER] RCI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:09.989026] [DEBUG] [FORECASTER] RCI: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:40:09.989287] [INFO ] [CONFIGURE ] RCI: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T02:40:09.989342] [INFO ] [CONFIGURE ] JOB ETA: 42.5m | Avg: 1.5s/test | Remaining: 1739 tests
[2025-10-18T02:40:09.989380] [INFO ] [CONFIGURE ] RCI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:40:09.989412] [INFO ] [CONFIGURE ] RCI: Best accuracy: 100.00%
[2025-10-18T02:40:09.989446] [INFO ] [CONFIGURE ] RCI: Best feature set (4 features): ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T02:40:09.989478] [INFO ] [CONFIGURE ] RCI: Improvement over baseline: 50.00%
[2025-10-18T02:40:09.989506] [INFO ] [CONFIGURE ] RCI: Total time: 46.3 seconds
[2025-10-18T02:40:09.989535] [INFO ] [CONFIGURE ] RCI: Average time per feature: 1.6 seconds
[2025-10-18T02:40:09.989569] [INFO ] [CONFIGURE ] RCI: Average speed: 0.63 features/sec
[2025-10-18T02:40:09.990278] [INFO ] [LOCAL     ] Saved configuration for RCI: 4 features, 100.00% accuracy -> ./output/feature-sets/RCI.json
[2025-10-18T02:40:09.990350] [INFO ] [CONFIGURE ] RCI: Configuration saved successfully: 4 features, 100.00% accuracy.
[2025-10-18T02:40:09.990446] [INFO ] [sig       ] [323/380] Successfully configured RCI | 0.02 sym/s | Total: 3.9h | ETA: 41.1m
[2025-10-18T02:40:09.990515] [INFO ] [sig       ] [324/380] Configuring RCUS...
[2025-10-18T02:40:09.990583] [INFO ] [CONFIGURE ] RCUS: Configurate test run.
[2025-10-18T02:40:09.990640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-10-18T02:40:10.005175] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RCUS'.
[2025-10-18T02:40:10.005706] [INFO ] [CONFIGURE ] RCUS: Testing with 29 available features
[2025-10-18T02:40:10.005765] [INFO ] [CONFIGURE ] RCUS: Establishing baseline with no features...
[2025-10-18T02:40:10.130167] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:10.243800] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:10.357194] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:10.469129] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:10.578515] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:40:10.686716] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:40:10.800809] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:40:10.921753] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:11.034102] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:40:11.145276] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:11.145433] [INFO ] [CONFIGURE ] RCUS: Baseline score (no features): 40.00%
[2025-10-18T02:40:11.145477] [INFO ] [CONFIGURE ] RCUS: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:40:11.145510] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:40:11.266831] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:11.386787] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:11.506941] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:11.627515] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:11.751063] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:40:11.888880] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:40:12.015283] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:40:12.143453] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:12.272697] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:40:12.401357] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:12.401518] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T02:40:12.401562] [INFO ] [CONFIGURE ] JOB ETA: 42.5m | Avg: 1.5s/test | Remaining: 1738 tests
[2025-10-18T02:40:12.401598] [INFO ] [CONFIGURE ] RCUS: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:40:12.401630] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:40:12.529741] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:12.657983] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:12.787084] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:12.919452] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:13.050283] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:13.178420] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:13.308037] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:13.442142] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:13.575019] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:40:13.709583] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:13.709792] [INFO ] [CONFIGURE ] RCUS: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-18T02:40:13.709856] [INFO ] [CONFIGURE ] JOB ETA: 42.4m | Avg: 1.5s/test | Remaining: 1737 tests
[2025-10-18T02:40:13.709946] [INFO ] [CONFIGURE ] RCUS: Testing feature 3/29: add_daily_returns
[2025-10-18T02:40:13.709988] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:40:13.847832] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:13.992392] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:14.131550] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:14.268920] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:14.416639] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:40:14.555850] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:14.696816] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:14.869069] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:15.010492] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:15.150231] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:15.150412] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T02:40:15.150464] [INFO ] [CONFIGURE ] JOB ETA: 42.4m | Avg: 1.5s/test | Remaining: 1736 tests
[2025-10-18T02:40:15.150502] [INFO ] [CONFIGURE ] RCUS: Testing feature 4/29: add_ema
[2025-10-18T02:40:15.150535] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T02:40:15.302764] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:15.456412] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:15.615176] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:15.762487] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:15.911945] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:40:16.057407] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:40:16.205061] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:16.353734] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:16.505043] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:16.655744] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:16.655951] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_ema (score: 60.00%)
[2025-10-18T02:40:16.655998] [INFO ] [CONFIGURE ] JOB ETA: 42.4m | Avg: 1.5s/test | Remaining: 1735 tests
[2025-10-18T02:40:16.656033] [INFO ] [CONFIGURE ] RCUS: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:40:16.656064] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:40:16.806105] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:16.961079] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:40:17.119777] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:17.272501] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:17.425125] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:40:17.577325] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:17.724054] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:17.908813] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:18.062248] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:18.215608] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:18.215815] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:40:18.215865] [INFO ] [CONFIGURE ] JOB ETA: 42.4m | Avg: 1.5s/test | Remaining: 1734 tests
[2025-10-18T02:40:18.215899] [INFO ] [CONFIGURE ] RCUS: Testing feature 6/29: add_failed_moves
[2025-10-18T02:40:18.215928] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T02:40:18.347362] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:18.478824] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:18.613588] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:18.748104] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:18.886158] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:19.020966] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:19.156541] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:19.291161] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:19.426541] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:40:19.563614] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:19.563796] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:40:19.563845] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 1.5s/test | Remaining: 1733 tests
[2025-10-18T02:40:19.563881] [INFO ] [CONFIGURE ] RCUS: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:40:19.563910] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T02:40:19.690541] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:19.819920] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:19.947425] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:20.081935] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:20.208412] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:20.341153] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:20.470757] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:20.601132] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:20.732057] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:40:20.862717] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:20.862955] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:40:20.863004] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 1.5s/test | Remaining: 1732 tests
[2025-10-18T02:40:20.863038] [INFO ] [CONFIGURE ] RCUS: Testing feature 8/29: add_macd
[2025-10-18T02:40:20.863069] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T02:40:21.026033] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:21.192146] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:40:21.355297] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:21.523194] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:21.687081] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:21.855208] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:40:22.021301] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:22.195381] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:22.361164] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:22.528206] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:22.528384] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:40:22.528428] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 1.5s/test | Remaining: 1731 tests
[2025-10-18T02:40:22.528463] [INFO ] [CONFIGURE ] RCUS: Testing feature 9/29: add_mfi
[2025-10-18T02:40:22.528493] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T02:40:22.672115] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:22.819017] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:22.962588] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:23.105498] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:23.251566] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:23.396103] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:23.537590] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:23.680540] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:23.835358] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:24.000708] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:24.000916] [INFO ] [CONFIGURE ] RCUS: KEPT add_mfi (score: 80.00%)
[2025-10-18T02:40:24.000959] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 1.5s/test | Remaining: 1730 tests
[2025-10-18T02:40:24.000995] [INFO ] [CONFIGURE ] RCUS: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:40:24.001027] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:40:24.219248] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:24.456747] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:24.695719] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:24.923955] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:25.124977] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:40:25.309436] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:25.502112] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:25.678961] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:40:25.857723] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:26.031959] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:26.032159] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-18T02:40:26.032221] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 1.5s/test | Remaining: 1729 tests
[2025-10-18T02:40:26.032260] [INFO ] [CONFIGURE ] RCUS: Testing feature 11/29: add_obv_daily
[2025-10-18T02:40:26.032292] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily']
[2025-10-18T02:40:26.176563] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:26.327383] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:26.485567] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:26.639748] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:26.799455] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:40:26.960167] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:27.117121] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:27.273693] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:27.433799] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:27.593320] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:27.593493] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T02:40:27.593538] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 1.5s/test | Remaining: 1728 tests
[2025-10-18T02:40:27.593575] [INFO ] [CONFIGURE ] RCUS: Testing feature 12/29: add_obv_interval
[2025-10-18T02:40:27.593607] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_interval']
[2025-10-18T02:40:27.742278] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:27.899141] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:28.055848] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:28.213128] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:28.363285] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:28.513801] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:28.663356] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:28.816363] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:28.973808] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:29.124527] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:29.124735] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T02:40:29.124792] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 1.5s/test | Remaining: 1727 tests
[2025-10-18T02:40:29.124850] [INFO ] [CONFIGURE ] RCUS: Testing feature 13/29: add_opening_strength
[2025-10-18T02:40:29.124883] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:40:29.283418] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:29.442344] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:29.603281] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:29.764579] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:29.925962] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:40:30.089804] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:30.251110] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:40:30.412094] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:30.573671] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:30.730709] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:30.730891] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:40:30.730935] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 1.5s/test | Remaining: 1726 tests
[2025-10-18T02:40:30.730970] [INFO ] [CONFIGURE ] RCUS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:40:30.731001] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T02:40:30.888446] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:31.046982] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:31.206101] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:31.368998] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:31.546778] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:31.709789] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:31.874408] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:32.042206] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:40:32.201808] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:32.361976] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:32.362120] [INFO ] [CONFIGURE ] RCUS: KEPT add_order_flow_imbalance (score: 90.00%)
[2025-10-18T02:40:32.362162] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 1.5s/test | Remaining: 1725 tests
[2025-10-18T02:40:32.362197] [INFO ] [CONFIGURE ] RCUS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:40:32.362228] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-18T02:40:32.518388] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:32.680748] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:32.843172] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:33.013075] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:33.181005] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:33.343056] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:33.509363] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:33.676618] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:33.850064] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:34.023187] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:34.023428] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T02:40:34.023484] [INFO ] [CONFIGURE ] JOB ETA: 42.1m | Avg: 1.5s/test | Remaining: 1724 tests
[2025-10-18T02:40:34.023526] [INFO ] [CONFIGURE ] RCUS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:40:34.023560] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-18T02:40:34.201027] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:34.370162] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:34.542724] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:34.715060] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:34.883308] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:35.049300] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:35.217065] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:35.390761] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:35.561287] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:35.729453] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:35.729627] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T02:40:35.729705] [INFO ] [CONFIGURE ] JOB ETA: 42.1m | Avg: 1.5s/test | Remaining: 1723 tests
[2025-10-18T02:40:35.729751] [INFO ] [CONFIGURE ] RCUS: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:40:35.729783] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-18T02:40:35.899362] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:36.094066] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:36.267500] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:36.438597] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:36.611431] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:36.801084] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:40:36.977120] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:37.155535] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:37.345498] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:37.530264] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:37.530488] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T02:40:37.530553] [INFO ] [CONFIGURE ] JOB ETA: 42.1m | Avg: 1.5s/test | Remaining: 1722 tests
[2025-10-18T02:40:37.530630] [INFO ] [CONFIGURE ] RCUS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:40:37.530716] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-18T02:40:37.693639] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:37.863465] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:38.040894] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:38.217929] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:38.391235] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:38.566716] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:38.748965] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:38.917108] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:39.086256] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:39.249402] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:39.249573] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T02:40:39.249617] [INFO ] [CONFIGURE ] JOB ETA: 42.1m | Avg: 1.5s/test | Remaining: 1721 tests
[2025-10-18T02:40:39.249692] [INFO ] [CONFIGURE ] RCUS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:40:39.249740] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-18T02:40:39.414297] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:39.574608] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:39.736998] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:39.910079] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:40.090034] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:40.261759] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:40.434033] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:40.606732] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:40:40.782556] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:40.955803] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:40.955970] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T02:40:40.956013] [INFO ] [CONFIGURE ] JOB ETA: 42.0m | Avg: 1.5s/test | Remaining: 1720 tests
[2025-10-18T02:40:40.956047] [INFO ] [CONFIGURE ] RCUS: Testing feature 20/29: add_price_rejection
[2025-10-18T02:40:40.956077] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-18T02:40:41.131136] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:41.306673] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:41.485610] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:41.661011] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:41.838126] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:42.011964] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:42.204879] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:42.378552] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:42.558143] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:42.740030] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:42.740259] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T02:40:42.740328] [INFO ] [CONFIGURE ] JOB ETA: 42.0m | Avg: 1.5s/test | Remaining: 1719 tests
[2025-10-18T02:40:42.740395] [INFO ] [CONFIGURE ] RCUS: Testing feature 21/29: add_range_position
[2025-10-18T02:40:42.740451] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-18T02:40:42.925632] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:43.108234] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:43.298211] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:43.488747] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:43.670615] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:40:43.859274] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:44.062611] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:44.263048] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:44.451676] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:44.638529] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:44.638774] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:40:44.638839] [INFO ] [CONFIGURE ] JOB ETA: 42.0m | Avg: 1.5s/test | Remaining: 1718 tests
[2025-10-18T02:40:44.638904] [INFO ] [CONFIGURE ] RCUS: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:40:44.638939] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-18T02:40:44.831764] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:45.028917] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:45.246894] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:45.454207] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:45.662346] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:40:45.864973] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:46.088540] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:46.326125] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:40:46.554946] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:46.780571] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:46.780785] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T02:40:46.780844] [INFO ] [CONFIGURE ] JOB ETA: 42.0m | Avg: 1.5s/test | Remaining: 1717 tests
[2025-10-18T02:40:46.780891] [INFO ] [CONFIGURE ] RCUS: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:40:46.780983] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-18T02:40:46.985429] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:47.186587] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:47.373298] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:47.544974] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:47.717240] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:47.889115] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:48.059745] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:48.262931] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:48.436110] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:48.617426] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:48.617632] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T02:40:48.617717] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 1.5s/test | Remaining: 1716 tests
[2025-10-18T02:40:48.617804] [INFO ] [CONFIGURE ] RCUS: Testing feature 24/29: add_rsi
[2025-10-18T02:40:48.617847] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-18T02:40:48.827667] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:49.021020] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:49.230275] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:49.418432] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:49.610489] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:49.801605] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:40:49.992711] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:50.183866] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:50.375428] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:50.567793] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:50.567950] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T02:40:50.567993] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 1.5s/test | Remaining: 1715 tests
[2025-10-18T02:40:50.568028] [INFO ] [CONFIGURE ] RCUS: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:40:50.568059] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-18T02:40:50.733790] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:50.909744] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:51.083745] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:51.299151] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:51.476053] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:51.649065] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:51.825908] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:52.004180] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:52.179334] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:52.359048] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:52.359241] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T02:40:52.359302] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 1.5s/test | Remaining: 1714 tests
[2025-10-18T02:40:52.359341] [INFO ] [CONFIGURE ] RCUS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:40:52.359374] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-18T02:40:52.539209] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:52.712474] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:52.886336] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:53.065318] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:53.235796] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:53.431095] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:53.608964] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:53.791783] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:53.989915] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:54.183559] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:54.183830] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T02:40:54.183882] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 1.5s/test | Remaining: 1713 tests
[2025-10-18T02:40:54.183919] [INFO ] [CONFIGURE ] RCUS: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:40:54.183953] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-18T02:40:54.389841] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:54.583805] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:54.764435] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:40:54.945637] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:55.138781] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:40:55.318711] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:55.502984] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:55.685100] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:55.869670] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:56.055041] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:56.055217] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:40:56.055262] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 1.5s/test | Remaining: 1712 tests
[2025-10-18T02:40:56.055301] [INFO ] [CONFIGURE ] RCUS: Testing feature 28/29: add_volume_profile
[2025-10-18T02:40:56.055361] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-18T02:40:56.231481] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:56.406758] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:56.584951] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:56.760393] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:56.937445] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:40:57.115698] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:40:57.292485] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:57.474951] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:40:57.650253] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:57.829769] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:57.829949] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:40:57.829995] [INFO ] [CONFIGURE ] JOB ETA: 41.8m | Avg: 1.5s/test | Remaining: 1711 tests
[2025-10-18T02:40:57.830029] [INFO ] [CONFIGURE ] RCUS: Testing feature 29/29: add_vwap
[2025-10-18T02:40:57.830059] [INFO ] [CONFIGURE ] RCUS: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-18T02:40:58.002563] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:40:58.176258] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:40:58.355415] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:40:58.536849] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:40:58.710323] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:40:58.884167] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:40:59.059588] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:40:59.245797] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:40:59.426203] [DEBUG] [FORECASTER] RCUS: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:40:59.606709] [DEBUG] [FORECASTER] RCUS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:40:59.606895] [INFO ] [CONFIGURE ] RCUS: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T02:40:59.606939] [INFO ] [CONFIGURE ] JOB ETA: 41.8m | Avg: 1.5s/test | Remaining: 1710 tests
[2025-10-18T02:40:59.606974] [INFO ] [CONFIGURE ] RCUS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:40:59.607003] [INFO ] [CONFIGURE ] RCUS: Best accuracy: 90.00%
[2025-10-18T02:40:59.607034] [INFO ] [CONFIGURE ] RCUS: Best feature set (3 features): ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T02:40:59.607062] [INFO ] [CONFIGURE ] RCUS: Improvement over baseline: 50.00%
[2025-10-18T02:40:59.607088] [INFO ] [CONFIGURE ] RCUS: Total time: 48.5 seconds
[2025-10-18T02:40:59.607114] [INFO ] [CONFIGURE ] RCUS: Average time per feature: 1.7 seconds
[2025-10-18T02:40:59.607140] [INFO ] [CONFIGURE ] RCUS: Average speed: 0.60 features/sec
[2025-10-18T02:40:59.607890] [INFO ] [LOCAL     ] Saved configuration for RCUS: 3 features, 90.00% accuracy -> ./output/feature-sets/RCUS.json
[2025-10-18T02:40:59.607961] [INFO ] [CONFIGURE ] RCUS: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-18T02:40:59.608056] [INFO ] [sig       ] [324/380] Successfully configured RCUS | 0.02 sym/s | Total: 3.9h | ETA: 40.4m
[2025-10-18T02:40:59.608135] [INFO ] [sig       ] [325/380] Configuring RDDT...
[2025-10-18T02:40:59.608207] [INFO ] [CONFIGURE ] RDDT: Configurate test run.
[2025-10-18T02:40:59.608262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDDT' from 'https://tdm.silogroup.org/data/derivative_storage/RDDT.csv'.
[2025-10-18T02:40:59.627458] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RDDT'.
[2025-10-18T02:40:59.628240] [INFO ] [CONFIGURE ] RDDT: Testing with 29 available features
[2025-10-18T02:40:59.628301] [INFO ] [CONFIGURE ] RDDT: Establishing baseline with no features...
[2025-10-18T02:40:59.744459] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:40:59.859307] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:40:59.980910] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:00.107108] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:00.226598] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:00.347523] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:00.479561] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:00.600953] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:00.718468] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:00.837394] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:00.837571] [INFO ] [CONFIGURE ] RDDT: Baseline score (no features): 50.00%
[2025-10-18T02:41:00.837618] [INFO ] [CONFIGURE ] RDDT: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:41:00.837681] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:41:00.962304] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:01.089193] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:01.230431] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:01.361072] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:01.494483] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:41:01.629995] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:01.767461] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:01.908367] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:02.033005] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:02.163183] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:02.163393] [INFO ] [CONFIGURE ] RDDT: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T02:41:02.163452] [INFO ] [CONFIGURE ] JOB ETA: 41.8m | Avg: 1.5s/test | Remaining: 1709 tests
[2025-10-18T02:41:02.163491] [INFO ] [CONFIGURE ] RDDT: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:41:02.163524] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:41:02.307559] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:02.450146] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:02.610084] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:02.756379] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:02.904016] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:41:03.053021] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:03.201498] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:03.347959] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:03.530270] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:03.680004] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:03.680166] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T02:41:03.680211] [INFO ] [CONFIGURE ] JOB ETA: 41.8m | Avg: 1.5s/test | Remaining: 1708 tests
[2025-10-18T02:41:03.680247] [INFO ] [CONFIGURE ] RDDT: Testing feature 3/29: add_daily_returns
[2025-10-18T02:41:03.680278] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:41:03.815345] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:41:03.946919] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:04.075972] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:04.208203] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:04.337892] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:41:04.467220] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:04.606997] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:04.756436] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:04.893501] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:05.037015] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:05.037223] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:41:05.037290] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 1.5s/test | Remaining: 1707 tests
[2025-10-18T02:41:05.037332] [INFO ] [CONFIGURE ] RDDT: Testing feature 4/29: add_ema
[2025-10-18T02:41:05.037367] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T02:41:05.183027] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:05.341431] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:05.497042] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:05.640474] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:05.783814] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:05.933068] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:06.081958] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:06.230818] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:06.382785] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:06.562046] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:06.562207] [INFO ] [CONFIGURE ] RDDT: KEPT add_ema (score: 70.00%)
[2025-10-18T02:41:06.562317] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 1.5s/test | Remaining: 1706 tests
[2025-10-18T02:41:06.562372] [INFO ] [CONFIGURE ] RDDT: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:41:06.562406] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:41:06.734280] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:06.896788] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:07.062044] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:07.246493] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:07.442065] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:07.616104] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:07.786579] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:07.960879] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:08.137127] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:08.319174] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:08.319368] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T02:41:08.319414] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 1.5s/test | Remaining: 1705 tests
[2025-10-18T02:41:08.319450] [INFO ] [CONFIGURE ] RDDT: Testing feature 6/29: add_failed_moves
[2025-10-18T02:41:08.319482] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-18T02:41:08.467028] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:08.615224] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:08.765488] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:08.920608] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:09.070088] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:41:09.218622] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:09.366215] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:09.516746] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:09.673626] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:09.825405] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:09.825587] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:41:09.825631] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 1.5s/test | Remaining: 1704 tests
[2025-10-18T02:41:09.825706] [INFO ] [CONFIGURE ] RDDT: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:41:09.825750] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-18T02:41:09.964573] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:10.109242] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:10.252155] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:10.399353] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:10.545916] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:10.693063] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:10.843633] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:10.993718] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:11.138362] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:11.285017] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:11.285184] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:41:11.285226] [INFO ] [CONFIGURE ] JOB ETA: 41.6m | Avg: 1.5s/test | Remaining: 1703 tests
[2025-10-18T02:41:11.285278] [INFO ] [CONFIGURE ] RDDT: Testing feature 8/29: add_macd
[2025-10-18T02:41:11.285334] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-18T02:41:11.464291] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:41:11.639281] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:11.823131] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:11.991205] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:12.161022] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:12.332066] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:12.508921] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:12.675805] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:12.841492] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:13.009010] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:13.009176] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:41:13.009219] [INFO ] [CONFIGURE ] JOB ETA: 41.6m | Avg: 1.5s/test | Remaining: 1702 tests
[2025-10-18T02:41:13.009254] [INFO ] [CONFIGURE ] RDDT: Testing feature 9/29: add_mfi
[2025-10-18T02:41:13.009284] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-18T02:41:13.156814] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:13.313226] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:13.464751] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:13.617066] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:13.769540] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:41:13.926884] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:14.080774] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:14.235263] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:14.392249] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:14.549956] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:14.550087] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T02:41:14.550132] [INFO ] [CONFIGURE ] JOB ETA: 41.6m | Avg: 1.5s/test | Remaining: 1701 tests
[2025-10-18T02:41:14.550167] [INFO ] [CONFIGURE ] RDDT: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:41:14.550220] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:41:14.721817] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:41:14.886800] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:15.045236] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:15.203445] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:15.366760] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:15.539422] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:15.700237] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:15.860870] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:16.022484] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:16.190481] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:16.190659] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T02:41:16.190722] [INFO ] [CONFIGURE ] JOB ETA: 41.6m | Avg: 1.5s/test | Remaining: 1700 tests
[2025-10-18T02:41:16.190760] [INFO ] [CONFIGURE ] RDDT: Testing feature 11/29: add_obv_daily
[2025-10-18T02:41:16.190790] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily']
[2025-10-18T02:41:16.329589] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:16.467922] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:16.607005] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:16.746330] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:16.892254] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:17.033379] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:17.175265] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:17.317393] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:17.459738] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:41:17.608878] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:17.609031] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:41:17.609076] [INFO ] [CONFIGURE ] JOB ETA: 41.5m | Avg: 1.5s/test | Remaining: 1699 tests
[2025-10-18T02:41:17.609110] [INFO ] [CONFIGURE ] RDDT: Testing feature 12/29: add_obv_interval
[2025-10-18T02:41:17.609140] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval']
[2025-10-18T02:41:17.743496] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:41:17.878374] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:18.014892] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:18.151251] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:18.294053] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:18.434092] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:18.572997] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:18.711781] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:18.852824] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:18.995478] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:18.995665] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:41:18.995739] [INFO ] [CONFIGURE ] JOB ETA: 41.5m | Avg: 1.5s/test | Remaining: 1698 tests
[2025-10-18T02:41:18.995798] [INFO ] [CONFIGURE ] RDDT: Testing feature 13/29: add_opening_strength
[2025-10-18T02:41:18.995834] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:41:19.141794] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:19.289227] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:19.436755] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:19.584451] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:19.733175] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:19.900640] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:20.055207] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:20.212125] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:20.366760] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:20.526263] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:20.526425] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T02:41:20.526468] [INFO ] [CONFIGURE ] JOB ETA: 41.5m | Avg: 1.5s/test | Remaining: 1697 tests
[2025-10-18T02:41:20.526503] [INFO ] [CONFIGURE ] RDDT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:41:20.526534] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance']
[2025-10-18T02:41:20.680794] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:20.835034] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:20.991773] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:21.150380] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:21.311605] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:41:21.470151] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:21.630923] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:21.793253] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:21.959383] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:22.126223] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:22.126405] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T02:41:22.126451] [INFO ] [CONFIGURE ] JOB ETA: 41.5m | Avg: 1.5s/test | Remaining: 1696 tests
[2025-10-18T02:41:22.126486] [INFO ] [CONFIGURE ] RDDT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:41:22.126519] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-18T02:41:22.267252] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:22.407013] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:22.547476] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:22.687020] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:22.827389] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:22.968464] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:23.109860] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:23.253531] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:23.397637] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:23.543393] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:23.543572] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T02:41:23.543616] [INFO ] [CONFIGURE ] JOB ETA: 41.4m | Avg: 1.5s/test | Remaining: 1695 tests
[2025-10-18T02:41:23.543682] [INFO ] [CONFIGURE ] RDDT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:41:23.543734] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-18T02:41:23.689245] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:41:23.834668] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:41:23.982668] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:24.127834] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:24.275793] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:41:24.424186] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:24.570855] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:24.750023] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:24.893564] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:25.039968] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:25.040138] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T02:41:25.040182] [INFO ] [CONFIGURE ] JOB ETA: 41.4m | Avg: 1.5s/test | Remaining: 1694 tests
[2025-10-18T02:41:25.040216] [INFO ] [CONFIGURE ] RDDT: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:41:25.040247] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d']
[2025-10-18T02:41:25.186893] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:25.333257] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:25.484233] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:25.631817] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:25.781355] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:41:25.928084] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:26.076491] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:26.222532] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:26.371313] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:26.519135] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:26.519288] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:41:26.519332] [INFO ] [CONFIGURE ] JOB ETA: 41.4m | Avg: 1.5s/test | Remaining: 1693 tests
[2025-10-18T02:41:26.519365] [INFO ] [CONFIGURE ] RDDT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:41:26.519396] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-18T02:41:26.651368] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:26.786040] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:26.920496] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:27.056159] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:27.195398] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:27.337506] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:27.483179] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:27.631228] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:27.822671] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:27.961849] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:27.962032] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:41:27.962077] [INFO ] [CONFIGURE ] JOB ETA: 41.4m | Avg: 1.5s/test | Remaining: 1692 tests
[2025-10-18T02:41:27.962115] [INFO ] [CONFIGURE ] RDDT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:41:27.962150] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-18T02:41:28.093367] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:28.225672] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:28.359731] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:28.493895] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:28.628279] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:28.763860] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:28.899794] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:29.036251] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:29.174661] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:29.316161] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:29.316357] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:41:29.316460] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 1.5s/test | Remaining: 1691 tests
[2025-10-18T02:41:29.316506] [INFO ] [CONFIGURE ] RDDT: Testing feature 20/29: add_price_rejection
[2025-10-18T02:41:29.316539] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection']
[2025-10-18T02:41:29.463868] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:41:29.609961] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:29.757561] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:29.912865] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:30.064538] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:30.212822] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:30.359940] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:30.508559] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:30.657865] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:30.837200] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:30.837348] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T02:41:30.837391] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 1.5s/test | Remaining: 1690 tests
[2025-10-18T02:41:30.837425] [INFO ] [CONFIGURE ] RDDT: Testing feature 21/29: add_range_position
[2025-10-18T02:41:30.837456] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position']
[2025-10-18T02:41:30.986111] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:41:31.136088] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:31.287050] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:31.437255] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:31.591681] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:31.742917] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:31.895572] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:32.047981] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:32.202404] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:32.355928] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:32.356116] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T02:41:32.356162] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 1.5s/test | Remaining: 1689 tests
[2025-10-18T02:41:32.356198] [INFO ] [CONFIGURE ] RDDT: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:41:32.356228] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility']
[2025-10-18T02:41:32.519969] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:41:32.683838] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:32.850083] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:33.016246] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:33.186260] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:33.352327] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:33.519095] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:33.686107] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:33.878126] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:41:34.046401] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:34.046531] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T02:41:34.046575] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 1.5s/test | Remaining: 1688 tests
[2025-10-18T02:41:34.046609] [INFO ] [CONFIGURE ] RDDT: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:41:34.046660] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context']
[2025-10-18T02:41:34.185328] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:34.340400] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:41:34.492094] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:34.644901] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:34.821435] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:35.012422] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:35.224357] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:35.397579] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:35.563917] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:35.730186] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:35.730370] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:41:35.730416] [INFO ] [CONFIGURE ] JOB ETA: 41.2m | Avg: 1.5s/test | Remaining: 1687 tests
[2025-10-18T02:41:35.730452] [INFO ] [CONFIGURE ] RDDT: Testing feature 24/29: add_rsi
[2025-10-18T02:41:35.730486] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T02:41:35.883096] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:36.028404] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:36.176862] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:36.326483] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:36.473863] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:41:36.621035] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:36.768765] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:36.935948] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:37.097491] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:37.261042] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:37.261242] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:41:37.261289] [INFO ] [CONFIGURE ] JOB ETA: 41.2m | Avg: 1.5s/test | Remaining: 1686 tests
[2025-10-18T02:41:37.261324] [INFO ] [CONFIGURE ] RDDT: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:41:37.261355] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution']
[2025-10-18T02:41:37.404844] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:37.543614] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:37.681685] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:37.821620] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:37.966356] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:38.106374] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:38.244519] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:38.382615] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:38.522418] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:38.665323] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:38.665479] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:41:38.665522] [INFO ] [CONFIGURE ] JOB ETA: 41.2m | Avg: 1.5s/test | Remaining: 1685 tests
[2025-10-18T02:41:38.665557] [INFO ] [CONFIGURE ] RDDT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:41:38.665588] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-18T02:41:38.808129] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:38.949661] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:39.090355] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:39.230845] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:39.371628] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:41:39.514414] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:39.660155] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:39.804809] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:39.966213] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:40.111787] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:40.111925] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:41:40.111968] [INFO ] [CONFIGURE ] JOB ETA: 41.2m | Avg: 1.5s/test | Remaining: 1684 tests
[2025-10-18T02:41:40.112003] [INFO ] [CONFIGURE ] RDDT: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:41:40.112033] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence']
[2025-10-18T02:41:40.259793] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:40.410120] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:40.562210] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:40.713206] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:40.863915] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:41.015786] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:41.167105] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:41.321442] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:41.477891] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:41.633049] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:41.633238] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:41:41.633323] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 1.5s/test | Remaining: 1683 tests
[2025-10-18T02:41:41.633363] [INFO ] [CONFIGURE ] RDDT: Testing feature 28/29: add_volume_profile
[2025-10-18T02:41:41.633395] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile']
[2025-10-18T02:41:41.774790] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:41:41.915405] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:42.054242] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:42.193720] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:42.334057] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:41:42.476477] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:42.620209] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:42.762544] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:42.909875] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:43.051508] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:43.051680] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T02:41:43.051741] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 1.5s/test | Remaining: 1682 tests
[2025-10-18T02:41:43.051778] [INFO ] [CONFIGURE ] RDDT: Testing feature 29/29: add_vwap
[2025-10-18T02:41:43.051809] [INFO ] [CONFIGURE ] RDDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap']
[2025-10-18T02:41:43.191397] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:41:43.330681] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:41:43.472328] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:43.615858] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:41:43.757743] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:41:43.902560] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:44.046312] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:44.190054] [DEBUG] [FORECASTER] RDDT: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:41:44.338403] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:41:44.482631] [DEBUG] [FORECASTER] RDDT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:41:44.482798] [INFO ] [CONFIGURE ] RDDT: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:41:44.482843] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 1.5s/test | Remaining: 1681 tests
[2025-10-18T02:41:44.482879] [INFO ] [CONFIGURE ] RDDT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:41:44.482911] [INFO ] [CONFIGURE ] RDDT: Best accuracy: 70.00%
[2025-10-18T02:41:44.482941] [INFO ] [CONFIGURE ] RDDT: Best feature set (2 features): ['add_bollinger_bands', 'add_ema']
[2025-10-18T02:41:44.482970] [INFO ] [CONFIGURE ] RDDT: Improvement over baseline: 20.00%
[2025-10-18T02:41:44.482997] [INFO ] [CONFIGURE ] RDDT: Total time: 43.6 seconds
[2025-10-18T02:41:44.483024] [INFO ] [CONFIGURE ] RDDT: Average time per feature: 1.5 seconds
[2025-10-18T02:41:44.483052] [INFO ] [CONFIGURE ] RDDT: Average speed: 0.66 features/sec
[2025-10-18T02:41:44.483636] [INFO ] [LOCAL     ] Saved configuration for RDDT: 2 features, 70.00% accuracy -> ./output/feature-sets/RDDT.json
[2025-10-18T02:41:44.483736] [INFO ] [CONFIGURE ] RDDT: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T02:41:44.483823] [INFO ] [sig       ] [325/380] Successfully configured RDDT | 0.02 sym/s | Total: 3.9h | ETA: 39.7m
[2025-10-18T02:41:44.483891] [INFO ] [sig       ] [326/380] Configuring RDN...
[2025-10-18T02:41:44.483956] [INFO ] [CONFIGURE ] RDN: Configurate test run.
[2025-10-18T02:41:44.484011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDN' from 'https://tdm.silogroup.org/data/derivative_storage/RDN.csv'.
[2025-10-18T02:41:44.496918] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RDN'.
[2025-10-18T02:41:44.497284] [INFO ] [CONFIGURE ] RDN: Testing with 29 available features
[2025-10-18T02:41:44.497342] [INFO ] [CONFIGURE ] RDN: Establishing baseline with no features...
[2025-10-18T02:41:44.598278] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:41:44.698236] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:41:44.800101] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:44.903320] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:41:45.005306] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:41:45.107287] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:45.209880] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:45.313120] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:41:45.416809] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:41:45.525735] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:41:45.525872] [INFO ] [CONFIGURE ] RDN: Baseline score (no features): 40.00%
[2025-10-18T02:41:45.525913] [INFO ] [CONFIGURE ] RDN: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:41:45.525945] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:41:45.638720] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:41:45.759017] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:41:45.872836] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:46.004360] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:41:46.122763] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:41:46.239552] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:41:46.353194] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:46.468189] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:41:46.583254] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:41:46.698982] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:41:46.699147] [INFO ] [CONFIGURE ] RDN: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T02:41:46.699191] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 1.5s/test | Remaining: 1680 tests
[2025-10-18T02:41:46.699224] [INFO ] [CONFIGURE ] RDN: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:41:46.699254] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:41:46.827015] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:41:46.954840] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:41:47.084254] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:47.216501] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:41:47.346098] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:41:47.475397] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:41:47.605440] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:41:47.735575] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:41:47.872302] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:41:48.009847] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:41:48.009980] [INFO ] [CONFIGURE ] RDN: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T02:41:48.010024] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 1.5s/test | Remaining: 1679 tests
[2025-10-18T02:41:48.010058] [INFO ] [CONFIGURE ] RDN: Testing feature 3/29: add_daily_returns
[2025-10-18T02:41:48.010089] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:41:48.146374] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:41:48.281564] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:41:48.418341] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:48.557704] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:41:48.695013] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:41:48.833047] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:41:48.971366] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:49.110599] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:41:49.249779] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:41:49.388700] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:41:49.388833] [INFO ] [CONFIGURE ] RDN: KEPT add_daily_returns (score: 80.00%)
[2025-10-18T02:41:49.388877] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 1.5s/test | Remaining: 1678 tests
[2025-10-18T02:41:49.388912] [INFO ] [CONFIGURE ] RDN: Testing feature 4/29: add_ema
[2025-10-18T02:41:49.388943] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-18T02:41:49.540068] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:41:49.691074] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:41:49.843239] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:49.999273] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:41:50.152867] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:41:50.313807] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:41:50.479630] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:41:50.645270] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:41:50.803885] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:41:50.966047] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:41:50.966248] [INFO ] [CONFIGURE ] RDN: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:41:50.966307] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 1.5s/test | Remaining: 1677 tests
[2025-10-18T02:41:50.966347] [INFO ] [CONFIGURE ] RDN: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:41:50.966380] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:41:51.136003] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:41:51.298184] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:41:51.468753] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:41:51.639893] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:41:51.812871] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:41:51.980725] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:41:52.149674] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:52.319373] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:41:52.487431] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:41:52.657968] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:41:52.658165] [INFO ] [CONFIGURE ] RDN: KEPT add_exhaustion_signals (score: 90.00%)
[2025-10-18T02:41:52.658210] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 1.5s/test | Remaining: 1676 tests
[2025-10-18T02:41:52.658245] [INFO ] [CONFIGURE ] RDN: Testing feature 6/29: add_failed_moves
[2025-10-18T02:41:52.658276] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T02:41:52.836838] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:41:53.026337] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:41:53.217470] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:41:53.399799] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:41:53.580005] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:41:53.759400] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:41:53.940391] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:54.123144] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:41:54.314927] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:41:54.501594] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:41:54.501857] [INFO ] [CONFIGURE ] RDN: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-18T02:41:54.501921] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 1.5s/test | Remaining: 1675 tests
[2025-10-18T02:41:54.501961] [INFO ] [CONFIGURE ] RDN: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:41:54.501994] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T02:41:54.674810] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:41:54.847268] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:41:55.017828] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:41:55.187837] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:41:55.361837] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:41:55.535630] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:41:55.711939] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:55.885195] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:41:56.057553] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:41:56.232580] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:41:56.232787] [INFO ] [CONFIGURE ] RDN: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T02:41:56.232849] [INFO ] [CONFIGURE ] JOB ETA: 40.9m | Avg: 1.5s/test | Remaining: 1674 tests
[2025-10-18T02:41:56.232887] [INFO ] [CONFIGURE ] RDN: Testing feature 8/29: add_macd
[2025-10-18T02:41:56.232921] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T02:41:56.423145] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:41:56.611974] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:41:56.803320] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:41:56.995246] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:41:57.193122] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:41:57.389858] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:41:57.583948] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:57.777346] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:41:57.969315] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:41:58.172936] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:41:58.173117] [INFO ] [CONFIGURE ] RDN: DISCARDED add_macd (score: 80.00%)
[2025-10-18T02:41:58.173160] [INFO ] [CONFIGURE ] JOB ETA: 40.9m | Avg: 1.5s/test | Remaining: 1673 tests
[2025-10-18T02:41:58.173196] [INFO ] [CONFIGURE ] RDN: Testing feature 9/29: add_mfi
[2025-10-18T02:41:58.173228] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T02:41:58.358667] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:41:58.552733] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:41:58.735943] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:41:58.920835] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:41:59.111546] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:41:59.303254] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:41:59.491636] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:41:59.681851] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:41:59.893161] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:00.086895] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:42:00.087116] [INFO ] [CONFIGURE ] RDN: DISCARDED add_mfi (score: 90.00%)
[2025-10-18T02:42:00.087174] [INFO ] [CONFIGURE ] JOB ETA: 40.9m | Avg: 1.5s/test | Remaining: 1672 tests
[2025-10-18T02:42:00.087212] [INFO ] [CONFIGURE ] RDN: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:42:00.087245] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:42:00.281466] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:00.477100] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:00.674549] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:00.902445] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:01.113585] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:01.365786] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:01.605925] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:01.827783] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:02.051440] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:02.278116] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:42:02.278342] [INFO ] [CONFIGURE ] RDN: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-18T02:42:02.278402] [INFO ] [CONFIGURE ] JOB ETA: 40.9m | Avg: 1.5s/test | Remaining: 1671 tests
[2025-10-18T02:42:02.278446] [INFO ] [CONFIGURE ] RDN: Testing feature 11/29: add_obv_daily
[2025-10-18T02:42:02.278508] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T02:42:02.468092] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:02.650223] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:02.829925] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:42:03.008274] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:03.191444] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:42:03.373282] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:42:03.556914] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:03.746329] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:03.933589] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:42:04.130910] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:42:04.131106] [INFO ] [CONFIGURE ] RDN: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T02:42:04.131158] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 1.5s/test | Remaining: 1670 tests
[2025-10-18T02:42:04.131234] [INFO ] [CONFIGURE ] RDN: Testing feature 12/29: add_obv_interval
[2025-10-18T02:42:04.131295] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T02:42:04.339059] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:42:04.538154] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:04.733621] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:04.914341] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:05.092217] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:05.271608] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:05.457841] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:05.649975] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:42:05.835636] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:06.020956] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:42:06.021263] [INFO ] [CONFIGURE ] RDN: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:42:06.021341] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 1.5s/test | Remaining: 1669 tests
[2025-10-18T02:42:06.021394] [INFO ] [CONFIGURE ] RDN: Testing feature 13/29: add_opening_strength
[2025-10-18T02:42:06.021429] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength']
[2025-10-18T02:42:06.206824] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:42:06.398566] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:06.583912] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:06.779875] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:42:06.977486] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:07.179422] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:07.401947] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:07.594507] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:07.789704] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:07.990877] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:42:07.991087] [INFO ] [CONFIGURE ] RDN: DISCARDED add_opening_strength (score: 90.00%)
[2025-10-18T02:42:07.991138] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 1.5s/test | Remaining: 1668 tests
[2025-10-18T02:42:07.991178] [INFO ] [CONFIGURE ] RDN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:42:07.991213] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T02:42:08.174784] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:08.359886] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:08.547148] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:42:08.734424] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:08.927326] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:09.117707] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:09.305033] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:09.499504] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:09.726380] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:09.936036] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:42:09.936227] [INFO ] [CONFIGURE ] RDN: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T02:42:09.936273] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 1.5s/test | Remaining: 1667 tests
[2025-10-18T02:42:09.936309] [INFO ] [CONFIGURE ] RDN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:42:09.936343] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T02:42:10.121389] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:10.302465] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:10.479243] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:10.654029] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:10.834488] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:11.010616] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:11.193818] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:11.372489] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:11.551171] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:11.731724] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:42:11.731897] [INFO ] [CONFIGURE ] RDN: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T02:42:11.731940] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 1.5s/test | Remaining: 1666 tests
[2025-10-18T02:42:11.731973] [INFO ] [CONFIGURE ] RDN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:42:11.732005] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T02:42:11.917342] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:12.108533] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:12.293312] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:42:12.490823] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:12.701899] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:12.887313] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:13.064296] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:13.241405] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:13.451222] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:13.634995] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:42:13.635266] [INFO ] [CONFIGURE ] RDN: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T02:42:13.635341] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 1.5s/test | Remaining: 1665 tests
[2025-10-18T02:42:13.635400] [INFO ] [CONFIGURE ] RDN: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:42:13.635439] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T02:42:13.834496] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:14.031302] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:14.224936] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:42:14.411554] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:14.607385] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:14.800323] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:14.984879] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:15.167572] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:15.356316] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:15.554609] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:42:15.554855] [INFO ] [CONFIGURE ] RDN: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T02:42:15.554944] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 1.5s/test | Remaining: 1664 tests
[2025-10-18T02:42:15.555022] [INFO ] [CONFIGURE ] RDN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:42:15.555098] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T02:42:15.731841] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:15.940320] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:16.115205] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:42:16.288419] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:16.490742] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:16.669266] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:16.844300] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:17.020461] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:17.196717] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:17.374130] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:42:17.374315] [INFO ] [CONFIGURE ] RDN: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:42:17.374359] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 1.5s/test | Remaining: 1663 tests
[2025-10-18T02:42:17.374395] [INFO ] [CONFIGURE ] RDN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:42:17.374429] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T02:42:17.545572] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:17.712217] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:17.875373] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:18.039700] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:18.203827] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:18.367778] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:18.532942] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:18.698803] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:18.866429] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:19.032860] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:42:19.033024] [INFO ] [CONFIGURE ] RDN: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T02:42:19.033068] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 1.5s/test | Remaining: 1662 tests
[2025-10-18T02:42:19.033101] [INFO ] [CONFIGURE ] RDN: Testing feature 20/29: add_price_rejection
[2025-10-18T02:42:19.033132] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T02:42:19.209736] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:19.384809] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:19.562202] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:42:19.750370] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:19.936192] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:20.117661] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:20.297199] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:20.480977] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:20.666617] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:20.850823] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:42:20.851008] [INFO ] [CONFIGURE ] RDN: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T02:42:20.851052] [INFO ] [CONFIGURE ] JOB ETA: 40.6m | Avg: 1.5s/test | Remaining: 1661 tests
[2025-10-18T02:42:20.851086] [INFO ] [CONFIGURE ] RDN: Testing feature 21/29: add_range_position
[2025-10-18T02:42:20.851117] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T02:42:21.035099] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:42:21.219925] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:21.407466] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:21.594187] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:21.781135] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:21.964660] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:22.147301] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:22.333136] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:22.544710] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:22.727169] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:42:22.727329] [INFO ] [CONFIGURE ] RDN: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:42:22.727372] [INFO ] [CONFIGURE ] JOB ETA: 40.6m | Avg: 1.5s/test | Remaining: 1660 tests
[2025-10-18T02:42:22.727409] [INFO ] [CONFIGURE ] RDN: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:42:22.727494] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T02:42:22.924281] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:42:23.120970] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:23.318197] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:42:23.517556] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:23.722586] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:23.938072] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:24.145182] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:24.353445] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:24.567612] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:24.779053] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:42:24.779265] [INFO ] [CONFIGURE ] RDN: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:42:24.779327] [INFO ] [CONFIGURE ] JOB ETA: 40.6m | Avg: 1.5s/test | Remaining: 1659 tests
[2025-10-18T02:42:24.779366] [INFO ] [CONFIGURE ] RDN: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:42:24.779398] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T02:42:24.956154] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:25.143683] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:25.328837] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:25.510335] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:25.692130] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:25.882464] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:26.078568] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:26.273440] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:26.458951] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:26.648136] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:42:26.648329] [INFO ] [CONFIGURE ] RDN: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T02:42:26.648376] [INFO ] [CONFIGURE ] JOB ETA: 40.6m | Avg: 1.5s/test | Remaining: 1658 tests
[2025-10-18T02:42:26.648411] [INFO ] [CONFIGURE ] RDN: Testing feature 24/29: add_rsi
[2025-10-18T02:42:26.648444] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-18T02:42:26.854332] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:27.088542] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:27.335193] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:42:27.579065] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:42:27.801725] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:28.026615] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:28.220953] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:28.421720] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:28.625513] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:28.829005] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:42:28.829216] [INFO ] [CONFIGURE ] RDN: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T02:42:28.829261] [INFO ] [CONFIGURE ] JOB ETA: 40.5m | Avg: 1.5s/test | Remaining: 1657 tests
[2025-10-18T02:42:28.829300] [INFO ] [CONFIGURE ] RDN: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:42:28.829335] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T02:42:29.007180] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:29.179057] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:29.348528] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:29.523778] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:29.716897] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:29.901047] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:30.085380] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:30.274891] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:30.475083] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:30.653464] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:42:30.653666] [INFO ] [CONFIGURE ] RDN: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T02:42:30.653729] [INFO ] [CONFIGURE ] JOB ETA: 40.5m | Avg: 1.5s/test | Remaining: 1656 tests
[2025-10-18T02:42:30.653767] [INFO ] [CONFIGURE ] RDN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:42:30.653800] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T02:42:30.841333] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:42:31.028724] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:31.215915] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:31.403845] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:42:31.617591] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:31.797810] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:31.978409] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:42:32.162106] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:42:32.344862] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:32.536727] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:42:32.536985] [INFO ] [CONFIGURE ] RDN: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:42:32.537047] [INFO ] [CONFIGURE ] JOB ETA: 40.5m | Avg: 1.5s/test | Remaining: 1655 tests
[2025-10-18T02:42:32.537087] [INFO ] [CONFIGURE ] RDN: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:42:32.537120] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T02:42:32.736174] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:32.941206] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:33.143446] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:33.350559] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:33.548214] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:33.745156] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:33.943945] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:34.137132] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:34.334239] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:34.557270] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:42:34.557501] [INFO ] [CONFIGURE ] RDN: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T02:42:34.557567] [INFO ] [CONFIGURE ] JOB ETA: 40.5m | Avg: 1.5s/test | Remaining: 1654 tests
[2025-10-18T02:42:34.557608] [INFO ] [CONFIGURE ] RDN: Testing feature 28/29: add_volume_profile
[2025-10-18T02:42:34.557666] [INFO ] [CONFIGURE ] RDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-18T02:42:34.741723] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:42:34.919354] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:35.092570] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:42:35.269343] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:35.445139] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:35.620512] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:35.805944] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:35.991347] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:36.171427] [DEBUG] [FORECASTER] RDN: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:36.343877] [DEBUG] [FORECASTER] RDN: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:42:36.344079] [INFO ] [CONFIGURE ] RDN: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T02:42:36.344139] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 1.5s/test | Remaining: 1653 tests
[2025-10-18T02:42:36.344177] [INFO ] [CONFIGURE ] RDN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:42:36.344207] [INFO ] [CONFIGURE ] RDN: Best accuracy: 90.00%
[2025-10-18T02:42:36.344238] [INFO ] [CONFIGURE ] RDN: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:42:36.344266] [INFO ] [CONFIGURE ] RDN: Improvement over baseline: 50.00%
[2025-10-18T02:42:36.344292] [INFO ] [CONFIGURE ] RDN: Total time: 50.8 seconds
[2025-10-18T02:42:36.344319] [INFO ] [CONFIGURE ] RDN: Average time per feature: 1.8 seconds
[2025-10-18T02:42:36.344346] [INFO ] [CONFIGURE ] RDN: Average speed: 0.57 features/sec
[2025-10-18T02:42:36.345365] [INFO ] [LOCAL     ] Saved configuration for RDN: 5 features, 90.00% accuracy -> ./output/feature-sets/RDN.json
[2025-10-18T02:42:36.345437] [INFO ] [CONFIGURE ] RDN: Configuration saved successfully: 5 features, 90.00% accuracy.
[2025-10-18T02:42:36.345551] [INFO ] [sig       ] [326/380] Successfully configured RDN | 0.02 sym/s | Total: 3.9h | ETA: 39.0m
[2025-10-18T02:42:36.345628] [INFO ] [sig       ] [327/380] Configuring RDW...
[2025-10-18T02:42:36.345716] [INFO ] [CONFIGURE ] RDW: Configurate test run.
[2025-10-18T02:42:36.345772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDW' from 'https://tdm.silogroup.org/data/derivative_storage/RDW.csv'.
[2025-10-18T02:42:36.359273] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RDW'.
[2025-10-18T02:42:36.359695] [INFO ] [CONFIGURE ] RDW: Testing with 29 available features
[2025-10-18T02:42:36.359754] [INFO ] [CONFIGURE ] RDW: Establishing baseline with no features...
[2025-10-18T02:42:36.465748] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:36.579523] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:36.683049] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:36.786049] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:36.895237] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:37.022490] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:37.133907] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:42:37.248747] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:37.359151] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:42:37.468264] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:42:37.468421] [INFO ] [CONFIGURE ] RDW: Baseline score (no features): 60.00%
[2025-10-18T02:42:37.468463] [INFO ] [CONFIGURE ] RDW: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:42:37.468498] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:42:37.590564] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:42:37.711727] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:37.831993] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:37.960363] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:42:38.086549] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:38.214833] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:38.339604] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:42:38.464063] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:38.589373] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:42:38.712601] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:42:38.712821] [INFO ] [CONFIGURE ] RDW: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T02:42:38.712874] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 1.5s/test | Remaining: 1652 tests
[2025-10-18T02:42:38.712912] [INFO ] [CONFIGURE ] RDW: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:42:38.712946] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:42:38.832422] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:42:38.952173] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:39.075612] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:39.207568] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:39.334840] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:39.460987] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:39.586989] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:39.717123] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:39.849462] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:42:39.979038] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:42:39.979192] [INFO ] [CONFIGURE ] RDW: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T02:42:39.979236] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 1.5s/test | Remaining: 1651 tests
[2025-10-18T02:42:39.979270] [INFO ] [CONFIGURE ] RDW: Testing feature 3/29: add_daily_returns
[2025-10-18T02:42:39.979301] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_daily_returns']
[2025-10-18T02:42:40.089058] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:42:40.198595] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:40.316510] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:40.443188] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:42:40.557395] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:40.704105] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:42:40.818796] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:42:40.930092] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:41.041913] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:42:41.154261] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:42:41.154514] [INFO ] [CONFIGURE ] RDW: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:42:41.154580] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 1.5s/test | Remaining: 1650 tests
[2025-10-18T02:42:41.154626] [INFO ] [CONFIGURE ] RDW: Testing feature 4/29: add_ema
[2025-10-18T02:42:41.154704] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_ema']
[2025-10-18T02:42:41.274014] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:42:41.391941] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:41.510888] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:42:41.630862] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:41.752409] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:41.883305] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:42.005846] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:42:42.127033] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:42.249514] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:42.372808] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:42:42.372961] [INFO ] [CONFIGURE ] RDW: DISCARDED add_ema (score: 50.00%)
[2025-10-18T02:42:42.373005] [INFO ] [CONFIGURE ] JOB ETA: 40.3m | Avg: 1.5s/test | Remaining: 1649 tests
[2025-10-18T02:42:42.373114] [INFO ] [CONFIGURE ] RDW: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:42:42.373170] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:42:42.509129] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:42.638871] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:42.767047] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:42.895181] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:42:43.024364] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:43.155318] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:43.283836] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:42:43.412940] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:43.553175] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:43.719367] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:42:43.719550] [INFO ] [CONFIGURE ] RDW: KEPT add_exhaustion_signals (score: 80.00%)
[2025-10-18T02:42:43.719595] [INFO ] [CONFIGURE ] JOB ETA: 40.3m | Avg: 1.5s/test | Remaining: 1648 tests
[2025-10-18T02:42:43.719630] [INFO ] [CONFIGURE ] RDW: Testing feature 6/29: add_failed_moves
[2025-10-18T02:42:43.719703] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T02:42:43.864531] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:44.002951] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:44.140497] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:44.278861] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:42:44.419765] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:44.564046] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:44.704346] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:42:44.844246] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:44.987749] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:45.131688] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:42:45.131874] [INFO ] [CONFIGURE ] RDW: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T02:42:45.131928] [INFO ] [CONFIGURE ] JOB ETA: 40.3m | Avg: 1.5s/test | Remaining: 1647 tests
[2025-10-18T02:42:45.131963] [INFO ] [CONFIGURE ] RDW: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:42:45.132009] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T02:42:45.262993] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:45.394453] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:45.525160] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:45.655740] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:42:45.797240] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:45.930131] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:46.066504] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:42:46.203751] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:46.339297] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:46.480607] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:42:46.480795] [INFO ] [CONFIGURE ] RDW: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T02:42:46.480844] [INFO ] [CONFIGURE ] JOB ETA: 40.3m | Avg: 1.5s/test | Remaining: 1646 tests
[2025-10-18T02:42:46.480880] [INFO ] [CONFIGURE ] RDW: Testing feature 8/29: add_macd
[2025-10-18T02:42:46.480911] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T02:42:46.638531] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:46.805037] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:46.960058] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:47.123134] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:42:47.280917] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:47.438856] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:47.603045] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:42:47.769458] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:47.929183] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:48.089772] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:42:48.089952] [INFO ] [CONFIGURE ] RDW: DISCARDED add_macd (score: 80.00%)
[2025-10-18T02:42:48.090018] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 1.5s/test | Remaining: 1645 tests
[2025-10-18T02:42:48.090078] [INFO ] [CONFIGURE ] RDW: Testing feature 9/29: add_mfi
[2025-10-18T02:42:48.090113] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T02:42:48.236054] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:48.383707] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:48.529382] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:48.674696] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:42:48.821969] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:48.968193] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:49.115088] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:42:49.263276] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:49.414973] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:49.563761] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:42:49.563937] [INFO ] [CONFIGURE ] RDW: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T02:42:49.563982] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 1.5s/test | Remaining: 1644 tests
[2025-10-18T02:42:49.564020] [INFO ] [CONFIGURE ] RDW: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:42:49.564052] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:42:49.725945] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:49.889296] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:50.052604] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:50.216274] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:42:50.384519] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:50.551576] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:50.719604] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:42:50.884275] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:51.053972] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:42:51.219938] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:42:51.220167] [INFO ] [CONFIGURE ] RDW: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T02:42:51.220218] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 1.5s/test | Remaining: 1643 tests
[2025-10-18T02:42:51.220256] [INFO ] [CONFIGURE ] RDW: Testing feature 11/29: add_obv_daily
[2025-10-18T02:42:51.220290] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T02:42:51.358301] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:51.496121] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:51.641769] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:51.780698] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:42:51.921280] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:52.061060] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:52.201452] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:42:52.343153] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:52.483123] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:52.626854] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:42:52.627028] [INFO ] [CONFIGURE ] RDW: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-18T02:42:52.627072] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 1.5s/test | Remaining: 1642 tests
[2025-10-18T02:42:52.627107] [INFO ] [CONFIGURE ] RDW: Testing feature 12/29: add_obv_interval
[2025-10-18T02:42:52.627137] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T02:42:52.766747] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:42:52.905778] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:53.047354] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:53.185380] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:42:53.325391] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:53.467063] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:53.611444] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:42:53.751170] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:53.896119] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:42:54.038993] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:42:54.039155] [INFO ] [CONFIGURE ] RDW: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:42:54.039198] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 1.5s/test | Remaining: 1641 tests
[2025-10-18T02:42:54.039231] [INFO ] [CONFIGURE ] RDW: Testing feature 13/29: add_opening_strength
[2025-10-18T02:42:54.039262] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:42:54.187674] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:54.339769] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:54.486473] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:54.633723] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:42:54.779558] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:54.944421] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:55.093237] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:42:55.241772] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:55.392881] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:42:55.546300] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:42:55.546525] [INFO ] [CONFIGURE ] RDW: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T02:42:55.546589] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 1.5s/test | Remaining: 1640 tests
[2025-10-18T02:42:55.546628] [INFO ] [CONFIGURE ] RDW: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:42:55.546696] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T02:42:55.700454] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:42:55.883312] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:56.034543] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:56.194928] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:42:56.354142] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:56.503260] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:56.651578] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:42:56.800510] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:56.951891] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:42:57.102008] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:42:57.102190] [INFO ] [CONFIGURE ] RDW: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T02:42:57.102235] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 1.5s/test | Remaining: 1639 tests
[2025-10-18T02:42:57.102270] [INFO ] [CONFIGURE ] RDW: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:42:57.102303] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T02:42:57.236966] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:57.371001] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:57.504972] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:57.644750] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:42:57.778162] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:57.909884] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:58.042310] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:42:58.178841] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:58.311850] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:42:58.445925] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:42:58.446088] [INFO ] [CONFIGURE ] RDW: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T02:42:58.446133] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 1.5s/test | Remaining: 1638 tests
[2025-10-18T02:42:58.446169] [INFO ] [CONFIGURE ] RDW: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:42:58.446256] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T02:42:58.592238] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:42:58.737890] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:42:58.911676] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:42:59.055756] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:42:59.200862] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:42:59.341353] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:42:59.484637] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:42:59.627330] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:42:59.768891] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:42:59.911204] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:42:59.911360] [INFO ] [CONFIGURE ] RDW: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T02:42:59.911404] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 1.5s/test | Remaining: 1637 tests
[2025-10-18T02:42:59.911439] [INFO ] [CONFIGURE ] RDW: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:42:59.911470] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T02:43:00.053078] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:00.195119] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:00.338373] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:00.481417] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:43:00.625426] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:43:00.786869] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:43:00.940771] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:43:01.094909] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:43:01.266133] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:43:01.421303] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:43:01.421467] [INFO ] [CONFIGURE ] RDW: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T02:43:01.421563] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 1.5s/test | Remaining: 1636 tests
[2025-10-18T02:43:01.421617] [INFO ] [CONFIGURE ] RDW: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:43:01.421683] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T02:43:01.560830] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:01.696514] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:01.832381] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:01.970473] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:43:02.109789] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:43:02.247534] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:43:02.384999] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:43:02.523639] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:43:02.663165] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:43:02.805384] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:43:02.805548] [INFO ] [CONFIGURE ] RDW: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:43:02.805591] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 1.5s/test | Remaining: 1635 tests
[2025-10-18T02:43:02.805630] [INFO ] [CONFIGURE ] RDW: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:43:02.805704] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T02:43:02.947569] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:03.088087] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:03.227606] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:03.368383] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:43:03.507405] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:43:03.647865] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:43:03.788912] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:43:03.930288] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:43:04.067008] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:43:04.205137] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:43:04.205331] [INFO ] [CONFIGURE ] RDW: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:43:04.205375] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 1.5s/test | Remaining: 1634 tests
[2025-10-18T02:43:04.205410] [INFO ] [CONFIGURE ] RDW: Testing feature 20/29: add_price_rejection
[2025-10-18T02:43:04.205441] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T02:43:04.346939] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:04.489156] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:04.633382] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:04.781190] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:43:04.938835] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:43:05.091621] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:43:05.238823] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:43:05.388118] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:43:05.539229] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:43:05.695401] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:43:05.695679] [INFO ] [CONFIGURE ] RDW: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T02:43:05.695742] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 1.5s/test | Remaining: 1633 tests
[2025-10-18T02:43:05.695781] [INFO ] [CONFIGURE ] RDW: Testing feature 21/29: add_range_position
[2025-10-18T02:43:05.695813] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T02:43:05.849002] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:06.011879] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:06.167635] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:06.326614] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:43:06.486780] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:43:06.648521] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:43:06.809776] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:43:06.970786] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:43:07.131584] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:43:07.291111] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:43:07.291284] [INFO ] [CONFIGURE ] RDW: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T02:43:07.291327] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 1.5s/test | Remaining: 1632 tests
[2025-10-18T02:43:07.291363] [INFO ] [CONFIGURE ] RDW: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:43:07.291394] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T02:43:07.462972] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:07.644155] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:07.828807] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:08.043172] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:43:08.223215] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:43:08.402251] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:43:08.584534] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:43:08.767399] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:43:08.953600] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:43:09.139151] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:43:09.139346] [INFO ] [CONFIGURE ] RDW: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T02:43:09.139410] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 1.5s/test | Remaining: 1631 tests
[2025-10-18T02:43:09.139450] [INFO ] [CONFIGURE ] RDW: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:43:09.139554] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T02:43:09.286073] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:09.432476] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:09.578946] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:09.728140] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:43:09.883100] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:43:10.035352] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:43:10.182071] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:43:10.326167] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:43:10.470965] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:43:10.617396] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:43:10.617550] [INFO ] [CONFIGURE ] RDW: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T02:43:10.617593] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 1.5s/test | Remaining: 1630 tests
[2025-10-18T02:43:10.617628] [INFO ] [CONFIGURE ] RDW: Testing feature 24/29: add_rsi
[2025-10-18T02:43:10.617696] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-18T02:43:10.782381] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:10.948627] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:11.123162] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:11.295483] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:43:11.464048] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:43:11.631698] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:43:11.802768] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:43:11.976747] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:43:12.154681] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:43:12.331432] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:43:12.331592] [INFO ] [CONFIGURE ] RDW: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:43:12.331637] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 1.5s/test | Remaining: 1629 tests
[2025-10-18T02:43:12.331717] [INFO ] [CONFIGURE ] RDW: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:43:12.331755] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T02:43:12.486721] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:12.635586] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:12.788408] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:12.940190] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:43:13.093663] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:43:13.247602] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:43:13.402846] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:43:13.557346] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:43:13.719077] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:43:13.876556] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:43:13.876742] [INFO ] [CONFIGURE ] RDW: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:43:13.876797] [INFO ] [CONFIGURE ] JOB ETA: 39.8m | Avg: 1.5s/test | Remaining: 1628 tests
[2025-10-18T02:43:13.876834] [INFO ] [CONFIGURE ] RDW: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:43:13.876866] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T02:43:14.025739] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:14.175115] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:14.324288] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:14.476078] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:43:14.628147] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:43:14.777903] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:43:14.928747] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:43:15.085060] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:43:15.236209] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:43:15.389328] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:43:15.389493] [INFO ] [CONFIGURE ] RDW: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:43:15.389536] [INFO ] [CONFIGURE ] JOB ETA: 39.8m | Avg: 1.5s/test | Remaining: 1627 tests
[2025-10-18T02:43:15.389570] [INFO ] [CONFIGURE ] RDW: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:43:15.389601] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T02:43:15.548018] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:15.708700] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:15.869054] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:16.029826] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:43:16.185803] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:43:16.348425] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:43:16.507388] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:43:16.667309] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:43:16.828626] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:43:16.987115] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:43:16.987306] [INFO ] [CONFIGURE ] RDW: KEPT add_volume_price_divergence (score: 100.00%)
[2025-10-18T02:43:16.987352] [INFO ] [CONFIGURE ] JOB ETA: 39.8m | Avg: 1.5s/test | Remaining: 1626 tests
[2025-10-18T02:43:16.987387] [INFO ] [CONFIGURE ] RDW: Testing feature 28/29: add_volume_profile
[2025-10-18T02:43:16.987417] [INFO ] [CONFIGURE ] RDW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence', 'add_volume_profile']
[2025-10-18T02:43:17.156638] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:17.322672] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:17.493559] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:17.668440] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:43:17.852548] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:43:18.021129] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:43:18.191763] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:43:18.362760] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:43:18.535562] [DEBUG] [FORECASTER] RDW: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:43:18.709455] [DEBUG] [FORECASTER] RDW: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:43:18.709619] [INFO ] [CONFIGURE ] RDW: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T02:43:18.709697] [INFO ] [CONFIGURE ] JOB ETA: 39.8m | Avg: 1.5s/test | Remaining: 1625 tests
[2025-10-18T02:43:18.709745] [INFO ] [CONFIGURE ] RDW: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:43:18.709776] [INFO ] [CONFIGURE ] RDW: Best accuracy: 100.00%
[2025-10-18T02:43:18.709808] [INFO ] [CONFIGURE ] RDW: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T02:43:18.709836] [INFO ] [CONFIGURE ] RDW: Improvement over baseline: 40.00%
[2025-10-18T02:43:18.709862] [INFO ] [CONFIGURE ] RDW: Total time: 41.2 seconds
[2025-10-18T02:43:18.709888] [INFO ] [CONFIGURE ] RDW: Average time per feature: 1.5 seconds
[2025-10-18T02:43:18.709914] [INFO ] [CONFIGURE ] RDW: Average speed: 0.70 features/sec
[2025-10-18T02:43:18.710587] [INFO ] [LOCAL     ] Saved configuration for RDW: 3 features, 100.00% accuracy -> ./output/feature-sets/RDW.json
[2025-10-18T02:43:18.710676] [INFO ] [CONFIGURE ] RDW: Configuration saved successfully: 3 features, 100.00% accuracy.
[2025-10-18T02:43:18.710762] [INFO ] [sig       ] [327/380] Successfully configured RDW | 0.02 sym/s | Total: 3.9h | ETA: 38.2m
[2025-10-18T02:43:18.710829] [INFO ] [sig       ] [328/380] Configuring RDY...
[2025-10-18T02:43:18.710894] [INFO ] [CONFIGURE ] RDY: Configurate test run.
[2025-10-18T02:43:18.710949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-10-18T02:43:18.728119] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RDY'.
[2025-10-18T02:43:18.728786] [INFO ] [CONFIGURE ] RDY: Testing with 29 available features
[2025-10-18T02:43:18.728850] [INFO ] [CONFIGURE ] RDY: Establishing baseline with no features...
[2025-10-18T02:43:18.846753] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:43:18.961105] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:43:19.077601] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:43:19.188720] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:43:19.300773] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:43:19.414032] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:19.535988] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:19.662670] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:19.803134] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:43:19.958046] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:19.958270] [INFO ] [CONFIGURE ] RDY: Baseline score (no features): 50.00%
[2025-10-18T02:43:19.958341] [INFO ] [CONFIGURE ] RDY: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:43:19.958400] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:43:20.166789] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:20.318871] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:43:20.456844] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:43:20.596174] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:43:20.734185] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:43:20.869941] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:20.997135] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:43:21.125963] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:21.264781] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:43:21.393749] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:21.393921] [INFO ] [CONFIGURE ] RDY: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T02:43:21.393964] [INFO ] [CONFIGURE ] JOB ETA: 39.7m | Avg: 1.5s/test | Remaining: 1624 tests
[2025-10-18T02:43:21.393998] [INFO ] [CONFIGURE ] RDY: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:43:21.394028] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:43:21.521889] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:21.647007] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:21.772684] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:21.902158] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:22.028796] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:43:22.154763] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:22.291364] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:22.423004] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:22.552458] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:43:22.682570] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:22.682768] [INFO ] [CONFIGURE ] RDY: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T02:43:22.682822] [INFO ] [CONFIGURE ] JOB ETA: 39.7m | Avg: 1.5s/test | Remaining: 1623 tests
[2025-10-18T02:43:22.682859] [INFO ] [CONFIGURE ] RDY: Testing feature 3/29: add_daily_returns
[2025-10-18T02:43:22.682893] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:43:22.816380] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:22.948005] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:23.083481] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:23.229360] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:23.380672] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:43:23.517320] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:23.653467] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:23.789033] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:23.923581] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:43:24.067098] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:24.067401] [INFO ] [CONFIGURE ] RDY: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:43:24.067462] [INFO ] [CONFIGURE ] JOB ETA: 39.7m | Avg: 1.5s/test | Remaining: 1622 tests
[2025-10-18T02:43:24.067502] [INFO ] [CONFIGURE ] RDY: Testing feature 4/29: add_ema
[2025-10-18T02:43:24.067535] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T02:43:24.211857] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:24.356200] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:24.501596] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:24.642792] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:24.789066] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:43:24.932815] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:25.080553] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:25.225285] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:25.373151] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:43:25.523208] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:25.523419] [INFO ] [CONFIGURE ] RDY: DISCARDED add_ema (score: 60.00%)
[2025-10-18T02:43:25.523470] [INFO ] [CONFIGURE ] JOB ETA: 39.7m | Avg: 1.5s/test | Remaining: 1621 tests
[2025-10-18T02:43:25.523506] [INFO ] [CONFIGURE ] RDY: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:43:25.523536] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:43:25.672993] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:25.822255] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:25.978616] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:26.134223] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:26.290974] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:43:26.443131] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:26.596944] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:26.753269] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:26.913318] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:43:27.069825] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:27.070014] [INFO ] [CONFIGURE ] RDY: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:43:27.070083] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 1.5s/test | Remaining: 1620 tests
[2025-10-18T02:43:27.070143] [INFO ] [CONFIGURE ] RDY: Testing feature 6/29: add_failed_moves
[2025-10-18T02:43:27.070178] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T02:43:27.206020] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:27.340910] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:27.472973] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:27.613750] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:27.746772] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:43:27.884828] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:28.028700] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:28.185109] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:28.328612] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:43:28.470108] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:28.470271] [INFO ] [CONFIGURE ] RDY: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:43:28.470315] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 1.5s/test | Remaining: 1619 tests
[2025-10-18T02:43:28.470368] [INFO ] [CONFIGURE ] RDY: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:43:28.470425] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T02:43:28.588179] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:28.710388] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:28.833237] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:28.956209] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:29.085125] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:43:29.220703] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:29.360120] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:29.487295] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:29.616249] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:43:29.751869] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:29.752070] [INFO ] [CONFIGURE ] RDY: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T02:43:29.752139] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 1.5s/test | Remaining: 1618 tests
[2025-10-18T02:43:29.752198] [INFO ] [CONFIGURE ] RDY: Testing feature 8/29: add_macd
[2025-10-18T02:43:29.752234] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T02:43:29.926624] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:30.096043] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:30.259207] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:30.422805] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:30.580675] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:43:30.737556] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:30.897318] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:43:31.061945] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:31.241123] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:43:31.404556] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:31.404771] [INFO ] [CONFIGURE ] RDY: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:43:31.404825] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 1.5s/test | Remaining: 1617 tests
[2025-10-18T02:43:31.404862] [INFO ] [CONFIGURE ] RDY: Testing feature 9/29: add_mfi
[2025-10-18T02:43:31.404894] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T02:43:31.544986] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:31.683726] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:31.825016] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:31.965612] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:32.116771] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:43:32.266233] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:32.409427] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:32.549330] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:32.689206] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:43:32.829793] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:32.829945] [INFO ] [CONFIGURE ] RDY: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T02:43:32.829989] [INFO ] [CONFIGURE ] JOB ETA: 39.5m | Avg: 1.5s/test | Remaining: 1616 tests
[2025-10-18T02:43:32.830023] [INFO ] [CONFIGURE ] RDY: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:43:32.830053] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:43:32.980796] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:33.131432] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:33.282388] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:33.437967] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:33.589760] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:43:33.743546] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:33.897694] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:34.053356] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:34.212033] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:43:34.370545] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:34.370751] [INFO ] [CONFIGURE ] RDY: KEPT add_momentum_acceleration (score: 70.00%)
[2025-10-18T02:43:34.370806] [INFO ] [CONFIGURE ] JOB ETA: 39.5m | Avg: 1.5s/test | Remaining: 1615 tests
[2025-10-18T02:43:34.370842] [INFO ] [CONFIGURE ] RDY: Testing feature 11/29: add_obv_daily
[2025-10-18T02:43:34.370873] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T02:43:34.537433] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:34.696059] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:34.855941] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:35.016838] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:35.178099] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:43:35.338725] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:35.506181] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:35.672775] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:43:35.838599] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:43:36.009348] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:36.009523] [INFO ] [CONFIGURE ] RDY: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T02:43:36.009573] [INFO ] [CONFIGURE ] JOB ETA: 39.5m | Avg: 1.5s/test | Remaining: 1614 tests
[2025-10-18T02:43:36.009608] [INFO ] [CONFIGURE ] RDY: Testing feature 12/29: add_obv_interval
[2025-10-18T02:43:36.009638] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-18T02:43:36.167565] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:36.325933] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:36.487026] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:36.652937] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:36.816361] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:43:36.982160] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:37.147990] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:37.332819] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:37.507272] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:43:37.685773] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:37.686040] [INFO ] [CONFIGURE ] RDY: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:43:37.686091] [INFO ] [CONFIGURE ] JOB ETA: 39.5m | Avg: 1.5s/test | Remaining: 1613 tests
[2025-10-18T02:43:37.686130] [INFO ] [CONFIGURE ] RDY: Testing feature 13/29: add_opening_strength
[2025-10-18T02:43:37.686165] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:43:37.868938] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:38.051387] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:43:38.229502] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:38.408207] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:38.598040] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:43:38.785884] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:38.983723] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:43:39.181728] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:43:39.380317] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:43:39.581265] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:39.581916] [INFO ] [CONFIGURE ] RDY: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T02:43:39.582143] [INFO ] [CONFIGURE ] JOB ETA: 39.4m | Avg: 1.5s/test | Remaining: 1612 tests
[2025-10-18T02:43:39.582193] [INFO ] [CONFIGURE ] RDY: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:43:39.582231] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-18T02:43:39.766022] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:39.941447] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:40.124444] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:40.309871] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:40.492058] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:43:40.689349] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:40.883868] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:41.080382] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:41.270555] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:43:41.493368] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:41.493553] [INFO ] [CONFIGURE ] RDY: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T02:43:41.493596] [INFO ] [CONFIGURE ] JOB ETA: 39.4m | Avg: 1.5s/test | Remaining: 1611 tests
[2025-10-18T02:43:41.493708] [INFO ] [CONFIGURE ] RDY: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:43:41.493751] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-18T02:43:41.671593] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:41.860558] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:42.034032] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:42.225960] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:42.409976] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:43:42.597231] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:42.794134] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:42.984618] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:43.192281] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:43:43.383070] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:43.383333] [INFO ] [CONFIGURE ] RDY: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T02:43:43.383381] [INFO ] [CONFIGURE ] JOB ETA: 39.4m | Avg: 1.5s/test | Remaining: 1610 tests
[2025-10-18T02:43:43.383418] [INFO ] [CONFIGURE ] RDY: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:43:43.383451] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-18T02:43:43.577338] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:43.765593] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:43.954244] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:44.143959] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:44.355840] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:43:44.563950] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:44.768289] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:43:44.957898] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:45.146966] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:43:45.341285] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:45.341532] [INFO ] [CONFIGURE ] RDY: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:43:45.341578] [INFO ] [CONFIGURE ] JOB ETA: 39.4m | Avg: 1.5s/test | Remaining: 1609 tests
[2025-10-18T02:43:45.341618] [INFO ] [CONFIGURE ] RDY: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:43:45.341682] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-18T02:43:45.512475] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:45.688377] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:45.863463] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:46.040636] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:46.207961] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:43:46.377016] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:46.545225] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:46.715164] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:46.882399] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:43:47.049585] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:47.049825] [INFO ] [CONFIGURE ] RDY: KEPT add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T02:43:47.049878] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 1.5s/test | Remaining: 1608 tests
[2025-10-18T02:43:47.049916] [INFO ] [CONFIGURE ] RDY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:43:47.049948] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-18T02:43:47.206632] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:47.364052] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:47.563254] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:47.749987] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:47.919281] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:43:48.090302] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:48.257350] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:48.425024] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:48.592186] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:43:48.761057] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:48.761284] [INFO ] [CONFIGURE ] RDY: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:43:48.761346] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 1.5s/test | Remaining: 1607 tests
[2025-10-18T02:43:48.761384] [INFO ] [CONFIGURE ] RDY: Testing feature 20/29: add_price_rejection
[2025-10-18T02:43:48.761416] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-18T02:43:48.940985] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:49.118754] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:49.297076] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:49.475047] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:49.656217] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:43:49.837388] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:50.018496] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:50.202806] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:50.406112] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:43:50.618219] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:50.618411] [INFO ] [CONFIGURE ] RDY: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T02:43:50.618458] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 1.5s/test | Remaining: 1606 tests
[2025-10-18T02:43:50.618495] [INFO ] [CONFIGURE ] RDY: Testing feature 21/29: add_range_position
[2025-10-18T02:43:50.618529] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-18T02:43:50.814538] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:51.024084] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:51.213531] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:51.398502] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:51.584243] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:43:51.775255] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:51.962725] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:52.150749] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:43:52.338572] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:43:52.524168] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:52.524338] [INFO ] [CONFIGURE ] RDY: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T02:43:52.524381] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 1.5s/test | Remaining: 1605 tests
[2025-10-18T02:43:52.524417] [INFO ] [CONFIGURE ] RDY: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:43:52.524450] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-18T02:43:52.717400] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:52.917201] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:53.117706] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:53.319199] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:53.523461] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:43:53.723780] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:53.925866] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:54.129691] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:54.335243] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:43:54.542750] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:54.542946] [INFO ] [CONFIGURE ] RDY: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T02:43:54.542993] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 1.5s/test | Remaining: 1604 tests
[2025-10-18T02:43:54.543027] [INFO ] [CONFIGURE ] RDY: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:43:54.543058] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-18T02:43:54.714850] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:54.890531] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:55.066726] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:55.241456] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:55.415200] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:43:55.589181] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:55.762887] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:55.937113] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:56.114329] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:43:56.291056] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:56.291240] [INFO ] [CONFIGURE ] RDY: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T02:43:56.291289] [INFO ] [CONFIGURE ] JOB ETA: 39.2m | Avg: 1.5s/test | Remaining: 1603 tests
[2025-10-18T02:43:56.291325] [INFO ] [CONFIGURE ] RDY: Testing feature 24/29: add_rsi
[2025-10-18T02:43:56.291358] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-18T02:43:56.482576] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:56.701986] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:56.894902] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:57.094761] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:57.293282] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:43:57.487827] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:57.677311] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:57.864219] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:43:58.057829] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:43:58.247990] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:43:58.248189] [INFO ] [CONFIGURE ] RDY: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T02:43:58.248251] [INFO ] [CONFIGURE ] JOB ETA: 39.2m | Avg: 1.5s/test | Remaining: 1602 tests
[2025-10-18T02:43:58.248289] [INFO ] [CONFIGURE ] RDY: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:43:58.248320] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-18T02:43:58.419910] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:43:58.596312] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:43:58.777754] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:43:58.953088] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:43:59.138149] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:43:59.325737] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:43:59.500587] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:43:59.730541] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:43:59.906723] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:44:00.082735] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:44:00.082937] [INFO ] [CONFIGURE ] RDY: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T02:44:00.082984] [INFO ] [CONFIGURE ] JOB ETA: 39.2m | Avg: 1.5s/test | Remaining: 1601 tests
[2025-10-18T02:44:00.083019] [INFO ] [CONFIGURE ] RDY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:44:00.083050] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-18T02:44:00.256032] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:44:00.424716] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:44:00.594980] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:44:00.771557] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:44:00.943378] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:44:01.138799] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:44:01.337956] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:44:01.524349] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:44:01.704889] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:44:01.883028] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:44:01.883192] [INFO ] [CONFIGURE ] RDY: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:44:01.883235] [INFO ] [CONFIGURE ] JOB ETA: 39.2m | Avg: 1.5s/test | Remaining: 1600 tests
[2025-10-18T02:44:01.883269] [INFO ] [CONFIGURE ] RDY: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:44:01.883301] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-18T02:44:02.061357] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:44:02.246660] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:44:02.429844] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:44:02.610127] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:44:02.802824] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:44:03.018810] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:44:03.226138] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:44:03.431816] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:44:03.651182] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:44:03.860108] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:44:03.860299] [INFO ] [CONFIGURE ] RDY: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:44:03.860346] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 1.5s/test | Remaining: 1599 tests
[2025-10-18T02:44:03.860385] [INFO ] [CONFIGURE ] RDY: Testing feature 28/29: add_volume_profile
[2025-10-18T02:44:03.860418] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-18T02:44:04.061411] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:44:04.242620] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:44:04.420406] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:44:04.595528] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:44:04.770622] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:44:04.944486] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:44:05.125907] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:44:05.303409] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:44:05.489533] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:44:05.675774] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:44:05.676006] [INFO ] [CONFIGURE ] RDY: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T02:44:05.676067] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 1.5s/test | Remaining: 1598 tests
[2025-10-18T02:44:05.676105] [INFO ] [CONFIGURE ] RDY: Testing feature 29/29: add_vwap
[2025-10-18T02:44:05.676138] [INFO ] [CONFIGURE ] RDY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_vwap']
[2025-10-18T02:44:05.851839] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:44:06.028216] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:44:06.203030] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:44:06.384382] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:44:06.560956] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:44:06.735039] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:44:06.912718] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:44:07.090947] [DEBUG] [FORECASTER] RDY: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:44:07.266787] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:44:07.441485] [DEBUG] [FORECASTER] RDY: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:44:07.441689] [INFO ] [CONFIGURE ] RDY: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T02:44:07.441833] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 1.5s/test | Remaining: 1597 tests
[2025-10-18T02:44:07.441875] [INFO ] [CONFIGURE ] RDY: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:44:07.441906] [INFO ] [CONFIGURE ] RDY: Best accuracy: 80.00%
[2025-10-18T02:44:07.441936] [INFO ] [CONFIGURE ] RDY: Best feature set (4 features): ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-18T02:44:07.441965] [INFO ] [CONFIGURE ] RDY: Improvement over baseline: 30.00%
[2025-10-18T02:44:07.441992] [INFO ] [CONFIGURE ] RDY: Total time: 47.5 seconds
[2025-10-18T02:44:07.442018] [INFO ] [CONFIGURE ] RDY: Average time per feature: 1.7 seconds
[2025-10-18T02:44:07.442044] [INFO ] [CONFIGURE ] RDY: Average speed: 0.61 features/sec
[2025-10-18T02:44:07.442761] [INFO ] [LOCAL     ] Saved configuration for RDY: 4 features, 80.00% accuracy -> ./output/feature-sets/RDY.json
[2025-10-18T02:44:07.442847] [INFO ] [CONFIGURE ] RDY: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-10-18T02:44:07.442941] [INFO ] [sig       ] [328/380] Successfully configured RDY | 0.02 sym/s | Total: 3.9h | ETA: 37.5m
[2025-10-18T02:44:07.443038] [INFO ] [sig       ] [329/380] Configuring RELX...
[2025-10-18T02:44:07.443106] [INFO ] [CONFIGURE ] RELX: Configurate test run.
[2025-10-18T02:44:07.443162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-10-18T02:44:07.457202] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RELX'.
[2025-10-18T02:44:07.457582] [INFO ] [CONFIGURE ] RELX: Testing with 29 available features
[2025-10-18T02:44:07.457661] [INFO ] [CONFIGURE ] RELX: Establishing baseline with no features...
[2025-10-18T02:44:07.564194] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:07.674403] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:07.775616] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:07.880999] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:44:07.983867] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:08.086741] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:08.189444] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:08.295582] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:08.401159] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:08.506854] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:08.506985] [INFO ] [CONFIGURE ] RELX: Baseline score (no features): 50.00%
[2025-10-18T02:44:08.507026] [INFO ] [CONFIGURE ] RELX: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:44:08.507059] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:44:08.625080] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:08.799199] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:08.953968] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:09.095490] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:09.213729] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:09.335385] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:09.452606] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:09.569888] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:09.687924] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:09.805555] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:09.805724] [INFO ] [CONFIGURE ] RELX: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T02:44:09.805779] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 1.5s/test | Remaining: 1596 tests
[2025-10-18T02:44:09.805816] [INFO ] [CONFIGURE ] RELX: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:44:09.805847] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:44:09.928277] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:10.049749] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:10.171827] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:10.294872] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:10.420022] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:10.545615] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:10.682213] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:10.814626] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:10.946845] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:11.071427] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:11.071636] [INFO ] [CONFIGURE ] RELX: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T02:44:11.071721] [INFO ] [CONFIGURE ] JOB ETA: 39.0m | Avg: 1.5s/test | Remaining: 1595 tests
[2025-10-18T02:44:11.071761] [INFO ] [CONFIGURE ] RELX: Testing feature 3/29: add_daily_returns
[2025-10-18T02:44:11.071793] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_daily_returns']
[2025-10-18T02:44:11.183702] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:11.308007] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:11.439236] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:11.561039] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:11.684169] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:11.844501] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:11.959991] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:12.097572] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:12.234002] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:12.369615] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:12.369898] [INFO ] [CONFIGURE ] RELX: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T02:44:12.369960] [INFO ] [CONFIGURE ] JOB ETA: 39.0m | Avg: 1.5s/test | Remaining: 1594 tests
[2025-10-18T02:44:12.370052] [INFO ] [CONFIGURE ] RELX: Testing feature 4/29: add_ema
[2025-10-18T02:44:12.370110] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_ema']
[2025-10-18T02:44:12.541297] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:12.730371] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:12.910771] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:13.056974] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:13.194273] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:13.324490] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:13.450924] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:13.575738] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:44:13.699513] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:13.825022] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:13.825215] [INFO ] [CONFIGURE ] RELX: DISCARDED add_ema (score: 30.00%)
[2025-10-18T02:44:13.825259] [INFO ] [CONFIGURE ] JOB ETA: 39.0m | Avg: 1.5s/test | Remaining: 1593 tests
[2025-10-18T02:44:13.825295] [INFO ] [CONFIGURE ] RELX: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:44:13.825326] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:44:13.954229] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:14.084596] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:14.215500] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:14.348763] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:14.480181] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:14.613693] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:14.745589] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:14.878142] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:15.015199] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:44:15.150676] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:15.150839] [INFO ] [CONFIGURE ] RELX: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:44:15.150883] [INFO ] [CONFIGURE ] JOB ETA: 39.0m | Avg: 1.5s/test | Remaining: 1592 tests
[2025-10-18T02:44:15.150917] [INFO ] [CONFIGURE ] RELX: Testing feature 6/29: add_failed_moves
[2025-10-18T02:44:15.150948] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_failed_moves']
[2025-10-18T02:44:15.259919] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:15.369780] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:15.479796] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:15.590717] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:44:15.701670] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:15.813426] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:15.925034] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:16.039096] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:16.153605] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:16.268343] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:16.268561] [INFO ] [CONFIGURE ] RELX: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T02:44:16.268611] [INFO ] [CONFIGURE ] JOB ETA: 38.9m | Avg: 1.5s/test | Remaining: 1591 tests
[2025-10-18T02:44:16.268669] [INFO ] [CONFIGURE ] RELX: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:44:16.268730] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_lag_shelf']
[2025-10-18T02:44:16.369562] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:16.470962] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:16.576139] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:16.681593] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:44:16.787168] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:16.892251] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:17.000115] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:17.105929] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:17.212011] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:17.319276] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:17.319423] [INFO ] [CONFIGURE ] RELX: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T02:44:17.319466] [INFO ] [CONFIGURE ] JOB ETA: 38.9m | Avg: 1.5s/test | Remaining: 1590 tests
[2025-10-18T02:44:17.319501] [INFO ] [CONFIGURE ] RELX: Testing feature 8/29: add_macd
[2025-10-18T02:44:17.319534] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:44:17.461204] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:17.602311] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:17.741219] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:17.902791] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:18.044000] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:18.186344] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:18.326538] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:18.472511] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:18.616848] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:18.759968] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:18.760123] [INFO ] [CONFIGURE ] RELX: DISCARDED add_macd (score: 40.00%)
[2025-10-18T02:44:18.760168] [INFO ] [CONFIGURE ] JOB ETA: 38.9m | Avg: 1.5s/test | Remaining: 1589 tests
[2025-10-18T02:44:18.760202] [INFO ] [CONFIGURE ] RELX: Testing feature 9/29: add_mfi
[2025-10-18T02:44:18.760232] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_mfi']
[2025-10-18T02:44:18.873393] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:18.986923] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:19.102254] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:19.217098] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:44:19.332860] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:19.451721] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:19.573991] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:19.697458] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:19.821449] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:19.940232] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:19.940403] [INFO ] [CONFIGURE ] RELX: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T02:44:19.940445] [INFO ] [CONFIGURE ] JOB ETA: 38.9m | Avg: 1.5s/test | Remaining: 1588 tests
[2025-10-18T02:44:19.940479] [INFO ] [CONFIGURE ] RELX: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:44:19.940510] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:44:20.068230] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:20.197599] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:20.328839] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:20.459022] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:20.591918] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:20.724558] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:20.856144] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:44:21.006348] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:21.138373] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:21.272398] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:21.272525] [INFO ] [CONFIGURE ] RELX: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-18T02:44:21.272568] [INFO ] [CONFIGURE ] JOB ETA: 38.8m | Avg: 1.5s/test | Remaining: 1587 tests
[2025-10-18T02:44:21.272602] [INFO ] [CONFIGURE ] RELX: Testing feature 11/29: add_obv_daily
[2025-10-18T02:44:21.272633] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_obv_daily']
[2025-10-18T02:44:21.382449] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:21.490784] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:21.599217] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:21.706894] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:21.814193] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:21.914661] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:22.015616] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:22.116262] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:44:22.218066] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:22.319997] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:22.320152] [INFO ] [CONFIGURE ] RELX: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-18T02:44:22.320195] [INFO ] [CONFIGURE ] JOB ETA: 38.8m | Avg: 1.5s/test | Remaining: 1586 tests
[2025-10-18T02:44:22.320229] [INFO ] [CONFIGURE ] RELX: Testing feature 12/29: add_obv_interval
[2025-10-18T02:44:22.320259] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_obv_interval']
[2025-10-18T02:44:22.417892] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:22.515779] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:22.612770] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:22.710682] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:22.809072] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:22.908613] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:23.007956] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:44:23.174895] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:23.278517] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:23.387606] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:23.387773] [INFO ] [CONFIGURE ] RELX: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T02:44:23.387833] [INFO ] [CONFIGURE ] JOB ETA: 38.8m | Avg: 1.5s/test | Remaining: 1585 tests
[2025-10-18T02:44:23.387870] [INFO ] [CONFIGURE ] RELX: Testing feature 13/29: add_opening_strength
[2025-10-18T02:44:23.387901] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:44:23.500198] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:23.612936] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:44:23.727190] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:23.843210] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:44:23.959386] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:44:24.076597] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:24.193779] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:44:24.309777] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:44:24.425298] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:24.541307] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:44:24.541435] [INFO ] [CONFIGURE ] RELX: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T02:44:24.541477] [INFO ] [CONFIGURE ] JOB ETA: 38.8m | Avg: 1.5s/test | Remaining: 1584 tests
[2025-10-18T02:44:24.541511] [INFO ] [CONFIGURE ] RELX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:44:24.541542] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T02:44:24.657599] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:24.768262] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:24.878404] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:24.989546] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:25.108959] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:25.229465] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:25.349718] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:44:25.470808] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:25.592101] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:25.721394] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:25.721621] [INFO ] [CONFIGURE ] RELX: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-18T02:44:25.721710] [INFO ] [CONFIGURE ] JOB ETA: 38.7m | Avg: 1.5s/test | Remaining: 1583 tests
[2025-10-18T02:44:25.721757] [INFO ] [CONFIGURE ] RELX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:44:25.721791] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T02:44:25.831966] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:25.936254] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:26.043500] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:26.151170] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:44:26.260726] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:26.369116] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:26.477532] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:26.587713] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:26.702593] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:26.812794] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:26.812956] [INFO ] [CONFIGURE ] RELX: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:44:26.813007] [INFO ] [CONFIGURE ] JOB ETA: 38.7m | Avg: 1.5s/test | Remaining: 1582 tests
[2025-10-18T02:44:26.813042] [INFO ] [CONFIGURE ] RELX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:44:26.813074] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T02:44:26.931606] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:27.073141] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:27.187937] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:27.303242] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:27.424211] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:27.542255] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:27.661396] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:27.782259] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:27.898054] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:28.016945] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:28.017101] [INFO ] [CONFIGURE ] RELX: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T02:44:28.017159] [INFO ] [CONFIGURE ] JOB ETA: 38.7m | Avg: 1.5s/test | Remaining: 1581 tests
[2025-10-18T02:44:28.017196] [INFO ] [CONFIGURE ] RELX: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:44:28.017247] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_pbf_return_2d']
[2025-10-18T02:44:28.132720] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:28.247537] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:28.364216] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:28.481970] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:28.599888] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:28.719605] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:28.837894] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:28.958900] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:29.078633] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:29.200257] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:29.200399] [INFO ] [CONFIGURE ] RELX: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T02:44:29.200442] [INFO ] [CONFIGURE ] JOB ETA: 38.7m | Avg: 1.5s/test | Remaining: 1580 tests
[2025-10-18T02:44:29.200476] [INFO ] [CONFIGURE ] RELX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:44:29.200506] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T02:44:29.303184] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:29.407016] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:29.511021] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:44:29.614699] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:29.721243] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:29.825759] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:29.932345] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:44:30.045618] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:44:30.155818] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:30.270317] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:30.270481] [INFO ] [CONFIGURE ] RELX: DISCARDED add_pbf_volatility_5d (score: 10.00%)
[2025-10-18T02:44:30.270542] [INFO ] [CONFIGURE ] JOB ETA: 38.6m | Avg: 1.5s/test | Remaining: 1579 tests
[2025-10-18T02:44:30.270578] [INFO ] [CONFIGURE ] RELX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:44:30.270609] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T02:44:30.390921] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:30.496509] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:30.602687] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:30.709845] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:44:30.816733] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:30.924522] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:31.033361] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:31.147869] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:31.266693] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:31.385383] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:31.385561] [INFO ] [CONFIGURE ] RELX: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T02:44:31.385611] [INFO ] [CONFIGURE ] JOB ETA: 38.6m | Avg: 1.5s/test | Remaining: 1578 tests
[2025-10-18T02:44:31.385675] [INFO ] [CONFIGURE ] RELX: Testing feature 20/29: add_price_rejection
[2025-10-18T02:44:31.385729] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_price_rejection']
[2025-10-18T02:44:31.500463] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:31.614200] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:44:31.731277] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:31.849630] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:31.974622] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:32.093046] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:32.213746] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:32.331043] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:32.446545] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:32.561802] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:32.561961] [INFO ] [CONFIGURE ] RELX: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:44:32.562007] [INFO ] [CONFIGURE ] JOB ETA: 38.6m | Avg: 1.5s/test | Remaining: 1577 tests
[2025-10-18T02:44:32.562043] [INFO ] [CONFIGURE ] RELX: Testing feature 21/29: add_range_position
[2025-10-18T02:44:32.562075] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_range_position']
[2025-10-18T02:44:32.684489] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:32.809423] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:32.932016] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:33.054537] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:33.179533] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:33.305953] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:33.431492] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:33.563753] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:33.695807] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:33.823488] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:33.823659] [INFO ] [CONFIGURE ] RELX: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T02:44:33.823722] [INFO ] [CONFIGURE ] JOB ETA: 38.6m | Avg: 1.5s/test | Remaining: 1576 tests
[2025-10-18T02:44:33.823762] [INFO ] [CONFIGURE ] RELX: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:44:33.823793] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_realized_volatility']
[2025-10-18T02:44:33.971488] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:34.121446] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:34.289962] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:34.451337] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:34.592886] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:34.739521] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:34.902780] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:44:35.061494] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:35.223723] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:35.388169] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:35.388358] [INFO ] [CONFIGURE ] RELX: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T02:44:35.388403] [INFO ] [CONFIGURE ] JOB ETA: 38.5m | Avg: 1.5s/test | Remaining: 1575 tests
[2025-10-18T02:44:35.388439] [INFO ] [CONFIGURE ] RELX: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:44:35.388472] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_recent_range_context']
[2025-10-18T02:44:35.502970] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:35.616002] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:35.728355] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:35.842155] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:35.956423] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:36.071365] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:36.188258] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:36.322553] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:36.464970] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:36.590914] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:36.591085] [INFO ] [CONFIGURE ] RELX: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T02:44:36.591131] [INFO ] [CONFIGURE ] JOB ETA: 38.5m | Avg: 1.5s/test | Remaining: 1574 tests
[2025-10-18T02:44:36.591167] [INFO ] [CONFIGURE ] RELX: Testing feature 24/29: add_rsi
[2025-10-18T02:44:36.591201] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T02:44:36.734376] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:36.875397] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:37.019295] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:37.162623] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:37.300835] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:37.439671] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:37.579095] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:37.723446] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:37.867520] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:38.011269] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:38.011492] [INFO ] [CONFIGURE ] RELX: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T02:44:38.011539] [INFO ] [CONFIGURE ] JOB ETA: 38.5m | Avg: 1.5s/test | Remaining: 1573 tests
[2025-10-18T02:44:38.011575] [INFO ] [CONFIGURE ] RELX: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:44:38.011607] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_tick_distribution']
[2025-10-18T02:44:38.131074] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:38.250445] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:38.375569] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:38.494861] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:38.621397] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:38.748120] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:38.866103] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:38.986126] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:39.106372] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:39.227438] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:39.227596] [INFO ] [CONFIGURE ] RELX: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T02:44:39.227639] [INFO ] [CONFIGURE ] JOB ETA: 38.5m | Avg: 1.5s/test | Remaining: 1572 tests
[2025-10-18T02:44:39.227719] [INFO ] [CONFIGURE ] RELX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:44:39.227784] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T02:44:39.345449] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:39.494822] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:39.613263] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:39.732440] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:39.855189] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:39.977248] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:40.098885] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:40.223853] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:40.348141] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:44:40.473315] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:40.473469] [INFO ] [CONFIGURE ] RELX: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:44:40.473511] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 1.5s/test | Remaining: 1571 tests
[2025-10-18T02:44:40.473545] [INFO ] [CONFIGURE ] RELX: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:44:40.473576] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_volume_price_divergence']
[2025-10-18T02:44:40.598871] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:40.726788] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:40.854080] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:44:40.980115] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:41.110299] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:41.240490] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:41.369534] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:41.500884] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:44:41.633428] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:44:41.765909] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:41.766097] [INFO ] [CONFIGURE ] RELX: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-18T02:44:41.766144] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 1.5s/test | Remaining: 1570 tests
[2025-10-18T02:44:41.766176] [INFO ] [CONFIGURE ] RELX: Testing feature 28/29: add_volume_profile
[2025-10-18T02:44:41.766207] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_volume_profile']
[2025-10-18T02:44:41.888179] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:42.008056] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:42.129923] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:42.251223] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:42.372878] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:44:42.527564] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:42.651711] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:42.772928] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:44:42.895180] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:43.018304] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:43.018494] [INFO ] [CONFIGURE ] RELX: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-18T02:44:43.018546] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 1.5s/test | Remaining: 1569 tests
[2025-10-18T02:44:43.018581] [INFO ] [CONFIGURE ] RELX: Testing feature 29/29: add_vwap
[2025-10-18T02:44:43.018612] [INFO ] [CONFIGURE ] RELX: Testing with features: ['add_vwap']
[2025-10-18T02:44:43.138859] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:44:43.259987] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:44:43.386148] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:43.509133] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:44:43.634181] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:44:43.757481] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:44:43.880715] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:44.004886] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:44:44.135398] [DEBUG] [FORECASTER] RELX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:44:44.261756] [DEBUG] [FORECASTER] RELX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:44:44.261949] [INFO ] [CONFIGURE ] RELX: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:44:44.261994] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 1.5s/test | Remaining: 1568 tests
[2025-10-18T02:44:44.262029] [INFO ] [CONFIGURE ] RELX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:44:44.262242] [INFO ] [CONFIGURE ] RELX: Best accuracy: 50.00%
[2025-10-18T02:44:44.262293] [INFO ] [CONFIGURE ] RELX: Best feature set (0 features): []
[2025-10-18T02:44:44.262323] [INFO ] [CONFIGURE ] RELX: Improvement over baseline: 0.00%
[2025-10-18T02:44:44.262349] [INFO ] [CONFIGURE ] RELX: Total time: 35.8 seconds
[2025-10-18T02:44:44.262375] [INFO ] [CONFIGURE ] RELX: Average time per feature: 1.2 seconds
[2025-10-18T02:44:44.262402] [INFO ] [CONFIGURE ] RELX: Average speed: 0.81 features/sec
[2025-10-18T02:44:44.263247] [INFO ] [LOCAL     ] Saved configuration for RELX: 0 features, 50.00% accuracy -> ./output/feature-sets/RELX.json
[2025-10-18T02:44:44.263302] [INFO ] [CONFIGURE ] RELX: Configuration saved successfully: 0 features, 50.00% accuracy.
[2025-10-18T02:44:44.263340] [INFO ] [sig       ] [329/380] Successfully configured RELX | 0.02 sym/s | Total: 4.0h | ETA: 36.8m
[2025-10-18T02:44:44.263373] [INFO ] [sig       ] [330/380] Configuring REVG...
[2025-10-18T02:44:44.263401] [INFO ] [CONFIGURE ] REVG: Configurate test run.
[2025-10-18T02:44:44.263430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-10-18T02:44:44.277953] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'REVG'.
[2025-10-18T02:44:44.278278] [INFO ] [CONFIGURE ] REVG: Testing with 29 available features
[2025-10-18T02:44:44.278333] [INFO ] [CONFIGURE ] REVG: Establishing baseline with no features...
[2025-10-18T02:44:44.385524] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:44:44.491505] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:44:44.600271] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:44:44.714855] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:44:44.826592] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:44:44.937423] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:44:45.046505] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:45.156607] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:44:45.266891] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:44:45.379024] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:44:45.379225] [INFO ] [CONFIGURE ] REVG: Baseline score (no features): 60.00%
[2025-10-18T02:44:45.379289] [INFO ] [CONFIGURE ] REVG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:44:45.379325] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:44:45.522030] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:44:45.643760] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:44:45.765563] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:45.887129] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:44:46.010221] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:44:46.139412] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:44:46.266376] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:46.391056] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:44:46.526199] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:44:46.656638] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:44:46.656867] [INFO ] [CONFIGURE ] REVG: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-18T02:44:46.656931] [INFO ] [CONFIGURE ] JOB ETA: 38.3m | Avg: 1.5s/test | Remaining: 1567 tests
[2025-10-18T02:44:46.656970] [INFO ] [CONFIGURE ] REVG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:44:46.657002] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:44:46.801555] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:44:46.945886] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:44:47.093351] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:44:47.246220] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:44:47.391151] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:44:47.534857] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:44:47.676711] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:44:47.824835] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:44:47.971632] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:44:48.125076] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:44:48.125249] [INFO ] [CONFIGURE ] REVG: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T02:44:48.125318] [INFO ] [CONFIGURE ] JOB ETA: 38.3m | Avg: 1.5s/test | Remaining: 1566 tests
[2025-10-18T02:44:48.125391] [INFO ] [CONFIGURE ] REVG: Testing feature 3/29: add_daily_returns
[2025-10-18T02:44:48.125448] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:44:48.256963] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:44:48.383924] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:44:48.517381] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:44:48.647722] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:44:48.779590] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:44:48.912157] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:44:49.046632] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:49.184441] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:44:49.325369] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:44:49.460399] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:44:49.460586] [INFO ] [CONFIGURE ] REVG: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:44:49.460633] [INFO ] [CONFIGURE ] JOB ETA: 38.3m | Avg: 1.5s/test | Remaining: 1565 tests
[2025-10-18T02:44:49.460709] [INFO ] [CONFIGURE ] REVG: Testing feature 4/29: add_ema
[2025-10-18T02:44:49.460751] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T02:44:49.603311] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:44:49.744108] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:44:49.882236] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:44:50.036545] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:44:50.187421] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:44:50.332024] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:44:50.477523] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:50.623903] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:44:50.775087] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:44:50.926343] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:44:50.926530] [INFO ] [CONFIGURE ] REVG: DISCARDED add_ema (score: 60.00%)
[2025-10-18T02:44:50.926578] [INFO ] [CONFIGURE ] JOB ETA: 38.3m | Avg: 1.5s/test | Remaining: 1564 tests
[2025-10-18T02:44:50.926614] [INFO ] [CONFIGURE ] REVG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:44:50.926678] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:44:51.081093] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:44:51.232303] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:44:51.390879] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:44:51.540896] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:44:51.695492] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:44:51.851581] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:44:52.022163] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:44:52.187432] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:44:52.345001] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:44:52.504659] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:44:52.504832] [INFO ] [CONFIGURE ] REVG: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:44:52.504878] [INFO ] [CONFIGURE ] JOB ETA: 38.2m | Avg: 1.5s/test | Remaining: 1563 tests
[2025-10-18T02:44:52.504913] [INFO ] [CONFIGURE ] REVG: Testing feature 6/29: add_failed_moves
[2025-10-18T02:44:52.504946] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T02:44:52.639334] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:44:52.779303] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:44:52.916231] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:44:53.055283] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:44:53.192611] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:44:53.330550] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:44:53.478355] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:44:53.620193] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:44:53.762006] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:44:53.899096] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:44:53.899263] [INFO ] [CONFIGURE ] REVG: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T02:44:53.899308] [INFO ] [CONFIGURE ] JOB ETA: 38.2m | Avg: 1.5s/test | Remaining: 1562 tests
[2025-10-18T02:44:53.899476] [INFO ] [CONFIGURE ] REVG: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:44:53.899529] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T02:44:54.023501] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:44:54.153145] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:44:54.278422] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:44:54.405196] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:44:54.534067] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:44:54.684590] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:44:54.814547] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:44:54.948916] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:44:55.076666] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:44:55.206620] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:44:55.206799] [INFO ] [CONFIGURE ] REVG: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:44:55.206849] [INFO ] [CONFIGURE ] JOB ETA: 38.2m | Avg: 1.5s/test | Remaining: 1561 tests
[2025-10-18T02:44:55.206884] [INFO ] [CONFIGURE ] REVG: Testing feature 8/29: add_macd
[2025-10-18T02:44:55.206915] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T02:44:55.371637] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:44:55.538121] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:44:55.711712] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:55.881497] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:44:56.054980] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:44:56.227859] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:44:56.409179] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:44:56.589082] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:44:56.762785] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:44:56.934152] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:44:56.934360] [INFO ] [CONFIGURE ] REVG: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:44:56.934407] [INFO ] [CONFIGURE ] JOB ETA: 38.2m | Avg: 1.5s/test | Remaining: 1560 tests
[2025-10-18T02:44:56.934444] [INFO ] [CONFIGURE ] REVG: Testing feature 9/29: add_mfi
[2025-10-18T02:44:56.934477] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T02:44:57.081053] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:44:57.226411] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:44:57.371981] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:44:57.517288] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:44:57.704996] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:44:57.850070] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:44:57.995087] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:58.138032] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:44:58.282135] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:44:58.435533] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:44:58.435751] [INFO ] [CONFIGURE ] REVG: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:44:58.435824] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 1.5s/test | Remaining: 1559 tests
[2025-10-18T02:44:58.435883] [INFO ] [CONFIGURE ] REVG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:44:58.435918] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:44:58.589675] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:44:58.747065] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:44:58.902366] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:44:59.059101] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:44:59.218138] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:44:59.377329] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:44:59.534972] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:44:59.693849] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:44:59.852615] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:45:00.010166] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:00.010397] [INFO ] [CONFIGURE ] REVG: KEPT add_momentum_acceleration (score: 80.00%)
[2025-10-18T02:45:00.010472] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 1.5s/test | Remaining: 1558 tests
[2025-10-18T02:45:00.010534] [INFO ] [CONFIGURE ] REVG: Testing feature 11/29: add_obv_daily
[2025-10-18T02:45:00.010604] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T02:45:00.177258] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:00.341099] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:45:00.508440] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:00.680384] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:00.849076] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:45:01.012360] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:45:01.193398] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:01.365740] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:45:01.542304] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:01.729055] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:45:01.729288] [INFO ] [CONFIGURE ] REVG: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-18T02:45:01.729340] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 1.5s/test | Remaining: 1557 tests
[2025-10-18T02:45:01.729377] [INFO ] [CONFIGURE ] REVG: Testing feature 12/29: add_obv_interval
[2025-10-18T02:45:01.729409] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-18T02:45:01.933428] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:02.105173] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:45:02.272086] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:02.449128] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:02.622342] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:45:02.788417] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:45:02.961873] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:03.116720] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:45:03.277897] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:45:03.439873] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:45:03.440007] [INFO ] [CONFIGURE ] REVG: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:45:03.440050] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 1.5s/test | Remaining: 1556 tests
[2025-10-18T02:45:03.440084] [INFO ] [CONFIGURE ] REVG: Testing feature 13/29: add_opening_strength
[2025-10-18T02:45:03.440114] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:45:03.615428] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:03.817323] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:45:03.987318] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:04.158761] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:04.330180] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:45:04.505857] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:45:04.678568] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:04.850310] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:45:05.023244] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:05.196936] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:05.197056] [INFO ] [CONFIGURE ] REVG: KEPT add_opening_strength (score: 90.00%)
[2025-10-18T02:45:05.197099] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 1.5s/test | Remaining: 1555 tests
[2025-10-18T02:45:05.197133] [INFO ] [CONFIGURE ] REVG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:45:05.197164] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T02:45:05.390453] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:45:05.579149] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:45:05.768803] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:05.950941] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:06.134354] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:45:06.327266] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:45:06.519064] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:06.732758] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:45:06.932824] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:07.136921] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:07.137150] [INFO ] [CONFIGURE ] REVG: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T02:45:07.137196] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 1.5s/test | Remaining: 1554 tests
[2025-10-18T02:45:07.137233] [INFO ] [CONFIGURE ] REVG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:45:07.137268] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T02:45:07.324677] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:45:07.522816] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:45:07.727887] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:07.917748] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:08.121898] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:45:08.318761] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:45:08.515474] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:08.711045] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:08.916430] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:09.106514] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:45:09.106768] [INFO ] [CONFIGURE ] REVG: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:45:09.106834] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 1.5s/test | Remaining: 1553 tests
[2025-10-18T02:45:09.106874] [INFO ] [CONFIGURE ] REVG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:45:09.106907] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-18T02:45:09.293441] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:09.481992] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:45:09.683841] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:09.887660] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:10.073880] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:45:10.270665] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:45:10.460836] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:10.654546] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:45:10.844659] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:11.039498] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:11.039719] [INFO ] [CONFIGURE ] REVG: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-18T02:45:11.039779] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 1.5s/test | Remaining: 1552 tests
[2025-10-18T02:45:11.039818] [INFO ] [CONFIGURE ] REVG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:45:11.039903] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-18T02:45:11.212807] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:45:11.390355] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:45:11.569089] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:11.746815] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:11.922765] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:45:12.097247] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:45:12.274143] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:45:12.444739] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:45:12.616417] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:12.787837] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:45:12.788011] [INFO ] [CONFIGURE ] REVG: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T02:45:12.788056] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 1.5s/test | Remaining: 1551 tests
[2025-10-18T02:45:12.788091] [INFO ] [CONFIGURE ] REVG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:45:12.788122] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-18T02:45:12.965172] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:13.142160] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:45:13.320418] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:13.498785] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:13.674118] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:45:13.852556] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:45:14.040841] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:14.223144] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:45:14.405458] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:14.578117] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:14.578301] [INFO ] [CONFIGURE ] REVG: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:45:14.578344] [INFO ] [CONFIGURE ] JOB ETA: 37.9m | Avg: 1.5s/test | Remaining: 1550 tests
[2025-10-18T02:45:14.578378] [INFO ] [CONFIGURE ] REVG: Testing feature 20/29: add_price_rejection
[2025-10-18T02:45:14.578412] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-18T02:45:14.753590] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:14.934114] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:45:15.134287] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:15.323781] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:15.526716] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:45:15.733875] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:45:15.942676] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:16.142126] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:45:16.325319] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:16.509313] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:16.509487] [INFO ] [CONFIGURE ] REVG: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-18T02:45:16.509531] [INFO ] [CONFIGURE ] JOB ETA: 37.9m | Avg: 1.5s/test | Remaining: 1549 tests
[2025-10-18T02:45:16.509565] [INFO ] [CONFIGURE ] REVG: Testing feature 21/29: add_range_position
[2025-10-18T02:45:16.509597] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-18T02:45:16.699757] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:45:16.890055] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:45:17.083439] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:17.295626] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:17.508981] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:45:17.734326] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:45:17.952047] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:18.141946] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:45:18.333300] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:18.528915] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:18.529073] [INFO ] [CONFIGURE ] REVG: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T02:45:18.529201] [INFO ] [CONFIGURE ] JOB ETA: 37.9m | Avg: 1.5s/test | Remaining: 1548 tests
[2025-10-18T02:45:18.529244] [INFO ] [CONFIGURE ] REVG: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:45:18.529276] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-18T02:45:18.730001] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:18.960062] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:45:19.180618] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:19.383585] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:19.592355] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:45:19.802466] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:45:20.017892] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:20.229063] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:45:20.437860] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:20.652974] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:45:20.653290] [INFO ] [CONFIGURE ] REVG: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T02:45:20.653353] [INFO ] [CONFIGURE ] JOB ETA: 37.9m | Avg: 1.5s/test | Remaining: 1547 tests
[2025-10-18T02:45:20.653389] [INFO ] [CONFIGURE ] REVG: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:45:20.653420] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-18T02:45:20.844125] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:45:21.105889] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:45:21.365328] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:45:21.634340] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:21.892964] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:45:22.093774] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:45:22.274502] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:45:22.460115] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:22.656299] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:22.833089] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:22.833293] [INFO ] [CONFIGURE ] REVG: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T02:45:22.833356] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 1.5s/test | Remaining: 1546 tests
[2025-10-18T02:45:22.833396] [INFO ] [CONFIGURE ] REVG: Testing feature 24/29: add_rsi
[2025-10-18T02:45:22.833430] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-18T02:45:23.028956] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:23.239916] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:45:23.463760] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:23.670339] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:23.877257] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:45:24.088424] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:45:24.294125] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:24.496181] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:45:24.698953] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:24.901770] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:45:24.901959] [INFO ] [CONFIGURE ] REVG: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T02:45:24.902004] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 1.5s/test | Remaining: 1545 tests
[2025-10-18T02:45:24.902040] [INFO ] [CONFIGURE ] REVG: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:45:24.902074] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-18T02:45:25.075972] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:25.256015] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:45:25.439258] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:25.628119] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:25.827948] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:45:26.004577] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:45:26.181804] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:26.360361] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:45:26.551838] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:26.740987] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:26.741170] [INFO ] [CONFIGURE ] REVG: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T02:45:26.741215] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 1.5s/test | Remaining: 1544 tests
[2025-10-18T02:45:26.741252] [INFO ] [CONFIGURE ] REVG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:45:26.741285] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-18T02:45:26.936289] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:27.120953] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:45:27.293097] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:27.466268] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:27.643146] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:45:27.826094] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:45:28.037878] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:28.238086] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:45:28.422277] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:28.602820] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:28.602990] [INFO ] [CONFIGURE ] REVG: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T02:45:28.603034] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 1.5s/test | Remaining: 1543 tests
[2025-10-18T02:45:28.603096] [INFO ] [CONFIGURE ] REVG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:45:28.603154] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-18T02:45:28.785353] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:45:28.969816] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:45:29.158238] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:29.343778] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:29.529735] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:45:29.720444] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:45:29.901731] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:45:30.083171] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:45:30.265724] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:30.448891] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:30.449060] [INFO ] [CONFIGURE ] REVG: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:45:30.449103] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 1.5s/test | Remaining: 1542 tests
[2025-10-18T02:45:30.449138] [INFO ] [CONFIGURE ] REVG: Testing feature 28/29: add_volume_profile
[2025-10-18T02:45:30.449169] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-18T02:45:30.621811] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:30.808731] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:45:31.004375] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:31.189470] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:31.372527] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:45:31.565805] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:45:31.757581] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:31.953778] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:32.159763] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:32.355562] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:45:32.355756] [INFO ] [CONFIGURE ] REVG: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:45:32.355810] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 1.5s/test | Remaining: 1541 tests
[2025-10-18T02:45:32.355847] [INFO ] [CONFIGURE ] REVG: Testing feature 29/29: add_vwap
[2025-10-18T02:45:32.355881] [INFO ] [CONFIGURE ] REVG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-10-18T02:45:32.550264] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:45:32.748936] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:45:32.943430] [DEBUG] [FORECASTER] REVG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:33.133010] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:45:33.327113] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:45:33.531904] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:45:33.740880] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:33.955993] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:45:34.164579] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:34.374012] [DEBUG] [FORECASTER] REVG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:34.374186] [INFO ] [CONFIGURE ] REVG: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T02:45:34.374229] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 1.5s/test | Remaining: 1540 tests
[2025-10-18T02:45:34.374265] [INFO ] [CONFIGURE ] REVG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:45:34.374295] [INFO ] [CONFIGURE ] REVG: Best accuracy: 90.00%
[2025-10-18T02:45:34.374356] [INFO ] [CONFIGURE ] REVG: Best feature set (5 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:45:34.374464] [INFO ] [CONFIGURE ] REVG: Improvement over baseline: 30.00%
[2025-10-18T02:45:34.374517] [INFO ] [CONFIGURE ] REVG: Total time: 49.0 seconds
[2025-10-18T02:45:34.374549] [INFO ] [CONFIGURE ] REVG: Average time per feature: 1.7 seconds
[2025-10-18T02:45:34.374578] [INFO ] [CONFIGURE ] REVG: Average speed: 0.59 features/sec
[2025-10-18T02:45:34.375243] [INFO ] [LOCAL     ] Saved configuration for REVG: 5 features, 90.00% accuracy -> ./output/feature-sets/REVG.json
[2025-10-18T02:45:34.375316] [INFO ] [CONFIGURE ] REVG: Configuration saved successfully: 5 features, 90.00% accuracy.
[2025-10-18T02:45:34.375412] [INFO ] [sig       ] [330/380] Successfully configured REVG | 0.02 sym/s | Total: 4.0h | ETA: 36.1m
[2025-10-18T02:45:34.375480] [INFO ] [sig       ] [331/380] Configuring REX...
[2025-10-18T02:45:34.375546] [INFO ] [CONFIGURE ] REX: Configurate test run.
[2025-10-18T02:45:34.375603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-10-18T02:45:34.389632] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'REX'.
[2025-10-18T02:45:34.390068] [INFO ] [CONFIGURE ] REX: Testing with 29 available features
[2025-10-18T02:45:34.390157] [INFO ] [CONFIGURE ] REX: Establishing baseline with no features...
[2025-10-18T02:45:34.501794] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:34.611629] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:34.721955] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:34.830831] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:45:34.942056] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:45:35.054616] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:35.173136] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:45:35.283993] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:35.395631] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:35.509161] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:35.509318] [INFO ] [CONFIGURE ] REX: Baseline score (no features): 60.00%
[2025-10-18T02:45:35.509363] [INFO ] [CONFIGURE ] REX: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:45:35.509397] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:45:35.632192] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:45:35.750569] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:35.875388] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:35.998318] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:45:36.123052] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:45:36.247257] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:36.371306] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:36.498193] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:36.630195] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:36.754591] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:36.754849] [INFO ] [CONFIGURE ] REX: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-18T02:45:36.754909] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 1.5s/test | Remaining: 1539 tests
[2025-10-18T02:45:36.754946] [INFO ] [CONFIGURE ] REX: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:45:36.754976] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:45:36.894097] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:37.030445] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:37.170080] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:37.308451] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:45:37.447280] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:45:37.585404] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:37.724639] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:37.864596] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:38.006631] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:38.143116] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:38.143278] [INFO ] [CONFIGURE ] REX: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T02:45:38.143322] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 1.5s/test | Remaining: 1538 tests
[2025-10-18T02:45:38.143357] [INFO ] [CONFIGURE ] REX: Testing feature 3/29: add_daily_returns
[2025-10-18T02:45:38.143386] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:45:38.261088] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:38.378411] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:38.496377] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:38.614463] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:45:38.734188] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:45:38.862039] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:38.986463] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:39.108525] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:39.233745] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:39.357861] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:39.358051] [INFO ] [CONFIGURE ] REX: KEPT add_daily_returns (score: 80.00%)
[2025-10-18T02:45:39.358098] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 1.5s/test | Remaining: 1537 tests
[2025-10-18T02:45:39.358136] [INFO ] [CONFIGURE ] REX: Testing feature 4/29: add_ema
[2025-10-18T02:45:39.358174] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T02:45:39.496215] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:39.632840] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:39.775168] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:39.913482] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:45:40.067675] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:45:40.231960] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:40.378891] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:40.529271] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:40.680232] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:40.826079] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:40.826264] [INFO ] [CONFIGURE ] REX: DISCARDED add_ema (score: 80.00%)
[2025-10-18T02:45:40.826310] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 1.5s/test | Remaining: 1536 tests
[2025-10-18T02:45:40.826420] [INFO ] [CONFIGURE ] REX: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:45:40.826461] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:45:40.978157] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:45:41.130259] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:41.283122] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:41.435271] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:45:41.588488] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:45:41.736163] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:41.884213] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:42.031122] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:42.180512] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:45:42.333418] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:42.333593] [INFO ] [CONFIGURE ] REX: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:45:42.333671] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 1.5s/test | Remaining: 1535 tests
[2025-10-18T02:45:42.333729] [INFO ] [CONFIGURE ] REX: Testing feature 6/29: add_failed_moves
[2025-10-18T02:45:42.333763] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T02:45:42.461337] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:42.589958] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:42.719882] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:42.848577] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:45:42.980147] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:45:43.109181] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:43.237951] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:43.368188] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:43.500733] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:43.636174] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:43.636356] [INFO ] [CONFIGURE ] REX: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T02:45:43.636401] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 1.5s/test | Remaining: 1534 tests
[2025-10-18T02:45:43.636437] [INFO ] [CONFIGURE ] REX: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:45:43.636517] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T02:45:43.769611] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:43.887495] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:44.013335] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:44.135544] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:45:44.260066] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:45:44.381187] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:44.510472] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:44.634791] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:44.758844] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:44.882330] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:44.882533] [INFO ] [CONFIGURE ] REX: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T02:45:44.882600] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 1.5s/test | Remaining: 1533 tests
[2025-10-18T02:45:44.882680] [INFO ] [CONFIGURE ] REX: Testing feature 8/29: add_macd
[2025-10-18T02:45:44.882731] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T02:45:45.045936] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:45.212478] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:45.370232] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:45:45.526732] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:45:45.684044] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:45:45.841815] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:45.999699] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:46.165256] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:46.323519] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:45:46.483807] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:46.483982] [INFO ] [CONFIGURE ] REX: DISCARDED add_macd (score: 80.00%)
[2025-10-18T02:45:46.484027] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 1.5s/test | Remaining: 1532 tests
[2025-10-18T02:45:46.484063] [INFO ] [CONFIGURE ] REX: Testing feature 9/29: add_mfi
[2025-10-18T02:45:46.484095] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-18T02:45:46.630392] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:46.776912] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:46.918001] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:47.059322] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:45:47.212049] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:45:47.361195] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:47.510833] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:47.661212] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:47.834846] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:47.997028] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:47.997318] [INFO ] [CONFIGURE ] REX: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T02:45:47.997373] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 1.5s/test | Remaining: 1531 tests
[2025-10-18T02:45:47.997412] [INFO ] [CONFIGURE ] REX: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:45:47.997446] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:45:48.171586] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:48.327963] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:48.483363] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:48.642253] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:45:48.801223] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:45:48.960719] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:49.122257] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:49.283758] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:49.445338] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:49.606106] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:49.606265] [INFO ] [CONFIGURE ] REX: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-18T02:45:49.606308] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 1.5s/test | Remaining: 1530 tests
[2025-10-18T02:45:49.606344] [INFO ] [CONFIGURE ] REX: Testing feature 11/29: add_obv_daily
[2025-10-18T02:45:49.606375] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T02:45:49.743408] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:49.877324] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:50.012381] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:50.146962] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:45:50.285533] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:45:50.423858] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:50.564199] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:50.705283] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:50.849890] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:50.992343] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:50.992510] [INFO ] [CONFIGURE ] REX: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-18T02:45:50.992555] [INFO ] [CONFIGURE ] JOB ETA: 37.4m | Avg: 1.5s/test | Remaining: 1529 tests
[2025-10-18T02:45:50.992590] [INFO ] [CONFIGURE ] REX: Testing feature 12/29: add_obv_interval
[2025-10-18T02:45:50.992622] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T02:45:51.125623] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:51.265384] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:51.402000] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:51.539330] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:45:51.675803] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:45:51.813351] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:51.949239] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:52.078764] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:52.211683] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:52.347927] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:52.348109] [INFO ] [CONFIGURE ] REX: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:45:52.348169] [INFO ] [CONFIGURE ] JOB ETA: 37.4m | Avg: 1.5s/test | Remaining: 1528 tests
[2025-10-18T02:45:52.348206] [INFO ] [CONFIGURE ] REX: Testing feature 13/29: add_opening_strength
[2025-10-18T02:45:52.348238] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:45:52.481081] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:52.615068] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:52.749309] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:45:52.884433] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:45:53.019787] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:45:53.156108] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:53.293062] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:53.433279] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:53.573362] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:53.712749] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:53.712965] [INFO ] [CONFIGURE ] REX: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-18T02:45:53.713017] [INFO ] [CONFIGURE ] JOB ETA: 37.4m | Avg: 1.5s/test | Remaining: 1527 tests
[2025-10-18T02:45:53.713059] [INFO ] [CONFIGURE ] REX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:45:53.713091] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T02:45:53.861612] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:54.006513] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:54.172638] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:45:54.338560] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:45:54.492758] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:45:54.652477] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:54.822363] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:54.982385] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:55.132186] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:45:55.311693] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:55.311864] [INFO ] [CONFIGURE ] REX: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T02:45:55.311907] [INFO ] [CONFIGURE ] JOB ETA: 37.4m | Avg: 1.5s/test | Remaining: 1526 tests
[2025-10-18T02:45:55.311940] [INFO ] [CONFIGURE ] REX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:45:55.311971] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T02:45:55.441991] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:55.572759] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:55.706403] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:55.838460] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:45:55.974759] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:45:56.110688] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:56.247258] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:56.382793] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:56.519367] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:56.656600] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:56.656780] [INFO ] [CONFIGURE ] REX: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T02:45:56.656830] [INFO ] [CONFIGURE ] JOB ETA: 37.3m | Avg: 1.5s/test | Remaining: 1525 tests
[2025-10-18T02:45:56.656866] [INFO ] [CONFIGURE ] REX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:45:56.656896] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T02:45:56.796292] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:56.943499] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:57.092572] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:57.237297] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:45:57.405990] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:45:57.549874] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:57.689505] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:45:57.828431] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:57.967402] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:58.106290] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:58.106427] [INFO ] [CONFIGURE ] REX: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T02:45:58.106469] [INFO ] [CONFIGURE ] JOB ETA: 37.3m | Avg: 1.5s/test | Remaining: 1524 tests
[2025-10-18T02:45:58.106505] [INFO ] [CONFIGURE ] REX: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:45:58.106536] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T02:45:58.246383] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:45:58.387742] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:58.530070] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:45:58.675525] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:45:58.824696] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:45:58.967284] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:45:59.110113] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:45:59.251343] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:45:59.396668] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:45:59.547193] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:45:59.547394] [INFO ] [CONFIGURE ] REX: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:45:59.547439] [INFO ] [CONFIGURE ] JOB ETA: 37.3m | Avg: 1.5s/test | Remaining: 1523 tests
[2025-10-18T02:45:59.547475] [INFO ] [CONFIGURE ] REX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:45:59.547507] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T02:45:59.678340] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:45:59.806498] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:45:59.930793] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:46:00.054800] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:00.179889] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:00.308904] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:46:00.435261] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:46:00.561335] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:00.686560] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:00.813689] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:46:00.813832] [INFO ] [CONFIGURE ] REX: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T02:46:00.813876] [INFO ] [CONFIGURE ] JOB ETA: 37.3m | Avg: 1.5s/test | Remaining: 1522 tests
[2025-10-18T02:46:00.813910] [INFO ] [CONFIGURE ] REX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:46:00.813940] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T02:46:00.935163] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:01.056107] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:46:01.183501] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:46:01.314879] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:01.454432] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:01.585449] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:46:01.713347] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:46:01.858294] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:01.985330] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:02.110762] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:46:02.110921] [INFO ] [CONFIGURE ] REX: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:46:02.111014] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 1.5s/test | Remaining: 1521 tests
[2025-10-18T02:46:02.111068] [INFO ] [CONFIGURE ] REX: Testing feature 20/29: add_price_rejection
[2025-10-18T02:46:02.111101] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-18T02:46:02.244070] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:02.374448] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:46:02.506801] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:46:02.638784] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:02.779329] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:02.922347] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:46:03.062565] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:46:03.207327] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:03.342763] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:03.478885] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:46:03.479024] [INFO ] [CONFIGURE ] REX: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T02:46:03.479066] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 1.5s/test | Remaining: 1520 tests
[2025-10-18T02:46:03.479100] [INFO ] [CONFIGURE ] REX: Testing feature 21/29: add_range_position
[2025-10-18T02:46:03.479130] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-10-18T02:46:03.618998] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:03.758423] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:46:03.900318] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:46:04.041922] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:04.186164] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:04.332305] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:46:04.475945] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:46:04.619304] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:04.767154] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:04.912592] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:46:04.912761] [INFO ] [CONFIGURE ] REX: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:46:04.912811] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 1.5s/test | Remaining: 1519 tests
[2025-10-18T02:46:04.912848] [INFO ] [CONFIGURE ] REX: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:46:04.912878] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-10-18T02:46:05.068206] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:05.223236] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:46:05.377783] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:46:05.532992] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:05.691141] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:05.848779] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:46:06.004719] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:46:06.168460] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:06.330551] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:06.490958] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:46:06.491110] [INFO ] [CONFIGURE ] REX: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T02:46:06.491153] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 1.5s/test | Remaining: 1518 tests
[2025-10-18T02:46:06.491187] [INFO ] [CONFIGURE ] REX: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:46:06.491218] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-10-18T02:46:06.626631] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:06.766848] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:46:06.904827] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:46:07.043518] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:07.185851] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:07.327318] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:46:07.470026] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:46:07.607073] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:07.749630] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:07.888387] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:46:07.888581] [INFO ] [CONFIGURE ] REX: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T02:46:07.888665] [INFO ] [CONFIGURE ] JOB ETA: 37.1m | Avg: 1.5s/test | Remaining: 1517 tests
[2025-10-18T02:46:07.888725] [INFO ] [CONFIGURE ] REX: Testing feature 24/29: add_rsi
[2025-10-18T02:46:07.888761] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T02:46:08.042148] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:08.196516] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:46:08.348767] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:46:08.501173] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:08.656627] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:08.824572] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:46:08.989006] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:46:09.146704] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:09.312012] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:09.472730] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:46:09.472891] [INFO ] [CONFIGURE ] REX: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T02:46:09.472934] [INFO ] [CONFIGURE ] JOB ETA: 37.1m | Avg: 1.5s/test | Remaining: 1516 tests
[2025-10-18T02:46:09.472969] [INFO ] [CONFIGURE ] REX: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:46:09.473045] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-10-18T02:46:09.597977] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:09.723282] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:46:09.849784] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:46:09.975074] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:10.108123] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:10.240574] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:46:10.371281] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:46:10.503017] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:10.631908] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:10.766864] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:46:10.767047] [INFO ] [CONFIGURE ] REX: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T02:46:10.767091] [INFO ] [CONFIGURE ] JOB ETA: 37.1m | Avg: 1.5s/test | Remaining: 1515 tests
[2025-10-18T02:46:10.767126] [INFO ] [CONFIGURE ] REX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:46:10.767157] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T02:46:10.895216] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:11.021913] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:46:11.150374] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:46:11.282290] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:11.425263] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:11.560465] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:46:11.694992] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:46:11.831448] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:11.966350] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:12.103975] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:46:12.104143] [INFO ] [CONFIGURE ] REX: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:46:12.104186] [INFO ] [CONFIGURE ] JOB ETA: 37.1m | Avg: 1.5s/test | Remaining: 1514 tests
[2025-10-18T02:46:12.104220] [INFO ] [CONFIGURE ] REX: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:46:12.104252] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-18T02:46:12.263006] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:12.405338] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:46:12.548375] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:46:12.694934] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:12.840957] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:12.988510] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:46:13.140487] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:46:13.321268] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:13.499524] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:13.667769] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:46:13.668010] [INFO ] [CONFIGURE ] REX: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T02:46:13.668072] [INFO ] [CONFIGURE ] JOB ETA: 37.0m | Avg: 1.5s/test | Remaining: 1513 tests
[2025-10-18T02:46:13.668114] [INFO ] [CONFIGURE ] REX: Testing feature 28/29: add_volume_profile
[2025-10-18T02:46:13.668148] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-10-18T02:46:13.832561] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:13.990074] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:46:14.171471] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:46:14.368187] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:14.548264] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:14.732579] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:46:14.936247] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:46:15.086561] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:15.223422] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:15.358674] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:46:15.358880] [INFO ] [CONFIGURE ] REX: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:46:15.358980] [INFO ] [CONFIGURE ] JOB ETA: 37.0m | Avg: 1.5s/test | Remaining: 1512 tests
[2025-10-18T02:46:15.359026] [INFO ] [CONFIGURE ] REX: Testing feature 29/29: add_vwap
[2025-10-18T02:46:15.359060] [INFO ] [CONFIGURE ] REX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap']
[2025-10-18T02:46:15.492595] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:46:15.627024] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:46:15.763581] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:46:15.898701] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:46:16.034901] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:16.169235] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:46:16.305455] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:46:16.441008] [DEBUG] [FORECASTER] REX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:16.577382] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:16.715938] [DEBUG] [FORECASTER] REX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:46:16.716086] [INFO ] [CONFIGURE ] REX: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T02:46:16.716130] [INFO ] [CONFIGURE ] JOB ETA: 37.0m | Avg: 1.5s/test | Remaining: 1511 tests
[2025-10-18T02:46:16.716180] [INFO ] [CONFIGURE ] REX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:46:16.716235] [INFO ] [CONFIGURE ] REX: Best accuracy: 80.00%
[2025-10-18T02:46:16.716270] [INFO ] [CONFIGURE ] REX: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:46:16.716338] [INFO ] [CONFIGURE ] REX: Improvement over baseline: 20.00%
[2025-10-18T02:46:16.716387] [INFO ] [CONFIGURE ] REX: Total time: 41.2 seconds
[2025-10-18T02:46:16.716417] [INFO ] [CONFIGURE ] REX: Average time per feature: 1.4 seconds
[2025-10-18T02:46:16.716446] [INFO ] [CONFIGURE ] REX: Average speed: 0.70 features/sec
[2025-10-18T02:46:16.716995] [INFO ] [LOCAL     ] Saved configuration for REX: 2 features, 80.00% accuracy -> ./output/feature-sets/REX.json
[2025-10-18T02:46:16.717062] [INFO ] [CONFIGURE ] REX: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T02:46:16.717148] [INFO ] [sig       ] [331/380] Successfully configured REX | 0.02 sym/s | Total: 4.0h | ETA: 35.4m
[2025-10-18T02:46:16.717204] [INFO ] [sig       ] [332/380] Configuring REXR...
[2025-10-18T02:46:16.717247] [INFO ] [CONFIGURE ] REXR: Configurate test run.
[2025-10-18T02:46:16.717302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REXR' from 'https://tdm.silogroup.org/data/derivative_storage/REXR.csv'.
[2025-10-18T02:46:16.729583] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'REXR'.
[2025-10-18T02:46:16.729995] [INFO ] [CONFIGURE ] REXR: Testing with 29 available features
[2025-10-18T02:46:16.730053] [INFO ] [CONFIGURE ] REXR: Establishing baseline with no features...
[2025-10-18T02:46:16.826792] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:16.924353] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:17.021934] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:17.119494] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:46:17.220922] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:46:17.321942] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:17.423137] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:17.526008] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:46:17.628400] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:17.730576] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:46:17.730761] [INFO ] [CONFIGURE ] REXR: Baseline score (no features): 50.00%
[2025-10-18T02:46:17.730812] [INFO ] [CONFIGURE ] REXR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:46:17.730845] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:46:17.840813] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:17.950261] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:18.061627] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:18.178034] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:18.294481] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:46:18.414969] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:18.532285] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:18.652579] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:18.772193] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:18.891855] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:18.892040] [INFO ] [CONFIGURE ] REXR: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T02:46:18.892108] [INFO ] [CONFIGURE ] JOB ETA: 37.0m | Avg: 1.5s/test | Remaining: 1510 tests
[2025-10-18T02:46:18.892145] [INFO ] [CONFIGURE ] REXR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:46:18.892179] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:46:19.029520] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:19.166518] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:19.305094] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:19.443591] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:46:19.584140] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:19.732322] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:19.875428] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:20.014967] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:20.146414] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:46:20.279395] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:46:20.279553] [INFO ] [CONFIGURE ] REXR: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T02:46:20.279712] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 1.5s/test | Remaining: 1509 tests
[2025-10-18T02:46:20.279759] [INFO ] [CONFIGURE ] REXR: Testing feature 3/29: add_daily_returns
[2025-10-18T02:46:20.279793] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:46:20.393307] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:20.507508] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:20.622770] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:20.743503] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:20.865319] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:20.986820] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:21.110473] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:21.239112] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:21.358220] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:21.478835] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:21.479006] [INFO ] [CONFIGURE ] REXR: KEPT add_daily_returns (score: 70.00%)
[2025-10-18T02:46:21.479051] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 1.5s/test | Remaining: 1508 tests
[2025-10-18T02:46:21.479085] [INFO ] [CONFIGURE ] REXR: Testing feature 4/29: add_ema
[2025-10-18T02:46:21.479116] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T02:46:21.613586] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:21.748142] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:21.892259] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:22.037110] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:22.180164] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:22.319726] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:22.460006] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:22.603135] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:22.747104] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:46:22.884523] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:22.884705] [INFO ] [CONFIGURE ] REXR: DISCARDED add_ema (score: 60.00%)
[2025-10-18T02:46:22.884764] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 1.5s/test | Remaining: 1507 tests
[2025-10-18T02:46:22.884801] [INFO ] [CONFIGURE ] REXR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:46:22.884833] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:46:23.030567] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:23.180472] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:23.345530] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:23.492972] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:23.638859] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:23.784460] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:46:23.929717] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:24.075469] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:46:24.229818] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:46:24.378077] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:24.378202] [INFO ] [CONFIGURE ] REXR: KEPT add_exhaustion_signals (score: 80.00%)
[2025-10-18T02:46:24.378246] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 1.5s/test | Remaining: 1506 tests
[2025-10-18T02:46:24.378282] [INFO ] [CONFIGURE ] REXR: Testing feature 6/29: add_failed_moves
[2025-10-18T02:46:24.378313] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T02:46:24.528826] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:24.679479] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:24.830570] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:24.981550] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:25.133491] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:25.289360] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:46:25.446840] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:25.623183] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:46:25.782078] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:25.936127] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:25.936247] [INFO ] [CONFIGURE ] REXR: KEPT add_failed_moves (score: 90.00%)
[2025-10-18T02:46:25.936291] [INFO ] [CONFIGURE ] JOB ETA: 36.8m | Avg: 1.5s/test | Remaining: 1505 tests
[2025-10-18T02:46:25.936326] [INFO ] [CONFIGURE ] REXR: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:46:25.936379] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf']
[2025-10-18T02:46:26.094436] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:26.260219] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:26.421603] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:26.582999] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:26.747141] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:26.913583] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:27.091516] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:27.265531] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:46:27.433987] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:27.602067] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:27.602232] [INFO ] [CONFIGURE ] REXR: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T02:46:27.602275] [INFO ] [CONFIGURE ] JOB ETA: 36.8m | Avg: 1.5s/test | Remaining: 1504 tests
[2025-10-18T02:46:27.602310] [INFO ] [CONFIGURE ] REXR: Testing feature 8/29: add_macd
[2025-10-18T02:46:27.602341] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd']
[2025-10-18T02:46:27.791590] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:27.977028] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:28.163557] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:28.349344] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:28.535273] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:28.728073] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:46:28.914732] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:29.103180] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:29.300429] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:46:29.489500] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:29.489720] [INFO ] [CONFIGURE ] REXR: DISCARDED add_macd (score: 70.00%)
[2025-10-18T02:46:29.489778] [INFO ] [CONFIGURE ] JOB ETA: 36.8m | Avg: 1.5s/test | Remaining: 1503 tests
[2025-10-18T02:46:29.489816] [INFO ] [CONFIGURE ] REXR: Testing feature 9/29: add_mfi
[2025-10-18T02:46:29.489848] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi']
[2025-10-18T02:46:29.665513] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:29.842985] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:30.020013] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:30.220552] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:30.410891] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:30.598052] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:46:30.787827] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:30.968466] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:46:31.158971] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:31.344949] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:31.345147] [INFO ] [CONFIGURE ] REXR: DISCARDED add_mfi (score: 90.00%)
[2025-10-18T02:46:31.345192] [INFO ] [CONFIGURE ] JOB ETA: 36.8m | Avg: 1.5s/test | Remaining: 1502 tests
[2025-10-18T02:46:31.345230] [INFO ] [CONFIGURE ] REXR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:46:31.345264] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:46:31.532532] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:31.737117] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:31.951735] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:32.173378] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:32.398511] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:32.625088] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:32.845419] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:33.051773] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:33.252673] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:33.450417] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:33.450621] [INFO ] [CONFIGURE ] REXR: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T02:46:33.450699] [INFO ] [CONFIGURE ] JOB ETA: 36.7m | Avg: 1.5s/test | Remaining: 1501 tests
[2025-10-18T02:46:33.450747] [INFO ] [CONFIGURE ] REXR: Testing feature 11/29: add_obv_daily
[2025-10-18T02:46:33.450781] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily']
[2025-10-18T02:46:33.621919] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:33.795427] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:33.967526] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:34.140729] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:34.317825] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:34.492454] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:34.708854] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:34.883526] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:46:35.058930] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:35.238477] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:35.238714] [INFO ] [CONFIGURE ] REXR: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-18T02:46:35.238776] [INFO ] [CONFIGURE ] JOB ETA: 36.7m | Avg: 1.5s/test | Remaining: 1500 tests
[2025-10-18T02:46:35.238838] [INFO ] [CONFIGURE ] REXR: Testing feature 12/29: add_obv_interval
[2025-10-18T02:46:35.238873] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_interval']
[2025-10-18T02:46:35.406624] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:35.577538] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:35.745727] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:35.914034] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:36.084990] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:36.259825] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:36.434014] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:36.606750] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:36.779298] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:46:36.956522] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:36.956715] [INFO ] [CONFIGURE ] REXR: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:46:36.956771] [INFO ] [CONFIGURE ] JOB ETA: 36.7m | Avg: 1.5s/test | Remaining: 1499 tests
[2025-10-18T02:46:36.956808] [INFO ] [CONFIGURE ] REXR: Testing feature 13/29: add_opening_strength
[2025-10-18T02:46:36.956840] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_opening_strength']
[2025-10-18T02:46:37.131452] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:37.310356] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:37.483195] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:37.651213] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:37.824807] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:37.993496] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:46:38.158260] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:38.330035] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:38.503477] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:46:38.675998] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:38.676161] [INFO ] [CONFIGURE ] REXR: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T02:46:38.676205] [INFO ] [CONFIGURE ] JOB ETA: 36.7m | Avg: 1.5s/test | Remaining: 1498 tests
[2025-10-18T02:46:38.676239] [INFO ] [CONFIGURE ] REXR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:46:38.676270] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-10-18T02:46:38.848987] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:39.021556] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:39.215037] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:39.394977] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:39.577090] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:39.758659] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:39.939915] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:40.122957] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:40.306520] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:46:40.490533] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:40.490713] [INFO ] [CONFIGURE ] REXR: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T02:46:40.490795] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 1.5s/test | Remaining: 1497 tests
[2025-10-18T02:46:40.490855] [INFO ] [CONFIGURE ] REXR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:46:40.490891] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-10-18T02:46:40.652054] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:40.808727] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:40.965561] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:41.121371] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:41.278563] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:41.435156] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:41.596941] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:46:41.755921] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:41.917537] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:42.081488] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:42.081676] [INFO ] [CONFIGURE ] REXR: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T02:46:42.081738] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 1.5s/test | Remaining: 1496 tests
[2025-10-18T02:46:42.081776] [INFO ] [CONFIGURE ] REXR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:46:42.081808] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-10-18T02:46:42.249126] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:46:42.416504] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:42.584186] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:42.754310] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:42.924128] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:43.095727] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:43.268853] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:43.443229] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:46:43.619323] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:46:43.816899] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:43.817144] [INFO ] [CONFIGURE ] REXR: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:46:43.817194] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 1.5s/test | Remaining: 1495 tests
[2025-10-18T02:46:43.817232] [INFO ] [CONFIGURE ] REXR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:46:43.817267] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_return_2d']
[2025-10-18T02:46:43.992925] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:44.168623] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:44.342281] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:44.510751] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:44.681986] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:44.853892] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:45.024762] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:45.197236] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:45.368995] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:45.541621] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:45.541796] [INFO ] [CONFIGURE ] REXR: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T02:46:45.541845] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 1.5s/test | Remaining: 1494 tests
[2025-10-18T02:46:45.541881] [INFO ] [CONFIGURE ] REXR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:46:45.541914] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-10-18T02:46:45.698836] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:45.856659] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:46.014433] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:46.171913] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:46.331108] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:46.490465] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:46.649558] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:46.835221] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:47.004450] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:46:47.172163] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:47.172333] [INFO ] [CONFIGURE ] REXR: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:46:47.172376] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 1.5s/test | Remaining: 1493 tests
[2025-10-18T02:46:47.172411] [INFO ] [CONFIGURE ] REXR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:46:47.172444] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-10-18T02:46:47.335047] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:47.499891] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:47.663587] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:47.829608] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:47.995636] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:48.164216] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:46:48.333502] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:48.504017] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:46:48.685754] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:48.869978] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:48.870155] [INFO ] [CONFIGURE ] REXR: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T02:46:48.870201] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 1.5s/test | Remaining: 1492 tests
[2025-10-18T02:46:48.870238] [INFO ] [CONFIGURE ] REXR: Testing feature 20/29: add_price_rejection
[2025-10-18T02:46:48.870272] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection']
[2025-10-18T02:46:49.050496] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:49.232338] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:49.436333] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:49.628779] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:49.848076] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:50.032061] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:50.214978] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:50.402365] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:50.590566] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:50.778921] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:50.779100] [INFO ] [CONFIGURE ] REXR: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T02:46:50.779145] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 1.5s/test | Remaining: 1491 tests
[2025-10-18T02:46:50.779183] [INFO ] [CONFIGURE ] REXR: Testing feature 21/29: add_range_position
[2025-10-18T02:46:50.779217] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position']
[2025-10-18T02:46:50.974332] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:51.159896] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:51.348123] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:51.539128] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:51.730098] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:51.918830] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:52.105816] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:46:52.298617] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:46:52.489513] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:46:52.690141] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:46:52.690391] [INFO ] [CONFIGURE ] REXR: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:46:52.690455] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 1.5s/test | Remaining: 1490 tests
[2025-10-18T02:46:52.690497] [INFO ] [CONFIGURE ] REXR: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:46:52.690532] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_realized_volatility']
[2025-10-18T02:46:52.931317] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:46:53.138297] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:53.353221] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:53.560258] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:53.794432] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:46:53.994487] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:54.195963] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:54.407766] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:46:54.617089] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:46:54.824937] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:54.825127] [INFO ] [CONFIGURE ] REXR: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T02:46:54.825172] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 1.5s/test | Remaining: 1489 tests
[2025-10-18T02:46:54.825208] [INFO ] [CONFIGURE ] REXR: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:46:54.825241] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_recent_range_context']
[2025-10-18T02:46:54.999829] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:55.175461] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:55.348223] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:55.523126] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:55.701236] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:55.882967] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:56.058153] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:56.236339] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:46:56.414770] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:46:56.595031] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:56.595213] [INFO ] [CONFIGURE ] REXR: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T02:46:56.595257] [INFO ] [CONFIGURE ] JOB ETA: 36.4m | Avg: 1.5s/test | Remaining: 1488 tests
[2025-10-18T02:46:56.595293] [INFO ] [CONFIGURE ] REXR: Testing feature 24/29: add_rsi
[2025-10-18T02:46:56.595328] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-10-18T02:46:56.787998] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:56.984940] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:57.178367] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:57.371151] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:57.566998] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:57.764297] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:57.957290] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:46:58.152636] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:46:58.347327] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:46:58.543121] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:46:58.543318] [INFO ] [CONFIGURE ] REXR: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:46:58.543363] [INFO ] [CONFIGURE ] JOB ETA: 36.4m | Avg: 1.5s/test | Remaining: 1487 tests
[2025-10-18T02:46:58.543398] [INFO ] [CONFIGURE ] REXR: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:46:58.543430] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_tick_distribution']
[2025-10-18T02:46:58.714400] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:46:58.884411] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:46:59.056045] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:46:59.224934] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:46:59.395020] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:46:59.566752] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:46:59.737820] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:46:59.912795] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:00.088433] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:00.269482] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:47:00.269712] [INFO ] [CONFIGURE ] REXR: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T02:47:00.269772] [INFO ] [CONFIGURE ] JOB ETA: 36.4m | Avg: 1.5s/test | Remaining: 1486 tests
[2025-10-18T02:47:00.269811] [INFO ] [CONFIGURE ] REXR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:47:00.269898] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-10-18T02:47:00.451245] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:00.634208] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:47:00.810905] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:47:00.985239] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:47:01.170314] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:01.353073] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:47:01.530336] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:47:01.708431] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:47:01.892111] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:47:02.080529] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:47:02.080742] [INFO ] [CONFIGURE ] REXR: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:47:02.080799] [INFO ] [CONFIGURE ] JOB ETA: 36.4m | Avg: 1.5s/test | Remaining: 1485 tests
[2025-10-18T02:47:02.080837] [INFO ] [CONFIGURE ] REXR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:47:02.080870] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_price_divergence']
[2025-10-18T02:47:02.274298] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:02.454062] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:47:02.637257] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:47:02.819125] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:47:03.004354] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:03.185510] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:47:03.364145] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:47:03.542881] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:03.723343] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:03.903879] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:47:03.904033] [INFO ] [CONFIGURE ] REXR: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T02:47:03.904077] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 1.5s/test | Remaining: 1484 tests
[2025-10-18T02:47:03.904112] [INFO ] [CONFIGURE ] REXR: Testing feature 28/29: add_volume_profile
[2025-10-18T02:47:03.904142] [INFO ] [CONFIGURE ] REXR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_profile']
[2025-10-18T02:47:04.081315] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:04.253279] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:47:04.426225] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:47:04.602261] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:47:04.774070] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:04.946910] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:05.118177] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:47:05.285765] [DEBUG] [FORECASTER] REXR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:47:05.464555] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:05.637468] [DEBUG] [FORECASTER] REXR: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:47:05.637637] [INFO ] [CONFIGURE ] REXR: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T02:47:05.637719] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 1.5s/test | Remaining: 1483 tests
[2025-10-18T02:47:05.637808] [INFO ] [CONFIGURE ] REXR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:47:05.637850] [INFO ] [CONFIGURE ] REXR: Best accuracy: 90.00%
[2025-10-18T02:47:05.637908] [INFO ] [CONFIGURE ] REXR: Best feature set (5 features): ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T02:47:05.637940] [INFO ] [CONFIGURE ] REXR: Improvement over baseline: 40.00%
[2025-10-18T02:47:05.637967] [INFO ] [CONFIGURE ] REXR: Total time: 47.9 seconds
[2025-10-18T02:47:05.637994] [INFO ] [CONFIGURE ] REXR: Average time per feature: 1.7 seconds
[2025-10-18T02:47:05.638021] [INFO ] [CONFIGURE ] REXR: Average speed: 0.61 features/sec
[2025-10-18T02:47:05.638456] [INFO ] [LOCAL     ] Saved configuration for REXR: 5 features, 90.00% accuracy -> ./output/feature-sets/REXR.json
[2025-10-18T02:47:05.638515] [INFO ] [CONFIGURE ] REXR: Configuration saved successfully: 5 features, 90.00% accuracy.
[2025-10-18T02:47:05.638573] [INFO ] [sig       ] [332/380] Successfully configured REXR | 0.02 sym/s | Total: 4.0h | ETA: 34.7m
[2025-10-18T02:47:05.638668] [INFO ] [sig       ] [333/380] Configuring REZI...
[2025-10-18T02:47:05.638734] [INFO ] [CONFIGURE ] REZI: Configurate test run.
[2025-10-18T02:47:05.638791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-10-18T02:47:05.651634] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'REZI'.
[2025-10-18T02:47:05.652074] [INFO ] [CONFIGURE ] REZI: Testing with 29 available features
[2025-10-18T02:47:05.652130] [INFO ] [CONFIGURE ] REZI: Establishing baseline with no features...
[2025-10-18T02:47:05.758505] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:05.865261] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:05.971610] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:06.079553] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:06.195340] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:47:06.307191] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:06.414738] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:06.541508] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:06.673731] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:06.821337] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:06.821592] [INFO ] [CONFIGURE ] REZI: Baseline score (no features): 60.00%
[2025-10-18T02:47:06.821698] [INFO ] [CONFIGURE ] REZI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:47:06.821774] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:47:07.002712] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:07.179735] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:47:07.320139] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:07.449888] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:07.575240] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:07.699099] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:47:07.820848] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:07.941143] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:08.062009] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:08.188313] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:08.188549] [INFO ] [CONFIGURE ] REZI: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-18T02:47:08.188599] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 1.5s/test | Remaining: 1482 tests
[2025-10-18T02:47:08.188637] [INFO ] [CONFIGURE ] REZI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:47:08.188716] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:47:08.326694] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:08.460393] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:08.591593] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:08.723574] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:08.877147] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:09.046602] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:09.186972] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:09.327353] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:09.478741] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:09.624317] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:09.624497] [INFO ] [CONFIGURE ] REZI: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T02:47:09.624540] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 1.5s/test | Remaining: 1481 tests
[2025-10-18T02:47:09.624574] [INFO ] [CONFIGURE ] REZI: Testing feature 3/29: add_daily_returns
[2025-10-18T02:47:09.624607] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:47:09.748786] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:09.865821] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:47:09.987766] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:10.112299] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:10.233883] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:10.357908] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:10.490231] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:10.622033] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:10.761244] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:10.891575] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:10.891768] [INFO ] [CONFIGURE ] REZI: KEPT add_daily_returns (score: 80.00%)
[2025-10-18T02:47:10.891819] [INFO ] [CONFIGURE ] JOB ETA: 36.2m | Avg: 1.5s/test | Remaining: 1480 tests
[2025-10-18T02:47:10.891854] [INFO ] [CONFIGURE ] REZI: Testing feature 4/29: add_ema
[2025-10-18T02:47:10.891886] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T02:47:11.071729] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:47:11.235873] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:11.397841] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:11.546501] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:11.697873] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:11.852932] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:47:12.013054] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:12.164442] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:12.314753] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:12.462272] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:12.462444] [INFO ] [CONFIGURE ] REZI: DISCARDED add_ema (score: 50.00%)
[2025-10-18T02:47:12.462488] [INFO ] [CONFIGURE ] JOB ETA: 36.2m | Avg: 1.5s/test | Remaining: 1479 tests
[2025-10-18T02:47:12.462522] [INFO ] [CONFIGURE ] REZI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:47:12.462552] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:47:12.612781] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:12.760811] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:47:12.911366] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:13.061522] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:13.211622] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:13.361592] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:13.515095] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:13.664967] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:13.811748] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:13.958710] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:13.958875] [INFO ] [CONFIGURE ] REZI: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-10-18T02:47:13.958922] [INFO ] [CONFIGURE ] JOB ETA: 36.2m | Avg: 1.5s/test | Remaining: 1478 tests
[2025-10-18T02:47:13.958958] [INFO ] [CONFIGURE ] REZI: Testing feature 6/29: add_failed_moves
[2025-10-18T02:47:13.958989] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T02:47:14.117567] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:14.245885] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:47:14.375478] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:14.505244] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:14.634813] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:14.763631] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:14.895278] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:15.021786] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:15.147808] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:15.274182] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:15.274328] [INFO ] [CONFIGURE ] REZI: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T02:47:15.274370] [INFO ] [CONFIGURE ] JOB ETA: 36.2m | Avg: 1.5s/test | Remaining: 1477 tests
[2025-10-18T02:47:15.274425] [INFO ] [CONFIGURE ] REZI: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:47:15.274457] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T02:47:15.389716] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:15.505588] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:47:15.628130] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:15.752519] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:15.876868] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:16.006191] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:16.136799] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:16.267165] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:16.398557] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:16.536741] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:16.537020] [INFO ] [CONFIGURE ] REZI: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T02:47:16.537077] [INFO ] [CONFIGURE ] JOB ETA: 36.1m | Avg: 1.5s/test | Remaining: 1476 tests
[2025-10-18T02:47:16.537113] [INFO ] [CONFIGURE ] REZI: Testing feature 8/29: add_macd
[2025-10-18T02:47:16.537144] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T02:47:16.703211] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:16.866143] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:17.043075] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:17.217020] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:17.388600] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:47:17.560465] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:17.736868] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:17.914098] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:18.109301] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:18.299711] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:18.299960] [INFO ] [CONFIGURE ] REZI: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:47:18.300029] [INFO ] [CONFIGURE ] JOB ETA: 36.1m | Avg: 1.5s/test | Remaining: 1475 tests
[2025-10-18T02:47:18.300070] [INFO ] [CONFIGURE ] REZI: Testing feature 9/29: add_mfi
[2025-10-18T02:47:18.300104] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-18T02:47:18.448845] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:18.583879] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:47:18.719755] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:18.856957] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:18.993581] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:19.134011] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:19.278202] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:19.420426] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:19.564344] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:19.709288] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:19.709463] [INFO ] [CONFIGURE ] REZI: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T02:47:19.709506] [INFO ] [CONFIGURE ] JOB ETA: 36.1m | Avg: 1.5s/test | Remaining: 1474 tests
[2025-10-18T02:47:19.709542] [INFO ] [CONFIGURE ] REZI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:47:19.709574] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:47:19.873686] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:20.036870] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:47:20.199671] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:20.354752] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:20.517913] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:20.676780] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:20.836209] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:47:20.994259] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:21.154500] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:21.316029] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:21.316201] [INFO ] [CONFIGURE ] REZI: KEPT add_momentum_acceleration (score: 90.00%)
[2025-10-18T02:47:21.316243] [INFO ] [CONFIGURE ] JOB ETA: 36.1m | Avg: 1.5s/test | Remaining: 1473 tests
[2025-10-18T02:47:21.316278] [INFO ] [CONFIGURE ] REZI: Testing feature 11/29: add_obv_daily
[2025-10-18T02:47:21.316309] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T02:47:21.481213] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:21.646122] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:21.812062] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:21.980565] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:22.149138] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:22.320256] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:22.500135] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:22.669558] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:22.839485] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:23.012162] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:23.012344] [INFO ] [CONFIGURE ] REZI: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T02:47:23.012388] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 1.5s/test | Remaining: 1472 tests
[2025-10-18T02:47:23.012423] [INFO ] [CONFIGURE ] REZI: Testing feature 12/29: add_obv_interval
[2025-10-18T02:47:23.012532] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-18T02:47:23.211978] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:23.381285] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:23.564560] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:23.730782] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:23.914309] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:24.083785] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:24.240518] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:47:24.397271] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:24.553925] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:24.711514] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:24.711714] [INFO ] [CONFIGURE ] REZI: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T02:47:24.711770] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 1.5s/test | Remaining: 1471 tests
[2025-10-18T02:47:24.711807] [INFO ] [CONFIGURE ] REZI: Testing feature 13/29: add_opening_strength
[2025-10-18T02:47:24.711839] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength']
[2025-10-18T02:47:24.871308] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:25.031183] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:25.191265] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:25.355159] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:25.529955] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:47:25.705604] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:47:25.883012] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:26.062798] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:26.281303] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:26.463887] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:26.464090] [INFO ] [CONFIGURE ] REZI: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:47:26.464155] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 1.5s/test | Remaining: 1470 tests
[2025-10-18T02:47:26.464196] [INFO ] [CONFIGURE ] REZI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:47:26.464232] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-18T02:47:26.647576] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:26.827204] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:27.012636] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:27.205374] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:27.391029] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:27.578452] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:27.761800] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:27.940710] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:28.119862] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:28.298826] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:28.298983] [INFO ] [CONFIGURE ] REZI: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T02:47:28.299026] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 1.5s/test | Remaining: 1469 tests
[2025-10-18T02:47:28.299061] [INFO ] [CONFIGURE ] REZI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:47:28.299148] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-18T02:47:28.468564] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:28.632964] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:28.800724] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:28.973637] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:29.149801] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:29.325052] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:29.513478] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:29.692260] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:29.863980] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:30.035947] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:30.036142] [INFO ] [CONFIGURE ] REZI: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T02:47:30.036187] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 1.5s/test | Remaining: 1468 tests
[2025-10-18T02:47:30.036222] [INFO ] [CONFIGURE ] REZI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:47:30.036254] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-18T02:47:30.207769] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:30.382183] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:47:30.557553] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:30.734791] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:30.909661] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:31.090271] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:47:31.275210] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:31.456733] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:31.635758] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:31.813566] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:31.813797] [INFO ] [CONFIGURE ] REZI: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T02:47:31.813850] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 1.5s/test | Remaining: 1467 tests
[2025-10-18T02:47:31.813907] [INFO ] [CONFIGURE ] REZI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:47:31.813945] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-18T02:47:31.967024] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:32.137127] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:32.317102] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:32.500497] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:32.661516] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:32.823817] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:32.984472] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:47:33.144555] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:33.308576] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:33.479227] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:33.479437] [INFO ] [CONFIGURE ] REZI: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T02:47:33.479482] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 1.5s/test | Remaining: 1466 tests
[2025-10-18T02:47:33.479516] [INFO ] [CONFIGURE ] REZI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:47:33.479547] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-18T02:47:33.639118] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:33.800684] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:33.966721] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:34.134791] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:34.312263] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:34.482020] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:34.647371] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:47:34.812424] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:34.978667] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:35.144674] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:35.144836] [INFO ] [CONFIGURE ] REZI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:47:35.144881] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 1.5s/test | Remaining: 1465 tests
[2025-10-18T02:47:35.144938] [INFO ] [CONFIGURE ] REZI: Testing feature 20/29: add_price_rejection
[2025-10-18T02:47:35.144994] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-18T02:47:35.314027] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:35.513231] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:35.682078] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:35.860764] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:36.041691] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:36.220843] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:36.395151] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:36.567917] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:36.740734] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:36.914054] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:36.914224] [INFO ] [CONFIGURE ] REZI: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T02:47:36.914267] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 1.5s/test | Remaining: 1464 tests
[2025-10-18T02:47:36.914301] [INFO ] [CONFIGURE ] REZI: Testing feature 21/29: add_range_position
[2025-10-18T02:47:36.914332] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-18T02:47:37.095589] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:37.319329] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:37.505214] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:37.688426] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:37.871041] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:38.052625] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:38.237504] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:38.422066] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:38.606812] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:38.792984] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:38.793144] [INFO ] [CONFIGURE ] REZI: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:47:38.793188] [INFO ] [CONFIGURE ] JOB ETA: 35.8m | Avg: 1.5s/test | Remaining: 1463 tests
[2025-10-18T02:47:38.793223] [INFO ] [CONFIGURE ] REZI: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:47:38.793255] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-18T02:47:38.983996] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:39.173377] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:47:39.368775] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:39.566761] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:39.765985] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:39.973204] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:40.174921] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:47:40.392788] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:40.605950] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:40.809698] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:40.809874] [INFO ] [CONFIGURE ] REZI: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-18T02:47:40.809941] [INFO ] [CONFIGURE ] JOB ETA: 35.8m | Avg: 1.5s/test | Remaining: 1462 tests
[2025-10-18T02:47:40.809977] [INFO ] [CONFIGURE ] REZI: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:47:40.810008] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-18T02:47:40.976408] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:41.143470] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:41.315282] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:41.487117] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:47:41.656699] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:41.828479] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:42.011775] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:47:42.188869] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:42.366837] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:42.546250] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:42.546426] [INFO ] [CONFIGURE ] REZI: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T02:47:42.546473] [INFO ] [CONFIGURE ] JOB ETA: 35.8m | Avg: 1.5s/test | Remaining: 1461 tests
[2025-10-18T02:47:42.546511] [INFO ] [CONFIGURE ] REZI: Testing feature 24/29: add_rsi
[2025-10-18T02:47:42.546544] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-18T02:47:42.743593] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:42.944865] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:43.132954] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:43.326541] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:43.517808] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:47:43.708030] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:43.898271] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:47:44.089808] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:44.282836] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:47:44.477639] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:44.477881] [INFO ] [CONFIGURE ] REZI: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:47:44.477933] [INFO ] [CONFIGURE ] JOB ETA: 35.8m | Avg: 1.5s/test | Remaining: 1460 tests
[2025-10-18T02:47:44.477969] [INFO ] [CONFIGURE ] REZI: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:47:44.478001] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-18T02:47:44.644465] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:44.812044] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:47:44.980942] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:45.150091] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:47:45.318558] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:47:45.487517] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:45.658362] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:47:45.829493] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:46.001082] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:46.181934] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:46.182115] [INFO ] [CONFIGURE ] REZI: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T02:47:46.182159] [INFO ] [CONFIGURE ] JOB ETA: 35.7m | Avg: 1.5s/test | Remaining: 1459 tests
[2025-10-18T02:47:46.182195] [INFO ] [CONFIGURE ] REZI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:47:46.182228] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-10-18T02:47:46.378014] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:46.564587] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:46.732059] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:46.902469] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:47.094432] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:47.270427] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:47:47.445736] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:47.646737] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:47.819762] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:47.994816] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:47.994978] [INFO ] [CONFIGURE ] REZI: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:47:47.995020] [INFO ] [CONFIGURE ] JOB ETA: 35.7m | Avg: 1.5s/test | Remaining: 1458 tests
[2025-10-18T02:47:47.995054] [INFO ] [CONFIGURE ] REZI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:47:47.995085] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-10-18T02:47:48.168911] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:48.343733] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:47:48.518556] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:48.696357] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:48.873604] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:49.053364] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:49.234428] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:47:49.422619] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:49.614510] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:47:49.800956] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:49.801116] [INFO ] [CONFIGURE ] REZI: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T02:47:49.801161] [INFO ] [CONFIGURE ] JOB ETA: 35.7m | Avg: 1.5s/test | Remaining: 1457 tests
[2025-10-18T02:47:49.801196] [INFO ] [CONFIGURE ] REZI: Testing feature 28/29: add_volume_profile
[2025-10-18T02:47:49.801227] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-10-18T02:47:49.967963] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:50.136751] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:50.315405] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:50.487435] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:50.690341] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:50.867311] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:47:51.047290] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:47:51.225045] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:51.405412] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:51.584529] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:51.584715] [INFO ] [CONFIGURE ] REZI: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T02:47:51.584773] [INFO ] [CONFIGURE ] JOB ETA: 35.7m | Avg: 1.5s/test | Remaining: 1456 tests
[2025-10-18T02:47:51.584814] [INFO ] [CONFIGURE ] REZI: Testing feature 29/29: add_vwap
[2025-10-18T02:47:51.584848] [INFO ] [CONFIGURE ] REZI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-10-18T02:47:51.766360] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:47:51.957133] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:52.130346] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:47:52.305856] [DEBUG] [FORECASTER] REZI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:52.490105] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:52.674402] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:52.857440] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:47:53.042716] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:47:53.225501] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:47:53.400296] [DEBUG] [FORECASTER] REZI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:47:53.400466] [INFO ] [CONFIGURE ] REZI: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T02:47:53.400510] [INFO ] [CONFIGURE ] JOB ETA: 35.6m | Avg: 1.5s/test | Remaining: 1455 tests
[2025-10-18T02:47:53.400546] [INFO ] [CONFIGURE ] REZI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:47:53.400575] [INFO ] [CONFIGURE ] REZI: Best accuracy: 90.00%
[2025-10-18T02:47:53.400606] [INFO ] [CONFIGURE ] REZI: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:47:53.400634] [INFO ] [CONFIGURE ] REZI: Improvement over baseline: 30.00%
[2025-10-18T02:47:53.400723] [INFO ] [CONFIGURE ] REZI: Total time: 46.6 seconds
[2025-10-18T02:47:53.400764] [INFO ] [CONFIGURE ] REZI: Average time per feature: 1.7 seconds
[2025-10-18T02:47:53.400793] [INFO ] [CONFIGURE ] REZI: Average speed: 0.62 features/sec
[2025-10-18T02:47:53.401367] [INFO ] [LOCAL     ] Saved configuration for REZI: 4 features, 90.00% accuracy -> ./output/feature-sets/REZI.json
[2025-10-18T02:47:53.401436] [INFO ] [CONFIGURE ] REZI: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-18T02:47:53.401505] [INFO ] [sig       ] [333/380] Successfully configured REZI | 0.02 sym/s | Total: 4.0h | ETA: 34.0m
[2025-10-18T02:47:53.401571] [INFO ] [sig       ] [334/380] Configuring RF...
[2025-10-18T02:47:53.401626] [INFO ] [CONFIGURE ] RF: Configurate test run.
[2025-10-18T02:47:53.401693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-10-18T02:47:53.414047] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RF'.
[2025-10-18T02:47:53.414413] [INFO ] [CONFIGURE ] RF: Testing with 29 available features
[2025-10-18T02:47:53.414471] [INFO ] [CONFIGURE ] RF: Establishing baseline with no features...
[2025-10-18T02:47:53.523781] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:47:53.656676] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:53.768996] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:47:53.878913] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:53.989717] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:47:54.101839] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:47:54.221505] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:47:54.339232] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:47:54.456803] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:47:54.578131] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:47:54.578280] [INFO ] [CONFIGURE ] RF: Baseline score (no features): 20.00%
[2025-10-18T02:47:54.578324] [INFO ] [CONFIGURE ] RF: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:47:54.578358] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:47:54.704319] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:47:54.827636] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:54.952004] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:47:55.075552] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:55.205370] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:47:55.333325] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:47:55.463464] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:47:55.592057] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:47:55.721709] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:47:55.853367] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:47:55.853530] [INFO ] [CONFIGURE ] RF: KEPT add_bollinger_bands (score: 30.00%)
[2025-10-18T02:47:55.853573] [INFO ] [CONFIGURE ] JOB ETA: 35.6m | Avg: 1.5s/test | Remaining: 1454 tests
[2025-10-18T02:47:55.853678] [INFO ] [CONFIGURE ] RF: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:47:55.853732] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:47:55.993881] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:47:56.137868] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:47:56.279957] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:47:56.427290] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:56.578242] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:47:56.757342] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:56.898448] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:47:57.042449] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:47:57.189794] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:47:57.339118] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:47:57.339278] [INFO ] [CONFIGURE ] RF: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T02:47:57.339322] [INFO ] [CONFIGURE ] JOB ETA: 35.6m | Avg: 1.5s/test | Remaining: 1453 tests
[2025-10-18T02:47:57.339357] [INFO ] [CONFIGURE ] RF: Testing feature 3/29: add_daily_returns
[2025-10-18T02:47:57.339387] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:47:57.470425] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:47:57.615925] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:57.751101] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:47:57.882341] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:58.017437] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:47:58.162171] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:47:58.296586] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:47:58.429055] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:47:58.564699] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:47:58.699852] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:47:58.700034] [INFO ] [CONFIGURE ] RF: KEPT add_daily_returns (score: 50.00%)
[2025-10-18T02:47:58.700081] [INFO ] [CONFIGURE ] JOB ETA: 35.6m | Avg: 1.5s/test | Remaining: 1452 tests
[2025-10-18T02:47:58.700117] [INFO ] [CONFIGURE ] RF: Testing feature 4/29: add_ema
[2025-10-18T02:47:58.700149] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-10-18T02:47:58.857827] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:47:59.041493] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:47:59.242331] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:47:59.451369] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:47:59.634343] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:47:59.844502] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:47:59.989723] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:00.132091] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:00.273867] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:00.417759] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:00.417903] [INFO ] [CONFIGURE ] RF: DISCARDED add_ema (score: 30.00%)
[2025-10-18T02:48:00.417948] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 1.5s/test | Remaining: 1451 tests
[2025-10-18T02:48:00.417983] [INFO ] [CONFIGURE ] RF: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:48:00.418013] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:48:00.565247] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:48:00.711384] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:00.858912] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:48:01.005451] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:01.159198] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:01.326908] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:48:01.483800] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:48:01.643987] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:01.810269] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:01.966589] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:01.966938] [INFO ] [CONFIGURE ] RF: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-10-18T02:48:01.967011] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 1.5s/test | Remaining: 1450 tests
[2025-10-18T02:48:01.967093] [INFO ] [CONFIGURE ] RF: Testing feature 6/29: add_failed_moves
[2025-10-18T02:48:01.967157] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T02:48:02.094236] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:02.220879] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:02.352865] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:48:02.486144] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:02.617467] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:02.755218] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:48:02.887219] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:03.021342] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:03.151442] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:03.283147] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:03.283302] [INFO ] [CONFIGURE ] RF: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T02:48:03.283346] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 1.5s/test | Remaining: 1449 tests
[2025-10-18T02:48:03.283379] [INFO ] [CONFIGURE ] RF: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:48:03.283410] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T02:48:03.402795] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:03.522247] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:03.644820] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:48:03.769260] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:03.894327] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:04.023611] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:04.155323] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:04.281914] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:04.411204] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:04.541079] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:04.541277] [INFO ] [CONFIGURE ] RF: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T02:48:04.541323] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 1.5s/test | Remaining: 1448 tests
[2025-10-18T02:48:04.541359] [INFO ] [CONFIGURE ] RF: Testing feature 8/29: add_macd
[2025-10-18T02:48:04.541392] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T02:48:04.704333] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:48:04.870093] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:05.036072] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:48:05.198108] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:05.359731] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:05.521437] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:05.681941] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:48:05.867039] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:06.027470] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:06.190927] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:06.191101] [INFO ] [CONFIGURE ] RF: DISCARDED add_macd (score: 30.00%)
[2025-10-18T02:48:06.191146] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 1.5s/test | Remaining: 1447 tests
[2025-10-18T02:48:06.191181] [INFO ] [CONFIGURE ] RF: Testing feature 9/29: add_mfi
[2025-10-18T02:48:06.191212] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-10-18T02:48:06.327392] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:48:06.462084] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:06.598607] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:48:06.733907] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:06.869292] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:07.006485] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:07.146832] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:07.283156] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:07.419342] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:07.555591] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:07.555824] [INFO ] [CONFIGURE ] RF: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T02:48:07.555882] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 1.5s/test | Remaining: 1446 tests
[2025-10-18T02:48:07.555919] [INFO ] [CONFIGURE ] RF: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:48:07.555951] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:48:07.712349] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:48:07.862210] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:48:08.010673] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:48:08.158435] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:08.306883] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:08.456130] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:48:08.606987] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:08.757748] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:08.907129] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:09.056763] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:09.056911] [INFO ] [CONFIGURE ] RF: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T02:48:09.056955] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 1.5s/test | Remaining: 1445 tests
[2025-10-18T02:48:09.056989] [INFO ] [CONFIGURE ] RF: Testing feature 11/29: add_obv_daily
[2025-10-18T02:48:09.057021] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T02:48:09.180469] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:09.305477] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:09.431159] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:48:09.556709] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:09.681866] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:48:09.806611] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:48:09.933792] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:10.065430] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:10.193158] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:10.320733] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:10.320891] [INFO ] [CONFIGURE ] RF: DISCARDED add_obv_daily (score: 20.00%)
[2025-10-18T02:48:10.320934] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 1.5s/test | Remaining: 1444 tests
[2025-10-18T02:48:10.320990] [INFO ] [CONFIGURE ] RF: Testing feature 12/29: add_obv_interval
[2025-10-18T02:48:10.321046] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T02:48:10.441297] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:10.561987] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:10.690557] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:48:10.819043] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:48:10.948776] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:11.082054] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:11.211187] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:48:11.344208] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:11.477761] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:11.613707] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:11.613912] [INFO ] [CONFIGURE ] RF: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T02:48:11.613959] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 1.5s/test | Remaining: 1443 tests
[2025-10-18T02:48:11.613995] [INFO ] [CONFIGURE ] RF: Testing feature 13/29: add_opening_strength
[2025-10-18T02:48:11.614027] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:48:11.747752] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:11.926271] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:12.063272] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:48:12.202735] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:12.332323] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:48:12.462425] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:12.593424] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:48:12.724823] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:12.855314] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:12.991464] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:12.991672] [INFO ] [CONFIGURE ] RF: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-18T02:48:12.991735] [INFO ] [CONFIGURE ] JOB ETA: 35.3m | Avg: 1.5s/test | Remaining: 1442 tests
[2025-10-18T02:48:12.991773] [INFO ] [CONFIGURE ] RF: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:48:12.991805] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T02:48:13.136145] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:13.277816] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:48:13.421316] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:48:13.574396] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:13.722044] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:13.885960] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:14.034246] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:48:14.178636] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:14.333769] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:14.483452] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:14.483618] [INFO ] [CONFIGURE ] RF: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T02:48:14.483692] [INFO ] [CONFIGURE ] JOB ETA: 35.3m | Avg: 1.5s/test | Remaining: 1441 tests
[2025-10-18T02:48:14.483784] [INFO ] [CONFIGURE ] RF: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:48:14.483836] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T02:48:14.610021] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:14.742309] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:14.868060] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:48:14.995803] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:15.125508] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:15.259234] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:48:15.395039] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:15.523142] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:15.654799] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:15.785215] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:15.785396] [INFO ] [CONFIGURE ] RF: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:48:15.785437] [INFO ] [CONFIGURE ] JOB ETA: 35.3m | Avg: 1.5s/test | Remaining: 1440 tests
[2025-10-18T02:48:15.785472] [INFO ] [CONFIGURE ] RF: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:48:15.785503] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T02:48:15.914844] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:16.055458] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:16.190940] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:48:16.325804] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:16.461118] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:16.598407] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:48:16.736973] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:16.873177] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:17.007317] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:17.144859] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:17.145075] [INFO ] [CONFIGURE ] RF: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T02:48:17.145139] [INFO ] [CONFIGURE ] JOB ETA: 35.3m | Avg: 1.5s/test | Remaining: 1439 tests
[2025-10-18T02:48:17.145198] [INFO ] [CONFIGURE ] RF: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:48:17.145233] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T02:48:17.285221] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:17.425766] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:17.565521] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:48:17.702730] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:17.838510] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:48:17.975181] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:48:18.106953] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:48:18.243007] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:18.389556] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:18.535254] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:18.535409] [INFO ] [CONFIGURE ] RF: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-18T02:48:18.535452] [INFO ] [CONFIGURE ] JOB ETA: 35.2m | Avg: 1.5s/test | Remaining: 1438 tests
[2025-10-18T02:48:18.535485] [INFO ] [CONFIGURE ] RF: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:48:18.535517] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T02:48:18.665181] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:48:18.784401] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:18.904499] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:48:19.028124] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:19.149570] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:19.270171] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:48:19.391908] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:19.512347] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:19.632091] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:19.753179] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:19.753330] [INFO ] [CONFIGURE ] RF: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T02:48:19.753372] [INFO ] [CONFIGURE ] JOB ETA: 35.2m | Avg: 1.5s/test | Remaining: 1437 tests
[2025-10-18T02:48:19.753407] [INFO ] [CONFIGURE ] RF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:48:19.753441] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T02:48:19.871525] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:48:19.987972] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:20.103741] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:48:20.222414] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:20.350017] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:20.476992] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:48:20.604315] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:20.730750] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:20.858674] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:21.001530] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:21.001706] [INFO ] [CONFIGURE ] RF: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-10-18T02:48:21.001763] [INFO ] [CONFIGURE ] JOB ETA: 35.2m | Avg: 1.5s/test | Remaining: 1436 tests
[2025-10-18T02:48:21.001799] [INFO ] [CONFIGURE ] RF: Testing feature 20/29: add_price_rejection
[2025-10-18T02:48:21.001831] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-10-18T02:48:21.134929] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:21.276582] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:21.411046] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:48:21.549202] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:21.686102] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:21.823980] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:21.961872] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:22.100333] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:22.237394] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:22.376091] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:22.376262] [INFO ] [CONFIGURE ] RF: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:48:22.376305] [INFO ] [CONFIGURE ] JOB ETA: 35.2m | Avg: 1.5s/test | Remaining: 1435 tests
[2025-10-18T02:48:22.376342] [INFO ] [CONFIGURE ] RF: Testing feature 21/29: add_range_position
[2025-10-18T02:48:22.376375] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-10-18T02:48:22.520511] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:22.660139] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:22.801521] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:48:22.951496] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:23.100949] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:23.248799] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:23.397303] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:23.545222] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:23.694015] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:23.850225] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:23.850438] [INFO ] [CONFIGURE ] RF: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:48:23.850497] [INFO ] [CONFIGURE ] JOB ETA: 35.1m | Avg: 1.5s/test | Remaining: 1434 tests
[2025-10-18T02:48:23.850533] [INFO ] [CONFIGURE ] RF: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:48:23.850565] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-10-18T02:48:24.041858] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:24.200534] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:24.362078] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:48:24.520071] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:24.685750] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:24.848566] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:48:25.006099] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:48:25.170072] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:25.328562] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:25.488160] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:25.488360] [INFO ] [CONFIGURE ] RF: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T02:48:25.488411] [INFO ] [CONFIGURE ] JOB ETA: 35.1m | Avg: 1.5s/test | Remaining: 1433 tests
[2025-10-18T02:48:25.488447] [INFO ] [CONFIGURE ] RF: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:48:25.488477] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-10-18T02:48:25.619991] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:48:25.750580] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:25.886310] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:48:26.026247] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:26.162769] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:26.299137] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:26.437480] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:26.575304] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:26.718314] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:26.854006] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:26.854201] [INFO ] [CONFIGURE ] RF: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T02:48:26.854262] [INFO ] [CONFIGURE ] JOB ETA: 35.1m | Avg: 1.5s/test | Remaining: 1432 tests
[2025-10-18T02:48:26.854300] [INFO ] [CONFIGURE ] RF: Testing feature 24/29: add_rsi
[2025-10-18T02:48:26.854332] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T02:48:27.010201] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:27.163665] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:27.314728] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:48:27.468193] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:27.617576] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:48:27.766807] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:27.922783] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:28.086598] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:28.245111] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:28.408273] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:28.408470] [INFO ] [CONFIGURE ] RF: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:48:28.408522] [INFO ] [CONFIGURE ] JOB ETA: 35.1m | Avg: 1.5s/test | Remaining: 1431 tests
[2025-10-18T02:48:28.408561] [INFO ] [CONFIGURE ] RF: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:48:28.408594] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-10-18T02:48:28.537925] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:48:28.670532] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:28.805932] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:48:28.943300] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:29.085476] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:29.226560] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:29.362175] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:29.495819] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:29.630500] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:29.771715] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:29.771891] [INFO ] [CONFIGURE ] RF: DISCARDED add_tick_distribution (score: 30.00%)
[2025-10-18T02:48:29.771934] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 1.5s/test | Remaining: 1430 tests
[2025-10-18T02:48:29.771969] [INFO ] [CONFIGURE ] RF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:48:29.772000] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-10-18T02:48:29.904619] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:30.042377] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:30.175303] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:48:30.308406] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:30.443384] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:30.578407] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:30.714395] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:30.853404] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:30.989990] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:31.127122] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:31.127273] [INFO ] [CONFIGURE ] RF: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:48:31.127315] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 1.5s/test | Remaining: 1429 tests
[2025-10-18T02:48:31.127350] [INFO ] [CONFIGURE ] RF: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:48:31.127381] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-10-18T02:48:31.268846] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:48:31.410761] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:31.552836] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:48:31.696325] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:31.843222] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:48:31.990930] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:48:32.138274] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:32.286228] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:32.432931] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:32.582912] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:32.583077] [INFO ] [CONFIGURE ] RF: DISCARDED add_volume_price_divergence (score: 20.00%)
[2025-10-18T02:48:32.583169] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 1.5s/test | Remaining: 1428 tests
[2025-10-18T02:48:32.583211] [INFO ] [CONFIGURE ] RF: Testing feature 28/29: add_volume_profile
[2025-10-18T02:48:32.583242] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-10-18T02:48:32.721955] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:32.863024] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:33.000253] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:48:33.136491] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:33.287408] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:33.423694] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:33.561558] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:48:33.698850] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:33.839099] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:33.978536] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:33.978752] [INFO ] [CONFIGURE ] RF: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:48:33.978818] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 1.5s/test | Remaining: 1427 tests
[2025-10-18T02:48:33.978862] [INFO ] [CONFIGURE ] RF: Testing feature 29/29: add_vwap
[2025-10-18T02:48:33.978901] [INFO ] [CONFIGURE ] RF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap']
[2025-10-18T02:48:34.116460] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:48:34.255599] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:34.394468] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:48:34.533506] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:34.674085] [DEBUG] [FORECASTER] RF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:34.816359] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:48:34.957215] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:48:35.098481] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:48:35.241689] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:35.386274] [DEBUG] [FORECASTER] RF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:35.386447] [INFO ] [CONFIGURE ] RF: DISCARDED add_vwap (score: 10.00%)
[2025-10-18T02:48:35.386490] [INFO ] [CONFIGURE ] JOB ETA: 34.9m | Avg: 1.5s/test | Remaining: 1426 tests
[2025-10-18T02:48:35.386527] [INFO ] [CONFIGURE ] RF: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:48:35.386557] [INFO ] [CONFIGURE ] RF: Best accuracy: 50.00%
[2025-10-18T02:48:35.386589] [INFO ] [CONFIGURE ] RF: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:48:35.386619] [INFO ] [CONFIGURE ] RF: Improvement over baseline: 30.00%
[2025-10-18T02:48:35.386676] [INFO ] [CONFIGURE ] RF: Total time: 40.8 seconds
[2025-10-18T02:48:35.386728] [INFO ] [CONFIGURE ] RF: Average time per feature: 1.4 seconds
[2025-10-18T02:48:35.386760] [INFO ] [CONFIGURE ] RF: Average speed: 0.71 features/sec
[2025-10-18T02:48:35.387215] [INFO ] [LOCAL     ] Saved configuration for RF: 2 features, 50.00% accuracy -> ./output/feature-sets/RF.json
[2025-10-18T02:48:35.387269] [INFO ] [CONFIGURE ] RF: Configuration saved successfully: 2 features, 50.00% accuracy.
[2025-10-18T02:48:35.387319] [INFO ] [sig       ] [334/380] Successfully configured RF | 0.02 sym/s | Total: 4.0h | ETA: 33.2m
[2025-10-18T02:48:35.387375] [INFO ] [sig       ] [335/380] Configuring RGA...
[2025-10-18T02:48:35.387417] [INFO ] [CONFIGURE ] RGA: Configurate test run.
[2025-10-18T02:48:35.387472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-10-18T02:48:35.399404] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RGA'.
[2025-10-18T02:48:35.399845] [INFO ] [CONFIGURE ] RGA: Testing with 29 available features
[2025-10-18T02:48:35.399902] [INFO ] [CONFIGURE ] RGA: Establishing baseline with no features...
[2025-10-18T02:48:35.503134] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:48:35.605804] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:35.708752] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:48:35.814531] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:35.923795] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:48:36.033551] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:36.142016] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:36.251850] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:48:36.390350] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:36.497291] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:36.497432] [INFO ] [CONFIGURE ] RGA: Baseline score (no features): 40.00%
[2025-10-18T02:48:36.497476] [INFO ] [CONFIGURE ] RGA: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:48:36.497510] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:48:36.617136] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:48:36.736795] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:36.858925] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:48:36.978234] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:37.102601] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:48:37.228186] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:48:37.350381] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:37.472544] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:48:37.595858] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:37.719712] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:37.719877] [INFO ] [CONFIGURE ] RGA: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T02:48:37.719973] [INFO ] [CONFIGURE ] JOB ETA: 34.9m | Avg: 1.5s/test | Remaining: 1425 tests
[2025-10-18T02:48:37.720018] [INFO ] [CONFIGURE ] RGA: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:48:37.720049] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:48:37.846929] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:37.973231] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:38.096123] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:48:38.217512] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:38.341572] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:38.466388] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:38.592459] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:38.720140] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:48:38.850011] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:38.983214] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:48:38.983390] [INFO ] [CONFIGURE ] RGA: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-18T02:48:38.983434] [INFO ] [CONFIGURE ] JOB ETA: 34.9m | Avg: 1.5s/test | Remaining: 1424 tests
[2025-10-18T02:48:38.983470] [INFO ] [CONFIGURE ] RGA: Testing feature 3/29: add_daily_returns
[2025-10-18T02:48:38.983504] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:48:39.125889] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:39.273081] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:39.455806] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:48:39.587126] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:39.721741] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:48:39.854914] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:39.988296] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:40.123173] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:48:40.261429] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:40.402327] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:48:40.402500] [INFO ] [CONFIGURE ] RGA: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:48:40.402544] [INFO ] [CONFIGURE ] JOB ETA: 34.9m | Avg: 1.5s/test | Remaining: 1423 tests
[2025-10-18T02:48:40.402578] [INFO ] [CONFIGURE ] RGA: Testing feature 4/29: add_ema
[2025-10-18T02:48:40.402609] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T02:48:40.541980] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:40.680761] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:40.820045] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:48:40.960896] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:41.102721] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:48:41.243568] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:41.388570] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:41.534614] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:48:41.680308] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:41.828393] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:48:41.828542] [INFO ] [CONFIGURE ] RGA: DISCARDED add_ema (score: 50.00%)
[2025-10-18T02:48:41.828585] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 1.5s/test | Remaining: 1422 tests
[2025-10-18T02:48:41.828620] [INFO ] [CONFIGURE ] RGA: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:48:41.828677] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:48:41.976937] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:48:42.129992] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:42.284045] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:48:42.441364] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:42.586196] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:48:42.744862] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:42.897722] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:48:43.055888] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:48:43.211061] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:43.371283] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:48:43.371455] [INFO ] [CONFIGURE ] RGA: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T02:48:43.371502] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 1.5s/test | Remaining: 1421 tests
[2025-10-18T02:48:43.371538] [INFO ] [CONFIGURE ] RGA: Testing feature 6/29: add_failed_moves
[2025-10-18T02:48:43.371575] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T02:48:43.507451] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:43.643877] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:43.774668] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:48:43.912329] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:44.040918] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:44.174437] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:44.305761] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:44.445917] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:48:44.576305] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:44.708054] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:48:44.708257] [INFO ] [CONFIGURE ] RGA: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:48:44.708302] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 1.5s/test | Remaining: 1420 tests
[2025-10-18T02:48:44.708337] [INFO ] [CONFIGURE ] RGA: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:48:44.708368] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T02:48:44.826360] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:44.950364] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:45.074256] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:48:45.200040] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:45.325070] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:45.483106] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:45.612027] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:45.737927] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:48:45.863977] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:45.992636] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:48:45.992822] [INFO ] [CONFIGURE ] RGA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:48:45.992868] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 1.5s/test | Remaining: 1419 tests
[2025-10-18T02:48:45.992902] [INFO ] [CONFIGURE ] RGA: Testing feature 8/29: add_macd
[2025-10-18T02:48:45.992934] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T02:48:46.155501] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:48:46.318939] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:46.482768] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:48:46.647922] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:46.813480] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:46.978060] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:47.144490] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:48:47.310481] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:48:47.479784] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:48:47.649992] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:48:47.650157] [INFO ] [CONFIGURE ] RGA: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:48:47.650201] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 1.5s/test | Remaining: 1418 tests
[2025-10-18T02:48:47.650236] [INFO ] [CONFIGURE ] RGA: Testing feature 9/29: add_mfi
[2025-10-18T02:48:47.650268] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T02:48:47.795442] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:47.941719] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:48.088104] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:48:48.233582] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:48.378233] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:48.535960] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:48.682839] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:48.830529] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:48:48.982145] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:49.132704] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:48:49.132873] [INFO ] [CONFIGURE ] RGA: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:48:49.132916] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 1.5s/test | Remaining: 1417 tests
[2025-10-18T02:48:49.132951] [INFO ] [CONFIGURE ] RGA: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:48:49.133038] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:48:49.292140] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:49.451364] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:49.613721] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:48:49.777613] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:49.941060] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:48:50.104162] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:50.270292] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:50.435442] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:48:50.598906] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:50.762450] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:48:50.762603] [INFO ] [CONFIGURE ] RGA: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T02:48:50.762667] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 1.5s/test | Remaining: 1416 tests
[2025-10-18T02:48:50.762725] [INFO ] [CONFIGURE ] RGA: Testing feature 11/29: add_obv_daily
[2025-10-18T02:48:50.762759] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T02:48:50.900257] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:51.041540] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:51.182346] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:48:51.323393] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:51.464717] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:48:51.637116] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:51.782199] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:51.924757] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:48:52.067775] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:52.210056] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:48:52.210210] [INFO ] [CONFIGURE ] RGA: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:48:52.210253] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 1.5s/test | Remaining: 1415 tests
[2025-10-18T02:48:52.210287] [INFO ] [CONFIGURE ] RGA: Testing feature 12/29: add_obv_interval
[2025-10-18T02:48:52.210317] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T02:48:52.345537] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:52.483374] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:52.622204] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:48:52.765264] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:52.902487] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:48:53.046940] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:53.188129] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:53.327154] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:48:53.467246] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:53.610825] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:53.611021] [INFO ] [CONFIGURE ] RGA: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T02:48:53.611083] [INFO ] [CONFIGURE ] JOB ETA: 34.6m | Avg: 1.5s/test | Remaining: 1414 tests
[2025-10-18T02:48:53.611132] [INFO ] [CONFIGURE ] RGA: Testing feature 13/29: add_opening_strength
[2025-10-18T02:48:53.611188] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:48:53.760199] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:48:53.906249] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:54.054928] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:48:54.208793] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:54.357431] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:54.507066] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:54.685212] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:48:54.834740] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:48:54.984517] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:55.136494] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:48:55.136675] [INFO ] [CONFIGURE ] RGA: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T02:48:55.136736] [INFO ] [CONFIGURE ] JOB ETA: 34.6m | Avg: 1.5s/test | Remaining: 1413 tests
[2025-10-18T02:48:55.136773] [INFO ] [CONFIGURE ] RGA: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:48:55.136803] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T02:48:55.289808] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:55.438358] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:55.590636] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:48:55.743992] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:55.899221] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:56.054151] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:56.206955] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:56.366416] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:48:56.519733] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:56.673832] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:48:56.674001] [INFO ] [CONFIGURE ] RGA: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T02:48:56.674047] [INFO ] [CONFIGURE ] JOB ETA: 34.6m | Avg: 1.5s/test | Remaining: 1412 tests
[2025-10-18T02:48:56.674083] [INFO ] [CONFIGURE ] RGA: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:48:56.674120] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T02:48:56.807908] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:56.942894] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:57.089813] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:48:57.224730] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:57.363163] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:48:57.502469] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:57.689315] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:48:57.825358] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:48:57.961313] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:58.096926] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:48:58.097107] [INFO ] [CONFIGURE ] RGA: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:48:58.097152] [INFO ] [CONFIGURE ] JOB ETA: 34.6m | Avg: 1.5s/test | Remaining: 1411 tests
[2025-10-18T02:48:58.097187] [INFO ] [CONFIGURE ] RGA: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:48:58.097219] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T02:48:58.234010] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:48:58.382185] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:58.521183] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:48:58.659515] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:48:58.799207] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:48:58.940727] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:48:59.089559] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:48:59.233827] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:48:59.380928] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:48:59.527985] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:48:59.528157] [INFO ] [CONFIGURE ] RGA: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T02:48:59.528202] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 1.5s/test | Remaining: 1410 tests
[2025-10-18T02:48:59.528262] [INFO ] [CONFIGURE ] RGA: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:48:59.528320] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T02:48:59.673495] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:48:59.817208] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:48:59.963199] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:00.114007] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:49:00.266763] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:49:00.421594] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:49:00.570555] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:00.754881] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:49:00.901354] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:01.058830] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:01.059064] [INFO ] [CONFIGURE ] RGA: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:49:01.059125] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 1.5s/test | Remaining: 1409 tests
[2025-10-18T02:49:01.059163] [INFO ] [CONFIGURE ] RGA: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:49:01.059196] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T02:49:01.192103] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:49:01.348260] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:01.483787] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:01.629128] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:49:01.769406] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:01.906433] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:49:02.039987] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:02.175010] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:49:02.311495] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:02.452009] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:49:02.452171] [INFO ] [CONFIGURE ] RGA: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:49:02.452220] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 1.5s/test | Remaining: 1408 tests
[2025-10-18T02:49:02.452256] [INFO ] [CONFIGURE ] RGA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:49:02.452287] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T02:49:02.584084] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:49:02.718193] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:02.854512] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:02.994393] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:49:03.129134] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:03.267269] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:49:03.402075] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:03.538172] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:49:03.678222] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:03.815751] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:49:03.815922] [INFO ] [CONFIGURE ] RGA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:49:03.815983] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 1.5s/test | Remaining: 1407 tests
[2025-10-18T02:49:03.816022] [INFO ] [CONFIGURE ] RGA: Testing feature 20/29: add_price_rejection
[2025-10-18T02:49:03.816055] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-18T02:49:03.956103] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:49:04.097100] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:04.237946] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:04.384848] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:49:04.528470] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:04.669801] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:49:04.807077] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:04.943677] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:49:05.085830] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:05.228952] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:05.229098] [INFO ] [CONFIGURE ] RGA: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:49:05.229141] [INFO ] [CONFIGURE ] JOB ETA: 34.4m | Avg: 1.5s/test | Remaining: 1406 tests
[2025-10-18T02:49:05.229176] [INFO ] [CONFIGURE ] RGA: Testing feature 21/29: add_range_position
[2025-10-18T02:49:05.229207] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-18T02:49:05.378986] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:05.527109] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:05.681085] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:05.829873] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:49:05.981087] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:06.131911] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:49:06.284572] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:49:06.459390] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:49:06.629959] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:06.836947] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:49:06.837185] [INFO ] [CONFIGURE ] RGA: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T02:49:06.837259] [INFO ] [CONFIGURE ] JOB ETA: 34.4m | Avg: 1.5s/test | Remaining: 1405 tests
[2025-10-18T02:49:06.837319] [INFO ] [CONFIGURE ] RGA: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:49:06.837354] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-18T02:49:07.008886] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:07.174069] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:07.356328] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:07.577232] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:49:07.824584] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:08.054944] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:49:08.250084] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:08.442037] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:49:08.627894] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:49:08.790453] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:08.790612] [INFO ] [CONFIGURE ] RGA: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T02:49:08.790737] [INFO ] [CONFIGURE ] JOB ETA: 34.4m | Avg: 1.5s/test | Remaining: 1404 tests
[2025-10-18T02:49:08.790793] [INFO ] [CONFIGURE ] RGA: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:49:08.790826] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-18T02:49:08.922278] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:49:09.054770] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:09.197628] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:09.332523] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:49:09.472221] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:49:09.611998] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:49:09.747055] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:09.880074] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:49:10.012487] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:10.147634] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:49:10.147840] [INFO ] [CONFIGURE ] RGA: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:49:10.147891] [INFO ] [CONFIGURE ] JOB ETA: 34.4m | Avg: 1.5s/test | Remaining: 1403 tests
[2025-10-18T02:49:10.147930] [INFO ] [CONFIGURE ] RGA: Testing feature 24/29: add_rsi
[2025-10-18T02:49:10.147962] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-18T02:49:10.297015] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:49:10.446330] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:10.595456] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:10.747088] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:49:10.898407] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:49:11.050012] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:49:11.200607] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:11.355873] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:49:11.509166] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:49:11.669564] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:49:11.669760] [INFO ] [CONFIGURE ] RGA: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T02:49:11.669812] [INFO ] [CONFIGURE ] JOB ETA: 34.3m | Avg: 1.5s/test | Remaining: 1402 tests
[2025-10-18T02:49:11.669850] [INFO ] [CONFIGURE ] RGA: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:49:11.669883] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-18T02:49:11.805588] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:49:11.936339] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:12.083249] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:12.217376] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:49:12.348482] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:49:12.486710] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:49:12.623727] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:12.764190] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:49:12.902381] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:13.038984] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:13.039152] [INFO ] [CONFIGURE ] RGA: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T02:49:13.039214] [INFO ] [CONFIGURE ] JOB ETA: 34.3m | Avg: 1.5s/test | Remaining: 1401 tests
[2025-10-18T02:49:13.039256] [INFO ] [CONFIGURE ] RGA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:49:13.039287] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-18T02:49:13.173510] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:49:13.309317] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:13.445309] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:13.581724] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:49:13.721333] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:49:13.862847] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:49:14.005097] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:14.147425] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:49:14.287261] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:14.443881] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:14.444093] [INFO ] [CONFIGURE ] RGA: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T02:49:14.444146] [INFO ] [CONFIGURE ] JOB ETA: 34.3m | Avg: 1.5s/test | Remaining: 1400 tests
[2025-10-18T02:49:14.444184] [INFO ] [CONFIGURE ] RGA: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:49:14.444217] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-18T02:49:14.588164] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:49:14.734772] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:14.883149] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:15.032353] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:49:15.188254] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:15.338872] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:49:15.487168] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:15.637920] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:49:15.788503] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:15.941268] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:49:15.941458] [INFO ] [CONFIGURE ] RGA: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:49:15.941504] [INFO ] [CONFIGURE ] JOB ETA: 34.3m | Avg: 1.5s/test | Remaining: 1399 tests
[2025-10-18T02:49:15.941541] [INFO ] [CONFIGURE ] RGA: Testing feature 28/29: add_volume_profile
[2025-10-18T02:49:15.941573] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-18T02:49:16.085344] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:49:16.226079] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:16.365413] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:16.503180] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:49:16.645942] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:49:16.790772] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:49:16.938104] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:17.092868] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:49:17.242245] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:17.402764] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:49:17.402969] [INFO ] [CONFIGURE ] RGA: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T02:49:17.403044] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 1.5s/test | Remaining: 1398 tests
[2025-10-18T02:49:17.403130] [INFO ] [CONFIGURE ] RGA: Testing feature 29/29: add_vwap
[2025-10-18T02:49:17.403201] [INFO ] [CONFIGURE ] RGA: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-18T02:49:17.563477] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:17.706782] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:17.842190] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:18.003025] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:49:18.150194] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:49:18.295984] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:49:18.439783] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:18.586082] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:49:18.731802] [DEBUG] [FORECASTER] RGA: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:18.876796] [DEBUG] [FORECASTER] RGA: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:49:18.876981] [INFO ] [CONFIGURE ] RGA: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:49:18.877027] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 1.5s/test | Remaining: 1397 tests
[2025-10-18T02:49:18.877066] [INFO ] [CONFIGURE ] RGA: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:49:18.877098] [INFO ] [CONFIGURE ] RGA: Best accuracy: 70.00%
[2025-10-18T02:49:18.877129] [INFO ] [CONFIGURE ] RGA: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-18T02:49:18.877158] [INFO ] [CONFIGURE ] RGA: Improvement over baseline: 30.00%
[2025-10-18T02:49:18.877185] [INFO ] [CONFIGURE ] RGA: Total time: 42.4 seconds
[2025-10-18T02:49:18.877213] [INFO ] [CONFIGURE ] RGA: Average time per feature: 1.5 seconds
[2025-10-18T02:49:18.877242] [INFO ] [CONFIGURE ] RGA: Average speed: 0.68 features/sec
[2025-10-18T02:49:18.877955] [INFO ] [LOCAL     ] Saved configuration for RGA: 1 features, 70.00% accuracy -> ./output/feature-sets/RGA.json
[2025-10-18T02:49:18.878028] [INFO ] [CONFIGURE ] RGA: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-18T02:49:18.878107] [INFO ] [sig       ] [335/380] Successfully configured RGA | 0.02 sym/s | Total: 4.0h | ETA: 32.5m
[2025-10-18T02:49:18.878185] [INFO ] [sig       ] [336/380] Configuring RGR...
[2025-10-18T02:49:18.878270] [INFO ] [CONFIGURE ] RGR: Configurate test run.
[2025-10-18T02:49:18.878327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGR' from 'https://tdm.silogroup.org/data/derivative_storage/RGR.csv'.
[2025-10-18T02:49:18.891550] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RGR'.
[2025-10-18T02:49:18.892084] [INFO ] [CONFIGURE ] RGR: Testing with 29 available features
[2025-10-18T02:49:18.892171] [INFO ] [CONFIGURE ] RGR: Establishing baseline with no features...
[2025-10-18T02:49:18.997157] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:19.103437] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:19.209901] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:19.327916] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:19.451087] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:19.553250] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:19.655907] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:19.760708] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:19.865361] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:49:19.970285] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:19.970396] [INFO ] [CONFIGURE ] RGR: Baseline score (no features): 60.00%
[2025-10-18T02:49:19.970438] [INFO ] [CONFIGURE ] RGR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:49:19.970470] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:49:20.085877] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:49:20.205746] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:20.319761] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:20.435308] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:20.558888] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:20.680910] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:49:20.802421] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:20.920112] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:21.038416] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:21.156815] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:21.156951] [INFO ] [CONFIGURE ] RGR: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T02:49:21.156997] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 1.5s/test | Remaining: 1396 tests
[2025-10-18T02:49:21.157030] [INFO ] [CONFIGURE ] RGR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:49:21.157060] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:49:21.277625] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:21.398834] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:21.519947] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:21.648697] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:21.770145] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:21.894489] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:22.019337] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:22.144981] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:22.272162] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:22.399956] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:22.400120] [INFO ] [CONFIGURE ] RGR: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T02:49:22.400177] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 1.5s/test | Remaining: 1395 tests
[2025-10-18T02:49:22.400213] [INFO ] [CONFIGURE ] RGR: Testing feature 3/29: add_daily_returns
[2025-10-18T02:49:22.400243] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_daily_returns']
[2025-10-18T02:49:22.507079] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:22.615899] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:22.741102] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:22.852966] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:22.969248] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:23.078725] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:23.185469] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:23.299731] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:23.425413] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:23.543266] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:23.543441] [INFO ] [CONFIGURE ] RGR: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:49:23.543485] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 1.5s/test | Remaining: 1394 tests
[2025-10-18T02:49:23.543522] [INFO ] [CONFIGURE ] RGR: Testing feature 4/29: add_ema
[2025-10-18T02:49:23.543554] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_ema']
[2025-10-18T02:49:23.674485] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:23.809075] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:23.944874] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:24.070937] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:24.188974] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:24.308581] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:24.427426] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:24.546941] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:24.668821] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:24.804069] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:24.804921] [INFO ] [CONFIGURE ] RGR: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:49:24.804983] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 1.5s/test | Remaining: 1393 tests
[2025-10-18T02:49:24.805026] [INFO ] [CONFIGURE ] RGR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:49:24.805282] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:49:24.979006] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:25.130461] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:25.277395] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:25.406167] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:25.533862] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:25.662486] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:25.790308] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:25.918992] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:26.046953] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:26.176139] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:26.176310] [INFO ] [CONFIGURE ] RGR: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:49:26.176354] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 1.5s/test | Remaining: 1392 tests
[2025-10-18T02:49:26.176387] [INFO ] [CONFIGURE ] RGR: Testing feature 6/29: add_failed_moves
[2025-10-18T02:49:26.176417] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_failed_moves']
[2025-10-18T02:49:26.286459] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:26.394316] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:26.503928] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:26.616829] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:26.728451] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:26.840824] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:26.952749] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:27.065612] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:27.176883] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:49:27.289297] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:27.289492] [INFO ] [CONFIGURE ] RGR: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T02:49:27.289556] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 1.5s/test | Remaining: 1391 tests
[2025-10-18T02:49:27.289593] [INFO ] [CONFIGURE ] RGR: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:49:27.289624] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_lag_shelf']
[2025-10-18T02:49:27.390498] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:27.491361] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:27.597849] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:27.700482] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:27.805809] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:27.909598] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:28.023920] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:28.130690] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:28.237135] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:49:28.343773] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:28.343931] [INFO ] [CONFIGURE ] RGR: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T02:49:28.343973] [INFO ] [CONFIGURE ] JOB ETA: 34.0m | Avg: 1.5s/test | Remaining: 1390 tests
[2025-10-18T02:49:28.344006] [INFO ] [CONFIGURE ] RGR: Testing feature 8/29: add_macd
[2025-10-18T02:49:28.344037] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:49:28.483468] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:28.624736] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:28.768479] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:28.915391] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:29.057276] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:29.198892] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:49:29.341321] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:29.484192] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:29.634108] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:49:29.783707] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:29.783896] [INFO ] [CONFIGURE ] RGR: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:49:29.783943] [INFO ] [CONFIGURE ] JOB ETA: 34.0m | Avg: 1.5s/test | Remaining: 1389 tests
[2025-10-18T02:49:29.783977] [INFO ] [CONFIGURE ] RGR: Testing feature 9/29: add_mfi
[2025-10-18T02:49:29.784009] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_mfi']
[2025-10-18T02:49:29.903553] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:30.021209] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:30.149008] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:30.283589] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:30.417672] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:30.559952] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:30.692943] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:30.819129] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:30.941930] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:49:31.063851] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:31.064015] [INFO ] [CONFIGURE ] RGR: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T02:49:31.064060] [INFO ] [CONFIGURE ] JOB ETA: 34.0m | Avg: 1.5s/test | Remaining: 1388 tests
[2025-10-18T02:49:31.064170] [INFO ] [CONFIGURE ] RGR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:49:31.064211] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:49:31.199232] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:31.332627] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:31.464729] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:31.597248] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:31.730037] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:31.865446] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:32.000725] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:32.135498] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:32.273240] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:32.408542] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:32.408712] [INFO ] [CONFIGURE ] RGR: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:49:32.408768] [INFO ] [CONFIGURE ] JOB ETA: 34.0m | Avg: 1.5s/test | Remaining: 1387 tests
[2025-10-18T02:49:32.408804] [INFO ] [CONFIGURE ] RGR: Testing feature 11/29: add_obv_daily
[2025-10-18T02:49:32.408834] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily']
[2025-10-18T02:49:32.518586] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:32.628086] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:32.737841] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:32.847812] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:49:32.959836] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:33.076451] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:33.188366] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:33.299755] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:33.412330] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:49:33.525446] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:33.525579] [INFO ] [CONFIGURE ] RGR: KEPT add_obv_daily (score: 70.00%)
[2025-10-18T02:49:33.525622] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 1.5s/test | Remaining: 1386 tests
[2025-10-18T02:49:33.525688] [INFO ] [CONFIGURE ] RGR: Testing feature 12/29: add_obv_interval
[2025-10-18T02:49:33.525735] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_obv_interval']
[2025-10-18T02:49:33.645155] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:33.763166] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:33.881105] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:34.000780] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:34.122047] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:34.243373] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:34.364666] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:34.487705] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:34.616404] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:34.745455] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:34.745603] [INFO ] [CONFIGURE ] RGR: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T02:49:34.745668] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 1.5s/test | Remaining: 1385 tests
[2025-10-18T02:49:34.745726] [INFO ] [CONFIGURE ] RGR: Testing feature 13/29: add_opening_strength
[2025-10-18T02:49:34.745760] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:49:34.877138] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:35.009574] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:35.142231] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:35.275371] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:35.407541] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:35.539934] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:35.673106] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:35.807379] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:35.944230] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:36.081034] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:36.081189] [INFO ] [CONFIGURE ] RGR: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T02:49:36.081234] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 1.5s/test | Remaining: 1384 tests
[2025-10-18T02:49:36.081272] [INFO ] [CONFIGURE ] RGR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:49:36.081303] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T02:49:36.216579] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:36.351492] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:36.487359] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:36.623718] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:36.758368] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:36.893158] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:37.028387] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:37.163338] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:37.299026] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:37.434331] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:37.434539] [INFO ] [CONFIGURE ] RGR: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:49:37.434588] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 1.5s/test | Remaining: 1383 tests
[2025-10-18T02:49:37.434622] [INFO ] [CONFIGURE ] RGR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:49:37.434683] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T02:49:37.552965] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:49:37.672181] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:37.798149] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:37.925836] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:49:38.048494] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:38.169139] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:38.290045] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:38.411823] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:38.534259] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:38.657694] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:38.657878] [INFO ] [CONFIGURE ] RGR: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T02:49:38.657927] [INFO ] [CONFIGURE ] JOB ETA: 33.8m | Avg: 1.5s/test | Remaining: 1382 tests
[2025-10-18T02:49:38.657962] [INFO ] [CONFIGURE ] RGR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:49:38.657992] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T02:49:38.782331] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:38.908698] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:39.037182] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:39.164431] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:49:39.292728] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:39.420454] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:39.549376] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:39.679432] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:39.809461] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:39.941910] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:39.942034] [INFO ] [CONFIGURE ] RGR: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:49:39.942078] [INFO ] [CONFIGURE ] JOB ETA: 33.8m | Avg: 1.5s/test | Remaining: 1381 tests
[2025-10-18T02:49:39.942112] [INFO ] [CONFIGURE ] RGR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:49:39.942142] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T02:49:40.070935] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:40.201407] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:40.332131] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:40.463058] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:40.594626] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:40.727441] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:40.865676] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:41.001260] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:41.135683] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:41.270146] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:41.270304] [INFO ] [CONFIGURE ] RGR: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T02:49:41.270348] [INFO ] [CONFIGURE ] JOB ETA: 33.8m | Avg: 1.5s/test | Remaining: 1380 tests
[2025-10-18T02:49:41.270382] [INFO ] [CONFIGURE ] RGR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:49:41.270412] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T02:49:41.389725] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:41.509166] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:41.629157] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:41.750523] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:49:41.874244] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:41.998583] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:42.120299] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:42.243230] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:42.367624] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:42.491150] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:42.491301] [INFO ] [CONFIGURE ] RGR: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:49:42.491344] [INFO ] [CONFIGURE ] JOB ETA: 33.8m | Avg: 1.5s/test | Remaining: 1379 tests
[2025-10-18T02:49:42.491377] [INFO ] [CONFIGURE ] RGR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:49:42.491408] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-18T02:49:42.612087] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:42.735330] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:42.858196] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:42.982334] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:49:43.108212] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:43.231946] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:43.356507] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:43.481712] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:43.606063] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:49:43.729529] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:43.729713] [INFO ] [CONFIGURE ] RGR: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T02:49:43.729769] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 1.5s/test | Remaining: 1378 tests
[2025-10-18T02:49:43.729804] [INFO ] [CONFIGURE ] RGR: Testing feature 20/29: add_price_rejection
[2025-10-18T02:49:43.729834] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_price_rejection']
[2025-10-18T02:49:43.861032] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:43.987033] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:44.113048] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:44.239687] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:49:44.368386] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:44.498436] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:49:44.628452] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:44.757978] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:44.888980] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:45.019062] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:45.019256] [INFO ] [CONFIGURE ] RGR: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:49:45.019300] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 1.5s/test | Remaining: 1377 tests
[2025-10-18T02:49:45.019335] [INFO ] [CONFIGURE ] RGR: Testing feature 21/29: add_range_position
[2025-10-18T02:49:45.019366] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_range_position']
[2025-10-18T02:49:45.152422] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:45.285982] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:45.420364] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:45.555253] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:49:45.691080] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:45.833474] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:45.973991] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:49:46.113812] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:46.252630] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:46.390865] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:46.391042] [INFO ] [CONFIGURE ] RGR: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:49:46.391086] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 1.5s/test | Remaining: 1376 tests
[2025-10-18T02:49:46.391120] [INFO ] [CONFIGURE ] RGR: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:49:46.391150] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_realized_volatility']
[2025-10-18T02:49:46.540520] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:49:46.690286] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:46.841809] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:46.992840] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:47.143599] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:49:47.295294] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:47.448783] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:47.609324] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:47.757446] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:47.904568] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:47.904768] [INFO ] [CONFIGURE ] RGR: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T02:49:47.904822] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 1.5s/test | Remaining: 1375 tests
[2025-10-18T02:49:47.904857] [INFO ] [CONFIGURE ] RGR: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:49:47.904887] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_recent_range_context']
[2025-10-18T02:49:48.024009] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:48.145787] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:48.268599] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:48.391345] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:49:48.516148] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:49:48.640973] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:48.764816] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:48.888866] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:49.017931] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:49.148328] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:49.148463] [INFO ] [CONFIGURE ] RGR: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T02:49:49.148508] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 1.5s/test | Remaining: 1374 tests
[2025-10-18T02:49:49.148543] [INFO ] [CONFIGURE ] RGR: Testing feature 24/29: add_rsi
[2025-10-18T02:49:49.148574] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-18T02:49:49.292306] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:49:49.436340] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:49.579312] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:49.737193] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:49:49.884962] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:50.034857] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:50.186366] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:50.333888] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:50.481639] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:50.629430] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:50.629665] [INFO ] [CONFIGURE ] RGR: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T02:49:50.629731] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 1.5s/test | Remaining: 1373 tests
[2025-10-18T02:49:50.629770] [INFO ] [CONFIGURE ] RGR: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:49:50.629802] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_tick_distribution']
[2025-10-18T02:49:50.752919] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:49:50.875223] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:50.998718] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:51.129108] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:49:51.261836] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:51.402312] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:51.540266] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:51.674969] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:51.809484] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:51.948266] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:51.948441] [INFO ] [CONFIGURE ] RGR: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:49:51.948487] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 1.5s/test | Remaining: 1372 tests
[2025-10-18T02:49:51.948524] [INFO ] [CONFIGURE ] RGR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:49:51.948578] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-18T02:49:52.079239] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:52.245954] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:52.392791] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:52.537193] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:49:52.672783] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:52.815422] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:52.960572] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:53.090157] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:53.224183] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:53.354133] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:53.354287] [INFO ] [CONFIGURE ] RGR: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:49:53.354331] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 1.5s/test | Remaining: 1371 tests
[2025-10-18T02:49:53.354365] [INFO ] [CONFIGURE ] RGR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:49:53.354396] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_volume_price_divergence']
[2025-10-18T02:49:53.489886] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:53.624887] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:53.766802] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:53.906882] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:49:54.047052] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:54.187964] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:54.327363] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:54.467871] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:54.611937] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:54.757361] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:54.757529] [INFO ] [CONFIGURE ] RGR: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T02:49:54.757573] [INFO ] [CONFIGURE ] JOB ETA: 33.5m | Avg: 1.5s/test | Remaining: 1370 tests
[2025-10-18T02:49:54.757607] [INFO ] [CONFIGURE ] RGR: Testing feature 28/29: add_volume_profile
[2025-10-18T02:49:54.757638] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_volume_profile']
[2025-10-18T02:49:54.886820] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:55.012771] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:49:55.142000] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:55.303397] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:55.435195] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:55.565904] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:55.698138] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:55.832373] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:55.966410] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:56.099923] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:56.100086] [INFO ] [CONFIGURE ] RGR: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T02:49:56.100130] [INFO ] [CONFIGURE ] JOB ETA: 33.5m | Avg: 1.5s/test | Remaining: 1369 tests
[2025-10-18T02:49:56.100164] [INFO ] [CONFIGURE ] RGR: Testing feature 29/29: add_vwap
[2025-10-18T02:49:56.100196] [INFO ] [CONFIGURE ] RGR: Testing with features: ['add_obv_daily', 'add_vwap']
[2025-10-18T02:49:56.230845] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:49:56.362606] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:56.494532] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:49:56.630916] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:49:56.767466] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:49:56.905299] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:57.043409] [DEBUG] [FORECASTER] RGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:57.178944] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:49:57.314806] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:57.450359] [DEBUG] [FORECASTER] RGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:57.450508] [INFO ] [CONFIGURE ] RGR: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:49:57.450553] [INFO ] [CONFIGURE ] JOB ETA: 33.5m | Avg: 1.5s/test | Remaining: 1368 tests
[2025-10-18T02:49:57.450590] [INFO ] [CONFIGURE ] RGR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:49:57.450622] [INFO ] [CONFIGURE ] RGR: Best accuracy: 70.00%
[2025-10-18T02:49:57.450686] [INFO ] [CONFIGURE ] RGR: Best feature set (1 features): ['add_obv_daily']
[2025-10-18T02:49:57.450734] [INFO ] [CONFIGURE ] RGR: Improvement over baseline: 10.00%
[2025-10-18T02:49:57.450765] [INFO ] [CONFIGURE ] RGR: Total time: 37.5 seconds
[2025-10-18T02:49:57.450793] [INFO ] [CONFIGURE ] RGR: Average time per feature: 1.3 seconds
[2025-10-18T02:49:57.450822] [INFO ] [CONFIGURE ] RGR: Average speed: 0.77 features/sec
[2025-10-18T02:49:57.451313] [INFO ] [LOCAL     ] Saved configuration for RGR: 1 features, 70.00% accuracy -> ./output/feature-sets/RGR.json
[2025-10-18T02:49:57.451384] [INFO ] [CONFIGURE ] RGR: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-18T02:49:57.451458] [INFO ] [sig       ] [336/380] Successfully configured RGR | 0.02 sym/s | Total: 4.0h | ETA: 31.8m
[2025-10-18T02:49:57.451513] [INFO ] [sig       ] [337/380] Configuring RH...
[2025-10-18T02:49:57.451547] [INFO ] [CONFIGURE ] RH: Configurate test run.
[2025-10-18T02:49:57.451577] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-10-18T02:49:57.464881] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RH'.
[2025-10-18T02:49:57.465332] [INFO ] [CONFIGURE ] RH: Testing with 29 available features
[2025-10-18T02:49:57.465391] [INFO ] [CONFIGURE ] RH: Establishing baseline with no features...
[2025-10-18T02:49:57.573248] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:49:57.679768] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:57.786764] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:49:57.893483] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:49:58.002235] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:49:58.111540] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:58.225393] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:58.336952] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:49:58.450664] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:58.562627] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:49:58.562804] [INFO ] [CONFIGURE ] RH: Baseline score (no features): 50.00%
[2025-10-18T02:49:58.562862] [INFO ] [CONFIGURE ] RH: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:49:58.562901] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:49:58.682259] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:49:58.800072] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:49:58.931316] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:49:59.052768] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:49:59.176637] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:49:59.296420] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:49:59.417804] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:49:59.544395] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:49:59.672536] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:49:59.795204] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:49:59.795393] [INFO ] [CONFIGURE ] RH: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T02:49:59.795438] [INFO ] [CONFIGURE ] JOB ETA: 33.5m | Avg: 1.5s/test | Remaining: 1367 tests
[2025-10-18T02:49:59.795473] [INFO ] [CONFIGURE ] RH: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:49:59.795504] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:49:59.925164] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:00.070482] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:00.229021] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:50:00.412043] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:00.563316] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:00.728986] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:50:00.880152] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:50:01.032125] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:50:01.189958] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:01.357280] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:50:01.357461] [INFO ] [CONFIGURE ] RH: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T02:50:01.357506] [INFO ] [CONFIGURE ] JOB ETA: 33.4m | Avg: 1.5s/test | Remaining: 1366 tests
[2025-10-18T02:50:01.357542] [INFO ] [CONFIGURE ] RH: Testing feature 3/29: add_daily_returns
[2025-10-18T02:50:01.357599] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_daily_returns']
[2025-10-18T02:50:01.477485] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:01.594381] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:01.705573] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:50:01.816742] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:01.926070] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:02.040342] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:02.158847] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:02.280885] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:50:02.399392] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:02.518531] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:02.518736] [INFO ] [CONFIGURE ] RH: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:50:02.518793] [INFO ] [CONFIGURE ] JOB ETA: 33.4m | Avg: 1.5s/test | Remaining: 1365 tests
[2025-10-18T02:50:02.518853] [INFO ] [CONFIGURE ] RH: Testing feature 4/29: add_ema
[2025-10-18T02:50:02.518919] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_ema']
[2025-10-18T02:50:02.651535] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:02.777546] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:02.907106] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:50:03.029929] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:03.151829] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:03.282966] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:03.407971] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:03.539247] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:50:03.665973] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:03.792368] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:03.792500] [INFO ] [CONFIGURE ] RH: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:50:03.792545] [INFO ] [CONFIGURE ] JOB ETA: 33.4m | Avg: 1.5s/test | Remaining: 1364 tests
[2025-10-18T02:50:03.792580] [INFO ] [CONFIGURE ] RH: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:50:03.792610] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:50:03.921599] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:04.050631] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:04.180938] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:50:04.319357] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:04.463859] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:04.600073] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:04.739974] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:04.876974] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:05.014364] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:05.152533] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:05.152724] [INFO ] [CONFIGURE ] RH: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:50:05.152781] [INFO ] [CONFIGURE ] JOB ETA: 33.4m | Avg: 1.5s/test | Remaining: 1363 tests
[2025-10-18T02:50:05.152818] [INFO ] [CONFIGURE ] RH: Testing feature 6/29: add_failed_moves
[2025-10-18T02:50:05.152848] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_failed_moves']
[2025-10-18T02:50:05.266368] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:05.381144] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:05.494496] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:50:05.609285] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:05.724097] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:05.840269] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:05.961563] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:06.080204] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:50:06.199839] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:06.323367] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:50:06.323561] [INFO ] [CONFIGURE ] RH: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T02:50:06.323606] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 1.5s/test | Remaining: 1362 tests
[2025-10-18T02:50:06.323660] [INFO ] [CONFIGURE ] RH: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:50:06.323718] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_lag_shelf']
[2025-10-18T02:50:06.429366] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:06.535160] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:06.642034] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:50:06.751555] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:06.872513] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:06.990082] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:07.099914] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:07.213090] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:50:07.322661] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:07.433623] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:50:07.433766] [INFO ] [CONFIGURE ] RH: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T02:50:07.433814] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 1.5s/test | Remaining: 1361 tests
[2025-10-18T02:50:07.433849] [INFO ] [CONFIGURE ] RH: Testing feature 8/29: add_macd
[2025-10-18T02:50:07.433881] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:50:07.578436] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:50:07.726254] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:50:07.872389] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:50:08.020626] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:08.169619] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:08.327588] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:08.477037] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:50:08.626051] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:08.777582] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:08.929950] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:08.930154] [INFO ] [CONFIGURE ] RH: DISCARDED add_macd (score: 20.00%)
[2025-10-18T02:50:08.930201] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 1.5s/test | Remaining: 1360 tests
[2025-10-18T02:50:08.930236] [INFO ] [CONFIGURE ] RH: Testing feature 9/29: add_mfi
[2025-10-18T02:50:08.930267] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_mfi']
[2025-10-18T02:50:09.056406] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:09.179235] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:09.304863] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:50:09.430939] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:09.557088] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:09.689560] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:09.815854] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:09.940007] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:50:10.064277] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:10.190298] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:50:10.190474] [INFO ] [CONFIGURE ] RH: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T02:50:10.190520] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 1.5s/test | Remaining: 1359 tests
[2025-10-18T02:50:10.190554] [INFO ] [CONFIGURE ] RH: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:50:10.190584] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:50:10.324951] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:10.465154] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:10.602704] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:50:10.741353] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:10.879950] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:11.025029] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:11.164329] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:11.304975] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:11.446243] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:11.587045] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:11.587187] [INFO ] [CONFIGURE ] RH: KEPT add_momentum_acceleration (score: 70.00%)
[2025-10-18T02:50:11.587231] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 1.5s/test | Remaining: 1358 tests
[2025-10-18T02:50:11.587266] [INFO ] [CONFIGURE ] RH: Testing feature 11/29: add_obv_daily
[2025-10-18T02:50:11.587296] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T02:50:11.733392] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:11.881275] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:50:12.022983] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:50:12.165538] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:12.310060] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:12.457776] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:12.610618] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:12.761220] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:12.912787] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:13.065445] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:13.065605] [INFO ] [CONFIGURE ] RH: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:50:13.065674] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 1.5s/test | Remaining: 1357 tests
[2025-10-18T02:50:13.065730] [INFO ] [CONFIGURE ] RH: Testing feature 12/29: add_obv_interval
[2025-10-18T02:50:13.065762] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-18T02:50:13.211550] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:13.360483] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:13.509417] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:50:13.657633] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:13.810826] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:13.956394] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:14.103039] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:14.251945] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:14.402329] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:14.553107] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:14.553283] [INFO ] [CONFIGURE ] RH: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:50:14.553327] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 1.5s/test | Remaining: 1356 tests
[2025-10-18T02:50:14.553362] [INFO ] [CONFIGURE ] RH: Testing feature 13/29: add_opening_strength
[2025-10-18T02:50:14.553394] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:50:14.710770] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:14.868203] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:15.022783] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:50:15.181277] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:15.343570] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:15.500296] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:15.654806] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:15.812575] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:15.969111] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:16.125423] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:16.125599] [INFO ] [CONFIGURE ] RH: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:50:16.125664] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 1.5s/test | Remaining: 1355 tests
[2025-10-18T02:50:16.125725] [INFO ] [CONFIGURE ] RH: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:50:16.125759] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-18T02:50:16.279144] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:16.438157] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:50:16.597874] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:50:16.758949] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:16.928168] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:17.094429] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:17.254515] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:17.415482] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:17.579880] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:17.749156] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:17.749344] [INFO ] [CONFIGURE ] RH: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:50:17.749389] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 1.5s/test | Remaining: 1354 tests
[2025-10-18T02:50:17.749424] [INFO ] [CONFIGURE ] RH: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:50:17.749458] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-18T02:50:17.903827] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:18.060989] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:50:18.215010] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:50:18.365892] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:18.521499] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:18.668097] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:18.818566] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:18.963389] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:19.109264] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:19.257619] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:19.257993] [INFO ] [CONFIGURE ] RH: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:50:19.258049] [INFO ] [CONFIGURE ] JOB ETA: 33.1m | Avg: 1.5s/test | Remaining: 1353 tests
[2025-10-18T02:50:19.258085] [INFO ] [CONFIGURE ] RH: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:50:19.258118] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-18T02:50:19.413071] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:19.571419] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:19.726029] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:50:19.882445] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:20.045199] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:20.202133] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:20.357629] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:20.525667] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:20.689945] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:20.850313] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:20.850481] [INFO ] [CONFIGURE ] RH: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T02:50:20.850527] [INFO ] [CONFIGURE ] JOB ETA: 33.1m | Avg: 1.5s/test | Remaining: 1352 tests
[2025-10-18T02:50:20.850563] [INFO ] [CONFIGURE ] RH: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:50:20.850595] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-18T02:50:20.986747] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:21.124189] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:21.265981] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:50:21.401715] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:21.542340] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:50:21.678798] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:21.815685] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:21.953535] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:22.090806] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:22.228251] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:22.228394] [INFO ] [CONFIGURE ] RH: KEPT add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T02:50:22.228459] [INFO ] [CONFIGURE ] JOB ETA: 33.1m | Avg: 1.5s/test | Remaining: 1351 tests
[2025-10-18T02:50:22.228517] [INFO ] [CONFIGURE ] RH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:50:22.228551] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-18T02:50:22.366382] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:22.512831] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:22.650070] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:50:22.788831] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:22.929132] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:50:23.068992] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:23.211297] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:23.353610] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:23.498130] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:23.640421] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:23.640566] [INFO ] [CONFIGURE ] RH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:50:23.640609] [INFO ] [CONFIGURE ] JOB ETA: 33.1m | Avg: 1.5s/test | Remaining: 1350 tests
[2025-10-18T02:50:23.640665] [INFO ] [CONFIGURE ] RH: Testing feature 20/29: add_price_rejection
[2025-10-18T02:50:23.640722] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-18T02:50:23.787551] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:23.934249] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:24.081083] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:50:24.229563] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:24.383335] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:24.533903] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:24.685761] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:24.838473] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:24.990879] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:25.143669] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:25.143811] [INFO ] [CONFIGURE ] RH: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:50:25.143856] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 1.5s/test | Remaining: 1349 tests
[2025-10-18T02:50:25.143891] [INFO ] [CONFIGURE ] RH: Testing feature 21/29: add_range_position
[2025-10-18T02:50:25.143921] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-18T02:50:25.300608] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:25.457757] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:50:25.614672] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:50:25.772777] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:25.936924] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:26.103794] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:26.274762] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:26.437606] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:26.599776] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:26.765535] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:26.765741] [INFO ] [CONFIGURE ] RH: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:50:26.765797] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 1.5s/test | Remaining: 1348 tests
[2025-10-18T02:50:26.765835] [INFO ] [CONFIGURE ] RH: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:50:26.765868] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-18T02:50:26.937291] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:27.110514] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:50:27.290475] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:50:27.475595] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:27.675628] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:27.856194] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:28.044974] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:28.232698] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:28.429764] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:28.657418] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:28.657603] [INFO ] [CONFIGURE ] RH: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T02:50:28.657674] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 1.5s/test | Remaining: 1347 tests
[2025-10-18T02:50:28.657752] [INFO ] [CONFIGURE ] RH: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:50:28.657815] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-18T02:50:28.815984] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:28.975325] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:50:29.132295] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:50:29.292432] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:29.453742] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:50:29.613157] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:29.775035] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:29.935488] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:30.099033] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:50:30.263252] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:30.263482] [INFO ] [CONFIGURE ] RH: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T02:50:30.263533] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 1.5s/test | Remaining: 1346 tests
[2025-10-18T02:50:30.263570] [INFO ] [CONFIGURE ] RH: Testing feature 24/29: add_rsi
[2025-10-18T02:50:30.263603] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-18T02:50:30.441664] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:30.620343] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:30.799843] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:50:30.982372] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:31.163970] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:31.343402] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:31.541290] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:31.744374] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:31.946785] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:32.131594] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:32.131795] [INFO ] [CONFIGURE ] RH: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:50:32.131847] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 1.5s/test | Remaining: 1345 tests
[2025-10-18T02:50:32.131885] [INFO ] [CONFIGURE ] RH: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:50:32.131919] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-18T02:50:32.292462] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:32.451266] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:32.600694] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:50:32.751016] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:32.903060] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:50:33.059526] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:33.219057] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:50:33.382209] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:33.543153] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:50:33.705065] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:50:33.705235] [INFO ] [CONFIGURE ] RH: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:50:33.705292] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 1.5s/test | Remaining: 1344 tests
[2025-10-18T02:50:33.705332] [INFO ] [CONFIGURE ] RH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:50:33.705373] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-18T02:50:33.859075] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:34.011089] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:50:34.162587] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:50:34.313869] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:34.473827] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:34.633084] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:34.787568] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:34.943326] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:35.103731] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:50:35.262933] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:35.263146] [INFO ] [CONFIGURE ] RH: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:50:35.263195] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 1.5s/test | Remaining: 1343 tests
[2025-10-18T02:50:35.263232] [INFO ] [CONFIGURE ] RH: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:50:35.263266] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-18T02:50:35.433087] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:35.592714] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:35.764026] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:50:35.927069] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:36.095773] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:36.263111] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:36.432537] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:36.607270] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:36.782551] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:36.952508] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:36.952739] [INFO ] [CONFIGURE ] RH: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:50:36.952815] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 1.5s/test | Remaining: 1342 tests
[2025-10-18T02:50:36.952866] [INFO ] [CONFIGURE ] RH: Testing feature 28/29: add_volume_profile
[2025-10-18T02:50:36.952909] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-18T02:50:37.118488] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:37.276980] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:37.435321] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:50:37.588057] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:37.753009] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:37.914249] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:38.077959] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:38.242231] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:38.402192] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:38.568369] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:38.568612] [INFO ] [CONFIGURE ] RH: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T02:50:38.568704] [INFO ] [CONFIGURE ] JOB ETA: 32.8m | Avg: 1.5s/test | Remaining: 1341 tests
[2025-10-18T02:50:38.568765] [INFO ] [CONFIGURE ] RH: Testing feature 29/29: add_vwap
[2025-10-18T02:50:38.568808] [INFO ] [CONFIGURE ] RH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_vwap']
[2025-10-18T02:50:38.727889] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:38.890911] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:39.069377] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:50:39.230132] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:39.391566] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:39.558043] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:50:39.731858] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:50:39.896462] [DEBUG] [FORECASTER] RH: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:50:40.060422] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:50:40.225541] [DEBUG] [FORECASTER] RH: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:40.225776] [INFO ] [CONFIGURE ] RH: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T02:50:40.225831] [INFO ] [CONFIGURE ] JOB ETA: 32.8m | Avg: 1.5s/test | Remaining: 1340 tests
[2025-10-18T02:50:40.225870] [INFO ] [CONFIGURE ] RH: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:50:40.225901] [INFO ] [CONFIGURE ] RH: Best accuracy: 80.00%
[2025-10-18T02:50:40.225932] [INFO ] [CONFIGURE ] RH: Best feature set (3 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-18T02:50:40.225961] [INFO ] [CONFIGURE ] RH: Improvement over baseline: 30.00%
[2025-10-18T02:50:40.225990] [INFO ] [CONFIGURE ] RH: Total time: 41.7 seconds
[2025-10-18T02:50:40.226017] [INFO ] [CONFIGURE ] RH: Average time per feature: 1.5 seconds
[2025-10-18T02:50:40.226045] [INFO ] [CONFIGURE ] RH: Average speed: 0.70 features/sec
[2025-10-18T02:50:40.226512] [INFO ] [LOCAL     ] Saved configuration for RH: 3 features, 80.00% accuracy -> ./output/feature-sets/RH.json
[2025-10-18T02:50:40.226567] [INFO ] [CONFIGURE ] RH: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T02:50:40.226632] [INFO ] [sig       ] [337/380] Successfully configured RH | 0.02 sym/s | Total: 4.1h | ETA: 31.0m
[2025-10-18T02:50:40.226729] [INFO ] [sig       ] [338/380] Configuring RHI...
[2025-10-18T02:50:40.226794] [INFO ] [CONFIGURE ] RHI: Configurate test run.
[2025-10-18T02:50:40.226850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-10-18T02:50:40.240429] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RHI'.
[2025-10-18T02:50:40.240993] [INFO ] [CONFIGURE ] RHI: Testing with 29 available features
[2025-10-18T02:50:40.241050] [INFO ] [CONFIGURE ] RHI: Establishing baseline with no features...
[2025-10-18T02:50:40.345018] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:40.453432] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:40.558988] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:50:40.662602] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:40.770628] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:40.890042] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:50:41.011302] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:50:41.131472] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:50:41.247097] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:50:41.350887] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:50:41.351033] [INFO ] [CONFIGURE ] RHI: Baseline score (no features): 60.00%
[2025-10-18T02:50:41.351074] [INFO ] [CONFIGURE ] RHI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:50:41.351108] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:50:41.479192] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:41.613412] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:50:41.741559] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:50:41.858931] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:50:41.978813] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:50:42.097465] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:50:42.216948] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:50:42.337092] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:50:42.461177] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:50:42.587038] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:50:42.587216] [INFO ] [CONFIGURE ] RHI: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T02:50:42.587260] [INFO ] [CONFIGURE ] JOB ETA: 32.8m | Avg: 1.5s/test | Remaining: 1339 tests
[2025-10-18T02:50:42.587296] [INFO ] [CONFIGURE ] RHI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:50:42.587327] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:50:42.711145] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:42.834007] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:42.961691] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:50:43.088206] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:43.218494] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:50:43.347151] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:50:43.474887] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:50:43.606229] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:50:43.772272] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:50:43.906036] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:43.906205] [INFO ] [CONFIGURE ] RHI: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-18T02:50:43.906248] [INFO ] [CONFIGURE ] JOB ETA: 32.8m | Avg: 1.5s/test | Remaining: 1338 tests
[2025-10-18T02:50:43.906283] [INFO ] [CONFIGURE ] RHI: Testing feature 3/29: add_daily_returns
[2025-10-18T02:50:43.906314] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:50:44.045235] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:44.178405] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:44.307497] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:50:44.438720] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:44.570584] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:50:44.703679] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:50:44.838223] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:50:44.975535] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:50:45.109491] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:50:45.243943] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:45.244160] [INFO ] [CONFIGURE ] RHI: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T02:50:45.244218] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 1.5s/test | Remaining: 1337 tests
[2025-10-18T02:50:45.244254] [INFO ] [CONFIGURE ] RHI: Testing feature 4/29: add_ema
[2025-10-18T02:50:45.244285] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T02:50:45.388177] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:45.530390] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:45.672848] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:50:45.817639] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:45.961590] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:46.108573] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:50:46.263087] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:50:46.418894] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:50:46.574846] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:50:46.732805] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:50:46.732980] [INFO ] [CONFIGURE ] RHI: DISCARDED add_ema (score: 70.00%)
[2025-10-18T02:50:46.733026] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 1.5s/test | Remaining: 1336 tests
[2025-10-18T02:50:46.733063] [INFO ] [CONFIGURE ] RHI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:50:46.733096] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:50:46.887164] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:50:47.045981] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:47.205458] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:50:47.374224] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:47.542898] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:50:47.703407] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:50:47.870476] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:50:48.044967] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:50:48.203352] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:50:48.364749] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:48.364938] [INFO ] [CONFIGURE ] RHI: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:50:48.364983] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 1.5s/test | Remaining: 1335 tests
[2025-10-18T02:50:48.365018] [INFO ] [CONFIGURE ] RHI: Testing feature 6/29: add_failed_moves
[2025-10-18T02:50:48.365049] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T02:50:48.507494] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:48.643903] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:48.782369] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:50:48.919897] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:49.062131] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:50:49.200847] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:50:49.340949] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:50:49.480437] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:50:49.626566] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:50:49.770459] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:49.770677] [INFO ] [CONFIGURE ] RHI: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:50:49.770741] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 1.5s/test | Remaining: 1334 tests
[2025-10-18T02:50:49.770779] [INFO ] [CONFIGURE ] RHI: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:50:49.770811] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T02:50:49.896135] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:50.022223] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:50.153409] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:50:50.280410] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:50.407074] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:50:50.534198] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:50:50.667639] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:50:50.797472] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:50:50.926334] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:50:51.055978] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:51.056178] [INFO ] [CONFIGURE ] RHI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:50:51.056240] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 1.5s/test | Remaining: 1333 tests
[2025-10-18T02:50:51.056278] [INFO ] [CONFIGURE ] RHI: Testing feature 8/29: add_macd
[2025-10-18T02:50:51.056309] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T02:50:51.228394] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:50:51.396273] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:50:51.563102] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:50:51.735312] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:51.913608] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:50:52.094829] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:50:52.271387] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:50:52.443110] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:50:52.611630] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:50:52.803930] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:52.804150] [INFO ] [CONFIGURE ] RHI: DISCARDED add_macd (score: 40.00%)
[2025-10-18T02:50:52.804211] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 1.5s/test | Remaining: 1332 tests
[2025-10-18T02:50:52.804249] [INFO ] [CONFIGURE ] RHI: Testing feature 9/29: add_mfi
[2025-10-18T02:50:52.804283] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T02:50:52.953279] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:53.099378] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:53.260947] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:50:53.412981] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:53.567761] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:50:53.752254] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:50:53.946202] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:50:54.141666] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:50:54.335431] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:50:54.526954] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:54.527252] [INFO ] [CONFIGURE ] RHI: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:50:54.527313] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 1.5s/test | Remaining: 1331 tests
[2025-10-18T02:50:54.527354] [INFO ] [CONFIGURE ] RHI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:50:54.527389] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:50:54.696299] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:54.851137] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:55.004345] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:50:55.157357] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:55.310950] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:50:55.465991] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:50:55.620564] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:50:55.775496] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:50:55.933126] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:50:56.100415] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:56.100625] [INFO ] [CONFIGURE ] RHI: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T02:50:56.100710] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 1.5s/test | Remaining: 1330 tests
[2025-10-18T02:50:56.100756] [INFO ] [CONFIGURE ] RHI: Testing feature 11/29: add_obv_daily
[2025-10-18T02:50:56.100790] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T02:50:56.235275] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:56.366442] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:56.499157] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:50:56.637818] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:56.771329] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:50:56.908897] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:50:57.043248] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:50:57.181975] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:50:57.327853] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:50:57.492493] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:50:57.492712] [INFO ] [CONFIGURE ] RHI: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:50:57.492773] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 1.5s/test | Remaining: 1329 tests
[2025-10-18T02:50:57.492813] [INFO ] [CONFIGURE ] RHI: Testing feature 12/29: add_obv_interval
[2025-10-18T02:50:57.492896] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T02:50:57.622872] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:50:57.754602] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:57.885435] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:50:58.015516] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:58.144878] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:50:58.279663] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:50:58.417524] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:50:58.577597] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:50:58.723235] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:50:58.892102] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:50:58.892321] [INFO ] [CONFIGURE ] RHI: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:50:58.892384] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 1.5s/test | Remaining: 1328 tests
[2025-10-18T02:50:58.892424] [INFO ] [CONFIGURE ] RHI: Testing feature 13/29: add_opening_strength
[2025-10-18T02:50:58.892457] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:50:59.058093] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:50:59.212826] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:50:59.365087] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:50:59.516702] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:50:59.669150] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:50:59.816904] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:50:59.963733] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:51:00.110498] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:51:00.255418] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:00.399904] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:51:00.400064] [INFO ] [CONFIGURE ] RHI: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:51:00.400108] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 1.5s/test | Remaining: 1327 tests
[2025-10-18T02:51:00.400144] [INFO ] [CONFIGURE ] RHI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:51:00.400182] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T02:51:00.549540] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:51:00.689867] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:00.837333] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:00.982900] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:01.132025] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:51:01.296430] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:01.463452] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:51:01.635929] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:51:01.816011] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:02.002585] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:51:02.002802] [INFO ] [CONFIGURE ] RHI: KEPT add_order_flow_imbalance (score: 80.00%)
[2025-10-18T02:51:02.002891] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 1.5s/test | Remaining: 1326 tests
[2025-10-18T02:51:02.002954] [INFO ] [CONFIGURE ] RHI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:51:02.002991] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-18T02:51:02.168809] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:51:02.336349] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:02.506355] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:02.675229] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:02.828433] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:51:02.983086] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:03.135538] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:51:03.293813] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:51:03.449739] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:03.625986] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:51:03.626166] [INFO ] [CONFIGURE ] RHI: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T02:51:03.626209] [INFO ] [CONFIGURE ] JOB ETA: 32.4m | Avg: 1.5s/test | Remaining: 1325 tests
[2025-10-18T02:51:03.626244] [INFO ] [CONFIGURE ] RHI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:51:03.626276] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-18T02:51:03.786534] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:51:03.944538] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:04.107866] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:04.267901] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:04.428323] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:51:04.590832] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:04.753380] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:51:04.919827] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:51:05.078609] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:05.237639] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:05.237854] [INFO ] [CONFIGURE ] RHI: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T02:51:05.237908] [INFO ] [CONFIGURE ] JOB ETA: 32.4m | Avg: 1.5s/test | Remaining: 1324 tests
[2025-10-18T02:51:05.237950] [INFO ] [CONFIGURE ] RHI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:51:05.238041] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-18T02:51:05.394821] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:51:05.551262] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:05.706593] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:05.861777] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:06.020449] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:51:06.183242] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:06.343099] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:51:06.508058] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:51:06.673440] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:06.840939] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:06.841111] [INFO ] [CONFIGURE ] RHI: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T02:51:06.841155] [INFO ] [CONFIGURE ] JOB ETA: 32.4m | Avg: 1.5s/test | Remaining: 1323 tests
[2025-10-18T02:51:06.841190] [INFO ] [CONFIGURE ] RHI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:51:06.841222] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-18T02:51:06.993034] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:51:07.143301] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:07.290031] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:07.435963] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:07.587759] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:51:07.743129] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:07.896299] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:51:08.053195] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:51:08.207191] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:08.365358] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:51:08.365527] [INFO ] [CONFIGURE ] RHI: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T02:51:08.365571] [INFO ] [CONFIGURE ] JOB ETA: 32.4m | Avg: 1.5s/test | Remaining: 1322 tests
[2025-10-18T02:51:08.365605] [INFO ] [CONFIGURE ] RHI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:51:08.365636] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-18T02:51:08.519300] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:51:08.669565] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:08.821571] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:08.973171] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:09.124372] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:51:09.276727] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:09.433557] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:51:09.587606] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:51:09.741266] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:09.895755] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:51:09.895930] [INFO ] [CONFIGURE ] RHI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:51:09.895975] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 1.5s/test | Remaining: 1321 tests
[2025-10-18T02:51:09.896009] [INFO ] [CONFIGURE ] RHI: Testing feature 20/29: add_price_rejection
[2025-10-18T02:51:09.896040] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-18T02:51:10.057287] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:51:10.215619] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:10.377594] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:10.542911] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:10.706281] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:51:10.871455] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:11.064210] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:51:11.227989] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:51:11.393361] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:11.558180] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:11.558361] [INFO ] [CONFIGURE ] RHI: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T02:51:11.558423] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 1.5s/test | Remaining: 1320 tests
[2025-10-18T02:51:11.558460] [INFO ] [CONFIGURE ] RHI: Testing feature 21/29: add_range_position
[2025-10-18T02:51:11.558492] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-18T02:51:11.730974] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:11.912678] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:12.103732] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:12.284225] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:12.458076] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:51:12.632667] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:12.807828] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:51:12.979920] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:51:13.158465] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:13.356085] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:51:13.356330] [INFO ] [CONFIGURE ] RHI: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T02:51:13.356420] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 1.5s/test | Remaining: 1319 tests
[2025-10-18T02:51:13.356502] [INFO ] [CONFIGURE ] RHI: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:51:13.356578] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-18T02:51:13.560161] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:51:13.752609] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:13.946268] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:14.135296] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:14.334292] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:51:14.526281] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:14.713322] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:51:14.898114] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:51:15.090213] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:15.285597] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:15.285832] [INFO ] [CONFIGURE ] RHI: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T02:51:15.285888] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 1.5s/test | Remaining: 1318 tests
[2025-10-18T02:51:15.285929] [INFO ] [CONFIGURE ] RHI: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:51:15.285964] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-18T02:51:15.445882] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:51:15.599550] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:15.750757] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:15.907531] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:16.061092] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:51:16.217384] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:16.373425] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:51:16.528166] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:51:16.695162] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:16.865190] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:16.865360] [INFO ] [CONFIGURE ] RHI: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T02:51:16.865405] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 1.5s/test | Remaining: 1317 tests
[2025-10-18T02:51:16.865440] [INFO ] [CONFIGURE ] RHI: Testing feature 24/29: add_rsi
[2025-10-18T02:51:16.865473] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-18T02:51:17.041195] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:51:17.212415] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:17.384602] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:17.557452] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:17.730927] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:51:17.924515] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:18.119378] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:51:18.299633] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:51:18.486399] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:18.679571] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:51:18.679784] [INFO ] [CONFIGURE ] RHI: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T02:51:18.679837] [INFO ] [CONFIGURE ] JOB ETA: 32.2m | Avg: 1.5s/test | Remaining: 1316 tests
[2025-10-18T02:51:18.679875] [INFO ] [CONFIGURE ] RHI: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:51:18.679908] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-18T02:51:18.831521] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:51:18.982353] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:19.139235] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:19.293191] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:19.446008] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:51:19.603156] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:19.763349] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:51:19.923551] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:51:20.084269] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:20.243717] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:51:20.243895] [INFO ] [CONFIGURE ] RHI: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T02:51:20.243940] [INFO ] [CONFIGURE ] JOB ETA: 32.2m | Avg: 1.5s/test | Remaining: 1315 tests
[2025-10-18T02:51:20.243975] [INFO ] [CONFIGURE ] RHI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:51:20.244007] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-18T02:51:20.406700] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:51:20.572585] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:20.728754] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:20.896147] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:21.053016] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:51:21.214202] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:21.372299] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:51:21.531187] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:51:21.693333] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:21.861465] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:51:21.861692] [INFO ] [CONFIGURE ] RHI: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T02:51:21.861758] [INFO ] [CONFIGURE ] JOB ETA: 32.2m | Avg: 1.5s/test | Remaining: 1314 tests
[2025-10-18T02:51:21.861798] [INFO ] [CONFIGURE ] RHI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:51:21.861829] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-18T02:51:22.033055] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:51:22.204241] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:22.372011] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:22.557031] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:22.731937] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:51:22.906767] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:23.085460] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:51:23.265036] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:51:23.438565] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:23.606328] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:51:23.606508] [INFO ] [CONFIGURE ] RHI: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T02:51:23.606559] [INFO ] [CONFIGURE ] JOB ETA: 32.2m | Avg: 1.5s/test | Remaining: 1313 tests
[2025-10-18T02:51:23.606596] [INFO ] [CONFIGURE ] RHI: Testing feature 28/29: add_volume_profile
[2025-10-18T02:51:23.606626] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-18T02:51:23.767659] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:51:23.923587] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:24.088819] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:24.268728] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:24.442614] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:51:24.619420] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:24.780636] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:51:24.945382] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:51:25.115712] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:25.281496] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:51:25.281728] [INFO ] [CONFIGURE ] RHI: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T02:51:25.281787] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 1.5s/test | Remaining: 1312 tests
[2025-10-18T02:51:25.281825] [INFO ] [CONFIGURE ] RHI: Testing feature 29/29: add_vwap
[2025-10-18T02:51:25.281857] [INFO ] [CONFIGURE ] RHI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-18T02:51:25.446223] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:51:25.610852] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:25.777139] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:25.941471] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:26.108023] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:51:26.278360] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:26.454430] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:51:26.632966] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:26.807673] [DEBUG] [FORECASTER] RHI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:26.975370] [DEBUG] [FORECASTER] RHI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:51:26.975526] [INFO ] [CONFIGURE ] RHI: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T02:51:26.975616] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 1.5s/test | Remaining: 1311 tests
[2025-10-18T02:51:26.975700] [INFO ] [CONFIGURE ] RHI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:51:26.975744] [INFO ] [CONFIGURE ] RHI: Best accuracy: 80.00%
[2025-10-18T02:51:26.975776] [INFO ] [CONFIGURE ] RHI: Best feature set (2 features): ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T02:51:26.975810] [INFO ] [CONFIGURE ] RHI: Improvement over baseline: 20.00%
[2025-10-18T02:51:26.975844] [INFO ] [CONFIGURE ] RHI: Total time: 45.6 seconds
[2025-10-18T02:51:26.975877] [INFO ] [CONFIGURE ] RHI: Average time per feature: 1.6 seconds
[2025-10-18T02:51:26.975912] [INFO ] [CONFIGURE ] RHI: Average speed: 0.64 features/sec
[2025-10-18T02:51:26.976593] [INFO ] [LOCAL     ] Saved configuration for RHI: 2 features, 80.00% accuracy -> ./output/feature-sets/RHI.json
[2025-10-18T02:51:26.976685] [INFO ] [CONFIGURE ] RHI: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T02:51:26.976770] [INFO ] [sig       ] [338/380] Successfully configured RHI | 0.02 sym/s | Total: 4.1h | ETA: 30.3m
[2025-10-18T02:51:26.976837] [INFO ] [sig       ] [339/380] Configuring RHP...
[2025-10-18T02:51:26.976901] [INFO ] [CONFIGURE ] RHP: Configurate test run.
[2025-10-18T02:51:26.976956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-10-18T02:51:26.994610] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RHP'.
[2025-10-18T02:51:26.995298] [INFO ] [CONFIGURE ] RHP: Testing with 29 available features
[2025-10-18T02:51:26.995378] [INFO ] [CONFIGURE ] RHP: Establishing baseline with no features...
[2025-10-18T02:51:27.112695] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:27.223477] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:51:27.334106] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:27.449965] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:27.578621] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:51:27.702958] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:27.818976] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:27.927182] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:28.037598] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:28.156700] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:28.156922] [INFO ] [CONFIGURE ] RHP: Baseline score (no features): 20.00%
[2025-10-18T02:51:28.156981] [INFO ] [CONFIGURE ] RHP: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:51:28.157017] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:51:28.275752] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:28.396003] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:51:28.515288] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:28.635607] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:28.755206] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:51:28.884141] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:29.006197] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:29.130635] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:29.283067] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:29.412698] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:29.412865] [INFO ] [CONFIGURE ] RHP: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-18T02:51:29.412913] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 1.5s/test | Remaining: 1310 tests
[2025-10-18T02:51:29.412948] [INFO ] [CONFIGURE ] RHP: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:51:29.412980] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:51:29.544201] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:29.669818] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:29.797051] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:29.922726] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:51:30.056223] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:51:30.203167] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:30.348888] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:30.483871] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:30.613857] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:51:30.744957] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:30.745125] [INFO ] [CONFIGURE ] RHP: KEPT add_cumulative_delta (score: 50.00%)
[2025-10-18T02:51:30.745167] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 1.5s/test | Remaining: 1309 tests
[2025-10-18T02:51:30.745201] [INFO ] [CONFIGURE ] RHP: Testing feature 3/29: add_daily_returns
[2025-10-18T02:51:30.745231] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:51:30.881012] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:31.011327] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:31.143941] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:51:31.278428] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:31.416537] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:51:31.555901] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:31.691339] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:31.828093] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:31.962676] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:51:32.096939] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:32.097140] [INFO ] [CONFIGURE ] RHP: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T02:51:32.097194] [INFO ] [CONFIGURE ] JOB ETA: 32.0m | Avg: 1.5s/test | Remaining: 1308 tests
[2025-10-18T02:51:32.097230] [INFO ] [CONFIGURE ] RHP: Testing feature 4/29: add_ema
[2025-10-18T02:51:32.097276] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T02:51:32.242965] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:32.388115] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:32.531077] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:32.674299] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:51:32.830765] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:51:32.987441] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:33.137168] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:33.287636] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:33.437368] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:33.597369] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:33.597597] [INFO ] [CONFIGURE ] RHP: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:51:33.597685] [INFO ] [CONFIGURE ] JOB ETA: 32.0m | Avg: 1.5s/test | Remaining: 1307 tests
[2025-10-18T02:51:33.597768] [INFO ] [CONFIGURE ] RHP: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:51:33.597826] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:51:33.766595] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:33.932197] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:34.094101] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:51:34.255700] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:34.418305] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:51:34.573982] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:34.722410] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:34.873500] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:35.022408] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:35.172148] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:35.172305] [INFO ] [CONFIGURE ] RHP: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T02:51:35.172361] [INFO ] [CONFIGURE ] JOB ETA: 32.0m | Avg: 1.5s/test | Remaining: 1306 tests
[2025-10-18T02:51:35.172419] [INFO ] [CONFIGURE ] RHP: Testing feature 6/29: add_failed_moves
[2025-10-18T02:51:35.172453] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T02:51:35.301486] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:35.427327] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:35.577436] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:35.706044] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:51:35.833479] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:51:35.965746] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:36.104271] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:36.238704] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:36.372473] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:51:36.504322] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:36.504568] [INFO ] [CONFIGURE ] RHP: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T02:51:36.504619] [INFO ] [CONFIGURE ] JOB ETA: 32.0m | Avg: 1.5s/test | Remaining: 1305 tests
[2025-10-18T02:51:36.504685] [INFO ] [CONFIGURE ] RHP: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:51:36.504734] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T02:51:36.629239] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:36.753132] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:36.879219] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:37.018593] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:51:37.162220] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:51:37.291668] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:37.425864] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:37.556674] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:37.686539] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:51:37.816451] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:37.816618] [INFO ] [CONFIGURE ] RHP: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T02:51:37.816695] [INFO ] [CONFIGURE ] JOB ETA: 31.9m | Avg: 1.5s/test | Remaining: 1304 tests
[2025-10-18T02:51:37.816747] [INFO ] [CONFIGURE ] RHP: Testing feature 8/29: add_macd
[2025-10-18T02:51:37.816785] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T02:51:37.988087] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:51:38.156854] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:38.319939] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:38.483811] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:38.649970] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:51:38.831680] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:38.995255] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:39.157019] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:39.321160] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:39.490026] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:39.490232] [INFO ] [CONFIGURE ] RHP: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:51:39.490282] [INFO ] [CONFIGURE ] JOB ETA: 31.9m | Avg: 1.5s/test | Remaining: 1303 tests
[2025-10-18T02:51:39.490318] [INFO ] [CONFIGURE ] RHP: Testing feature 9/29: add_mfi
[2025-10-18T02:51:39.490349] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T02:51:39.626864] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:39.764957] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:39.903162] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:40.043150] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:51:40.194437] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:51:40.341774] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:40.484752] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:40.627675] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:40.773042] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:51:40.919291] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:40.919470] [INFO ] [CONFIGURE ] RHP: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T02:51:40.919518] [INFO ] [CONFIGURE ] JOB ETA: 31.9m | Avg: 1.5s/test | Remaining: 1302 tests
[2025-10-18T02:51:40.919554] [INFO ] [CONFIGURE ] RHP: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:51:40.919588] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:51:41.077342] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:41.237334] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:41.399766] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:41.562396] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:41.720418] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:51:41.880674] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:42.049593] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:42.211145] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:42.371285] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:51:42.532531] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:42.532724] [INFO ] [CONFIGURE ] RHP: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:51:42.532782] [INFO ] [CONFIGURE ] JOB ETA: 31.9m | Avg: 1.5s/test | Remaining: 1301 tests
[2025-10-18T02:51:42.532820] [INFO ] [CONFIGURE ] RHP: Testing feature 11/29: add_obv_daily
[2025-10-18T02:51:42.532851] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T02:51:42.668458] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:51:42.800181] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:42.933102] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:51:43.068176] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:51:43.205092] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:51:43.336419] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:43.469069] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:43.602084] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:43.739518] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:43.874260] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:43.874453] [INFO ] [CONFIGURE ] RHP: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T02:51:43.874514] [INFO ] [CONFIGURE ] JOB ETA: 31.8m | Avg: 1.5s/test | Remaining: 1300 tests
[2025-10-18T02:51:43.874552] [INFO ] [CONFIGURE ] RHP: Testing feature 12/29: add_obv_interval
[2025-10-18T02:51:43.874583] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T02:51:44.000255] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:44.129396] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:44.262103] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:51:44.402390] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:44.536300] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:51:44.675107] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:44.812159] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:44.947504] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:45.086270] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:51:45.223176] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:45.223332] [INFO ] [CONFIGURE ] RHP: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T02:51:45.223379] [INFO ] [CONFIGURE ] JOB ETA: 31.8m | Avg: 1.5s/test | Remaining: 1299 tests
[2025-10-18T02:51:45.223414] [INFO ] [CONFIGURE ] RHP: Testing feature 13/29: add_opening_strength
[2025-10-18T02:51:45.223447] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:51:45.365871] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:45.512557] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:45.672309] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:51:45.821292] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:51:45.980011] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:51:46.133742] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:46.314114] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:46.500353] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:46.695904] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:46.860636] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:46.860870] [INFO ] [CONFIGURE ] RHP: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T02:51:46.860925] [INFO ] [CONFIGURE ] JOB ETA: 31.8m | Avg: 1.5s/test | Remaining: 1298 tests
[2025-10-18T02:51:46.860963] [INFO ] [CONFIGURE ] RHP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:51:46.860999] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T02:51:47.010078] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:47.180343] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:47.337200] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:51:47.487235] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:47.656020] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:51:47.796804] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:47.936346] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:48.079225] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:48.222948] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:51:48.366272] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:48.366433] [INFO ] [CONFIGURE ] RHP: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-18T02:51:48.366475] [INFO ] [CONFIGURE ] JOB ETA: 31.8m | Avg: 1.5s/test | Remaining: 1297 tests
[2025-10-18T02:51:48.366559] [INFO ] [CONFIGURE ] RHP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:51:48.366600] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T02:51:48.493601] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:48.617926] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:48.758117] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:51:48.896174] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:49.025241] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:51:49.156615] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:49.288358] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:49.420824] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:49.554802] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:49.690148] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:49.690325] [INFO ] [CONFIGURE ] RHP: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-18T02:51:49.690370] [INFO ] [CONFIGURE ] JOB ETA: 31.7m | Avg: 1.5s/test | Remaining: 1296 tests
[2025-10-18T02:51:49.690404] [INFO ] [CONFIGURE ] RHP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:51:49.690435] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T02:51:49.834579] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:49.977086] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:50.115322] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:50.251794] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:50.389896] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:51:50.536350] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:50.710156] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:50.855711] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:50.998300] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:51.139767] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:51.139938] [INFO ] [CONFIGURE ] RHP: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T02:51:51.139991] [INFO ] [CONFIGURE ] JOB ETA: 31.7m | Avg: 1.5s/test | Remaining: 1295 tests
[2025-10-18T02:51:51.140028] [INFO ] [CONFIGURE ] RHP: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:51:51.140059] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T02:51:51.279343] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:51.430054] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:51.580181] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:51:51.731492] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:51.890416] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:51:52.044148] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:52.190476] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:52.336558] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:52.486001] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:51:52.629987] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:52.630166] [INFO ] [CONFIGURE ] RHP: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-18T02:51:52.630209] [INFO ] [CONFIGURE ] JOB ETA: 31.7m | Avg: 1.5s/test | Remaining: 1294 tests
[2025-10-18T02:51:52.630243] [INFO ] [CONFIGURE ] RHP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:51:52.630273] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T02:51:52.757490] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:52.887054] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:53.017040] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:51:53.149050] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:53.278909] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:51:53.409916] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:53.541711] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:53.670453] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:53.798203] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:51:53.926403] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:53.926563] [INFO ] [CONFIGURE ] RHP: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T02:51:53.926607] [INFO ] [CONFIGURE ] JOB ETA: 31.7m | Avg: 1.5s/test | Remaining: 1293 tests
[2025-10-18T02:51:53.926663] [INFO ] [CONFIGURE ] RHP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:51:53.926723] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T02:51:54.051816] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:54.181862] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:54.313950] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:51:54.450493] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:51:54.577181] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:51:54.701884] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:54.828394] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:54.954441] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:55.081983] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:51:55.212730] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:55.212901] [INFO ] [CONFIGURE ] RHP: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T02:51:55.212945] [INFO ] [CONFIGURE ] JOB ETA: 31.6m | Avg: 1.5s/test | Remaining: 1292 tests
[2025-10-18T02:51:55.212978] [INFO ] [CONFIGURE ] RHP: Testing feature 20/29: add_price_rejection
[2025-10-18T02:51:55.213009] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-18T02:51:55.346010] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:55.479315] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:55.612674] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:51:55.750572] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:55.887617] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:51:56.021271] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:56.156344] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:56.291664] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:56.427292] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:56.563401] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:56.563556] [INFO ] [CONFIGURE ] RHP: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-18T02:51:56.563601] [INFO ] [CONFIGURE ] JOB ETA: 31.6m | Avg: 1.5s/test | Remaining: 1291 tests
[2025-10-18T02:51:56.563635] [INFO ] [CONFIGURE ] RHP: Testing feature 21/29: add_range_position
[2025-10-18T02:51:56.563706] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-18T02:51:56.708386] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:56.850836] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:56.991437] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:51:57.140885] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:57.283669] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:51:57.427401] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:57.571745] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:57.718072] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:57.864344] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:58.010800] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:58.010938] [INFO ] [CONFIGURE ] RHP: DISCARDED add_range_position (score: 20.00%)
[2025-10-18T02:51:58.010981] [INFO ] [CONFIGURE ] JOB ETA: 31.6m | Avg: 1.5s/test | Remaining: 1290 tests
[2025-10-18T02:51:58.011016] [INFO ] [CONFIGURE ] RHP: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:51:58.011047] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-18T02:51:58.167596] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:58.326276] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:51:58.488927] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:51:58.647140] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:51:58.808781] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:51:58.969344] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:51:59.138025] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:51:59.307302] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:51:59.479780] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:51:59.655002] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:51:59.656019] [INFO ] [CONFIGURE ] RHP: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T02:51:59.656080] [INFO ] [CONFIGURE ] JOB ETA: 31.6m | Avg: 1.5s/test | Remaining: 1289 tests
[2025-10-18T02:51:59.656118] [INFO ] [CONFIGURE ] RHP: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:51:59.656149] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-18T02:51:59.824845] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:51:59.961069] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:00.101619] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:52:00.240937] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:52:00.385513] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:52:00.530949] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:52:00.676824] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:52:00.827055] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:00.979250] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:52:01.128513] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:01.128710] [INFO ] [CONFIGURE ] RHP: DISCARDED add_recent_range_context (score: 20.00%)
[2025-10-18T02:52:01.128773] [INFO ] [CONFIGURE ] JOB ETA: 31.5m | Avg: 1.5s/test | Remaining: 1288 tests
[2025-10-18T02:52:01.128828] [INFO ] [CONFIGURE ] RHP: Testing feature 24/29: add_rsi
[2025-10-18T02:52:01.128884] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-18T02:52:01.306247] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:52:01.472324] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:01.639140] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:52:01.806153] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:01.971976] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:52:02.136194] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:52:02.308874] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:52:02.475085] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:02.646036] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:52:02.844568] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:02.844752] [INFO ] [CONFIGURE ] RHP: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T02:52:02.844805] [INFO ] [CONFIGURE ] JOB ETA: 31.5m | Avg: 1.5s/test | Remaining: 1287 tests
[2025-10-18T02:52:02.844862] [INFO ] [CONFIGURE ] RHP: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:52:02.844895] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-18T02:52:02.979023] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:52:03.114373] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:03.250815] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:52:03.389829] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:52:03.526891] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:52:03.667942] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:52:03.799147] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:52:03.930387] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:04.062901] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:04.198627] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:04.198833] [INFO ] [CONFIGURE ] RHP: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T02:52:04.198881] [INFO ] [CONFIGURE ] JOB ETA: 31.5m | Avg: 1.5s/test | Remaining: 1286 tests
[2025-10-18T02:52:04.198917] [INFO ] [CONFIGURE ] RHP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:52:04.198948] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-18T02:52:04.331794] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:52:04.461824] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:04.591773] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:52:04.722026] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:04.852775] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:52:04.989719] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:52:05.122120] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:52:05.255338] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:05.388085] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:05.522571] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:05.522765] [INFO ] [CONFIGURE ] RHP: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:52:05.522817] [INFO ] [CONFIGURE ] JOB ETA: 31.5m | Avg: 1.5s/test | Remaining: 1285 tests
[2025-10-18T02:52:05.522854] [INFO ] [CONFIGURE ] RHP: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:52:05.522884] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-18T02:52:05.662299] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:52:05.803451] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:05.945167] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:52:06.087379] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:52:06.236214] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:52:06.382056] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:52:06.529331] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:52:06.670122] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:06.820944] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:06.975836] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:06.976092] [INFO ] [CONFIGURE ] RHP: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T02:52:06.976173] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 1.5s/test | Remaining: 1284 tests
[2025-10-18T02:52:06.976235] [INFO ] [CONFIGURE ] RHP: Testing feature 28/29: add_volume_profile
[2025-10-18T02:52:06.976293] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-18T02:52:07.119533] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:52:07.256069] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:07.395318] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:52:07.539530] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:07.676362] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:52:07.809697] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:52:07.948895] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:52:08.087723] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:08.224855] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:52:08.361457] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:08.361617] [INFO ] [CONFIGURE ] RHP: DISCARDED add_volume_profile (score: 30.00%)
[2025-10-18T02:52:08.361692] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 1.5s/test | Remaining: 1283 tests
[2025-10-18T02:52:08.361741] [INFO ] [CONFIGURE ] RHP: Testing feature 29/29: add_vwap
[2025-10-18T02:52:08.361773] [INFO ] [CONFIGURE ] RHP: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-18T02:52:08.496270] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:52:08.630365] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:08.771289] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:52:08.927235] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:52:09.070530] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:52:09.211953] [DEBUG] [FORECASTER] RHP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:52:09.353164] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:52:09.494413] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:09.636821] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:52:09.780416] [DEBUG] [FORECASTER] RHP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:09.780605] [INFO ] [CONFIGURE ] RHP: DISCARDED add_vwap (score: 30.00%)
[2025-10-18T02:52:09.780674] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 1.5s/test | Remaining: 1282 tests
[2025-10-18T02:52:09.780731] [INFO ] [CONFIGURE ] RHP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:52:09.780763] [INFO ] [CONFIGURE ] RHP: Best accuracy: 50.00%
[2025-10-18T02:52:09.780794] [INFO ] [CONFIGURE ] RHP: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-18T02:52:09.780845] [INFO ] [CONFIGURE ] RHP: Improvement over baseline: 30.00%
[2025-10-18T02:52:09.780874] [INFO ] [CONFIGURE ] RHP: Total time: 41.6 seconds
[2025-10-18T02:52:09.780900] [INFO ] [CONFIGURE ] RHP: Average time per feature: 1.4 seconds
[2025-10-18T02:52:09.780928] [INFO ] [CONFIGURE ] RHP: Average speed: 0.70 features/sec
[2025-10-18T02:52:09.781494] [INFO ] [LOCAL     ] Saved configuration for RHP: 1 features, 50.00% accuracy -> ./output/feature-sets/RHP.json
[2025-10-18T02:52:09.781565] [INFO ] [CONFIGURE ] RHP: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-18T02:52:09.781669] [INFO ] [sig       ] [339/380] Successfully configured RHP | 0.02 sym/s | Total: 4.1h | ETA: 29.6m
[2025-10-18T02:52:09.781728] [INFO ] [sig       ] [340/380] Configuring RIO...
[2025-10-18T02:52:09.781772] [INFO ] [CONFIGURE ] RIO: Configurate test run.
[2025-10-18T02:52:09.781828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-10-18T02:52:09.795209] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RIO'.
[2025-10-18T02:52:09.795609] [INFO ] [CONFIGURE ] RIO: Testing with 29 available features
[2025-10-18T02:52:09.795690] [INFO ] [CONFIGURE ] RIO: Establishing baseline with no features...
[2025-10-18T02:52:09.898067] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:09.996597] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:10.099084] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:10.200935] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:10.307140] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:10.409477] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:10.512194] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:10.615051] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:10.719289] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:10.823376] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:52:10.823548] [INFO ] [CONFIGURE ] RIO: Baseline score (no features): 70.00%
[2025-10-18T02:52:10.823592] [INFO ] [CONFIGURE ] RIO: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:52:10.823626] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:52:10.936921] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:52:11.050802] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:11.164577] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:11.281996] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:11.400325] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:11.516768] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:11.632685] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:52:11.749906] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:11.869956] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:11.990453] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:11.990612] [INFO ] [CONFIGURE ] RIO: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-10-18T02:52:11.990726] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 1.5s/test | Remaining: 1281 tests
[2025-10-18T02:52:11.990781] [INFO ] [CONFIGURE ] RIO: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:52:11.990814] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:52:12.111519] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:12.231857] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:12.352074] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:12.474009] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:12.597729] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:12.725849] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:12.850384] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:12.980520] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:13.106381] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:13.233297] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:13.233480] [INFO ] [CONFIGURE ] RIO: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T02:52:13.233524] [INFO ] [CONFIGURE ] JOB ETA: 31.3m | Avg: 1.5s/test | Remaining: 1280 tests
[2025-10-18T02:52:13.233559] [INFO ] [CONFIGURE ] RIO: Testing feature 3/29: add_daily_returns
[2025-10-18T02:52:13.233592] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_daily_returns']
[2025-10-18T02:52:13.340016] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:52:13.447163] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:13.553534] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:13.661011] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:13.771980] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:13.881626] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:14.002496] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:14.122088] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:14.240540] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:14.359244] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:52:14.359407] [INFO ] [CONFIGURE ] RIO: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:52:14.359450] [INFO ] [CONFIGURE ] JOB ETA: 31.3m | Avg: 1.5s/test | Remaining: 1279 tests
[2025-10-18T02:52:14.359484] [INFO ] [CONFIGURE ] RIO: Testing feature 4/29: add_ema
[2025-10-18T02:52:14.359514] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_ema']
[2025-10-18T02:52:14.484121] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:14.610193] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:14.739117] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:14.868061] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:52:14.998005] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:15.127188] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:15.257205] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:52:15.396013] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:15.530475] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:15.665814] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:52:15.665974] [INFO ] [CONFIGURE ] RIO: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:52:15.666019] [INFO ] [CONFIGURE ] JOB ETA: 31.3m | Avg: 1.5s/test | Remaining: 1278 tests
[2025-10-18T02:52:15.666055] [INFO ] [CONFIGURE ] RIO: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:52:15.666088] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:52:15.803235] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:15.940419] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:16.078420] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:16.216011] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:52:16.357342] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:16.499344] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:16.648676] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:52:16.791596] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:16.935886] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:17.081291] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:52:17.081457] [INFO ] [CONFIGURE ] RIO: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T02:52:17.081502] [INFO ] [CONFIGURE ] JOB ETA: 31.3m | Avg: 1.5s/test | Remaining: 1277 tests
[2025-10-18T02:52:17.081537] [INFO ] [CONFIGURE ] RIO: Testing feature 6/29: add_failed_moves
[2025-10-18T02:52:17.081568] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_failed_moves']
[2025-10-18T02:52:17.202561] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:17.322637] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:17.440395] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:17.554464] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:17.669517] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:17.781626] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:17.894048] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:18.011881] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:18.124838] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:18.237465] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:52:18.237613] [INFO ] [CONFIGURE ] RIO: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:52:18.237683] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 1.5s/test | Remaining: 1276 tests
[2025-10-18T02:52:18.237748] [INFO ] [CONFIGURE ] RIO: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:52:18.237811] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_lag_shelf']
[2025-10-18T02:52:18.338322] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:18.440318] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:18.543626] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:18.648016] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:18.753867] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:18.860398] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:18.964774] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:19.067053] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:19.170322] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:19.278990] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:52:19.279130] [INFO ] [CONFIGURE ] RIO: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:52:19.279177] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 1.5s/test | Remaining: 1275 tests
[2025-10-18T02:52:19.279211] [INFO ] [CONFIGURE ] RIO: Testing feature 8/29: add_macd
[2025-10-18T02:52:19.279242] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:52:19.423669] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:19.563606] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:19.707186] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:52:19.854274] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:52:20.000799] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:20.145783] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:20.292278] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:52:20.437898] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:20.590598] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:20.739597] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:20.739767] [INFO ] [CONFIGURE ] RIO: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:52:20.739819] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 1.5s/test | Remaining: 1274 tests
[2025-10-18T02:52:20.739855] [INFO ] [CONFIGURE ] RIO: Testing feature 9/29: add_mfi
[2025-10-18T02:52:20.739885] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_mfi']
[2025-10-18T02:52:20.859963] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:21.010731] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:21.130185] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:21.249784] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:21.371593] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:21.494458] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:21.639310] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:21.779491] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:21.916861] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:22.043276] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:22.043465] [INFO ] [CONFIGURE ] RIO: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T02:52:22.043557] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 1.5s/test | Remaining: 1273 tests
[2025-10-18T02:52:22.043612] [INFO ] [CONFIGURE ] RIO: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:52:22.043667] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:52:22.177454] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:52:22.313446] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:22.450387] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:22.582214] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:22.720497] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:22.860967] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:52:23.001781] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:52:23.145836] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:23.292266] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:52:23.437891] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:52:23.438078] [INFO ] [CONFIGURE ] RIO: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-18T02:52:23.438124] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 1.5s/test | Remaining: 1272 tests
[2025-10-18T02:52:23.438159] [INFO ] [CONFIGURE ] RIO: Testing feature 11/29: add_obv_daily
[2025-10-18T02:52:23.438190] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_obv_daily']
[2025-10-18T02:52:23.573446] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:52:23.686190] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:23.797513] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:23.926995] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:24.069533] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:24.187517] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:24.299859] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:52:24.412102] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:24.531759] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:24.649247] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:24.649456] [INFO ] [CONFIGURE ] RIO: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T02:52:24.649504] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 1.5s/test | Remaining: 1271 tests
[2025-10-18T02:52:24.649538] [INFO ] [CONFIGURE ] RIO: Testing feature 12/29: add_obv_interval
[2025-10-18T02:52:24.649569] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_obv_interval']
[2025-10-18T02:52:24.759236] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:24.872268] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:24.990004] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:25.114197] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:25.241770] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:52:25.370595] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:25.499085] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:25.626177] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:25.753341] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:52:25.865402] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:52:25.865561] [INFO ] [CONFIGURE ] RIO: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:52:25.865624] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 1.5s/test | Remaining: 1270 tests
[2025-10-18T02:52:25.865706] [INFO ] [CONFIGURE ] RIO: Testing feature 13/29: add_opening_strength
[2025-10-18T02:52:25.865748] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:52:25.982467] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:26.100272] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:26.220549] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:26.341057] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:26.460125] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:26.579951] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:26.703580] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:26.826668] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:52:26.958374] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:27.111043] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:27.111246] [INFO ] [CONFIGURE ] RIO: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:52:27.111306] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 1.5s/test | Remaining: 1269 tests
[2025-10-18T02:52:27.111345] [INFO ] [CONFIGURE ] RIO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:52:27.111377] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T02:52:27.237353] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:27.361845] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:27.489287] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:27.615395] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:27.744539] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:27.877715] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:28.007481] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:28.135927] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:28.265246] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:52:28.396020] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:52:28.396227] [INFO ] [CONFIGURE ] RIO: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:52:28.396278] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 1.5s/test | Remaining: 1268 tests
[2025-10-18T02:52:28.396314] [INFO ] [CONFIGURE ] RIO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:52:28.396347] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T02:52:28.502561] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:52:28.608915] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:28.715549] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:28.830412] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:28.942220] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:29.049970] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:52:29.157760] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:52:29.268214] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:29.378844] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:52:29.489909] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:29.490081] [INFO ] [CONFIGURE ] RIO: DISCARDED add_pbf_morning_momentum (score: 20.00%)
[2025-10-18T02:52:29.490126] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 1.5s/test | Remaining: 1267 tests
[2025-10-18T02:52:29.490160] [INFO ] [CONFIGURE ] RIO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:52:29.490193] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T02:52:29.603342] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:52:29.715725] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:29.828554] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:29.943795] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:30.058269] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:30.171075] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:30.286744] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:30.399850] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:30.508227] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:30.617047] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:30.617205] [INFO ] [CONFIGURE ] RIO: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T02:52:30.617249] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 1.5s/test | Remaining: 1266 tests
[2025-10-18T02:52:30.617283] [INFO ] [CONFIGURE ] RIO: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:52:30.617315] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_pbf_return_2d']
[2025-10-18T02:52:30.738303] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:30.858632] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:30.972445] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:31.087686] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:31.207221] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:31.330007] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:31.453299] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:52:31.582949] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:31.703285] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:52:31.826180] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:52:31.826377] [INFO ] [CONFIGURE ] RIO: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T02:52:31.826426] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 1.5s/test | Remaining: 1265 tests
[2025-10-18T02:52:31.826461] [INFO ] [CONFIGURE ] RIO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:52:31.826491] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T02:52:31.930933] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:52:32.037273] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:32.142586] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:32.247883] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:32.353851] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:32.461244] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:32.567430] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:32.674695] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:32.782503] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:32.895904] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:32.896092] [INFO ] [CONFIGURE ] RIO: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T02:52:32.896143] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 1.5s/test | Remaining: 1264 tests
[2025-10-18T02:52:32.896179] [INFO ] [CONFIGURE ] RIO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:52:32.896212] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T02:52:33.010248] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:33.148176] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:33.256273] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:33.362509] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:33.473339] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:33.586728] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:33.711589] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:33.831731] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:33.958338] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:34.068823] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:52:34.068982] [INFO ] [CONFIGURE ] RIO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:52:34.069026] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 1.5s/test | Remaining: 1263 tests
[2025-10-18T02:52:34.069062] [INFO ] [CONFIGURE ] RIO: Testing feature 20/29: add_price_rejection
[2025-10-18T02:52:34.069096] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_price_rejection']
[2025-10-18T02:52:34.185483] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:52:34.305130] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:34.422249] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:34.540169] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:34.657720] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:52:34.773600] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:34.894300] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:35.011360] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:35.128987] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:52:35.246808] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:52:35.246976] [INFO ] [CONFIGURE ] RIO: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T02:52:35.247036] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 1.5s/test | Remaining: 1262 tests
[2025-10-18T02:52:35.247074] [INFO ] [CONFIGURE ] RIO: Testing feature 21/29: add_range_position
[2025-10-18T02:52:35.247104] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_range_position']
[2025-10-18T02:52:35.369406] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:35.493088] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:35.616696] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:35.740751] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:35.866190] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:35.991078] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:36.116833] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:36.247984] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:36.374358] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:52:36.502510] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:52:36.502728] [INFO ] [CONFIGURE ] RIO: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:52:36.502785] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 1.5s/test | Remaining: 1261 tests
[2025-10-18T02:52:36.502822] [INFO ] [CONFIGURE ] RIO: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:52:36.502855] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_realized_volatility']
[2025-10-18T02:52:36.640775] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:36.778461] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:36.922610] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:37.067987] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:37.214847] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:52:37.359902] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:37.507481] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:37.652527] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:37.796078] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:37.939494] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:37.939705] [INFO ] [CONFIGURE ] RIO: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:52:37.939763] [INFO ] [CONFIGURE ] JOB ETA: 30.8m | Avg: 1.5s/test | Remaining: 1260 tests
[2025-10-18T02:52:37.939835] [INFO ] [CONFIGURE ] RIO: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:52:37.939887] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_recent_range_context']
[2025-10-18T02:52:38.051936] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:38.161502] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:38.271778] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:38.393682] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:38.514881] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:38.632507] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:38.751943] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:52:38.871728] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:38.992171] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:39.113210] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:52:39.113419] [INFO ] [CONFIGURE ] RIO: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T02:52:39.113464] [INFO ] [CONFIGURE ] JOB ETA: 30.8m | Avg: 1.5s/test | Remaining: 1259 tests
[2025-10-18T02:52:39.113499] [INFO ] [CONFIGURE ] RIO: Testing feature 24/29: add_rsi
[2025-10-18T02:52:39.113533] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T02:52:39.242591] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:39.372563] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:39.501504] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:39.630185] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:52:39.760586] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:39.890523] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:40.026311] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:52:40.161369] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:40.295287] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:40.426277] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:52:40.426442] [INFO ] [CONFIGURE ] RIO: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T02:52:40.426486] [INFO ] [CONFIGURE ] JOB ETA: 30.8m | Avg: 1.5s/test | Remaining: 1258 tests
[2025-10-18T02:52:40.426522] [INFO ] [CONFIGURE ] RIO: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:52:40.426555] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_tick_distribution']
[2025-10-18T02:52:40.532233] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:40.637312] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:40.744835] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:40.849340] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:40.956839] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:41.067815] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:41.179247] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:41.291673] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:41.404192] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:52:41.520409] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:52:41.520560] [INFO ] [CONFIGURE ] RIO: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T02:52:41.520609] [INFO ] [CONFIGURE ] JOB ETA: 30.8m | Avg: 1.5s/test | Remaining: 1257 tests
[2025-10-18T02:52:41.520664] [INFO ] [CONFIGURE ] RIO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:52:41.520723] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T02:52:41.633479] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:41.746246] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:41.860899] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:41.974708] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:42.088295] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:42.201918] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:42.315958] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:42.431218] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:42.550901] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:52:42.680276] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:52:42.680432] [INFO ] [CONFIGURE ] RIO: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:52:42.680474] [INFO ] [CONFIGURE ] JOB ETA: 30.7m | Avg: 1.5s/test | Remaining: 1256 tests
[2025-10-18T02:52:42.680510] [INFO ] [CONFIGURE ] RIO: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:52:42.680541] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_volume_price_divergence']
[2025-10-18T02:52:42.797506] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:42.917089] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:43.039869] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:43.163303] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:43.284579] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:43.422800] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:43.571988] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:43.705311] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:43.840328] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:43.971078] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:43.971245] [INFO ] [CONFIGURE ] RIO: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T02:52:43.971288] [INFO ] [CONFIGURE ] JOB ETA: 30.7m | Avg: 1.5s/test | Remaining: 1255 tests
[2025-10-18T02:52:43.971376] [INFO ] [CONFIGURE ] RIO: Testing feature 28/29: add_volume_profile
[2025-10-18T02:52:43.971417] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_volume_profile']
[2025-10-18T02:52:44.088499] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:44.206437] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:44.326767] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:44.444988] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:44.564741] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:44.684786] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:52:44.806123] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:44.928190] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:45.050413] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:45.173578] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:45.173782] [INFO ] [CONFIGURE ] RIO: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T02:52:45.173833] [INFO ] [CONFIGURE ] JOB ETA: 30.7m | Avg: 1.5s/test | Remaining: 1254 tests
[2025-10-18T02:52:45.173870] [INFO ] [CONFIGURE ] RIO: Testing feature 29/29: add_vwap
[2025-10-18T02:52:45.173902] [INFO ] [CONFIGURE ] RIO: Testing with features: ['add_vwap']
[2025-10-18T02:52:45.298538] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:52:45.425352] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:52:45.548836] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:45.674044] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:45.802179] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:52:45.931359] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:52:46.056932] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:52:46.182588] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:46.308800] [DEBUG] [FORECASTER] RIO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:52:46.438464] [DEBUG] [FORECASTER] RIO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:46.438604] [INFO ] [CONFIGURE ] RIO: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T02:52:46.438671] [INFO ] [CONFIGURE ] JOB ETA: 30.7m | Avg: 1.5s/test | Remaining: 1253 tests
[2025-10-18T02:52:46.438734] [INFO ] [CONFIGURE ] RIO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:52:46.438767] [INFO ] [CONFIGURE ] RIO: Best accuracy: 70.00%
[2025-10-18T02:52:46.438795] [INFO ] [CONFIGURE ] RIO: Best feature set (0 features): []
[2025-10-18T02:52:46.438822] [INFO ] [CONFIGURE ] RIO: Improvement over baseline: 0.00%
[2025-10-18T02:52:46.438848] [INFO ] [CONFIGURE ] RIO: Total time: 35.6 seconds
[2025-10-18T02:52:46.438874] [INFO ] [CONFIGURE ] RIO: Average time per feature: 1.2 seconds
[2025-10-18T02:52:46.438900] [INFO ] [CONFIGURE ] RIO: Average speed: 0.81 features/sec
[2025-10-18T02:52:46.439285] [INFO ] [LOCAL     ] Saved configuration for RIO: 0 features, 70.00% accuracy -> ./output/feature-sets/RIO.json
[2025-10-18T02:52:46.439340] [INFO ] [CONFIGURE ] RIO: Configuration saved successfully: 0 features, 70.00% accuracy.
[2025-10-18T02:52:46.439396] [INFO ] [sig       ] [340/380] Successfully configured RIO | 0.02 sym/s | Total: 4.1h | ETA: 28.9m
[2025-10-18T02:52:46.439472] [INFO ] [sig       ] [341/380] Configuring RITM...
[2025-10-18T02:52:46.439536] [INFO ] [CONFIGURE ] RITM: Configurate test run.
[2025-10-18T02:52:46.439591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-10-18T02:52:46.451566] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RITM'.
[2025-10-18T02:52:46.451985] [INFO ] [CONFIGURE ] RITM: Testing with 29 available features
[2025-10-18T02:52:46.452042] [INFO ] [CONFIGURE ] RITM: Establishing baseline with no features...
[2025-10-18T02:52:46.561281] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:52:46.671287] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:46.779140] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:52:46.889188] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:52:46.999845] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:52:47.105402] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:52:47.211411] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:52:47.318152] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:47.425154] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:52:47.530370] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:47.530528] [INFO ] [CONFIGURE ] RITM: Baseline score (no features): 40.00%
[2025-10-18T02:52:47.530572] [INFO ] [CONFIGURE ] RITM: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:52:47.530606] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:52:47.644914] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:52:47.763311] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:47.884379] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:52:48.005008] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:52:48.126748] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:52:48.247817] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:52:48.369733] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:52:48.497617] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:52:48.624022] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:52:48.752573] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:48.752760] [INFO ] [CONFIGURE ] RITM: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T02:52:48.752812] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 1.5s/test | Remaining: 1252 tests
[2025-10-18T02:52:48.752847] [INFO ] [CONFIGURE ] RITM: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:52:48.752960] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:52:48.890019] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:52:49.035015] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:49.172870] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:52:49.311172] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:52:49.450397] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:52:49.591324] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:52:49.731352] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:52:49.872308] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:50.014523] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:52:50.163129] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:50.163314] [INFO ] [CONFIGURE ] RITM: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-18T02:52:50.163372] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 1.5s/test | Remaining: 1251 tests
[2025-10-18T02:52:50.163409] [INFO ] [CONFIGURE ] RITM: Testing feature 3/29: add_daily_returns
[2025-10-18T02:52:50.163439] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:52:50.286228] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:52:50.411920] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:50.535276] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:52:50.660078] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:52:50.784710] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:52:50.912203] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:52:51.037928] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:52:51.164028] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:51.291334] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:52:51.452391] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:51.452529] [INFO ] [CONFIGURE ] RITM: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T02:52:51.452572] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 1.5s/test | Remaining: 1250 tests
[2025-10-18T02:52:51.452606] [INFO ] [CONFIGURE ] RITM: Testing feature 4/29: add_ema
[2025-10-18T02:52:51.452636] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T02:52:51.589078] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:52:51.729668] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:51.872558] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:52:52.010331] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:52:52.148900] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:52:52.290443] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:52:52.431848] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:52:52.572225] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:52.716265] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:52:52.857331] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:52.857474] [INFO ] [CONFIGURE ] RITM: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:52:52.857518] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 1.5s/test | Remaining: 1249 tests
[2025-10-18T02:52:52.857552] [INFO ] [CONFIGURE ] RITM: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:52:52.857583] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:52:53.000802] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:52:53.145425] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:53.294004] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:52:53.446314] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:52:53.597097] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:52:53.749232] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:52:53.901466] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:52:54.054493] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:54.205318] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:52:54.357954] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:54.358108] [INFO ] [CONFIGURE ] RITM: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T02:52:54.358154] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 1.5s/test | Remaining: 1248 tests
[2025-10-18T02:52:54.358188] [INFO ] [CONFIGURE ] RITM: Testing feature 6/29: add_failed_moves
[2025-10-18T02:52:54.358219] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T02:52:54.525808] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:52:54.659013] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:54.791015] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:52:54.931927] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:52:55.124783] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:52:55.290390] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:52:55.474576] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:52:55.622197] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:52:55.782963] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:52:55.913212] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:55.913481] [INFO ] [CONFIGURE ] RITM: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T02:52:55.913544] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 1.5s/test | Remaining: 1247 tests
[2025-10-18T02:52:55.913582] [INFO ] [CONFIGURE ] RITM: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:52:55.913614] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T02:52:56.032150] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:52:56.150818] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:56.271412] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:52:56.391025] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:52:56.511616] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:52:56.636062] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:52:56.758878] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:52:56.883267] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:57.007273] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:52:57.130636] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:57.130819] [INFO ] [CONFIGURE ] RITM: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T02:52:57.130863] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 1.5s/test | Remaining: 1246 tests
[2025-10-18T02:52:57.130897] [INFO ] [CONFIGURE ] RITM: Testing feature 8/29: add_macd
[2025-10-18T02:52:57.130928] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T02:52:57.285986] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:52:57.450358] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:57.606947] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:52:57.765536] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:52:57.926558] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:52:58.088502] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:52:58.243689] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:52:58.408320] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:52:58.579400] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:52:58.746243] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:52:58.746422] [INFO ] [CONFIGURE ] RITM: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:52:58.746468] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 1.5s/test | Remaining: 1245 tests
[2025-10-18T02:52:58.746503] [INFO ] [CONFIGURE ] RITM: Testing feature 9/29: add_mfi
[2025-10-18T02:52:58.746534] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T02:52:58.890090] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:52:59.024970] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:52:59.161798] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:52:59.298394] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:52:59.436976] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:52:59.575743] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:52:59.714102] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:52:59.851563] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:52:59.989785] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:53:00.131478] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:53:00.131662] [INFO ] [CONFIGURE ] RITM: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T02:53:00.131725] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 1.5s/test | Remaining: 1244 tests
[2025-10-18T02:53:00.131764] [INFO ] [CONFIGURE ] RITM: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:53:00.131795] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:53:00.287104] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:00.444833] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:00.610635] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:00.769398] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:53:00.943557] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:01.120668] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:53:01.305115] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:53:01.494370] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:01.663688] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:53:01.836629] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:01.836865] [INFO ] [CONFIGURE ] RITM: KEPT add_momentum_acceleration (score: 60.00%)
[2025-10-18T02:53:01.836914] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 1.5s/test | Remaining: 1243 tests
[2025-10-18T02:53:01.836952] [INFO ] [CONFIGURE ] RITM: Testing feature 11/29: add_obv_daily
[2025-10-18T02:53:01.836986] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T02:53:02.010054] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:02.198720] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:02.366559] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:02.530502] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:53:02.697912] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:02.869064] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:03.043412] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:53:03.218420] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:03.398775] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:53:03.628965] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:03.629178] [INFO ] [CONFIGURE ] RITM: KEPT add_obv_daily (score: 70.00%)
[2025-10-18T02:53:03.629231] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 1.5s/test | Remaining: 1242 tests
[2025-10-18T02:53:03.629266] [INFO ] [CONFIGURE ] RITM: Testing feature 12/29: add_obv_interval
[2025-10-18T02:53:03.629298] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_obv_interval']
[2025-10-18T02:53:03.829096] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:03.999887] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:04.170370] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:04.350208] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:53:04.522708] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:04.696250] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:04.868826] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:53:05.043119] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:05.217884] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:53:05.393820] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:53:05.394030] [INFO ] [CONFIGURE ] RITM: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:53:05.394134] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 1.5s/test | Remaining: 1241 tests
[2025-10-18T02:53:05.394189] [INFO ] [CONFIGURE ] RITM: Testing feature 13/29: add_opening_strength
[2025-10-18T02:53:05.394224] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:53:05.574338] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:05.760667] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:53:05.946737] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:06.134116] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:53:06.323583] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:53:06.503617] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:06.695097] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:53:06.893562] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:07.081990] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:53:07.272284] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:53:07.272476] [INFO ] [CONFIGURE ] RITM: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:53:07.272526] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 1.5s/test | Remaining: 1240 tests
[2025-10-18T02:53:07.272561] [INFO ] [CONFIGURE ] RITM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:53:07.272594] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T02:53:07.454060] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:07.630662] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:07.805033] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:07.980991] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:53:08.163333] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:08.347438] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:08.539230] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:53:08.727177] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:08.924613] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:53:09.116296] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:09.116462] [INFO ] [CONFIGURE ] RITM: KEPT add_order_flow_imbalance (score: 80.00%)
[2025-10-18T02:53:09.116506] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 1.5s/test | Remaining: 1239 tests
[2025-10-18T02:53:09.116541] [INFO ] [CONFIGURE ] RITM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:53:09.116572] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-18T02:53:09.319128] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:09.520165] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:09.736672] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:09.937033] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:53:10.133893] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:10.328961] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:10.525839] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:53:10.725072] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:10.923067] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:53:11.123885] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:11.124053] [INFO ] [CONFIGURE ] RITM: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T02:53:11.124096] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 1.5s/test | Remaining: 1238 tests
[2025-10-18T02:53:11.124130] [INFO ] [CONFIGURE ] RITM: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:53:11.124161] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-18T02:53:11.328611] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:11.528737] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:11.728205] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:11.928894] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:53:12.127985] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:12.329500] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:53:12.528917] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:53:12.768988] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:12.972319] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:53:13.176253] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:53:13.176422] [INFO ] [CONFIGURE ] RITM: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:53:13.176464] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 1.5s/test | Remaining: 1237 tests
[2025-10-18T02:53:13.176498] [INFO ] [CONFIGURE ] RITM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:53:13.176530] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-18T02:53:13.361586] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:13.545040] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:13.729050] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:13.916826] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:53:14.110015] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:14.298589] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:53:14.486574] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:53:14.676832] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:14.869595] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:53:15.067199] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:15.067355] [INFO ] [CONFIGURE ] RITM: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:53:15.067398] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 1.5s/test | Remaining: 1236 tests
[2025-10-18T02:53:15.067432] [INFO ] [CONFIGURE ] RITM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:53:15.067464] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-18T02:53:15.253683] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:15.444827] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:15.632794] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:15.821104] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:53:16.009586] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:16.198976] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:16.390323] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:53:16.580803] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:16.771071] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:53:16.969408] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:16.969628] [INFO ] [CONFIGURE ] RITM: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:53:16.969712] [INFO ] [CONFIGURE ] JOB ETA: 30.2m | Avg: 1.5s/test | Remaining: 1235 tests
[2025-10-18T02:53:16.969756] [INFO ] [CONFIGURE ] RITM: Testing feature 20/29: add_price_rejection
[2025-10-18T02:53:16.969788] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-18T02:53:17.167343] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:17.363071] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:17.560814] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:17.762881] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:53:17.958494] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:18.157727] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:53:18.362381] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:53:18.559872] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:53:18.762108] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:53:18.971533] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:18.971731] [INFO ] [CONFIGURE ] RITM: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:53:18.971788] [INFO ] [CONFIGURE ] JOB ETA: 30.2m | Avg: 1.5s/test | Remaining: 1234 tests
[2025-10-18T02:53:18.971826] [INFO ] [CONFIGURE ] RITM: Testing feature 21/29: add_range_position
[2025-10-18T02:53:18.971860] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-18T02:53:19.181854] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:19.386567] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:19.595203] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:19.814038] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:53:20.019036] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:20.226981] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:53:20.433320] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:53:20.646066] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:20.861449] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:53:21.086493] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:53:21.086708] [INFO ] [CONFIGURE ] RITM: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T02:53:21.086767] [INFO ] [CONFIGURE ] JOB ETA: 30.2m | Avg: 1.5s/test | Remaining: 1233 tests
[2025-10-18T02:53:21.086805] [INFO ] [CONFIGURE ] RITM: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:53:21.086838] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-18T02:53:21.308448] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:21.532273] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:21.754428] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:21.978159] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:53:22.202009] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:22.444564] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:53:22.680902] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:53:22.916452] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:53:23.156300] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:53:23.385839] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:23.386032] [INFO ] [CONFIGURE ] RITM: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T02:53:23.386101] [INFO ] [CONFIGURE ] JOB ETA: 30.2m | Avg: 1.5s/test | Remaining: 1232 tests
[2025-10-18T02:53:23.386160] [INFO ] [CONFIGURE ] RITM: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:53:23.386195] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-18T02:53:23.587513] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:23.789783] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:23.996667] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:24.192679] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:53:24.391240] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:24.590134] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:24.794206] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:53:24.992739] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:25.214274] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:53:25.442258] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:25.442446] [INFO ] [CONFIGURE ] RITM: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T02:53:25.442493] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 1.5s/test | Remaining: 1231 tests
[2025-10-18T02:53:25.442530] [INFO ] [CONFIGURE ] RITM: Testing feature 24/29: add_rsi
[2025-10-18T02:53:25.442563] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-18T02:53:25.670226] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:25.895311] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:26.129096] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:26.368048] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:53:26.585705] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:26.802138] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:27.038052] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:53:27.293535] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:53:27.510247] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:53:27.726324] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:53:27.726508] [INFO ] [CONFIGURE ] RITM: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T02:53:27.726551] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 1.5s/test | Remaining: 1230 tests
[2025-10-18T02:53:27.726587] [INFO ] [CONFIGURE ] RITM: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:53:27.726622] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-18T02:53:27.941605] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:28.132591] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:28.322077] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:28.512487] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:53:28.708797] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:28.905423] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:53:29.104035] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:53:29.301552] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:29.498366] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:53:29.696308] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:29.696502] [INFO ] [CONFIGURE ] RITM: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T02:53:29.696565] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 1.5s/test | Remaining: 1229 tests
[2025-10-18T02:53:29.696604] [INFO ] [CONFIGURE ] RITM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:53:29.696691] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-18T02:53:29.916303] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:30.137717] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:30.349751] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:30.553759] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:53:30.760256] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:30.975858] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:31.174295] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:53:31.373922] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:31.575032] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:53:31.773206] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:31.773397] [INFO ] [CONFIGURE ] RITM: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T02:53:31.773443] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 1.5s/test | Remaining: 1228 tests
[2025-10-18T02:53:31.773478] [INFO ] [CONFIGURE ] RITM: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:53:31.773511] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-18T02:53:31.975835] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:32.185303] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:32.391285] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:32.598330] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:53:32.807228] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:33.019885] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:33.233952] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:53:33.443182] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:53:33.653911] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:53:33.870360] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:33.870493] [INFO ] [CONFIGURE ] RITM: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:53:33.870539] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 1.5s/test | Remaining: 1227 tests
[2025-10-18T02:53:33.870576] [INFO ] [CONFIGURE ] RITM: Testing feature 28/29: add_volume_profile
[2025-10-18T02:53:33.870609] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-18T02:53:34.074790] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:34.279272] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:34.484121] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:34.685430] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:53:34.890611] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:35.087513] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:53:35.284961] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:53:35.483466] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:53:35.682133] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:53:35.880529] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:35.880730] [INFO ] [CONFIGURE ] RITM: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:53:35.880813] [INFO ] [CONFIGURE ] JOB ETA: 30.0m | Avg: 1.5s/test | Remaining: 1226 tests
[2025-10-18T02:53:35.880853] [INFO ] [CONFIGURE ] RITM: Testing feature 29/29: add_vwap
[2025-10-18T02:53:35.880890] [INFO ] [CONFIGURE ] RITM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-18T02:53:36.072565] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:53:36.266809] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:36.460562] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:53:36.654128] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:53:36.849494] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:37.041829] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:37.231969] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:53:37.420989] [DEBUG] [FORECASTER] RITM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:53:37.614410] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:53:37.806141] [DEBUG] [FORECASTER] RITM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:37.806302] [INFO ] [CONFIGURE ] RITM: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:53:37.806345] [INFO ] [CONFIGURE ] JOB ETA: 30.0m | Avg: 1.5s/test | Remaining: 1225 tests
[2025-10-18T02:53:37.806381] [INFO ] [CONFIGURE ] RITM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:53:37.806412] [INFO ] [CONFIGURE ] RITM: Best accuracy: 80.00%
[2025-10-18T02:53:37.806445] [INFO ] [CONFIGURE ] RITM: Best feature set (5 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T02:53:37.806474] [INFO ] [CONFIGURE ] RITM: Improvement over baseline: 40.00%
[2025-10-18T02:53:37.806502] [INFO ] [CONFIGURE ] RITM: Total time: 50.3 seconds
[2025-10-18T02:53:37.806529] [INFO ] [CONFIGURE ] RITM: Average time per feature: 1.8 seconds
[2025-10-18T02:53:37.806557] [INFO ] [CONFIGURE ] RITM: Average speed: 0.58 features/sec
[2025-10-18T02:53:37.807181] [INFO ] [LOCAL     ] Saved configuration for RITM: 5 features, 80.00% accuracy -> ./output/feature-sets/RITM.json
[2025-10-18T02:53:37.807253] [INFO ] [CONFIGURE ] RITM: Configuration saved successfully: 5 features, 80.00% accuracy.
[2025-10-18T02:53:37.807348] [INFO ] [sig       ] [341/380] Successfully configured RITM | 0.02 sym/s | Total: 4.1h | ETA: 28.2m
[2025-10-18T02:53:37.807415] [INFO ] [sig       ] [342/380] Configuring RIV...
[2025-10-18T02:53:37.807482] [INFO ] [CONFIGURE ] RIV: Configurate test run.
[2025-10-18T02:53:37.807539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIV' from 'https://tdm.silogroup.org/data/derivative_storage/RIV.csv'.
[2025-10-18T02:53:37.820898] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RIV'.
[2025-10-18T02:53:37.821276] [INFO ] [CONFIGURE ] RIV: Testing with 29 available features
[2025-10-18T02:53:37.821333] [INFO ] [CONFIGURE ] RIV: Establishing baseline with no features...
[2025-10-18T02:53:37.929736] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:53:38.038438] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:53:38.145351] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:38.252144] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:53:38.359735] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:38.473912] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:38.582796] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:53:38.693741] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:38.803912] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:53:38.915291] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:38.915451] [INFO ] [CONFIGURE ] RIV: Baseline score (no features): 70.00%
[2025-10-18T02:53:38.915495] [INFO ] [CONFIGURE ] RIV: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:53:38.915528] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:53:39.038547] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:53:39.162110] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:39.282534] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:39.402344] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:53:39.523036] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:39.645092] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:53:39.767712] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:53:39.892451] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:40.014489] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:53:40.137754] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:53:40.137903] [INFO ] [CONFIGURE ] RIV: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T02:53:40.137948] [INFO ] [CONFIGURE ] JOB ETA: 30.0m | Avg: 1.5s/test | Remaining: 1224 tests
[2025-10-18T02:53:40.137981] [INFO ] [CONFIGURE ] RIV: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:53:40.138010] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:53:40.267573] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:53:40.393772] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:53:40.518415] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:40.643931] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:53:40.771710] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:40.898669] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:41.026233] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:53:41.152956] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:41.283592] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:53:41.413006] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:53:41.413172] [INFO ] [CONFIGURE ] RIV: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T02:53:41.413216] [INFO ] [CONFIGURE ] JOB ETA: 30.0m | Avg: 1.5s/test | Remaining: 1223 tests
[2025-10-18T02:53:41.413250] [INFO ] [CONFIGURE ] RIV: Testing feature 3/29: add_daily_returns
[2025-10-18T02:53:41.413280] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_daily_returns']
[2025-10-18T02:53:41.539443] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:53:41.654207] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:53:41.778978] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:41.894328] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:53:42.006338] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:42.118381] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:42.232615] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:53:42.342100] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:53:42.454753] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:53:42.580385] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:53:42.580561] [INFO ] [CONFIGURE ] RIV: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:53:42.580604] [INFO ] [CONFIGURE ] JOB ETA: 29.9m | Avg: 1.5s/test | Remaining: 1222 tests
[2025-10-18T02:53:42.580638] [INFO ] [CONFIGURE ] RIV: Testing feature 4/29: add_ema
[2025-10-18T02:53:42.580716] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_ema']
[2025-10-18T02:53:42.704102] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:53:42.826149] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:42.946946] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:43.069077] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:53:43.196479] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:43.324978] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:53:43.454738] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:53:43.587790] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:53:43.721757] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:53:43.852112] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:53:43.852285] [INFO ] [CONFIGURE ] RIV: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:53:43.852425] [INFO ] [CONFIGURE ] JOB ETA: 29.9m | Avg: 1.5s/test | Remaining: 1221 tests
[2025-10-18T02:53:43.852470] [INFO ] [CONFIGURE ] RIV: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:53:43.852529] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:53:43.983456] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:53:44.116132] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:53:44.245554] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:44.380151] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:53:44.513491] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:44.651394] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:53:44.778833] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:53:44.907631] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:53:45.040568] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:53:45.178352] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:53:45.179064] [INFO ] [CONFIGURE ] RIV: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T02:53:45.179126] [INFO ] [CONFIGURE ] JOB ETA: 29.9m | Avg: 1.5s/test | Remaining: 1220 tests
[2025-10-18T02:53:45.179163] [INFO ] [CONFIGURE ] RIV: Testing feature 6/29: add_failed_moves
[2025-10-18T02:53:45.179193] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_failed_moves']
[2025-10-18T02:53:45.288271] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:53:45.397386] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:53:45.506831] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:45.620472] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:53:45.731459] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:45.846475] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:45.963493] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:53:46.076197] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:46.188152] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:53:46.299801] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:46.299988] [INFO ] [CONFIGURE ] RIV: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:53:46.300050] [INFO ] [CONFIGURE ] JOB ETA: 29.9m | Avg: 1.5s/test | Remaining: 1219 tests
[2025-10-18T02:53:46.300087] [INFO ] [CONFIGURE ] RIV: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:53:46.300121] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_lag_shelf']
[2025-10-18T02:53:46.399851] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:53:46.499144] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:53:46.601016] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:46.701013] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:53:46.805631] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:46.906945] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:47.012463] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:53:47.122840] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:47.233269] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:53:47.373928] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:47.374106] [INFO ] [CONFIGURE ] RIV: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:53:47.374229] [INFO ] [CONFIGURE ] JOB ETA: 29.8m | Avg: 1.5s/test | Remaining: 1218 tests
[2025-10-18T02:53:47.374285] [INFO ] [CONFIGURE ] RIV: Testing feature 8/29: add_macd
[2025-10-18T02:53:47.374319] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:53:47.545037] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:53:47.729068] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:53:47.934071] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:48.110158] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:53:48.281337] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:48.431850] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:53:48.579295] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:53:48.721902] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:53:48.873048] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:53:49.030207] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:53:49.030400] [INFO ] [CONFIGURE ] RIV: DISCARDED add_macd (score: 40.00%)
[2025-10-18T02:53:49.030446] [INFO ] [CONFIGURE ] JOB ETA: 29.8m | Avg: 1.5s/test | Remaining: 1217 tests
[2025-10-18T02:53:49.030482] [INFO ] [CONFIGURE ] RIV: Testing feature 9/29: add_mfi
[2025-10-18T02:53:49.030514] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_mfi']
[2025-10-18T02:53:49.158013] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:53:49.284050] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:53:49.407765] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:49.528369] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:53:49.649281] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:49.771670] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:53:49.894934] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:53:50.018841] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:53:50.144834] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:53:50.267581] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:53:50.267853] [INFO ] [CONFIGURE ] RIV: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T02:53:50.267911] [INFO ] [CONFIGURE ] JOB ETA: 29.8m | Avg: 1.5s/test | Remaining: 1216 tests
[2025-10-18T02:53:50.267948] [INFO ] [CONFIGURE ] RIV: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:53:50.267979] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:53:50.404420] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:53:50.536075] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:53:50.667710] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:50.801052] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:53:50.934394] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:51.067932] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:51.202390] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:53:51.343156] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:51.479272] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:53:51.622404] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:53:51.622562] [INFO ] [CONFIGURE ] RIV: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T02:53:51.622605] [INFO ] [CONFIGURE ] JOB ETA: 29.8m | Avg: 1.5s/test | Remaining: 1215 tests
[2025-10-18T02:53:51.622639] [INFO ] [CONFIGURE ] RIV: Testing feature 11/29: add_obv_daily
[2025-10-18T02:53:51.622714] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_obv_daily']
[2025-10-18T02:53:51.731938] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:53:51.841694] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:53:51.952120] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:52.091089] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:53:52.204132] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:52.316738] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:53:52.429114] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:53:52.542032] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:52.654575] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:53:52.768535] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:53:52.768755] [INFO ] [CONFIGURE ] RIV: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T02:53:52.768811] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 1.5s/test | Remaining: 1214 tests
[2025-10-18T02:53:52.768847] [INFO ] [CONFIGURE ] RIV: Testing feature 12/29: add_obv_interval
[2025-10-18T02:53:52.768878] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_obv_interval']
[2025-10-18T02:53:52.881162] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:53:52.995105] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:53:53.119155] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:53.237310] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:53:53.352634] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:53.470144] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:53:53.587428] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:53:53.706430] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:53:53.824108] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:53:53.940867] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:53.941008] [INFO ] [CONFIGURE ] RIV: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T02:53:53.941053] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 1.5s/test | Remaining: 1213 tests
[2025-10-18T02:53:53.941093] [INFO ] [CONFIGURE ] RIV: Testing feature 13/29: add_opening_strength
[2025-10-18T02:53:53.941123] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:53:54.073385] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:53:54.195409] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:53:54.316941] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:54.439668] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:53:54.561617] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:54.684505] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:54.809292] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:53:54.937833] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:53:55.067162] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:53:55.199350] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:53:55.199546] [INFO ] [CONFIGURE ] RIV: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:53:55.199611] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 1.5s/test | Remaining: 1212 tests
[2025-10-18T02:53:55.199675] [INFO ] [CONFIGURE ] RIV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:53:55.199728] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T02:53:55.330195] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:53:55.456429] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:53:55.589869] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:55.721535] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:53:55.853594] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:55.987886] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:56.127223] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:53:56.259895] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:56.392840] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:53:56.529543] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:53:56.529724] [INFO ] [CONFIGURE ] RIV: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T02:53:56.529780] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 1.5s/test | Remaining: 1211 tests
[2025-10-18T02:53:56.529817] [INFO ] [CONFIGURE ] RIV: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:53:56.529848] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T02:53:56.642665] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:53:56.764472] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:53:56.877183] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:56.988051] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:53:57.098843] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:57.207481] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:53:57.317264] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:53:57.433370] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:53:57.549375] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:53:57.666853] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:57.667061] [INFO ] [CONFIGURE ] RIV: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T02:53:57.667132] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 1.5s/test | Remaining: 1210 tests
[2025-10-18T02:53:57.667178] [INFO ] [CONFIGURE ] RIV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:53:57.667211] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T02:53:57.790780] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:53:57.912995] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:53:58.036005] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:58.185336] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:53:58.307770] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:58.429717] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:58.549247] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:53:58.672373] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:53:58.793623] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:53:58.912752] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:53:58.912915] [INFO ] [CONFIGURE ] RIV: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:53:58.912958] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 1.5s/test | Remaining: 1209 tests
[2025-10-18T02:53:58.912992] [INFO ] [CONFIGURE ] RIV: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:53:58.913022] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_pbf_return_2d']
[2025-10-18T02:53:59.031983] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:53:59.151198] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:53:59.273802] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:53:59.399501] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:53:59.530217] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:53:59.655027] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:53:59.778742] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:53:59.905698] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:54:00.034358] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:54:00.165562] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:00.165751] [INFO ] [CONFIGURE ] RIV: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:54:00.165805] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 1.5s/test | Remaining: 1208 tests
[2025-10-18T02:54:00.165841] [INFO ] [CONFIGURE ] RIV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:54:00.165874] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T02:54:00.277215] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:54:00.390785] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:00.503238] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:54:00.616593] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:54:00.730114] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:54:00.847439] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:00.953722] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:54:01.060439] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:54:01.207872] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:54:01.322213] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:54:01.322349] [INFO ] [CONFIGURE ] RIV: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T02:54:01.322393] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 1.5s/test | Remaining: 1207 tests
[2025-10-18T02:54:01.322427] [INFO ] [CONFIGURE ] RIV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:54:01.322462] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T02:54:01.433119] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:54:01.541022] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:01.649615] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:54:01.756660] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:54:01.867934] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:54:01.980191] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:02.088374] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:54:02.195833] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:02.307302] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:54:02.420088] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:54:02.420323] [INFO ] [CONFIGURE ] RIV: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:54:02.420404] [INFO ] [CONFIGURE ] JOB ETA: 29.5m | Avg: 1.5s/test | Remaining: 1206 tests
[2025-10-18T02:54:02.420481] [INFO ] [CONFIGURE ] RIV: Testing feature 20/29: add_price_rejection
[2025-10-18T02:54:02.420552] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_price_rejection']
[2025-10-18T02:54:02.539971] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:54:02.657467] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:02.776539] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:54:02.894570] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:54:03.011928] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:54:03.126022] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:03.240160] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:54:03.355182] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:54:03.470804] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:54:03.591521] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:03.591745] [INFO ] [CONFIGURE ] RIV: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T02:54:03.591827] [INFO ] [CONFIGURE ] JOB ETA: 29.5m | Avg: 1.5s/test | Remaining: 1205 tests
[2025-10-18T02:54:03.591898] [INFO ] [CONFIGURE ] RIV: Testing feature 21/29: add_range_position
[2025-10-18T02:54:03.591961] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_range_position']
[2025-10-18T02:54:03.715311] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:54:03.836908] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:03.959600] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:54:04.084152] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:54:04.236553] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:54:04.371292] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:54:04.508169] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:54:04.641722] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:04.771615] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:54:04.899744] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:54:04.899946] [INFO ] [CONFIGURE ] RIV: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:54:04.899993] [INFO ] [CONFIGURE ] JOB ETA: 29.5m | Avg: 1.5s/test | Remaining: 1204 tests
[2025-10-18T02:54:04.900027] [INFO ] [CONFIGURE ] RIV: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:54:04.900057] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_realized_volatility']
[2025-10-18T02:54:05.046112] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:54:05.196072] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:54:05.346312] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:54:05.496167] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:54:05.644285] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:54:05.791562] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:05.943721] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:54:06.100621] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:54:06.262384] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:54:06.424075] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:06.424241] [INFO ] [CONFIGURE ] RIV: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T02:54:06.424287] [INFO ] [CONFIGURE ] JOB ETA: 29.5m | Avg: 1.5s/test | Remaining: 1203 tests
[2025-10-18T02:54:06.424321] [INFO ] [CONFIGURE ] RIV: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:54:06.424352] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_recent_range_context']
[2025-10-18T02:54:06.547806] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:54:06.677362] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:06.799411] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:54:06.915583] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:54:07.037985] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:54:07.154759] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:07.275238] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:54:07.420492] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:54:07.541346] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:54:07.665810] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:54:07.665976] [INFO ] [CONFIGURE ] RIV: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:54:07.666018] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 1.5s/test | Remaining: 1202 tests
[2025-10-18T02:54:07.666052] [INFO ] [CONFIGURE ] RIV: Testing feature 24/29: add_rsi
[2025-10-18T02:54:07.666084] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T02:54:07.807089] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:54:07.943714] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:08.082857] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:54:08.221104] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:54:08.360917] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:54:08.499821] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:54:08.644576] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:54:08.786604] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:08.926600] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:54:09.070141] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:09.070295] [INFO ] [CONFIGURE ] RIV: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:54:09.070338] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 1.5s/test | Remaining: 1201 tests
[2025-10-18T02:54:09.070380] [INFO ] [CONFIGURE ] RIV: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:54:09.070411] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_tick_distribution']
[2025-10-18T02:54:09.187152] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:54:09.303824] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:09.424812] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:54:09.542839] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:54:09.660017] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:54:09.780109] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:54:09.902003] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:54:10.021797] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:10.140203] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:54:10.263413] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:10.263580] [INFO ] [CONFIGURE ] RIV: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T02:54:10.263629] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 1.5s/test | Remaining: 1200 tests
[2025-10-18T02:54:10.263700] [INFO ] [CONFIGURE ] RIV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:54:10.263742] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T02:54:10.383250] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:54:10.504054] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:10.624480] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:54:10.745063] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:54:10.867842] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:54:10.992738] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:11.120386] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:54:11.242759] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:11.367028] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:54:11.490061] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:11.490202] [INFO ] [CONFIGURE ] RIV: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:54:11.490245] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 1.5s/test | Remaining: 1199 tests
[2025-10-18T02:54:11.490279] [INFO ] [CONFIGURE ] RIV: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:54:11.490308] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_volume_price_divergence']
[2025-10-18T02:54:11.614928] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:54:11.739500] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:11.869011] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:54:11.997719] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:54:12.128006] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:54:12.260176] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:12.392467] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:54:12.526946] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:54:12.667127] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:54:12.802188] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:54:12.802373] [INFO ] [CONFIGURE ] RIV: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:54:12.802418] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 1.5s/test | Remaining: 1198 tests
[2025-10-18T02:54:12.802473] [INFO ] [CONFIGURE ] RIV: Testing feature 28/29: add_volume_profile
[2025-10-18T02:54:12.802528] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_volume_profile']
[2025-10-18T02:54:12.928044] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:54:13.048034] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:13.167886] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:54:13.288398] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T02:54:13.410112] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:54:13.533606] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:13.655425] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:54:13.777922] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:54:13.906718] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:54:14.036102] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:54:14.036278] [INFO ] [CONFIGURE ] RIV: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T02:54:14.036321] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 1.5s/test | Remaining: 1197 tests
[2025-10-18T02:54:14.036408] [INFO ] [CONFIGURE ] RIV: Testing feature 29/29: add_vwap
[2025-10-18T02:54:14.036460] [INFO ] [CONFIGURE ] RIV: Testing with features: ['add_vwap']
[2025-10-18T02:54:14.161060] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:54:14.286802] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:14.411470] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:54:14.542799] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:54:14.680928] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:54:14.823461] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:54:14.969695] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:54:15.106542] [DEBUG] [FORECASTER] RIV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:54:15.239597] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:54:15.368172] [DEBUG] [FORECASTER] RIV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:54:15.368357] [INFO ] [CONFIGURE ] RIV: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:54:15.368401] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 1.5s/test | Remaining: 1196 tests
[2025-10-18T02:54:15.368467] [INFO ] [CONFIGURE ] RIV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:54:15.368522] [INFO ] [CONFIGURE ] RIV: Best accuracy: 70.00%
[2025-10-18T02:54:15.368555] [INFO ] [CONFIGURE ] RIV: Best feature set (0 features): []
[2025-10-18T02:54:15.368583] [INFO ] [CONFIGURE ] RIV: Improvement over baseline: 0.00%
[2025-10-18T02:54:15.368608] [INFO ] [CONFIGURE ] RIV: Total time: 36.5 seconds
[2025-10-18T02:54:15.368634] [INFO ] [CONFIGURE ] RIV: Average time per feature: 1.3 seconds
[2025-10-18T02:54:15.368703] [INFO ] [CONFIGURE ] RIV: Average speed: 0.80 features/sec
[2025-10-18T02:54:15.369390] [INFO ] [LOCAL     ] Saved configuration for RIV: 0 features, 70.00% accuracy -> ./output/feature-sets/RIV.json
[2025-10-18T02:54:15.369462] [INFO ] [CONFIGURE ] RIV: Configuration saved successfully: 0 features, 70.00% accuracy.
[2025-10-18T02:54:15.369561] [INFO ] [sig       ] [342/380] Successfully configured RIV | 0.02 sym/s | Total: 4.1h | ETA: 27.4m
[2025-10-18T02:54:15.369629] [INFO ] [sig       ] [343/380] Configuring RJF...
[2025-10-18T02:54:15.369716] [INFO ] [CONFIGURE ] RJF: Configurate test run.
[2025-10-18T02:54:15.369774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RJF' from 'https://tdm.silogroup.org/data/derivative_storage/RJF.csv'.
[2025-10-18T02:54:15.388453] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RJF'.
[2025-10-18T02:54:15.389194] [INFO ] [CONFIGURE ] RJF: Testing with 29 available features
[2025-10-18T02:54:15.389257] [INFO ] [CONFIGURE ] RJF: Establishing baseline with no features...
[2025-10-18T02:54:15.520280] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:15.650092] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:54:15.772296] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:54:15.896071] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:16.016631] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:16.143099] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:16.260514] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:16.383576] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:16.537616] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:54:16.663310] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:16.663600] [INFO ] [CONFIGURE ] RJF: Baseline score (no features): 60.00%
[2025-10-18T02:54:16.663686] [INFO ] [CONFIGURE ] RJF: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:54:16.663739] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:54:16.798301] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:16.933004] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:17.081322] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:17.214965] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:17.347058] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:17.480942] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:54:17.621792] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:54:17.792734] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:17.940474] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:54:18.091256] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:18.091532] [INFO ] [CONFIGURE ] RJF: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T02:54:18.091627] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 1.5s/test | Remaining: 1195 tests
[2025-10-18T02:54:18.091712] [INFO ] [CONFIGURE ] RJF: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:54:18.091756] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:54:18.232533] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:18.377075] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:54:18.513669] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:18.654831] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:18.793434] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:18.935777] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:54:19.085240] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:54:19.231398] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:19.379420] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:19.546498] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:19.546766] [INFO ] [CONFIGURE ] RJF: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T02:54:19.546824] [INFO ] [CONFIGURE ] JOB ETA: 29.2m | Avg: 1.5s/test | Remaining: 1194 tests
[2025-10-18T02:54:19.546863] [INFO ] [CONFIGURE ] RJF: Testing feature 3/29: add_daily_returns
[2025-10-18T02:54:19.546921] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_daily_returns']
[2025-10-18T02:54:19.674992] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:19.791219] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:54:19.938868] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:20.072544] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:20.202300] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:20.335066] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:54:20.465879] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:20.592355] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:20.724310] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:54:20.861593] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:20.861881] [INFO ] [CONFIGURE ] RJF: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T02:54:20.861935] [INFO ] [CONFIGURE ] JOB ETA: 29.2m | Avg: 1.5s/test | Remaining: 1193 tests
[2025-10-18T02:54:20.861973] [INFO ] [CONFIGURE ] RJF: Testing feature 4/29: add_ema
[2025-10-18T02:54:20.862008] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_ema']
[2025-10-18T02:54:21.030529] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:21.179545] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:21.329524] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:21.466980] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:21.646388] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:21.799598] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:21.939612] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:54:22.079696] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:22.223860] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:54:22.364456] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:22.364738] [INFO ] [CONFIGURE ] RJF: DISCARDED add_ema (score: 50.00%)
[2025-10-18T02:54:22.364800] [INFO ] [CONFIGURE ] JOB ETA: 29.2m | Avg: 1.5s/test | Remaining: 1192 tests
[2025-10-18T02:54:22.364841] [INFO ] [CONFIGURE ] RJF: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:54:22.364877] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:54:22.514155] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:22.674245] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:22.821551] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:22.972618] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:23.123363] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:23.273000] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:54:23.423220] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:23.574874] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:23.724621] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:23.882490] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:23.882822] [INFO ] [CONFIGURE ] RJF: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:54:23.882880] [INFO ] [CONFIGURE ] JOB ETA: 29.2m | Avg: 1.5s/test | Remaining: 1191 tests
[2025-10-18T02:54:23.882920] [INFO ] [CONFIGURE ] RJF: Testing feature 6/29: add_failed_moves
[2025-10-18T02:54:23.882981] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_failed_moves']
[2025-10-18T02:54:24.016126] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:24.151737] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:54:24.277530] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:54:24.413897] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:24.533015] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:24.656731] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:24.774692] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:54:24.895544] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:25.018603] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:54:25.147822] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:25.148056] [INFO ] [CONFIGURE ] RJF: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T02:54:25.148134] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 1.5s/test | Remaining: 1190 tests
[2025-10-18T02:54:25.148187] [INFO ] [CONFIGURE ] RJF: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:54:25.148242] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_lag_shelf']
[2025-10-18T02:54:25.260272] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:25.372002] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:54:25.481682] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:54:25.592072] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:25.728960] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:25.838364] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:25.952555] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:26.062584] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:26.174202] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:54:26.284216] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:26.284372] [INFO ] [CONFIGURE ] RJF: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T02:54:26.284414] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 1.5s/test | Remaining: 1189 tests
[2025-10-18T02:54:26.284448] [INFO ] [CONFIGURE ] RJF: Testing feature 8/29: add_macd
[2025-10-18T02:54:26.284481] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:54:26.429857] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:26.578226] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:26.725037] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:26.867052] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:54:27.011001] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:27.153130] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:54:27.309111] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:54:27.459107] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:27.613498] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:54:27.768082] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:27.768262] [INFO ] [CONFIGURE ] RJF: DISCARDED add_macd (score: 30.00%)
[2025-10-18T02:54:27.768307] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 1.5s/test | Remaining: 1188 tests
[2025-10-18T02:54:27.768342] [INFO ] [CONFIGURE ] RJF: Testing feature 9/29: add_mfi
[2025-10-18T02:54:27.768374] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_mfi']
[2025-10-18T02:54:27.889177] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:28.012125] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:54:28.131349] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:54:28.250327] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:28.368410] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:28.485837] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:54:28.604801] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:28.759236] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:28.884397] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:29.008429] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:29.008617] [INFO ] [CONFIGURE ] RJF: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T02:54:29.008692] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 1.5s/test | Remaining: 1187 tests
[2025-10-18T02:54:29.008743] [INFO ] [CONFIGURE ] RJF: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:54:29.008777] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:54:29.150623] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:29.285779] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:29.416259] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:29.545762] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:29.677545] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:29.811589] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:54:29.947967] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:54:30.088484] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:30.223041] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:30.358764] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:30.358978] [INFO ] [CONFIGURE ] RJF: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:54:30.359022] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 1.5s/test | Remaining: 1186 tests
[2025-10-18T02:54:30.359059] [INFO ] [CONFIGURE ] RJF: Testing feature 11/29: add_obv_daily
[2025-10-18T02:54:30.359091] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_obv_daily']
[2025-10-18T02:54:30.471404] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:30.582737] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:54:30.697433] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:30.813779] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:30.928482] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:31.053608] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:54:31.169352] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:54:31.284980] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:31.400763] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:31.515818] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:31.515981] [INFO ] [CONFIGURE ] RJF: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T02:54:31.516025] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 1.5s/test | Remaining: 1185 tests
[2025-10-18T02:54:31.516077] [INFO ] [CONFIGURE ] RJF: Testing feature 12/29: add_obv_interval
[2025-10-18T02:54:31.516133] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_obv_interval']
[2025-10-18T02:54:31.625292] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:31.735282] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:31.847157] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:54:31.958859] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:32.075102] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:32.190106] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:32.303069] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:54:32.413160] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:32.525421] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:54:32.637371] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:32.637526] [INFO ] [CONFIGURE ] RJF: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:54:32.637569] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 1.5s/test | Remaining: 1184 tests
[2025-10-18T02:54:32.637604] [INFO ] [CONFIGURE ] RJF: Testing feature 13/29: add_opening_strength
[2025-10-18T02:54:32.637634] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:54:32.752471] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:32.870916] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:54:32.986314] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:33.105147] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:33.228036] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:33.348667] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:54:33.472372] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:33.595559] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:33.717532] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:54:33.839156] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:33.839378] [INFO ] [CONFIGURE ] RJF: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T02:54:33.839440] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 1.5s/test | Remaining: 1183 tests
[2025-10-18T02:54:33.839542] [INFO ] [CONFIGURE ] RJF: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:54:33.839594] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T02:54:33.965938] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:34.095392] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:34.219988] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:34.342932] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:34.475228] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:34.601777] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:34.733729] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:34.863010] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:34.989335] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:35.116033] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:35.116205] [INFO ] [CONFIGURE ] RJF: KEPT add_order_flow_imbalance (score: 70.00%)
[2025-10-18T02:54:35.116250] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 1.5s/test | Remaining: 1182 tests
[2025-10-18T02:54:35.116286] [INFO ] [CONFIGURE ] RJF: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:54:35.116317] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-18T02:54:35.244533] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:35.375636] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:54:35.503349] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:35.632510] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:54:35.760757] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:35.884613] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:36.015536] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:36.143115] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:36.265143] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:36.385331] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:36.385438] [INFO ] [CONFIGURE ] RJF: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:54:36.385482] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 1.5s/test | Remaining: 1181 tests
[2025-10-18T02:54:36.385517] [INFO ] [CONFIGURE ] RJF: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:54:36.385550] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-18T02:54:36.511616] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:36.643478] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:36.769936] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:36.901085] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:37.036714] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:54:37.173548] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:37.307769] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:37.441439] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:37.575483] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:54:37.709619] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:37.709808] [INFO ] [CONFIGURE ] RJF: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T02:54:37.709857] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 1.5s/test | Remaining: 1180 tests
[2025-10-18T02:54:37.709891] [INFO ] [CONFIGURE ] RJF: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:54:37.709922] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-18T02:54:37.873572] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:38.008088] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:38.143323] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:38.279390] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:38.415456] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:38.558157] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:38.703529] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:38.847151] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:38.989005] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:39.138595] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:39.138830] [INFO ] [CONFIGURE ] RJF: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T02:54:39.138897] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 1.5s/test | Remaining: 1179 tests
[2025-10-18T02:54:39.138950] [INFO ] [CONFIGURE ] RJF: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:54:39.139008] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-18T02:54:39.270840] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:39.397162] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:54:39.531520] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:39.663362] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:39.820171] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:39.989316] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:40.191007] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:40.360721] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:40.527559] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:40.687937] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:40.688148] [INFO ] [CONFIGURE ] RJF: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:54:40.688200] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 1.5s/test | Remaining: 1178 tests
[2025-10-18T02:54:40.688243] [INFO ] [CONFIGURE ] RJF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:54:40.688282] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-18T02:54:40.842736] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:40.977439] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:41.104794] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:41.230360] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:41.354750] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:41.481074] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:41.606088] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:41.731566] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:41.858721] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:41.989926] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:41.990096] [INFO ] [CONFIGURE ] RJF: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T02:54:41.990139] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 1.5s/test | Remaining: 1177 tests
[2025-10-18T02:54:41.990174] [INFO ] [CONFIGURE ] RJF: Testing feature 20/29: add_price_rejection
[2025-10-18T02:54:41.990206] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection']
[2025-10-18T02:54:42.125495] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:42.269165] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:54:42.407950] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:42.549866] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:42.692595] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:42.832557] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:42.978589] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:43.121177] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:43.263083] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:43.404324] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:43.404501] [INFO ] [CONFIGURE ] RJF: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T02:54:43.404547] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 1.5s/test | Remaining: 1176 tests
[2025-10-18T02:54:43.404582] [INFO ] [CONFIGURE ] RJF: Testing feature 21/29: add_range_position
[2025-10-18T02:54:43.404612] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_order_flow_imbalance', 'add_range_position']
[2025-10-18T02:54:43.556816] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:43.706477] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:54:43.853684] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:44.002556] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:44.157856] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:54:44.311226] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:44.464119] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:44.615968] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:44.771077] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:44.926989] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:44.927171] [INFO ] [CONFIGURE ] RJF: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:54:44.927234] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 1.5s/test | Remaining: 1175 tests
[2025-10-18T02:54:44.927274] [INFO ] [CONFIGURE ] RJF: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:54:44.927307] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-18T02:54:45.093891] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:45.267320] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:54:45.451850] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:45.632350] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:45.801934] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:45.970994] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:46.146084] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:46.314127] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:46.491888] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:46.663516] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:46.663774] [INFO ] [CONFIGURE ] RJF: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:54:46.663856] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 1.5s/test | Remaining: 1174 tests
[2025-10-18T02:54:46.663920] [INFO ] [CONFIGURE ] RJF: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:54:46.664054] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-18T02:54:46.804049] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:46.977518] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:47.116728] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:47.254356] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:47.396388] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:47.535215] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:47.680563] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:47.832104] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:47.977153] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:48.118835] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:48.118993] [INFO ] [CONFIGURE ] RJF: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T02:54:48.119055] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 1.5s/test | Remaining: 1173 tests
[2025-10-18T02:54:48.119115] [INFO ] [CONFIGURE ] RJF: Testing feature 24/29: add_rsi
[2025-10-18T02:54:48.119151] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-18T02:54:48.285851] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:48.451025] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:54:48.609229] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:48.766280] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:48.924878] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:49.088919] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:49.248547] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:49.410761] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:49.571361] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:49.731814] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:49.732042] [INFO ] [CONFIGURE ] RJF: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:54:49.732094] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 1.5s/test | Remaining: 1172 tests
[2025-10-18T02:54:49.732129] [INFO ] [CONFIGURE ] RJF: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:54:49.732160] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-18T02:54:49.866631] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:50.025338] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:50.154157] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:50.282307] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:50.412764] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:50.541833] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:50.680662] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:50.834924] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:50.989534] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:51.139256] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:51.139434] [INFO ] [CONFIGURE ] RJF: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:54:51.139481] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 1.5s/test | Remaining: 1171 tests
[2025-10-18T02:54:51.139517] [INFO ] [CONFIGURE ] RJF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:54:51.139549] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-18T02:54:51.290474] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:51.438005] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:54:51.580046] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:51.718382] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:51.861196] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:51.997949] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:52.132547] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:52.266086] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:52.401460] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:52.538347] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:52.538574] [INFO ] [CONFIGURE ] RJF: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:54:52.538677] [INFO ] [CONFIGURE ] JOB ETA: 28.6m | Avg: 1.5s/test | Remaining: 1170 tests
[2025-10-18T02:54:52.538732] [INFO ] [CONFIGURE ] RJF: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:54:52.538767] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-18T02:54:52.681381] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:52.824941] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:54:52.967993] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:53.128791] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:53.289292] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:53.452395] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:53.614637] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:53.775941] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:53.924049] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:54.067636] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:54.067905] [INFO ] [CONFIGURE ] RJF: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:54:54.067956] [INFO ] [CONFIGURE ] JOB ETA: 28.6m | Avg: 1.5s/test | Remaining: 1169 tests
[2025-10-18T02:54:54.067992] [INFO ] [CONFIGURE ] RJF: Testing feature 28/29: add_volume_profile
[2025-10-18T02:54:54.068023] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_order_flow_imbalance', 'add_volume_profile']
[2025-10-18T02:54:54.200268] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:54.333357] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:54.461716] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:54.590935] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:54.742566] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:54.883631] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:55.025867] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:55.170028] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:55.322043] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:55.472316] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:55.472626] [INFO ] [CONFIGURE ] RJF: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:54:55.472719] [INFO ] [CONFIGURE ] JOB ETA: 28.6m | Avg: 1.5s/test | Remaining: 1168 tests
[2025-10-18T02:54:55.472767] [INFO ] [CONFIGURE ] RJF: Testing feature 29/29: add_vwap
[2025-10-18T02:54:55.472803] [INFO ] [CONFIGURE ] RJF: Testing with features: ['add_order_flow_imbalance', 'add_vwap']
[2025-10-18T02:54:55.631385] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:54:55.782202] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:55.934698] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:54:56.086506] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:54:56.223300] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:54:56.375494] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:54:56.531868] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:56.685332] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:56.843848] [DEBUG] [FORECASTER] RJF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:56.996627] [DEBUG] [FORECASTER] RJF: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:56.996902] [INFO ] [CONFIGURE ] RJF: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:54:56.996952] [INFO ] [CONFIGURE ] JOB ETA: 28.6m | Avg: 1.5s/test | Remaining: 1167 tests
[2025-10-18T02:54:56.996989] [INFO ] [CONFIGURE ] RJF: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:54:56.997019] [INFO ] [CONFIGURE ] RJF: Best accuracy: 70.00%
[2025-10-18T02:54:56.997052] [INFO ] [CONFIGURE ] RJF: Best feature set (1 features): ['add_order_flow_imbalance']
[2025-10-18T02:54:56.997080] [INFO ] [CONFIGURE ] RJF: Improvement over baseline: 10.00%
[2025-10-18T02:54:56.997106] [INFO ] [CONFIGURE ] RJF: Total time: 40.3 seconds
[2025-10-18T02:54:56.997133] [INFO ] [CONFIGURE ] RJF: Average time per feature: 1.4 seconds
[2025-10-18T02:54:56.997160] [INFO ] [CONFIGURE ] RJF: Average speed: 0.72 features/sec
[2025-10-18T02:54:56.998031] [INFO ] [LOCAL     ] Saved configuration for RJF: 1 features, 70.00% accuracy -> ./output/feature-sets/RJF.json
[2025-10-18T02:54:56.998102] [INFO ] [CONFIGURE ] RJF: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-18T02:54:56.998189] [INFO ] [sig       ] [343/380] Successfully configured RJF | 0.02 sym/s | Total: 4.1h | ETA: 26.7m
[2025-10-18T02:54:56.998268] [INFO ] [sig       ] [344/380] Configuring RKT...
[2025-10-18T02:54:56.998334] [INFO ] [CONFIGURE ] RKT: Configurate test run.
[2025-10-18T02:54:56.998391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKT' from 'https://tdm.silogroup.org/data/derivative_storage/RKT.csv'.
[2025-10-18T02:54:57.015568] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RKT'.
[2025-10-18T02:54:57.016333] [INFO ] [CONFIGURE ] RKT: Testing with 29 available features
[2025-10-18T02:54:57.016394] [INFO ] [CONFIGURE ] RKT: Establishing baseline with no features...
[2025-10-18T02:54:57.136066] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:54:57.254551] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:57.374716] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:54:57.493362] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:57.612968] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:54:57.728575] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:54:57.851043] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:57.967822] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:58.088516] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:54:58.208448] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:58.208719] [INFO ] [CONFIGURE ] RKT: Baseline score (no features): 80.00%
[2025-10-18T02:54:58.208782] [INFO ] [CONFIGURE ] RKT: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:54:58.208820] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:54:58.339606] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:54:58.473240] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:58.612326] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:54:58.746639] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:54:58.881375] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:54:59.018769] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:54:59.159851] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:54:59.301380] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:54:59.441742] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:54:59.587172] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:54:59.587331] [INFO ] [CONFIGURE ] RKT: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-18T02:54:59.587425] [INFO ] [CONFIGURE ] JOB ETA: 28.5m | Avg: 1.5s/test | Remaining: 1166 tests
[2025-10-18T02:54:59.587469] [INFO ] [CONFIGURE ] RKT: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:54:59.587501] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:54:59.732113] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:54:59.866526] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:54:59.992139] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:55:00.114194] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:00.236355] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:00.357801] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:55:00.482013] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:55:00.606091] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:55:00.731858] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:00.855414] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:55:00.855585] [INFO ] [CONFIGURE ] RKT: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T02:55:00.855629] [INFO ] [CONFIGURE ] JOB ETA: 28.5m | Avg: 1.5s/test | Remaining: 1165 tests
[2025-10-18T02:55:00.855701] [INFO ] [CONFIGURE ] RKT: Testing feature 3/29: add_daily_returns
[2025-10-18T02:55:00.855744] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_daily_returns']
[2025-10-18T02:55:00.961571] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:55:01.070763] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:01.204396] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:01.316576] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:01.438524] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:01.555394] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:01.676474] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:01.796666] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:01.914148] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:02.041049] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:02.041186] [INFO ] [CONFIGURE ] RKT: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T02:55:02.041265] [INFO ] [CONFIGURE ] JOB ETA: 28.5m | Avg: 1.5s/test | Remaining: 1164 tests
[2025-10-18T02:55:02.041319] [INFO ] [CONFIGURE ] RKT: Testing feature 4/29: add_ema
[2025-10-18T02:55:02.041353] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_ema']
[2025-10-18T02:55:02.172421] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:02.295686] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:02.417235] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:02.544388] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:02.681717] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:02.807255] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:02.932162] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:55:03.059193] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:03.184850] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:55:03.305477] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:55:03.305679] [INFO ] [CONFIGURE ] RKT: DISCARDED add_ema (score: 70.00%)
[2025-10-18T02:55:03.305742] [INFO ] [CONFIGURE ] JOB ETA: 28.5m | Avg: 1.5s/test | Remaining: 1163 tests
[2025-10-18T02:55:03.305780] [INFO ] [CONFIGURE ] RKT: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:55:03.305812] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:55:03.433079] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:03.564766] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:03.697598] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:03.828267] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:03.959366] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:04.092677] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:55:04.235049] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:55:04.372429] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:04.511387] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:04.653484] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:04.653685] [INFO ] [CONFIGURE ] RKT: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:55:04.653748] [INFO ] [CONFIGURE ] JOB ETA: 28.4m | Avg: 1.5s/test | Remaining: 1162 tests
[2025-10-18T02:55:04.653788] [INFO ] [CONFIGURE ] RKT: Testing feature 6/29: add_failed_moves
[2025-10-18T02:55:04.653822] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_failed_moves']
[2025-10-18T02:55:04.774279] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:04.895262] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:05.021525] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:05.176619] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:05.298608] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:05.421922] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:05.541280] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:05.666990] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:05.791106] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:05.919854] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:05.920106] [INFO ] [CONFIGURE ] RKT: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T02:55:05.920154] [INFO ] [CONFIGURE ] JOB ETA: 28.4m | Avg: 1.5s/test | Remaining: 1161 tests
[2025-10-18T02:55:05.920189] [INFO ] [CONFIGURE ] RKT: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:55:05.920220] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_lag_shelf']
[2025-10-18T02:55:06.043971] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:06.158493] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:06.271366] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:06.387886] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:06.502451] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:06.613093] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:06.724746] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:06.836446] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:06.949086] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:07.072001] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:07.072155] [INFO ] [CONFIGURE ] RKT: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T02:55:07.072198] [INFO ] [CONFIGURE ] JOB ETA: 28.4m | Avg: 1.5s/test | Remaining: 1160 tests
[2025-10-18T02:55:07.072233] [INFO ] [CONFIGURE ] RKT: Testing feature 8/29: add_macd
[2025-10-18T02:55:07.072266] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:55:07.225578] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:07.372408] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:07.520591] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:07.670915] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:07.831324] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:55:07.997246] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:55:08.175835] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:08.367920] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:08.545894] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:08.714113] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:08.714388] [INFO ] [CONFIGURE ] RKT: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:55:08.714458] [INFO ] [CONFIGURE ] JOB ETA: 28.4m | Avg: 1.5s/test | Remaining: 1159 tests
[2025-10-18T02:55:08.714502] [INFO ] [CONFIGURE ] RKT: Testing feature 9/29: add_mfi
[2025-10-18T02:55:08.714537] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_mfi']
[2025-10-18T02:55:08.863899] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:09.025437] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:09.156036] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:09.291556] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:09.419951] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:09.549939] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:09.679539] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:09.800034] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:09.928311] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:10.049190] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:10.049360] [INFO ] [CONFIGURE ] RKT: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T02:55:10.049406] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 1.5s/test | Remaining: 1158 tests
[2025-10-18T02:55:10.049442] [INFO ] [CONFIGURE ] RKT: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:55:10.049473] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:55:10.187026] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:10.316190] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:10.448297] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:10.580105] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:10.718612] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:10.855070] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:10.989580] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:55:11.133639] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:11.271984] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:55:11.416372] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:55:11.416525] [INFO ] [CONFIGURE ] RKT: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T02:55:11.416568] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 1.5s/test | Remaining: 1157 tests
[2025-10-18T02:55:11.416602] [INFO ] [CONFIGURE ] RKT: Testing feature 11/29: add_obv_daily
[2025-10-18T02:55:11.416632] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_obv_daily']
[2025-10-18T02:55:11.524266] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:11.633280] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:11.743093] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:11.860214] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:11.969327] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:12.089770] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:12.206631] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:12.326560] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:12.448939] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:55:12.571002] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:12.571210] [INFO ] [CONFIGURE ] RKT: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T02:55:12.571267] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 1.5s/test | Remaining: 1156 tests
[2025-10-18T02:55:12.571304] [INFO ] [CONFIGURE ] RKT: Testing feature 12/29: add_obv_interval
[2025-10-18T02:55:12.571335] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_obv_interval']
[2025-10-18T02:55:12.686432] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:12.803786] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:12.916563] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:13.029889] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:13.144089] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:13.264510] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:13.380948] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:13.504180] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:13.621834] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:55:13.738571] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:13.738757] [INFO ] [CONFIGURE ] RKT: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:55:13.738809] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 1.5s/test | Remaining: 1155 tests
[2025-10-18T02:55:13.738845] [INFO ] [CONFIGURE ] RKT: Testing feature 13/29: add_opening_strength
[2025-10-18T02:55:13.738875] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:55:13.862164] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:13.984742] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:55:14.110050] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:14.241721] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:14.404169] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:14.533932] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:14.676082] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:14.817145] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:14.951793] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:15.080460] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:15.080624] [INFO ] [CONFIGURE ] RKT: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T02:55:15.080700] [INFO ] [CONFIGURE ] JOB ETA: 28.2m | Avg: 1.5s/test | Remaining: 1154 tests
[2025-10-18T02:55:15.080747] [INFO ] [CONFIGURE ] RKT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:55:15.080780] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T02:55:15.205360] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:15.328181] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:15.461834] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:15.605627] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:15.739388] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:55:15.869608] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:16.007935] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:55:16.140087] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:16.269198] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:16.399796] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:16.400042] [INFO ] [CONFIGURE ] RKT: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T02:55:16.400114] [INFO ] [CONFIGURE ] JOB ETA: 28.2m | Avg: 1.5s/test | Remaining: 1153 tests
[2025-10-18T02:55:16.400172] [INFO ] [CONFIGURE ] RKT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:55:16.400212] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T02:55:16.502280] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:16.610096] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:16.718167] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:16.827453] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:16.940073] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:17.057439] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:17.166225] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:55:17.275228] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:17.395941] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:55:17.505635] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:55:17.505926] [INFO ] [CONFIGURE ] RKT: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T02:55:17.505977] [INFO ] [CONFIGURE ] JOB ETA: 28.2m | Avg: 1.5s/test | Remaining: 1152 tests
[2025-10-18T02:55:17.506012] [INFO ] [CONFIGURE ] RKT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:55:17.506043] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T02:55:17.622414] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:55:17.737240] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:55:17.851842] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:17.967585] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:18.083909] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:18.200503] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:18.316687] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:18.433540] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:18.550231] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:55:18.667361] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:18.667512] [INFO ] [CONFIGURE ] RKT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T02:55:18.667555] [INFO ] [CONFIGURE ] JOB ETA: 28.2m | Avg: 1.5s/test | Remaining: 1151 tests
[2025-10-18T02:55:18.667588] [INFO ] [CONFIGURE ] RKT: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:55:18.667618] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_pbf_return_2d']
[2025-10-18T02:55:18.783329] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:18.900148] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:19.017810] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:19.141295] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:19.259615] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:19.382328] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:19.576193] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:19.704481] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:19.830300] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:19.956413] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:19.956565] [INFO ] [CONFIGURE ] RKT: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T02:55:19.956609] [INFO ] [CONFIGURE ] JOB ETA: 28.1m | Avg: 1.5s/test | Remaining: 1150 tests
[2025-10-18T02:55:19.956666] [INFO ] [CONFIGURE ] RKT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:55:19.956724] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T02:55:20.064012] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:20.176078] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:20.286786] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:20.401489] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:20.514687] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:20.624636] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:20.734459] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:20.845162] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:20.955536] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:21.073300] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:21.073475] [INFO ] [CONFIGURE ] RKT: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T02:55:21.073521] [INFO ] [CONFIGURE ] JOB ETA: 28.1m | Avg: 1.5s/test | Remaining: 1149 tests
[2025-10-18T02:55:21.073555] [INFO ] [CONFIGURE ] RKT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:55:21.073587] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T02:55:21.184149] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:21.298074] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:21.413094] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:21.530267] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:21.657982] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:21.773219] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:21.893168] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:22.009546] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:22.125558] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:22.242840] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:22.242988] [INFO ] [CONFIGURE ] RKT: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:55:22.243033] [INFO ] [CONFIGURE ] JOB ETA: 28.1m | Avg: 1.5s/test | Remaining: 1148 tests
[2025-10-18T02:55:22.243067] [INFO ] [CONFIGURE ] RKT: Testing feature 20/29: add_price_rejection
[2025-10-18T02:55:22.243098] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_price_rejection']
[2025-10-18T02:55:22.368214] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:22.500440] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:22.638098] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:22.768180] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:22.899317] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:23.029490] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:55:23.157449] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:23.285788] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:23.417403] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:23.548168] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:55:23.548365] [INFO ] [CONFIGURE ] RKT: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T02:55:23.548421] [INFO ] [CONFIGURE ] JOB ETA: 28.1m | Avg: 1.5s/test | Remaining: 1147 tests
[2025-10-18T02:55:23.548464] [INFO ] [CONFIGURE ] RKT: Testing feature 21/29: add_range_position
[2025-10-18T02:55:23.548503] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_range_position']
[2025-10-18T02:55:23.689221] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:23.847896] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:23.984713] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:24.127365] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:24.261592] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:24.394076] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:55:24.538315] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:24.679878] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:24.819598] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:24.958674] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:24.958864] [INFO ] [CONFIGURE ] RKT: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T02:55:24.958927] [INFO ] [CONFIGURE ] JOB ETA: 28.0m | Avg: 1.5s/test | Remaining: 1146 tests
[2025-10-18T02:55:24.958967] [INFO ] [CONFIGURE ] RKT: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:55:24.958999] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_realized_volatility']
[2025-10-18T02:55:25.104049] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:25.257565] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:25.419675] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:25.576845] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:25.730280] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:25.880714] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:26.032275] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:26.185822] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:26.337891] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:26.491512] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:55:26.491712] [INFO ] [CONFIGURE ] RKT: KEPT add_realized_volatility (score: 90.00%)
[2025-10-18T02:55:26.491771] [INFO ] [CONFIGURE ] JOB ETA: 28.0m | Avg: 1.5s/test | Remaining: 1145 tests
[2025-10-18T02:55:26.491810] [INFO ] [CONFIGURE ] RKT: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:55:26.491841] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_realized_volatility', 'add_recent_range_context']
[2025-10-18T02:55:26.648526] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:26.809954] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:26.973475] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:27.136853] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:27.298052] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:27.462662] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:27.628812] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:27.796452] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:27.964617] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:28.136497] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:28.136720] [INFO ] [CONFIGURE ] RKT: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T02:55:28.136780] [INFO ] [CONFIGURE ] JOB ETA: 28.0m | Avg: 1.5s/test | Remaining: 1144 tests
[2025-10-18T02:55:28.136819] [INFO ] [CONFIGURE ] RKT: Testing feature 24/29: add_rsi
[2025-10-18T02:55:28.136852] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_realized_volatility', 'add_ema', 'add_rsi']
[2025-10-18T02:55:28.314268] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:28.496015] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:28.676902] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:28.859144] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:29.038840] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:29.223565] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:29.409374] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:29.619246] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:55:29.799224] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:55:29.982930] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:55:29.983137] [INFO ] [CONFIGURE ] RKT: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T02:55:29.983184] [INFO ] [CONFIGURE ] JOB ETA: 28.0m | Avg: 1.5s/test | Remaining: 1143 tests
[2025-10-18T02:55:29.983269] [INFO ] [CONFIGURE ] RKT: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:55:29.983321] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_realized_volatility', 'add_tick_distribution']
[2025-10-18T02:55:30.137887] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:30.295050] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:30.449447] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:30.602711] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:30.758031] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:30.911614] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:31.072074] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:31.227238] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:31.397147] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:31.562903] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:55:31.563085] [INFO ] [CONFIGURE ] RKT: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T02:55:31.563132] [INFO ] [CONFIGURE ] JOB ETA: 28.0m | Avg: 1.5s/test | Remaining: 1142 tests
[2025-10-18T02:55:31.563169] [INFO ] [CONFIGURE ] RKT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:55:31.563203] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-10-18T02:55:31.721168] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:31.880163] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:32.037175] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:32.193145] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:32.351072] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:32.521398] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:32.678624] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:32.855059] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:55:33.074087] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:33.314222] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:55:33.314487] [INFO ] [CONFIGURE ] RKT: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T02:55:33.314561] [INFO ] [CONFIGURE ] JOB ETA: 27.9m | Avg: 1.5s/test | Remaining: 1141 tests
[2025-10-18T02:55:33.314623] [INFO ] [CONFIGURE ] RKT: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:55:33.314721] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_realized_volatility', 'add_volume_price_divergence']
[2025-10-18T02:55:33.542219] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:33.743453] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:33.932150] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:55:34.103417] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:34.263882] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:34.427775] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:34.600365] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:34.772236] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:34.944743] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:35.118607] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:35.118791] [INFO ] [CONFIGURE ] RKT: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-18T02:55:35.118840] [INFO ] [CONFIGURE ] JOB ETA: 27.9m | Avg: 1.5s/test | Remaining: 1140 tests
[2025-10-18T02:55:35.118875] [INFO ] [CONFIGURE ] RKT: Testing feature 28/29: add_volume_profile
[2025-10-18T02:55:35.118905] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_realized_volatility', 'add_volume_profile']
[2025-10-18T02:55:35.273281] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:35.431171] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:35.588733] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:35.744322] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:35.905671] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:36.068577] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:36.226662] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:36.384699] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:36.544276] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:36.705109] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:55:36.705273] [INFO ] [CONFIGURE ] RKT: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-18T02:55:36.705317] [INFO ] [CONFIGURE ] JOB ETA: 27.9m | Avg: 1.5s/test | Remaining: 1139 tests
[2025-10-18T02:55:36.705351] [INFO ] [CONFIGURE ] RKT: Testing feature 29/29: add_vwap
[2025-10-18T02:55:36.705381] [INFO ] [CONFIGURE ] RKT: Testing with features: ['add_realized_volatility', 'add_vwap']
[2025-10-18T02:55:36.859537] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:37.014265] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:37.166480] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:37.319517] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:37.474403] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:55:37.625681] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:37.790140] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:55:37.954345] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:38.114157] [DEBUG] [FORECASTER] RKT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:55:38.269703] [DEBUG] [FORECASTER] RKT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:55:38.269862] [INFO ] [CONFIGURE ] RKT: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T02:55:38.269908] [INFO ] [CONFIGURE ] JOB ETA: 27.9m | Avg: 1.5s/test | Remaining: 1138 tests
[2025-10-18T02:55:38.269945] [INFO ] [CONFIGURE ] RKT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:55:38.269976] [INFO ] [CONFIGURE ] RKT: Best accuracy: 90.00%
[2025-10-18T02:55:38.270007] [INFO ] [CONFIGURE ] RKT: Best feature set (1 features): ['add_realized_volatility']
[2025-10-18T02:55:38.270089] [INFO ] [CONFIGURE ] RKT: Improvement over baseline: 10.00%
[2025-10-18T02:55:38.270141] [INFO ] [CONFIGURE ] RKT: Total time: 40.1 seconds
[2025-10-18T02:55:38.270172] [INFO ] [CONFIGURE ] RKT: Average time per feature: 1.4 seconds
[2025-10-18T02:55:38.270201] [INFO ] [CONFIGURE ] RKT: Average speed: 0.72 features/sec
[2025-10-18T02:55:38.270717] [INFO ] [LOCAL     ] Saved configuration for RKT: 1 features, 90.00% accuracy -> ./output/feature-sets/RKT.json
[2025-10-18T02:55:38.270774] [INFO ] [CONFIGURE ] RKT: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-10-18T02:55:38.270813] [INFO ] [sig       ] [344/380] Successfully configured RKT | 0.02 sym/s | Total: 4.1h | ETA: 26.0m
[2025-10-18T02:55:38.270845] [INFO ] [sig       ] [345/380] Configuring RL...
[2025-10-18T02:55:38.270873] [INFO ] [CONFIGURE ] RL: Configurate test run.
[2025-10-18T02:55:38.270901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-10-18T02:55:38.284712] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RL'.
[2025-10-18T02:55:38.285099] [INFO ] [CONFIGURE ] RL: Testing with 29 available features
[2025-10-18T02:55:38.285163] [INFO ] [CONFIGURE ] RL: Establishing baseline with no features...
[2025-10-18T02:55:38.385639] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:38.486332] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:38.586585] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:55:38.694172] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:38.797305] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:55:38.901201] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:55:39.005292] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:39.108224] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:55:39.212086] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:55:39.316116] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:55:39.316263] [INFO ] [CONFIGURE ] RL: Baseline score (no features): 60.00%
[2025-10-18T02:55:39.316305] [INFO ] [CONFIGURE ] RL: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:55:39.316340] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:55:39.435087] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:39.550971] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:55:39.669492] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:39.785196] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:39.900946] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:55:40.017301] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:55:40.133886] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:40.251925] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:40.370815] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:55:40.492910] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:55:40.493113] [INFO ] [CONFIGURE ] RL: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T02:55:40.493175] [INFO ] [CONFIGURE ] JOB ETA: 27.8m | Avg: 1.5s/test | Remaining: 1137 tests
[2025-10-18T02:55:40.493291] [INFO ] [CONFIGURE ] RL: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:55:40.493343] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:55:40.619610] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:40.760523] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:55:40.914948] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:55:41.061267] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:41.202974] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:55:41.325294] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:41.454628] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:55:41.588699] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:55:41.721231] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:55:41.850862] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:55:41.851071] [INFO ] [CONFIGURE ] RL: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T02:55:41.851118] [INFO ] [CONFIGURE ] JOB ETA: 27.8m | Avg: 1.5s/test | Remaining: 1136 tests
[2025-10-18T02:55:41.851154] [INFO ] [CONFIGURE ] RL: Testing feature 3/29: add_daily_returns
[2025-10-18T02:55:41.851186] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_daily_returns']
[2025-10-18T02:55:41.962659] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:42.076730] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:55:42.190570] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:55:42.299150] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:42.415458] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:55:42.533812] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:55:42.645045] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:42.754842] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:55:42.863174] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:55:42.970794] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:55:42.970957] [INFO ] [CONFIGURE ] RL: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:55:42.971000] [INFO ] [CONFIGURE ] JOB ETA: 27.8m | Avg: 1.5s/test | Remaining: 1135 tests
[2025-10-18T02:55:42.971033] [INFO ] [CONFIGURE ] RL: Testing feature 4/29: add_ema
[2025-10-18T02:55:42.971063] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_ema']
[2025-10-18T02:55:43.090250] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:55:43.207811] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:43.325854] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:55:43.450681] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:43.570100] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:55:43.690430] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:55:43.812177] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:43.934150] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:44.055612] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:55:44.183139] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T02:55:44.183318] [INFO ] [CONFIGURE ] RL: DISCARDED add_ema (score: 60.00%)
[2025-10-18T02:55:44.183372] [INFO ] [CONFIGURE ] JOB ETA: 27.8m | Avg: 1.5s/test | Remaining: 1134 tests
[2025-10-18T02:55:44.183409] [INFO ] [CONFIGURE ] RL: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:55:44.183450] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:55:44.313476] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:44.445501] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:55:44.575999] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:55:44.741232] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:44.878112] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:55:45.016378] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:55:45.151260] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:45.289018] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:45.422132] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:55:45.554666] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:55:45.554836] [INFO ] [CONFIGURE ] RL: KEPT add_exhaustion_signals (score: 80.00%)
[2025-10-18T02:55:45.554880] [INFO ] [CONFIGURE ] JOB ETA: 27.7m | Avg: 1.5s/test | Remaining: 1133 tests
[2025-10-18T02:55:45.554918] [INFO ] [CONFIGURE ] RL: Testing feature 6/29: add_failed_moves
[2025-10-18T02:55:45.554949] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T02:55:45.692006] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:45.826952] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:55:45.962799] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:55:46.113392] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:46.259011] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:55:46.399346] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:55:46.539581] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:46.682491] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:46.824387] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:55:46.965165] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:55:46.965317] [INFO ] [CONFIGURE ] RL: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T02:55:46.965362] [INFO ] [CONFIGURE ] JOB ETA: 27.7m | Avg: 1.5s/test | Remaining: 1132 tests
[2025-10-18T02:55:46.965396] [INFO ] [CONFIGURE ] RL: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:55:46.965427] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T02:55:47.100590] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:47.239295] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:55:47.376158] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:55:47.514785] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:47.654690] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:55:47.786616] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:55:47.919550] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:48.053217] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:48.190712] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:55:48.324065] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:55:48.324235] [INFO ] [CONFIGURE ] RL: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:55:48.324278] [INFO ] [CONFIGURE ] JOB ETA: 27.7m | Avg: 1.5s/test | Remaining: 1131 tests
[2025-10-18T02:55:48.324312] [INFO ] [CONFIGURE ] RL: Testing feature 8/29: add_macd
[2025-10-18T02:55:48.324344] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T02:55:48.476177] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:48.624218] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:55:48.773336] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:55:48.921884] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:49.077090] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:55:49.228493] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:55:49.380695] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:49.541203] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:55:49.709195] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:55:49.871810] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:55:49.871980] [INFO ] [CONFIGURE ] RL: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:55:49.872028] [INFO ] [CONFIGURE ] JOB ETA: 27.7m | Avg: 1.5s/test | Remaining: 1130 tests
[2025-10-18T02:55:49.872064] [INFO ] [CONFIGURE ] RL: Testing feature 9/29: add_mfi
[2025-10-18T02:55:49.872094] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T02:55:50.014187] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:50.160453] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:55:50.310725] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:55:50.467236] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:50.616479] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:55:50.802503] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:55:50.953092] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:51.104102] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:51.256196] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:55:51.429685] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:55:51.429891] [INFO ] [CONFIGURE ] RL: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:55:51.429965] [INFO ] [CONFIGURE ] JOB ETA: 27.6m | Avg: 1.5s/test | Remaining: 1129 tests
[2025-10-18T02:55:51.430002] [INFO ] [CONFIGURE ] RL: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:55:51.430040] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:55:51.603711] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:51.779663] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:55:51.954223] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:55:52.137233] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:55:52.313607] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:55:52.480495] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:52.650526] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:52.818670] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:52.992424] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:55:53.167582] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:55:53.167871] [INFO ] [CONFIGURE ] RL: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T02:55:53.167935] [INFO ] [CONFIGURE ] JOB ETA: 27.6m | Avg: 1.5s/test | Remaining: 1128 tests
[2025-10-18T02:55:53.167973] [INFO ] [CONFIGURE ] RL: Testing feature 11/29: add_obv_daily
[2025-10-18T02:55:53.168006] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T02:55:53.312835] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:53.459153] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:55:53.608535] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:55:53.762269] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:55:53.925859] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:55:54.078605] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:54.234765] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:54.389633] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:54.555770] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:55:54.714863] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:55:54.715128] [INFO ] [CONFIGURE ] RL: KEPT add_obv_daily (score: 90.00%)
[2025-10-18T02:55:54.715177] [INFO ] [CONFIGURE ] JOB ETA: 27.6m | Avg: 1.5s/test | Remaining: 1127 tests
[2025-10-18T02:55:54.715214] [INFO ] [CONFIGURE ] RL: Testing feature 12/29: add_obv_interval
[2025-10-18T02:55:54.715247] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_obv_interval']
[2025-10-18T02:55:54.883051] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:55.060676] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:55:55.222486] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:55:55.378740] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:55:55.539187] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:55:55.700851] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:55.859442] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:56.016405] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:56.177237] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:55:56.335611] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:55:56.335819] [INFO ] [CONFIGURE ] RL: DISCARDED add_obv_interval (score: 90.00%)
[2025-10-18T02:55:56.335882] [INFO ] [CONFIGURE ] JOB ETA: 27.6m | Avg: 1.5s/test | Remaining: 1126 tests
[2025-10-18T02:55:56.335928] [INFO ] [CONFIGURE ] RL: Testing feature 13/29: add_opening_strength
[2025-10-18T02:55:56.335972] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:55:56.500627] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:56.667083] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:55:56.841066] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:55:57.006395] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:55:57.170441] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:55:57.334832] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:57.511552] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:57.683171] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:55:57.852505] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:55:58.025452] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:55:58.025630] [INFO ] [CONFIGURE ] RL: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T02:55:58.025713] [INFO ] [CONFIGURE ] JOB ETA: 27.5m | Avg: 1.5s/test | Remaining: 1125 tests
[2025-10-18T02:55:58.025756] [INFO ] [CONFIGURE ] RL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:55:58.025790] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T02:55:58.197577] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:55:58.370313] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:55:58.536281] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:55:58.697901] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:55:58.859460] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:55:59.024948] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:55:59.186039] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:55:59.348992] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:55:59.519558] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:55:59.716301] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:55:59.716664] [INFO ] [CONFIGURE ] RL: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T02:55:59.716747] [INFO ] [CONFIGURE ] JOB ETA: 27.5m | Avg: 1.5s/test | Remaining: 1124 tests
[2025-10-18T02:55:59.716879] [INFO ] [CONFIGURE ] RL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:55:59.716964] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T02:55:59.898399] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:56:00.048505] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:00.199335] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:00.350039] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:56:00.500387] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:00.656033] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:56:00.807248] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:00.956962] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:56:01.109239] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:56:01.268969] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:56:01.269163] [INFO ] [CONFIGURE ] RL: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T02:56:01.269208] [INFO ] [CONFIGURE ] JOB ETA: 27.5m | Avg: 1.5s/test | Remaining: 1123 tests
[2025-10-18T02:56:01.269243] [INFO ] [CONFIGURE ] RL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:56:01.269275] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T02:56:01.440678] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:56:01.607038] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:01.764953] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:01.929927] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:02.096298] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:56:02.266571] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:56:02.434299] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:02.604388] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:56:02.774864] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:56:02.973039] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:56:02.973223] [INFO ] [CONFIGURE ] RL: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T02:56:02.973269] [INFO ] [CONFIGURE ] JOB ETA: 27.5m | Avg: 1.5s/test | Remaining: 1122 tests
[2025-10-18T02:56:02.973310] [INFO ] [CONFIGURE ] RL: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:56:02.973352] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T02:56:03.136462] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:56:03.296516] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:03.453446] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:03.621765] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:03.779268] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:56:03.941521] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:56:04.099890] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:04.257503] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:56:04.417083] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:56:04.569572] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:56:04.569747] [INFO ] [CONFIGURE ] RL: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T02:56:04.569800] [INFO ] [CONFIGURE ] JOB ETA: 27.4m | Avg: 1.5s/test | Remaining: 1121 tests
[2025-10-18T02:56:04.569835] [INFO ] [CONFIGURE ] RL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:56:04.569865] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T02:56:04.708174] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:56:04.852979] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:04.998491] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:05.145095] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:05.291409] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:05.439048] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:56:05.586420] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:05.727044] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:56:05.869855] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:56:06.013433] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:56:06.013599] [INFO ] [CONFIGURE ] RL: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-18T02:56:06.013666] [INFO ] [CONFIGURE ] JOB ETA: 27.4m | Avg: 1.5s/test | Remaining: 1120 tests
[2025-10-18T02:56:06.013725] [INFO ] [CONFIGURE ] RL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:56:06.013760] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-18T02:56:06.152082] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:56:06.291016] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:06.438414] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:06.584236] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:56:06.733420] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:06.883135] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:56:07.035684] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:07.182611] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:56:07.328834] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:56:07.475262] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:56:07.475436] [INFO ] [CONFIGURE ] RL: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:56:07.475481] [INFO ] [CONFIGURE ] JOB ETA: 27.4m | Avg: 1.5s/test | Remaining: 1119 tests
[2025-10-18T02:56:07.475515] [INFO ] [CONFIGURE ] RL: Testing feature 20/29: add_price_rejection
[2025-10-18T02:56:07.475546] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_price_rejection']
[2025-10-18T02:56:07.627396] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:56:07.780343] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:07.934517] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:08.092046] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:56:08.247801] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:08.401387] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:56:08.549517] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:08.697729] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:56:08.851261] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:56:09.023734] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:56:09.023926] [INFO ] [CONFIGURE ] RL: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T02:56:09.023989] [INFO ] [CONFIGURE ] JOB ETA: 27.4m | Avg: 1.5s/test | Remaining: 1118 tests
[2025-10-18T02:56:09.024027] [INFO ] [CONFIGURE ] RL: Testing feature 21/29: add_range_position
[2025-10-18T02:56:09.024059] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_range_position']
[2025-10-18T02:56:09.179117] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:56:09.336252] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:09.496237] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:09.655787] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:09.813157] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:09.970903] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:56:10.129386] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:10.290113] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:56:10.449173] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:56:10.608796] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:56:10.608957] [INFO ] [CONFIGURE ] RL: DISCARDED add_range_position (score: 90.00%)
[2025-10-18T02:56:10.609001] [INFO ] [CONFIGURE ] JOB ETA: 27.3m | Avg: 1.5s/test | Remaining: 1117 tests
[2025-10-18T02:56:10.609037] [INFO ] [CONFIGURE ] RL: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:56:10.609069] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_realized_volatility']
[2025-10-18T02:56:10.779054] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:56:10.949134] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:11.123130] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:11.294936] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:56:11.466680] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:11.639140] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:56:11.813309] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:11.988344] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:56:12.163401] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:56:12.338302] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:56:12.338459] [INFO ] [CONFIGURE ] RL: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T02:56:12.338510] [INFO ] [CONFIGURE ] JOB ETA: 27.3m | Avg: 1.5s/test | Remaining: 1116 tests
[2025-10-18T02:56:12.338551] [INFO ] [CONFIGURE ] RL: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:56:12.338590] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_recent_range_context']
[2025-10-18T02:56:12.486073] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:56:12.636071] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:12.784250] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:12.932961] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:56:13.080844] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:13.228868] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:56:13.376198] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:13.525385] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:56:13.674901] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:56:13.823393] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:56:13.823546] [INFO ] [CONFIGURE ] RL: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T02:56:13.823592] [INFO ] [CONFIGURE ] JOB ETA: 27.3m | Avg: 1.5s/test | Remaining: 1115 tests
[2025-10-18T02:56:13.823627] [INFO ] [CONFIGURE ] RL: Testing feature 24/29: add_rsi
[2025-10-18T02:56:13.823693] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-18T02:56:13.985450] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:56:14.151837] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:14.317401] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:14.482876] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:56:14.649241] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:14.815296] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:56:14.982577] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:15.149404] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:56:15.316165] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:56:15.483080] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:56:15.483234] [INFO ] [CONFIGURE ] RL: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T02:56:15.483277] [INFO ] [CONFIGURE ] JOB ETA: 27.3m | Avg: 1.5s/test | Remaining: 1114 tests
[2025-10-18T02:56:15.483311] [INFO ] [CONFIGURE ] RL: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:56:15.483343] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_tick_distribution']
[2025-10-18T02:56:15.625513] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:56:15.773039] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:15.916065] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:16.059439] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:56:16.202714] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:16.346132] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:56:16.491486] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:16.636406] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:56:16.783305] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:56:16.929718] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:56:16.929866] [INFO ] [CONFIGURE ] RL: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T02:56:16.929909] [INFO ] [CONFIGURE ] JOB ETA: 27.2m | Avg: 1.5s/test | Remaining: 1113 tests
[2025-10-18T02:56:16.929943] [INFO ] [CONFIGURE ] RL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:56:16.929973] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-18T02:56:17.075711] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:56:17.220349] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:17.365889] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:17.510355] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:56:17.655396] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:17.800431] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:56:17.946576] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:18.101297] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:56:18.248403] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:56:18.395835] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:56:18.395984] [INFO ] [CONFIGURE ] RL: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T02:56:18.396028] [INFO ] [CONFIGURE ] JOB ETA: 27.2m | Avg: 1.5s/test | Remaining: 1112 tests
[2025-10-18T02:56:18.396062] [INFO ] [CONFIGURE ] RL: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:56:18.396094] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_volume_price_divergence']
[2025-10-18T02:56:18.550360] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:56:18.706259] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:18.864638] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:19.019856] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:19.176808] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:19.333724] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:56:19.496699] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:19.655472] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:56:19.815705] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:56:19.975230] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:56:19.975481] [INFO ] [CONFIGURE ] RL: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-18T02:56:19.975541] [INFO ] [CONFIGURE ] JOB ETA: 27.2m | Avg: 1.5s/test | Remaining: 1111 tests
[2025-10-18T02:56:19.975579] [INFO ] [CONFIGURE ] RL: Testing feature 28/29: add_volume_profile
[2025-10-18T02:56:19.975611] [INFO ] [CONFIGURE ] RL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_volume_profile']
[2025-10-18T02:56:20.123102] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:56:20.277562] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:20.431075] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:20.585340] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:56:20.738047] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:56:20.893166] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:56:21.047307] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:21.210521] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:56:21.368585] [DEBUG] [FORECASTER] RL: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:56:21.523994] [DEBUG] [FORECASTER] RL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T02:56:21.524164] [INFO ] [CONFIGURE ] RL: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T02:56:21.524207] [INFO ] [CONFIGURE ] JOB ETA: 27.2m | Avg: 1.5s/test | Remaining: 1110 tests
[2025-10-18T02:56:21.524242] [INFO ] [CONFIGURE ] RL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:56:21.524272] [INFO ] [CONFIGURE ] RL: Best accuracy: 90.00%
[2025-10-18T02:56:21.524306] [INFO ] [CONFIGURE ] RL: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T02:56:21.524335] [INFO ] [CONFIGURE ] RL: Improvement over baseline: 30.00%
[2025-10-18T02:56:21.524363] [INFO ] [CONFIGURE ] RL: Total time: 42.2 seconds
[2025-10-18T02:56:21.524390] [INFO ] [CONFIGURE ] RL: Average time per feature: 1.5 seconds
[2025-10-18T02:56:21.524565] [INFO ] [CONFIGURE ] RL: Average speed: 0.69 features/sec
[2025-10-18T02:56:21.525717] [INFO ] [LOCAL     ] Saved configuration for RL: 3 features, 90.00% accuracy -> ./output/feature-sets/RL.json
[2025-10-18T02:56:21.525789] [INFO ] [CONFIGURE ] RL: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-18T02:56:21.525867] [INFO ] [sig       ] [345/380] Successfully configured RL | 0.02 sym/s | Total: 4.2h | ETA: 25.3m
[2025-10-18T02:56:21.525944] [INFO ] [sig       ] [346/380] Configuring RLI...
[2025-10-18T02:56:21.526009] [INFO ] [CONFIGURE ] RLI: Configurate test run.
[2025-10-18T02:56:21.526064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-10-18T02:56:21.543632] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RLI'.
[2025-10-18T02:56:21.544245] [INFO ] [CONFIGURE ] RLI: Testing with 29 available features
[2025-10-18T02:56:21.544304] [INFO ] [CONFIGURE ] RLI: Establishing baseline with no features...
[2025-10-18T02:56:21.652094] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:21.762062] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:21.871272] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:21.986051] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:22.095736] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:22.207946] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:22.318470] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:22.429163] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:22.541152] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:56:22.656462] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:56:22.656628] [INFO ] [CONFIGURE ] RLI: Baseline score (no features): 70.00%
[2025-10-18T02:56:22.656710] [INFO ] [CONFIGURE ] RLI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:56:22.656752] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:56:22.776160] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:56:22.895136] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:23.016496] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:23.137358] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:23.260540] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:23.383631] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:23.511079] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:23.636290] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:23.762289] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:23.889344] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:56:23.889528] [INFO ] [CONFIGURE ] RLI: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T02:56:23.889570] [INFO ] [CONFIGURE ] JOB ETA: 27.1m | Avg: 1.5s/test | Remaining: 1109 tests
[2025-10-18T02:56:23.889604] [INFO ] [CONFIGURE ] RLI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:56:23.889635] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:56:24.023545] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:24.157389] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:24.283610] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:24.409028] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:56:24.538213] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:24.664341] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:24.795504] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:56:24.924779] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:25.052978] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:25.182520] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:56:25.182676] [INFO ] [CONFIGURE ] RLI: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T02:56:25.182737] [INFO ] [CONFIGURE ] JOB ETA: 27.1m | Avg: 1.5s/test | Remaining: 1108 tests
[2025-10-18T02:56:25.182773] [INFO ] [CONFIGURE ] RLI: Testing feature 3/29: add_daily_returns
[2025-10-18T02:56:25.182803] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_daily_returns']
[2025-10-18T02:56:25.293684] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:56:25.404796] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:25.515782] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:25.628856] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:25.741301] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:25.849012] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:25.955084] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:56:26.061594] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:56:26.169914] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:26.278451] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:56:26.278578] [INFO ] [CONFIGURE ] RLI: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:56:26.278620] [INFO ] [CONFIGURE ] JOB ETA: 27.1m | Avg: 1.5s/test | Remaining: 1107 tests
[2025-10-18T02:56:26.278684] [INFO ] [CONFIGURE ] RLI: Testing feature 4/29: add_ema
[2025-10-18T02:56:26.278733] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_ema']
[2025-10-18T02:56:26.402391] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:56:26.519837] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:26.637010] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:26.757725] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:56:26.878265] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:26.998665] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:27.133994] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:56:27.255284] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:27.377380] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:56:27.500019] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:56:27.500170] [INFO ] [CONFIGURE ] RLI: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:56:27.500214] [INFO ] [CONFIGURE ] JOB ETA: 27.1m | Avg: 1.5s/test | Remaining: 1106 tests
[2025-10-18T02:56:27.500249] [INFO ] [CONFIGURE ] RLI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:56:27.500279] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:56:27.632821] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:27.773035] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:27.911051] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:28.050603] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:28.189800] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:28.322598] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:56:28.455604] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:56:28.589153] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:28.722910] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:56:28.862007] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:56:28.862226] [INFO ] [CONFIGURE ] RLI: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T02:56:28.862327] [INFO ] [CONFIGURE ] JOB ETA: 27.0m | Avg: 1.5s/test | Remaining: 1105 tests
[2025-10-18T02:56:28.862385] [INFO ] [CONFIGURE ] RLI: Testing feature 6/29: add_failed_moves
[2025-10-18T02:56:28.862419] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_failed_moves']
[2025-10-18T02:56:28.977267] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:29.091754] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:29.207371] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:29.323115] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:29.444123] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:29.561464] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:29.678054] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:29.795388] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:29.911626] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:56:30.026798] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:56:30.026954] [INFO ] [CONFIGURE ] RLI: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:56:30.027018] [INFO ] [CONFIGURE ] JOB ETA: 27.0m | Avg: 1.5s/test | Remaining: 1104 tests
[2025-10-18T02:56:30.027076] [INFO ] [CONFIGURE ] RLI: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:56:30.027110] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_lag_shelf']
[2025-10-18T02:56:30.130458] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:30.235450] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:30.338745] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:30.442358] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:30.546757] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:30.651247] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:30.765733] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:30.883218] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:31.005756] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:56:31.121954] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:56:31.122134] [INFO ] [CONFIGURE ] RLI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:56:31.122196] [INFO ] [CONFIGURE ] JOB ETA: 27.0m | Avg: 1.5s/test | Remaining: 1103 tests
[2025-10-18T02:56:31.122234] [INFO ] [CONFIGURE ] RLI: Testing feature 8/29: add_macd
[2025-10-18T02:56:31.122265] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:56:31.279172] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:56:31.437960] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:31.600285] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:31.760296] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:31.922901] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:32.080967] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:32.247438] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:32.398313] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:32.550324] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:32.696788] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:56:32.696986] [INFO ] [CONFIGURE ] RLI: DISCARDED add_macd (score: 60.00%)
[2025-10-18T02:56:32.697034] [INFO ] [CONFIGURE ] JOB ETA: 27.0m | Avg: 1.5s/test | Remaining: 1102 tests
[2025-10-18T02:56:32.697073] [INFO ] [CONFIGURE ] RLI: Testing feature 9/29: add_mfi
[2025-10-18T02:56:32.697104] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_mfi']
[2025-10-18T02:56:32.813722] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:32.931150] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:33.048978] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:33.167869] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:33.287890] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:33.408559] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:33.542222] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:56:33.663315] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:33.784010] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:56:33.906594] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:56:33.906831] [INFO ] [CONFIGURE ] RLI: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T02:56:33.906883] [INFO ] [CONFIGURE ] JOB ETA: 26.9m | Avg: 1.5s/test | Remaining: 1101 tests
[2025-10-18T02:56:33.906921] [INFO ] [CONFIGURE ] RLI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:56:33.906953] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:56:34.047193] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:34.180570] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:34.317008] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:34.452272] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:34.590199] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:34.725155] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:34.861147] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:56:34.997473] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:35.137361] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:35.276197] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:56:35.276382] [INFO ] [CONFIGURE ] RLI: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T02:56:35.276425] [INFO ] [CONFIGURE ] JOB ETA: 26.9m | Avg: 1.5s/test | Remaining: 1100 tests
[2025-10-18T02:56:35.276459] [INFO ] [CONFIGURE ] RLI: Testing feature 11/29: add_obv_daily
[2025-10-18T02:56:35.276490] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_obv_daily']
[2025-10-18T02:56:35.387011] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:35.497572] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:35.614108] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:35.727258] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:56:35.839803] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:35.955443] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:36.069410] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:36.187271] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:36.302815] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:36.418275] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:56:36.418452] [INFO ] [CONFIGURE ] RLI: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:56:36.418496] [INFO ] [CONFIGURE ] JOB ETA: 26.9m | Avg: 1.5s/test | Remaining: 1099 tests
[2025-10-18T02:56:36.418531] [INFO ] [CONFIGURE ] RLI: Testing feature 12/29: add_obv_interval
[2025-10-18T02:56:36.418562] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_obv_interval']
[2025-10-18T02:56:36.528554] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:56:36.639360] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:36.773894] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:36.887261] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:37.001131] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:37.124152] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:56:37.239173] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:56:37.355749] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:37.472856] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:37.591176] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:56:37.591374] [INFO ] [CONFIGURE ] RLI: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:56:37.591420] [INFO ] [CONFIGURE ] JOB ETA: 26.9m | Avg: 1.5s/test | Remaining: 1098 tests
[2025-10-18T02:56:37.591455] [INFO ] [CONFIGURE ] RLI: Testing feature 13/29: add_opening_strength
[2025-10-18T02:56:37.591486] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:56:37.712284] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:37.831380] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:37.950350] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:38.069261] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:38.191826] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:38.310748] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:38.430940] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:56:38.552986] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:56:38.682776] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:38.810781] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:56:38.810984] [INFO ] [CONFIGURE ] RLI: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-18T02:56:38.811043] [INFO ] [CONFIGURE ] JOB ETA: 26.8m | Avg: 1.5s/test | Remaining: 1097 tests
[2025-10-18T02:56:38.811080] [INFO ] [CONFIGURE ] RLI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:56:38.811111] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T02:56:38.939615] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:56:39.062580] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:39.185971] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:39.315330] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:39.452013] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:39.589105] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:39.719693] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:39.852221] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:39.983170] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:40.116565] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:56:40.116768] [INFO ] [CONFIGURE ] RLI: KEPT add_order_flow_imbalance (score: 80.00%)
[2025-10-18T02:56:40.116820] [INFO ] [CONFIGURE ] JOB ETA: 26.8m | Avg: 1.5s/test | Remaining: 1096 tests
[2025-10-18T02:56:40.116856] [INFO ] [CONFIGURE ] RLI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:56:40.116888] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-18T02:56:40.244628] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:40.372843] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:40.502447] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:40.635377] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:40.770873] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:40.902953] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:41.035808] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:41.168597] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:41.301930] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:41.438275] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:56:41.438473] [INFO ] [CONFIGURE ] RLI: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T02:56:41.438519] [INFO ] [CONFIGURE ] JOB ETA: 26.8m | Avg: 1.5s/test | Remaining: 1095 tests
[2025-10-18T02:56:41.438556] [INFO ] [CONFIGURE ] RLI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:56:41.438590] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-18T02:56:41.584427] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:56:41.753923] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:41.952468] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:42.143250] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:42.316032] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:42.488632] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:42.645016] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:42.786172] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:42.925478] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:43.066246] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:56:43.066379] [INFO ] [CONFIGURE ] RLI: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:56:43.066422] [INFO ] [CONFIGURE ] JOB ETA: 26.8m | Avg: 1.5s/test | Remaining: 1094 tests
[2025-10-18T02:56:43.066456] [INFO ] [CONFIGURE ] RLI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:56:43.066486] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-18T02:56:43.204288] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:43.344718] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:43.484911] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:43.628515] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:43.771095] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:43.921313] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:44.061870] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:44.207632] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:44.352731] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:44.496563] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:56:44.496713] [INFO ] [CONFIGURE ] RLI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:56:44.496770] [INFO ] [CONFIGURE ] JOB ETA: 26.7m | Avg: 1.5s/test | Remaining: 1093 tests
[2025-10-18T02:56:44.496807] [INFO ] [CONFIGURE ] RLI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:56:44.496841] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-18T02:56:44.622427] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:44.747580] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:44.874291] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:45.010868] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:45.141245] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:45.273760] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:45.409146] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:45.546512] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:45.685619] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:45.824211] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:56:45.824377] [INFO ] [CONFIGURE ] RLI: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:56:45.824429] [INFO ] [CONFIGURE ] JOB ETA: 26.7m | Avg: 1.5s/test | Remaining: 1092 tests
[2025-10-18T02:56:45.824561] [INFO ] [CONFIGURE ] RLI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:56:45.824624] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-18T02:56:45.962268] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:56:46.101302] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:46.242119] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:46.376263] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:46.509962] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:46.647001] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:46.789355] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:46.927337] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:47.067332] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:47.204431] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:56:47.204593] [INFO ] [CONFIGURE ] RLI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:56:47.204660] [INFO ] [CONFIGURE ] JOB ETA: 26.7m | Avg: 1.5s/test | Remaining: 1091 tests
[2025-10-18T02:56:47.204744] [INFO ] [CONFIGURE ] RLI: Testing feature 20/29: add_price_rejection
[2025-10-18T02:56:47.204801] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection']
[2025-10-18T02:56:47.349953] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:56:47.497628] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:47.641282] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:47.788154] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:47.931623] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:48.074013] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:48.220392] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:48.365521] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:48.526836] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:48.673041] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:56:48.673204] [INFO ] [CONFIGURE ] RLI: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T02:56:48.673268] [INFO ] [CONFIGURE ] JOB ETA: 26.7m | Avg: 1.5s/test | Remaining: 1090 tests
[2025-10-18T02:56:48.673327] [INFO ] [CONFIGURE ] RLI: Testing feature 21/29: add_range_position
[2025-10-18T02:56:48.673360] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_order_flow_imbalance', 'add_range_position']
[2025-10-18T02:56:48.820177] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:56:48.969291] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:49.132679] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:49.283728] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:49.431857] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:49.582890] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:49.744520] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:49.900506] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:56:50.058173] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:50.213991] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:56:50.214141] [INFO ] [CONFIGURE ] RLI: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T02:56:50.214184] [INFO ] [CONFIGURE ] JOB ETA: 26.7m | Avg: 1.5s/test | Remaining: 1089 tests
[2025-10-18T02:56:50.214219] [INFO ] [CONFIGURE ] RLI: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:56:50.214250] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-18T02:56:50.376860] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:50.535318] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:50.694108] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:50.853061] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:51.012713] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:51.173340] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:51.333948] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:56:51.503567] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:51.670630] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:51.838534] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:56:51.838751] [INFO ] [CONFIGURE ] RLI: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T02:56:51.838806] [INFO ] [CONFIGURE ] JOB ETA: 26.6m | Avg: 1.5s/test | Remaining: 1088 tests
[2025-10-18T02:56:51.838842] [INFO ] [CONFIGURE ] RLI: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:56:51.838873] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-18T02:56:51.974375] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:52.109169] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:56:52.246048] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:56:52.383636] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:56:52.522182] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:52.661259] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:56:52.799806] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:52.940636] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:53.079047] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:53.221194] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:56:53.221337] [INFO ] [CONFIGURE ] RLI: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T02:56:53.221379] [INFO ] [CONFIGURE ] JOB ETA: 26.6m | Avg: 1.5s/test | Remaining: 1087 tests
[2025-10-18T02:56:53.221414] [INFO ] [CONFIGURE ] RLI: Testing feature 24/29: add_rsi
[2025-10-18T02:56:53.221444] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-18T02:56:53.377215] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:53.531079] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:53.686036] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:53.843027] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:56:53.999626] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:54.158124] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:56:54.318278] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:54.478285] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:54.641953] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:54.801193] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:56:54.801348] [INFO ] [CONFIGURE ] RLI: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T02:56:54.801392] [INFO ] [CONFIGURE ] JOB ETA: 26.6m | Avg: 1.5s/test | Remaining: 1086 tests
[2025-10-18T02:56:54.801427] [INFO ] [CONFIGURE ] RLI: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:56:54.801458] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-18T02:56:54.933660] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:56:55.068058] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:55.201871] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:55.336600] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:55.471433] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:55.608293] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:55.744816] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:55.890535] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:56.044827] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:56.197636] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:56:56.197882] [INFO ] [CONFIGURE ] RLI: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T02:56:56.197937] [INFO ] [CONFIGURE ] JOB ETA: 26.6m | Avg: 1.5s/test | Remaining: 1085 tests
[2025-10-18T02:56:56.197974] [INFO ] [CONFIGURE ] RLI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:56:56.198008] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-18T02:56:56.350027] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:56.503767] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:56.666125] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:56.823975] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:56.972520] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:57.120398] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:57.269120] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:57.418279] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T02:56:57.594727] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:57.739852] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:56:57.740022] [INFO ] [CONFIGURE ] RLI: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:56:57.740068] [INFO ] [CONFIGURE ] JOB ETA: 26.5m | Avg: 1.5s/test | Remaining: 1084 tests
[2025-10-18T02:56:57.740104] [INFO ] [CONFIGURE ] RLI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:56:57.740138] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-18T02:56:57.897524] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:58.047523] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:58.196151] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:58.346169] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:56:58.496617] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:56:58.648840] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:56:58.805910] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:56:58.966209] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:56:59.114978] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:56:59.262910] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:56:59.263068] [INFO ] [CONFIGURE ] RLI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T02:56:59.263111] [INFO ] [CONFIGURE ] JOB ETA: 26.5m | Avg: 1.5s/test | Remaining: 1083 tests
[2025-10-18T02:56:59.263145] [INFO ] [CONFIGURE ] RLI: Testing feature 28/29: add_volume_profile
[2025-10-18T02:56:59.263176] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_order_flow_imbalance', 'add_volume_profile']
[2025-10-18T02:56:59.396995] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:56:59.533710] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:56:59.676876] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T02:56:59.821609] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:56:59.968811] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:00.118317] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:57:00.262519] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:00.407268] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:57:00.553594] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:57:00.699940] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:00.700125] [INFO ] [CONFIGURE ] RLI: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T02:57:00.700171] [INFO ] [CONFIGURE ] JOB ETA: 26.5m | Avg: 1.5s/test | Remaining: 1082 tests
[2025-10-18T02:57:00.700206] [INFO ] [CONFIGURE ] RLI: Testing feature 29/29: add_vwap
[2025-10-18T02:57:00.700237] [INFO ] [CONFIGURE ] RLI: Testing with features: ['add_order_flow_imbalance', 'add_vwap']
[2025-10-18T02:57:00.843458] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:57:00.985307] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:57:01.130954] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T02:57:01.289476] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:57:01.434842] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:01.590444] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:57:01.751387] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:01.906048] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T02:57:02.055293] [DEBUG] [FORECASTER] RLI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:57:02.206970] [DEBUG] [FORECASTER] RLI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:57:02.207152] [INFO ] [CONFIGURE ] RLI: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T02:57:02.207196] [INFO ] [CONFIGURE ] JOB ETA: 26.5m | Avg: 1.5s/test | Remaining: 1081 tests
[2025-10-18T02:57:02.207233] [INFO ] [CONFIGURE ] RLI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:57:02.207263] [INFO ] [CONFIGURE ] RLI: Best accuracy: 80.00%
[2025-10-18T02:57:02.207294] [INFO ] [CONFIGURE ] RLI: Best feature set (1 features): ['add_order_flow_imbalance']
[2025-10-18T02:57:02.207322] [INFO ] [CONFIGURE ] RLI: Improvement over baseline: 10.00%
[2025-10-18T02:57:02.207348] [INFO ] [CONFIGURE ] RLI: Total time: 39.6 seconds
[2025-10-18T02:57:02.207374] [INFO ] [CONFIGURE ] RLI: Average time per feature: 1.4 seconds
[2025-10-18T02:57:02.207402] [INFO ] [CONFIGURE ] RLI: Average speed: 0.73 features/sec
[2025-10-18T02:57:02.207936] [INFO ] [LOCAL     ] Saved configuration for RLI: 1 features, 80.00% accuracy -> ./output/feature-sets/RLI.json
[2025-10-18T02:57:02.208008] [INFO ] [CONFIGURE ] RLI: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-18T02:57:02.208101] [INFO ] [sig       ] [346/380] Successfully configured RLI | 0.02 sym/s | Total: 4.2h | ETA: 24.5m
[2025-10-18T02:57:02.208177] [INFO ] [sig       ] [347/380] Configuring RLJ...
[2025-10-18T02:57:02.208243] [INFO ] [CONFIGURE ] RLJ: Configurate test run.
[2025-10-18T02:57:02.208298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-10-18T02:57:02.222636] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RLJ'.
[2025-10-18T02:57:02.223201] [INFO ] [CONFIGURE ] RLJ: Testing with 29 available features
[2025-10-18T02:57:02.223259] [INFO ] [CONFIGURE ] RLJ: Establishing baseline with no features...
[2025-10-18T02:57:02.330628] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:02.442158] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:02.550135] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:02.658872] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:02.768495] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:57:02.878369] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:02.985608] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:03.094397] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:57:03.203179] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:57:03.311603] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:57:03.311756] [INFO ] [CONFIGURE ] RLJ: Baseline score (no features): 50.00%
[2025-10-18T02:57:03.311817] [INFO ] [CONFIGURE ] RLJ: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:57:03.311857] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:57:03.440059] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:03.560001] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:03.678935] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:03.797392] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:03.920061] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:57:04.039005] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:04.161064] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:04.284076] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:04.407659] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:04.532393] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:04.532615] [INFO ] [CONFIGURE ] RLJ: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T02:57:04.532702] [INFO ] [CONFIGURE ] JOB ETA: 26.4m | Avg: 1.5s/test | Remaining: 1080 tests
[2025-10-18T02:57:04.532749] [INFO ] [CONFIGURE ] RLJ: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:57:04.532784] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:57:04.685096] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:04.827543] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:57:04.973909] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:05.123271] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:57:05.269830] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:05.414119] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:05.558222] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:05.704890] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:05.859073] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:06.011110] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:06.011302] [INFO ] [CONFIGURE ] RLJ: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-18T02:57:06.011347] [INFO ] [CONFIGURE ] JOB ETA: 26.4m | Avg: 1.5s/test | Remaining: 1079 tests
[2025-10-18T02:57:06.011384] [INFO ] [CONFIGURE ] RLJ: Testing feature 3/29: add_daily_returns
[2025-10-18T02:57:06.011416] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-18T02:57:06.165575] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:06.314879] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:06.466345] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:06.616917] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:06.776731] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:06.929229] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:07.084424] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:07.238412] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:07.399046] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:57:07.562055] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:07.562265] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:57:07.562312] [INFO ] [CONFIGURE ] JOB ETA: 26.4m | Avg: 1.5s/test | Remaining: 1078 tests
[2025-10-18T02:57:07.562349] [INFO ] [CONFIGURE ] RLJ: Testing feature 4/29: add_ema
[2025-10-18T02:57:07.562384] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-18T02:57:07.736339] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:07.892726] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:08.054159] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:08.208959] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:57:08.365104] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:08.522599] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:08.688938] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:08.861311] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:09.024598] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:09.184994] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:09.185169] [INFO ] [CONFIGURE ] RLJ: KEPT add_ema (score: 80.00%)
[2025-10-18T02:57:09.185216] [INFO ] [CONFIGURE ] JOB ETA: 26.4m | Avg: 1.5s/test | Remaining: 1077 tests
[2025-10-18T02:57:09.185252] [INFO ] [CONFIGURE ] RLJ: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:57:09.185285] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:57:09.373465] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:09.562807] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:09.779983] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:09.977610] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:10.175849] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:10.370819] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:10.567115] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:10.762170] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:10.962491] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:11.165044] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:11.165230] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T02:57:11.165280] [INFO ] [CONFIGURE ] JOB ETA: 26.3m | Avg: 1.5s/test | Remaining: 1076 tests
[2025-10-18T02:57:11.165318] [INFO ] [CONFIGURE ] RLJ: Testing feature 6/29: add_failed_moves
[2025-10-18T02:57:11.165352] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-10-18T02:57:11.337676] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:11.507386] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:11.679829] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:11.861705] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:57:12.039027] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:12.212200] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:12.381251] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:12.554144] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:12.743062] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:12.915853] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:12.916092] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T02:57:12.916171] [INFO ] [CONFIGURE ] JOB ETA: 26.3m | Avg: 1.5s/test | Remaining: 1075 tests
[2025-10-18T02:57:12.916233] [INFO ] [CONFIGURE ] RLJ: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:57:12.916271] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-10-18T02:57:13.071841] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:13.225790] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:13.389527] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:13.562497] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:13.739532] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:13.921494] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:14.097376] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:14.277838] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:14.465665] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:14.636054] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:14.636292] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:57:14.636336] [INFO ] [CONFIGURE ] JOB ETA: 26.3m | Avg: 1.5s/test | Remaining: 1074 tests
[2025-10-18T02:57:14.636372] [INFO ] [CONFIGURE ] RLJ: Testing feature 8/29: add_macd
[2025-10-18T02:57:14.636406] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-18T02:57:14.849789] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:15.066597] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:15.284849] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:15.497544] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:15.723495] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:57:15.953130] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:16.175238] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:16.387418] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:16.610290] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:57:16.830468] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:16.830794] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:57:16.830855] [INFO ] [CONFIGURE ] JOB ETA: 26.3m | Avg: 1.5s/test | Remaining: 1073 tests
[2025-10-18T02:57:16.830898] [INFO ] [CONFIGURE ] RLJ: Testing feature 9/29: add_mfi
[2025-10-18T02:57:16.830934] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_mfi']
[2025-10-18T02:57:17.017887] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:17.213979] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:17.407847] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:17.606737] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:57:17.801762] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:17.992437] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:18.181482] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:18.370427] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:18.564746] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:18.753879] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:18.754164] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T02:57:18.754212] [INFO ] [CONFIGURE ] JOB ETA: 26.2m | Avg: 1.5s/test | Remaining: 1072 tests
[2025-10-18T02:57:18.754251] [INFO ] [CONFIGURE ] RLJ: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:57:18.754287] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:57:18.957369] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:19.156486] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:19.358624] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:19.561138] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:19.776381] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:19.996678] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:20.201949] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:20.401023] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:20.596522] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:57:20.806438] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:20.806661] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T02:57:20.806725] [INFO ] [CONFIGURE ] JOB ETA: 26.2m | Avg: 1.5s/test | Remaining: 1071 tests
[2025-10-18T02:57:20.806762] [INFO ] [CONFIGURE ] RLJ: Testing feature 11/29: add_obv_daily
[2025-10-18T02:57:20.806795] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_daily']
[2025-10-18T02:57:20.971851] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:21.143437] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:21.315787] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:21.494241] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:21.665325] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:57:21.873132] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:22.051123] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:22.221880] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:22.391978] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:22.562950] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:22.563125] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T02:57:22.563169] [INFO ] [CONFIGURE ] JOB ETA: 26.2m | Avg: 1.5s/test | Remaining: 1070 tests
[2025-10-18T02:57:22.563205] [INFO ] [CONFIGURE ] RLJ: Testing feature 12/29: add_obv_interval
[2025-10-18T02:57:22.563237] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_interval']
[2025-10-18T02:57:22.728384] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:22.890761] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:23.054841] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:23.219303] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:23.385951] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:23.556858] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:23.723546] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:23.900928] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:24.065501] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:24.236232] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:24.236448] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T02:57:24.236503] [INFO ] [CONFIGURE ] JOB ETA: 26.2m | Avg: 1.5s/test | Remaining: 1069 tests
[2025-10-18T02:57:24.236540] [INFO ] [CONFIGURE ] RLJ: Testing feature 13/29: add_opening_strength
[2025-10-18T02:57:24.236573] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:57:24.414623] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:24.592490] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:24.772717] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:24.954890] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:25.131297] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:25.308083] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:25.486726] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:25.670579] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:25.848671] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:26.030254] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:26.030421] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T02:57:26.030484] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Avg: 1.5s/test | Remaining: 1068 tests
[2025-10-18T02:57:26.030522] [INFO ] [CONFIGURE ] RLJ: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:57:26.030553] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance']
[2025-10-18T02:57:26.213044] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:26.399571] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:26.596013] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:26.780126] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:57:26.960218] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:27.131406] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:27.305222] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:27.491040] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:27.667845] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:57:27.848981] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:27.849116] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T02:57:27.849173] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Avg: 1.5s/test | Remaining: 1067 tests
[2025-10-18T02:57:27.849231] [INFO ] [CONFIGURE ] RLJ: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:57:27.849266] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum']
[2025-10-18T02:57:28.018912] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:28.184879] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:57:28.356905] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:28.529482] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:57:28.700186] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:28.869558] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:29.020631] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:29.171058] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:29.324560] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:29.479813] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:29.480036] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T02:57:29.480085] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Avg: 1.5s/test | Remaining: 1066 tests
[2025-10-18T02:57:29.480119] [INFO ] [CONFIGURE ] RLJ: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:57:29.480151] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap']
[2025-10-18T02:57:29.638989] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:29.802573] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:29.968636] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:30.132472] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:30.292833] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:57:30.454020] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:30.614731] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:30.775500] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:30.968301] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:31.132505] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:31.132690] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:57:31.132808] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Avg: 1.5s/test | Remaining: 1065 tests
[2025-10-18T02:57:31.132851] [INFO ] [CONFIGURE ] RLJ: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:57:31.132883] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_return_2d']
[2025-10-18T02:57:31.296120] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:31.461085] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:57:31.626189] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:31.791488] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:57:31.956385] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:57:32.122726] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:32.292531] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:32.460326] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:32.627501] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:32.794605] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:57:32.794781] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T02:57:32.794830] [INFO ] [CONFIGURE ] JOB ETA: 26.0m | Avg: 1.5s/test | Remaining: 1064 tests
[2025-10-18T02:57:32.794865] [INFO ] [CONFIGURE ] RLJ: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:57:32.794897] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d']
[2025-10-18T02:57:32.950248] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:33.111561] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:33.275626] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:33.439286] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:33.610730] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:57:33.794503] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:34.019707] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:34.212221] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:34.401406] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:57:34.606784] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:34.607018] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T02:57:34.607084] [INFO ] [CONFIGURE ] JOB ETA: 26.0m | Avg: 1.5s/test | Remaining: 1063 tests
[2025-10-18T02:57:34.607146] [INFO ] [CONFIGURE ] RLJ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:57:34.607183] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5']
[2025-10-18T02:57:34.808888] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:35.035549] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:35.195472] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:35.355675] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:57:35.508302] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:35.663101] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:35.815210] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:35.970040] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:36.125382] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:36.281938] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:36.282095] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:57:36.282140] [INFO ] [CONFIGURE ] JOB ETA: 26.0m | Avg: 1.5s/test | Remaining: 1062 tests
[2025-10-18T02:57:36.282176] [INFO ] [CONFIGURE ] RLJ: Testing feature 20/29: add_price_rejection
[2025-10-18T02:57:36.282209] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_price_rejection']
[2025-10-18T02:57:36.453404] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:36.624183] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:57:36.782217] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:36.945620] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:37.111352] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:57:37.276056] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:37.449371] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:37.617779] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:37.780926] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:37.948933] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:37.949103] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T02:57:37.949148] [INFO ] [CONFIGURE ] JOB ETA: 26.0m | Avg: 1.5s/test | Remaining: 1061 tests
[2025-10-18T02:57:37.949184] [INFO ] [CONFIGURE ] RLJ: Testing feature 21/29: add_range_position
[2025-10-18T02:57:37.949216] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_range_position']
[2025-10-18T02:57:38.125497] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:38.299930] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:38.477533] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:38.653729] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:38.830203] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:57:39.010128] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:39.189493] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:39.370978] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:39.548679] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:57:39.727841] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:39.727986] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T02:57:39.728032] [INFO ] [CONFIGURE ] JOB ETA: 26.0m | Avg: 1.5s/test | Remaining: 1060 tests
[2025-10-18T02:57:39.728067] [INFO ] [CONFIGURE ] RLJ: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:57:39.728100] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_realized_volatility']
[2025-10-18T02:57:39.919362] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:40.110281] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:40.298995] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:57:40.483072] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:40.666232] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:40.850637] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:41.043536] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:41.236289] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:41.429400] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:57:41.627543] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:41.627976] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T02:57:41.628034] [INFO ] [CONFIGURE ] JOB ETA: 25.9m | Avg: 1.5s/test | Remaining: 1059 tests
[2025-10-18T02:57:41.628071] [INFO ] [CONFIGURE ] RLJ: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:57:41.628105] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_recent_range_context']
[2025-10-18T02:57:41.797169] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:41.966491] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:42.135679] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:42.308909] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:42.479728] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:42.652244] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:42.822551] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:42.997166] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:43.169677] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:43.344151] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:43.344324] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T02:57:43.344376] [INFO ] [CONFIGURE ] JOB ETA: 25.9m | Avg: 1.5s/test | Remaining: 1058 tests
[2025-10-18T02:57:43.344412] [INFO ] [CONFIGURE ] RLJ: Testing feature 24/29: add_rsi
[2025-10-18T02:57:43.344444] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-18T02:57:43.517227] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:43.688462] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:43.860293] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:44.029253] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:44.202082] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:57:44.373162] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:44.543157] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:44.716916] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:44.889428] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:57:45.061818] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:45.061977] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:57:45.062041] [INFO ] [CONFIGURE ] JOB ETA: 25.9m | Avg: 1.5s/test | Remaining: 1057 tests
[2025-10-18T02:57:45.062079] [INFO ] [CONFIGURE ] RLJ: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:57:45.062110] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_tick_distribution']
[2025-10-18T02:57:45.226027] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:45.394832] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:45.559352] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:45.724192] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:57:45.888686] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:46.061344] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:46.227170] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:46.394546] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:46.567843] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:46.734322] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:46.734441] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T02:57:46.734484] [INFO ] [CONFIGURE ] JOB ETA: 25.9m | Avg: 1.5s/test | Remaining: 1056 tests
[2025-10-18T02:57:46.734518] [INFO ] [CONFIGURE ] RLJ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:57:46.734548] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation']
[2025-10-18T02:57:46.898497] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:47.066056] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:57:47.239713] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:47.407798] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:47.575775] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:57:47.751933] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:47.923183] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:48.094102] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:48.265570] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:48.440941] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:48.441117] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:57:48.441175] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Avg: 1.5s/test | Remaining: 1055 tests
[2025-10-18T02:57:48.441212] [INFO ] [CONFIGURE ] RLJ: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:57:48.441243] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_price_divergence']
[2025-10-18T02:57:48.616269] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:48.792573] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:48.972977] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:49.186395] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:57:49.364381] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:57:49.543161] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:49.731436] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:49.913383] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:50.099102] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:50.286079] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:50.286322] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:57:50.286383] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Avg: 1.5s/test | Remaining: 1054 tests
[2025-10-18T02:57:50.286420] [INFO ] [CONFIGURE ] RLJ: Testing feature 28/29: add_volume_profile
[2025-10-18T02:57:50.286451] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_profile']
[2025-10-18T02:57:50.467381] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:50.639541] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:50.819355] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:50.995103] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:51.167547] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:51.340285] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:51.517492] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:51.692370] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:51.865298] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:52.042829] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:52.043082] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T02:57:52.043155] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Avg: 1.5s/test | Remaining: 1053 tests
[2025-10-18T02:57:52.043217] [INFO ] [CONFIGURE ] RLJ: Testing feature 29/29: add_vwap
[2025-10-18T02:57:52.043256] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap']
[2025-10-18T02:57:52.232586] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:57:52.405060] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:57:52.579124] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:57:52.765581] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:57:52.962195] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:57:53.159969] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:57:53.359987] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:53.562070] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:53.743408] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:57:53.918262] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:53.918455] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T02:57:53.918500] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Avg: 1.5s/test | Remaining: 1052 tests
[2025-10-18T02:57:53.918535] [INFO ] [CONFIGURE ] RLJ: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:57:53.918566] [INFO ] [CONFIGURE ] RLJ: Best accuracy: 80.00%
[2025-10-18T02:57:53.918597] [INFO ] [CONFIGURE ] RLJ: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-18T02:57:53.918626] [INFO ] [CONFIGURE ] RLJ: Improvement over baseline: 30.00%
[2025-10-18T02:57:53.918688] [INFO ] [CONFIGURE ] RLJ: Total time: 50.6 seconds
[2025-10-18T02:57:53.918734] [INFO ] [CONFIGURE ] RLJ: Average time per feature: 1.7 seconds
[2025-10-18T02:57:53.918765] [INFO ] [CONFIGURE ] RLJ: Average speed: 0.57 features/sec
[2025-10-18T02:57:53.919460] [INFO ] [LOCAL     ] Saved configuration for RLJ: 3 features, 80.00% accuracy -> ./output/feature-sets/RLJ.json
[2025-10-18T02:57:53.919529] [INFO ] [CONFIGURE ] RLJ: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T02:57:53.919615] [INFO ] [sig       ] [347/380] Successfully configured RLJ | 0.02 sym/s | Total: 4.2h | ETA: 23.8m
[2025-10-18T02:57:53.919713] [INFO ] [sig       ] [348/380] Configuring RMAX...
[2025-10-18T02:57:53.919778] [INFO ] [CONFIGURE ] RMAX: Configurate test run.
[2025-10-18T02:57:53.919834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-10-18T02:57:53.936869] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RMAX'.
[2025-10-18T02:57:53.937435] [INFO ] [CONFIGURE ] RMAX: Testing with 29 available features
[2025-10-18T02:57:53.937516] [INFO ] [CONFIGURE ] RMAX: Establishing baseline with no features...
[2025-10-18T02:57:54.070045] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:57:54.188147] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:57:54.305477] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:57:54.418379] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:57:54.538507] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:57:54.648176] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:57:54.755044] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:54.862200] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:57:54.966705] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:57:55.068896] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:55.069061] [INFO ] [CONFIGURE ] RMAX: Baseline score (no features): 70.00%
[2025-10-18T02:57:55.069106] [INFO ] [CONFIGURE ] RMAX: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:57:55.069139] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:57:55.211811] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:57:55.323531] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:57:55.436961] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:57:55.548507] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:57:55.661147] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:57:55.778070] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:57:55.891740] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:56.008464] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:57:56.122812] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:57:56.237351] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:57:56.237479] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T02:57:56.237521] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Avg: 1.5s/test | Remaining: 1051 tests
[2025-10-18T02:57:56.237555] [INFO ] [CONFIGURE ] RMAX: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:57:56.237585] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:57:56.359951] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:57:56.478115] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:57:56.595763] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:57:56.713463] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:57:56.831845] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:57:56.951434] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:57:57.074278] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:57.195306] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:57:57.315276] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:57:57.486204] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:57.486389] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T02:57:57.486492] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Avg: 1.5s/test | Remaining: 1050 tests
[2025-10-18T02:57:57.486558] [INFO ] [CONFIGURE ] RMAX: Testing feature 3/29: add_daily_returns
[2025-10-18T02:57:57.486601] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_daily_returns']
[2025-10-18T02:57:57.606881] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:57:57.727673] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:57:57.846021] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:57:57.968398] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:57:58.090521] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:57:58.242297] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:57:58.367803] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:58.488773] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:57:58.611756] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:57:58.734740] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:57:58.734898] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T02:57:58.734978] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Avg: 1.5s/test | Remaining: 1049 tests
[2025-10-18T02:57:58.735037] [INFO ] [CONFIGURE ] RMAX: Testing feature 4/29: add_ema
[2025-10-18T02:57:58.735072] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_ema']
[2025-10-18T02:57:58.872488] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:57:59.012171] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:57:59.147720] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:57:59.280850] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:57:59.419633] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:57:59.559437] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:57:59.701752] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:57:59.842554] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:57:59.982447] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:00.116131] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:00.116298] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_ema (score: 70.00%)
[2025-10-18T02:58:00.116343] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Avg: 1.5s/test | Remaining: 1048 tests
[2025-10-18T02:58:00.116378] [INFO ] [CONFIGURE ] RMAX: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:58:00.116409] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:58:00.244696] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:00.373027] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:00.501631] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:58:00.629533] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:00.758812] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:00.890145] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:01.021970] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:01.159624] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:01.307373] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:01.448469] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:01.448661] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:58:01.448726] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Avg: 1.5s/test | Remaining: 1047 tests
[2025-10-18T02:58:01.448765] [INFO ] [CONFIGURE ] RMAX: Testing feature 6/29: add_failed_moves
[2025-10-18T02:58:01.448797] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_failed_moves']
[2025-10-18T02:58:01.561312] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:01.675123] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:01.792440] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:01.914854] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:02.031463] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:02.146615] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:02.263421] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:02.382781] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:02.501896] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:02.618437] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:02.618606] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:58:02.618693] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Avg: 1.5s/test | Remaining: 1046 tests
[2025-10-18T02:58:02.618743] [INFO ] [CONFIGURE ] RMAX: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:58:02.618777] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_lag_shelf']
[2025-10-18T02:58:02.722468] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:02.825948] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:02.929810] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:03.034382] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:03.138428] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:03.242394] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:03.347406] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:03.452074] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:03.555779] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:03.663040] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:03.663294] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T02:58:03.664253] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Avg: 1.5s/test | Remaining: 1045 tests
[2025-10-18T02:58:03.664310] [INFO ] [CONFIGURE ] RMAX: Testing feature 8/29: add_macd
[2025-10-18T02:58:03.664355] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:58:03.810545] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:03.959474] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:04.107242] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:04.274321] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:04.424825] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:04.587176] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:04.747288] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:04.901044] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:58:05.055390] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:05.211789] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:05.211960] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:58:05.212006] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Avg: 1.5s/test | Remaining: 1044 tests
[2025-10-18T02:58:05.212041] [INFO ] [CONFIGURE ] RMAX: Testing feature 9/29: add_mfi
[2025-10-18T02:58:05.212073] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_mfi']
[2025-10-18T02:58:05.336912] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:05.463502] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:05.592446] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:05.720053] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:05.846701] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:05.978660] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:06.107207] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:06.234924] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:06.365305] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:06.493610] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:06.493841] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:58:06.493893] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Avg: 1.5s/test | Remaining: 1043 tests
[2025-10-18T02:58:06.493929] [INFO ] [CONFIGURE ] RMAX: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:58:06.493960] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:58:06.634877] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:06.772925] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:06.910598] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:07.050717] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:07.191114] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:07.368080] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:07.511306] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:07.653395] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:07.794851] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:07.933555] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:07.933776] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T02:58:07.933839] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Avg: 1.5s/test | Remaining: 1042 tests
[2025-10-18T02:58:07.933877] [INFO ] [CONFIGURE ] RMAX: Testing feature 11/29: add_obv_daily
[2025-10-18T02:58:07.933908] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_obv_daily']
[2025-10-18T02:58:08.049110] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:08.165841] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:58:08.284021] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:08.403986] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:08.522784] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:58:08.641519] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:58:08.760945] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:08.880944] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:58:09.008270] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:09.131269] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:09.131427] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T02:58:09.131470] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Avg: 1.5s/test | Remaining: 1041 tests
[2025-10-18T02:58:09.131504] [INFO ] [CONFIGURE ] RMAX: Testing feature 12/29: add_obv_interval
[2025-10-18T02:58:09.131535] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_obv_interval']
[2025-10-18T02:58:09.244905] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:09.357994] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:58:09.472599] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:09.589907] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:09.716331] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:09.838739] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:09.970217] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:10.092010] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:10.217500] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:10.373616] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:10.373834] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T02:58:10.373884] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Avg: 1.5s/test | Remaining: 1040 tests
[2025-10-18T02:58:10.373919] [INFO ] [CONFIGURE ] RMAX: Testing feature 13/29: add_opening_strength
[2025-10-18T02:58:10.373949] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:58:10.500532] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:10.628977] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:10.756449] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:10.885972] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:11.016844] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:11.162635] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:11.309881] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:11.458505] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:11.595154] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:11.728578] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:11.728761] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T02:58:11.728815] [INFO ] [CONFIGURE ] JOB ETA: 25.4m | Avg: 1.5s/test | Remaining: 1039 tests
[2025-10-18T02:58:11.728877] [INFO ] [CONFIGURE ] RMAX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:58:11.728911] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T02:58:11.861816] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:11.995573] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:12.129618] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:12.263764] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:12.393763] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:12.525886] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:12.657120] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:12.790050] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:12.921747] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:13.056861] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:13.057046] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T02:58:13.057091] [INFO ] [CONFIGURE ] JOB ETA: 25.4m | Avg: 1.5s/test | Remaining: 1038 tests
[2025-10-18T02:58:13.057187] [INFO ] [CONFIGURE ] RMAX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:58:13.057236] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T02:58:13.173348] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:13.285744] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:13.429739] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:13.543567] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:13.654931] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:13.766847] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:13.882254] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:13.996720] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:14.110884] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:14.225768] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:58:14.225917] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T02:58:14.225960] [INFO ] [CONFIGURE ] JOB ETA: 25.4m | Avg: 1.5s/test | Remaining: 1037 tests
[2025-10-18T02:58:14.225993] [INFO ] [CONFIGURE ] RMAX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:58:14.226022] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T02:58:14.348177] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:58:14.470626] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:14.593293] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:14.713933] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:14.834694] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:14.959824] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:15.084765] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:15.205931] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:15.327255] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:15.451145] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:15.451322] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T02:58:15.451366] [INFO ] [CONFIGURE ] JOB ETA: 25.4m | Avg: 1.5s/test | Remaining: 1036 tests
[2025-10-18T02:58:15.451400] [INFO ] [CONFIGURE ] RMAX: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:58:15.451430] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_pbf_return_2d']
[2025-10-18T02:58:15.573469] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:15.694715] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:15.815826] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:15.942061] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:16.070403] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:16.195247] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:16.332271] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:16.472254] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:16.601345] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:16.733941] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:16.734104] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:58:16.734147] [INFO ] [CONFIGURE ] JOB ETA: 25.3m | Avg: 1.5s/test | Remaining: 1035 tests
[2025-10-18T02:58:16.734182] [INFO ] [CONFIGURE ] RMAX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:58:16.734214] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T02:58:16.854881] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:16.976513] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:17.090999] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:17.207304] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:17.324386] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:17.445213] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:17.563006] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:17.679840] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:17.797524] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:17.919727] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:17.919906] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T02:58:17.919951] [INFO ] [CONFIGURE ] JOB ETA: 25.3m | Avg: 1.5s/test | Remaining: 1034 tests
[2025-10-18T02:58:17.919985] [INFO ] [CONFIGURE ] RMAX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:58:17.920016] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T02:58:18.037011] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:18.151036] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:18.265292] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:18.380184] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:18.494807] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:58:18.608214] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:18.725217] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:18.840898] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:18.955032] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:19.069610] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:19.069911] [INFO ] [CONFIGURE ] RMAX: KEPT add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:58:19.069973] [INFO ] [CONFIGURE ] JOB ETA: 25.3m | Avg: 1.5s/test | Remaining: 1033 tests
[2025-10-18T02:58:19.070011] [INFO ] [CONFIGURE ] RMAX: Testing feature 20/29: add_price_rejection
[2025-10-18T02:58:19.070043] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_pbf_vs_sma_5', 'add_price_rejection']
[2025-10-18T02:58:19.193884] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:19.318263] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:19.473955] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:19.598098] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:19.724628] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:19.856633] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:19.987939] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:20.113983] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:20.242716] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:20.370334] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:20.370485] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T02:58:20.370528] [INFO ] [CONFIGURE ] JOB ETA: 25.3m | Avg: 1.5s/test | Remaining: 1032 tests
[2025-10-18T02:58:20.370564] [INFO ] [CONFIGURE ] RMAX: Testing feature 21/29: add_range_position
[2025-10-18T02:58:20.370599] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_pbf_vs_sma_5', 'add_range_position']
[2025-10-18T02:58:20.501628] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:20.631612] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:20.763920] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:20.895568] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:21.026455] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:21.162684] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:21.297498] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:21.432349] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:21.566726] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:21.701574] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:58:21.701792] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T02:58:21.701844] [INFO ] [CONFIGURE ] JOB ETA: 25.2m | Avg: 1.5s/test | Remaining: 1031 tests
[2025-10-18T02:58:21.701879] [INFO ] [CONFIGURE ] RMAX: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:58:21.701909] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-10-18T02:58:21.850992] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:21.998999] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:22.148636] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:22.302826] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:22.455341] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:22.605153] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:22.755352] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:22.906545] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:23.059214] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:23.213169] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:23.213329] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T02:58:23.213373] [INFO ] [CONFIGURE ] JOB ETA: 25.2m | Avg: 1.5s/test | Remaining: 1030 tests
[2025-10-18T02:58:23.213406] [INFO ] [CONFIGURE ] RMAX: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:58:23.213435] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-10-18T02:58:23.336781] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:23.459828] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:58:23.592923] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:23.716686] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:23.846306] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:23.970983] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:24.098174] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:24.229401] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:24.359490] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:24.488169] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:24.488330] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:58:24.488374] [INFO ] [CONFIGURE ] JOB ETA: 25.2m | Avg: 1.5s/test | Remaining: 1029 tests
[2025-10-18T02:58:24.488408] [INFO ] [CONFIGURE ] RMAX: Testing feature 24/29: add_rsi
[2025-10-18T02:58:24.488440] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-10-18T02:58:24.627506] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:24.771008] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:58:24.912278] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:58:25.058593] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:25.200408] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:25.341120] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:25.483979] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:25.628553] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:25.771728] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:25.920907] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:25.921083] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T02:58:25.921127] [INFO ] [CONFIGURE ] JOB ETA: 25.2m | Avg: 1.5s/test | Remaining: 1028 tests
[2025-10-18T02:58:25.921162] [INFO ] [CONFIGURE ] RMAX: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:58:25.921192] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-10-18T02:58:26.061630] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:26.190488] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:26.311960] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:26.441818] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:26.572208] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:26.730819] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:26.892893] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:27.074202] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:27.264761] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:27.441294] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:27.441510] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:58:27.441580] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Avg: 1.5s/test | Remaining: 1027 tests
[2025-10-18T02:58:27.441662] [INFO ] [CONFIGURE ] RMAX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:58:27.441728] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-10-18T02:58:27.579367] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:27.718435] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:27.857911] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:27.979782] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:28.107532] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:58:28.251146] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:28.375673] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:28.499463] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:28.624850] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:28.750510] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:28.750715] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T02:58:28.750829] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Avg: 1.5s/test | Remaining: 1026 tests
[2025-10-18T02:58:28.750884] [INFO ] [CONFIGURE ] RMAX: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:58:28.750919] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-10-18T02:58:28.884157] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:29.015914] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:58:29.146991] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:29.278444] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:29.411036] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:29.544638] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:29.677108] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:29.809523] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:29.937401] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:30.075025] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:58:30.075183] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T02:58:30.075231] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Avg: 1.5s/test | Remaining: 1025 tests
[2025-10-18T02:58:30.075266] [INFO ] [CONFIGURE ] RMAX: Testing feature 28/29: add_volume_profile
[2025-10-18T02:58:30.075298] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_profile']
[2025-10-18T02:58:30.189488] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:30.305817] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T02:58:30.424029] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:30.539663] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:30.658517] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:30.776188] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T02:58:30.894418] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:31.013314] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:31.128831] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:31.248872] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:58:31.249041] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T02:58:31.249093] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Avg: 1.5s/test | Remaining: 1024 tests
[2025-10-18T02:58:31.249152] [INFO ] [CONFIGURE ] RMAX: Testing feature 29/29: add_vwap
[2025-10-18T02:58:31.249188] [INFO ] [CONFIGURE ] RMAX: Testing with features: ['add_pbf_vs_sma_5', 'add_vwap']
[2025-10-18T02:58:31.371541] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:58:31.492924] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T02:58:31.620444] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:31.741518] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:58:31.864209] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:31.987139] [DEBUG] [FORECASTER] RMAX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T02:58:32.107447] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:58:32.229036] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:32.351493] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:58:32.473351] [DEBUG] [FORECASTER] RMAX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:32.473509] [INFO ] [CONFIGURE ] RMAX: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T02:58:32.473553] [INFO ] [CONFIGURE ] JOB ETA: 25.0m | Avg: 1.5s/test | Remaining: 1023 tests
[2025-10-18T02:58:32.473589] [INFO ] [CONFIGURE ] RMAX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:58:32.473620] [INFO ] [CONFIGURE ] RMAX: Best accuracy: 80.00%
[2025-10-18T02:58:32.473680] [INFO ] [CONFIGURE ] RMAX: Best feature set (1 features): ['add_pbf_vs_sma_5']
[2025-10-18T02:58:32.473730] [INFO ] [CONFIGURE ] RMAX: Improvement over baseline: 10.00%
[2025-10-18T02:58:32.473761] [INFO ] [CONFIGURE ] RMAX: Total time: 37.4 seconds
[2025-10-18T02:58:32.473789] [INFO ] [CONFIGURE ] RMAX: Average time per feature: 1.3 seconds
[2025-10-18T02:58:32.473817] [INFO ] [CONFIGURE ] RMAX: Average speed: 0.78 features/sec
[2025-10-18T02:58:32.474360] [INFO ] [LOCAL     ] Saved configuration for RMAX: 1 features, 80.00% accuracy -> ./output/feature-sets/RMAX.json
[2025-10-18T02:58:32.474430] [INFO ] [CONFIGURE ] RMAX: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-10-18T02:58:32.474491] [INFO ] [sig       ] [348/380] Successfully configured RMAX | 0.02 sym/s | Total: 4.2h | ETA: 23.1m
[2025-10-18T02:58:32.474538] [INFO ] [sig       ] [349/380] Configuring RMD...
[2025-10-18T02:58:32.474592] [INFO ] [CONFIGURE ] RMD: Configurate test run.
[2025-10-18T02:58:32.474625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-10-18T02:58:32.487136] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RMD'.
[2025-10-18T02:58:32.487477] [INFO ] [CONFIGURE ] RMD: Testing with 29 available features
[2025-10-18T02:58:32.487534] [INFO ] [CONFIGURE ] RMD: Establishing baseline with no features...
[2025-10-18T02:58:32.591195] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:58:32.692830] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:32.794541] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:32.896815] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:33.000721] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:33.104725] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:58:33.210255] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:58:33.317181] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:58:33.422727] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:58:33.528391] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:33.528548] [INFO ] [CONFIGURE ] RMD: Baseline score (no features): 40.00%
[2025-10-18T02:58:33.528591] [INFO ] [CONFIGURE ] RMD: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:58:33.528624] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:58:33.642887] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:58:33.765612] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:33.883691] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:34.006093] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:34.124753] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:34.248598] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:58:34.368576] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:58:34.488437] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:34.636937] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:58:34.757927] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:34.758103] [INFO ] [CONFIGURE ] RMD: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-18T02:58:34.758147] [INFO ] [CONFIGURE ] JOB ETA: 25.0m | Avg: 1.5s/test | Remaining: 1022 tests
[2025-10-18T02:58:34.758182] [INFO ] [CONFIGURE ] RMD: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:58:34.758214] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T02:58:34.895730] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:58:35.039708] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:58:35.175254] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:58:35.326734] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:35.466542] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:35.608767] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:58:35.756504] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:58:35.899992] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:36.057406] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:58:36.210554] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:58:36.210755] [INFO ] [CONFIGURE ] RMD: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T02:58:36.210808] [INFO ] [CONFIGURE ] JOB ETA: 25.0m | Avg: 1.5s/test | Remaining: 1021 tests
[2025-10-18T02:58:36.210844] [INFO ] [CONFIGURE ] RMD: Testing feature 3/29: add_daily_returns
[2025-10-18T02:58:36.210876] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T02:58:36.337856] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:58:36.460077] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:36.583283] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:36.707528] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:36.832254] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:58:36.962457] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:58:37.091591] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:58:37.223691] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:58:37.351268] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:58:37.474852] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:58:37.474990] [INFO ] [CONFIGURE ] RMD: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T02:58:37.475083] [INFO ] [CONFIGURE ] JOB ETA: 25.0m | Avg: 1.5s/test | Remaining: 1020 tests
[2025-10-18T02:58:37.475137] [INFO ] [CONFIGURE ] RMD: Testing feature 4/29: add_ema
[2025-10-18T02:58:37.475169] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T02:58:37.616005] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:58:37.753105] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:37.889724] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:38.026127] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:38.163377] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:38.301550] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:58:38.445825] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:58:38.586767] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:58:38.727126] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:58:38.868206] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:38.868379] [INFO ] [CONFIGURE ] RMD: DISCARDED add_ema (score: 60.00%)
[2025-10-18T02:58:38.868424] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Avg: 1.5s/test | Remaining: 1019 tests
[2025-10-18T02:58:38.868468] [INFO ] [CONFIGURE ] RMD: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:58:38.868498] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:58:39.014133] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:58:39.160781] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:39.303048] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:39.443375] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:39.589788] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:58:39.734282] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:58:39.877830] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:58:40.030567] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:40.176768] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:58:40.321624] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:40.321814] [INFO ] [CONFIGURE ] RMD: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T02:58:40.321864] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Avg: 1.5s/test | Remaining: 1018 tests
[2025-10-18T02:58:40.321914] [INFO ] [CONFIGURE ] RMD: Testing feature 6/29: add_failed_moves
[2025-10-18T02:58:40.321969] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T02:58:40.443223] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:58:40.564720] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:40.722296] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:40.846279] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:40.977158] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:41.110860] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:58:41.242155] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:58:41.374809] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:41.514184] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:58:41.648236] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:41.648368] [INFO ] [CONFIGURE ] RMD: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T02:58:41.648411] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Avg: 1.5s/test | Remaining: 1017 tests
[2025-10-18T02:58:41.648445] [INFO ] [CONFIGURE ] RMD: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:58:41.648475] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T02:58:41.770672] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:58:41.893871] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:42.015025] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:42.137505] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:42.261295] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:42.387040] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:58:42.511145] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:58:42.642688] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:42.769464] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:58:42.896487] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:42.896615] [INFO ] [CONFIGURE ] RMD: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T02:58:42.896701] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Avg: 1.5s/test | Remaining: 1016 tests
[2025-10-18T02:58:42.896762] [INFO ] [CONFIGURE ] RMD: Testing feature 8/29: add_macd
[2025-10-18T02:58:42.896797] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T02:58:43.057421] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:58:43.217163] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:43.379491] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:43.540357] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:43.734180] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:43.895326] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:58:44.056336] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:58:44.218123] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:44.382326] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:58:44.547344] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:58:44.547500] [INFO ] [CONFIGURE ] RMD: DISCARDED add_macd (score: 50.00%)
[2025-10-18T02:58:44.547546] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Avg: 1.5s/test | Remaining: 1015 tests
[2025-10-18T02:58:44.547582] [INFO ] [CONFIGURE ] RMD: Testing feature 9/29: add_mfi
[2025-10-18T02:58:44.547613] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T02:58:44.684099] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:58:44.821340] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:44.956199] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:45.091590] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:45.231403] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:45.360350] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:58:45.489869] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:58:45.620571] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:45.750037] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:58:45.879423] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:45.879551] [INFO ] [CONFIGURE ] RMD: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T02:58:45.879595] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Avg: 1.5s/test | Remaining: 1014 tests
[2025-10-18T02:58:45.879629] [INFO ] [CONFIGURE ] RMD: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:58:45.879697] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:58:46.018018] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:58:46.158232] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:46.298191] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:46.438587] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:46.587308] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:46.761257] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:58:46.913818] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:58:47.065617] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:47.216340] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:58:47.367665] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:47.367812] [INFO ] [CONFIGURE ] RMD: KEPT add_momentum_acceleration (score: 80.00%)
[2025-10-18T02:58:47.367866] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Avg: 1.5s/test | Remaining: 1013 tests
[2025-10-18T02:58:47.367903] [INFO ] [CONFIGURE ] RMD: Testing feature 11/29: add_obv_daily
[2025-10-18T02:58:47.367933] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-10-18T02:58:47.528002] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T02:58:47.684808] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:47.843170] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:48.005937] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:48.169076] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:48.336220] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:58:48.501459] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:58:48.668424] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:48.833613] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:58:48.998793] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:48.998912] [INFO ] [CONFIGURE ] RMD: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T02:58:48.998956] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Avg: 1.5s/test | Remaining: 1012 tests
[2025-10-18T02:58:48.998990] [INFO ] [CONFIGURE ] RMD: Testing feature 12/29: add_obv_interval
[2025-10-18T02:58:48.999020] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-10-18T02:58:49.156184] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:58:49.313082] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:49.468341] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:49.625965] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:49.791778] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:49.948917] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:58:50.108003] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:58:50.269992] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:50.436621] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:58:50.597859] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:50.598020] [INFO ] [CONFIGURE ] RMD: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T02:58:50.598081] [INFO ] [CONFIGURE ] JOB ETA: 24.7m | Avg: 1.5s/test | Remaining: 1011 tests
[2025-10-18T02:58:50.598118] [INFO ] [CONFIGURE ] RMD: Testing feature 13/29: add_opening_strength
[2025-10-18T02:58:50.598201] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T02:58:50.765043] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:58:50.931787] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:51.097513] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:51.265983] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:51.439329] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:58:51.610048] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:58:51.781704] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:58:51.956446] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:58:52.128930] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:58:52.301738] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:58:52.301870] [INFO ] [CONFIGURE ] RMD: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T02:58:52.301913] [INFO ] [CONFIGURE ] JOB ETA: 24.7m | Avg: 1.5s/test | Remaining: 1010 tests
[2025-10-18T02:58:52.301946] [INFO ] [CONFIGURE ] RMD: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:58:52.301976] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-10-18T02:58:52.472327] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:58:52.646181] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:52.817316] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:52.988255] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:53.161173] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:53.334511] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:58:53.514002] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:58:53.690762] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:53.864263] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:58:54.040121] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:58:54.040257] [INFO ] [CONFIGURE ] RMD: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T02:58:54.040301] [INFO ] [CONFIGURE ] JOB ETA: 24.7m | Avg: 1.5s/test | Remaining: 1009 tests
[2025-10-18T02:58:54.040334] [INFO ] [CONFIGURE ] RMD: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:58:54.040365] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-10-18T02:58:54.199027] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:58:54.357665] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:54.518454] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:54.680256] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:54.839960] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:58:54.999589] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:58:55.158315] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:58:55.320458] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:58:55.482374] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:58:55.647483] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:58:55.647635] [INFO ] [CONFIGURE ] RMD: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:58:55.647716] [INFO ] [CONFIGURE ] JOB ETA: 24.7m | Avg: 1.5s/test | Remaining: 1008 tests
[2025-10-18T02:58:55.647781] [INFO ] [CONFIGURE ] RMD: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:58:55.647824] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-10-18T02:58:55.813742] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:58:55.976327] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:56.140020] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:56.304356] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:56.469175] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:56.635206] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:58:56.800386] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:58:56.965934] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:58:57.131503] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:58:57.298122] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:58:57.298258] [INFO ] [CONFIGURE ] RMD: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T02:58:57.298301] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Avg: 1.5s/test | Remaining: 1007 tests
[2025-10-18T02:58:57.298335] [INFO ] [CONFIGURE ] RMD: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:58:57.298366] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-10-18T02:58:57.452902] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:58:57.621215] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:57.776580] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:57.931082] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:58.086836] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:58:58.247895] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:58:58.407852] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:58:58.565241] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:58:58.726719] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:58:58.954300] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:58:58.954515] [INFO ] [CONFIGURE ] RMD: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T02:58:58.954567] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Avg: 1.5s/test | Remaining: 1006 tests
[2025-10-18T02:58:58.954605] [INFO ] [CONFIGURE ] RMD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:58:58.954637] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-10-18T02:58:59.113231] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:58:59.268076] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:58:59.426761] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:58:59.584401] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:58:59.742271] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:58:59.902181] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:59:00.060909] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:59:00.223980] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:59:00.393240] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:59:00.556737] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:59:00.556918] [INFO ] [CONFIGURE ] RMD: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T02:59:00.556962] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Avg: 1.5s/test | Remaining: 1005 tests
[2025-10-18T02:59:00.556996] [INFO ] [CONFIGURE ] RMD: Testing feature 20/29: add_price_rejection
[2025-10-18T02:59:00.557027] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-10-18T02:59:00.722792] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:59:00.895579] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:01.064413] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:01.234611] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:59:01.425456] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:59:01.601516] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:01.774169] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:59:01.986880] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:59:02.166976] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:59:02.343612] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:59:02.343837] [INFO ] [CONFIGURE ] RMD: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T02:59:02.343887] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Avg: 1.5s/test | Remaining: 1004 tests
[2025-10-18T02:59:02.343924] [INFO ] [CONFIGURE ] RMD: Testing feature 21/29: add_range_position
[2025-10-18T02:59:02.343957] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-10-18T02:59:02.523764] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:59:02.709381] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:02.893271] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:03.080281] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:59:03.255231] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:59:03.432998] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:59:03.608195] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T02:59:03.783722] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:59:03.977445] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:59:04.161291] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:04.161465] [INFO ] [CONFIGURE ] RMD: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T02:59:04.161515] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Avg: 1.5s/test | Remaining: 1003 tests
[2025-10-18T02:59:04.161557] [INFO ] [CONFIGURE ] RMD: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:59:04.161596] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-10-18T02:59:04.351919] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:59:04.545638] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:04.738343] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:04.933757] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:59:05.129489] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:59:05.350949] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:59:05.556602] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:59:05.754830] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:59:05.954088] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:59:06.154022] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:06.154234] [INFO ] [CONFIGURE ] RMD: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T02:59:06.154298] [INFO ] [CONFIGURE ] JOB ETA: 24.5m | Avg: 1.5s/test | Remaining: 1002 tests
[2025-10-18T02:59:06.154337] [INFO ] [CONFIGURE ] RMD: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:59:06.154370] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-10-18T02:59:06.319166] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:59:06.488535] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:06.681702] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:06.851036] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:59:07.017929] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:59:07.189562] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:59:07.361556] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:59:07.539372] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:59:07.726447] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:59:07.899003] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:59:07.899176] [INFO ] [CONFIGURE ] RMD: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T02:59:07.899219] [INFO ] [CONFIGURE ] JOB ETA: 24.5m | Avg: 1.5s/test | Remaining: 1001 tests
[2025-10-18T02:59:07.899254] [INFO ] [CONFIGURE ] RMD: Testing feature 24/29: add_rsi
[2025-10-18T02:59:07.899287] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-10-18T02:59:08.084349] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:59:08.260936] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:08.447782] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:08.630526] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:59:08.818274] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:59:08.999544] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:59:09.182593] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:59:09.372122] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:59:09.559071] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:59:09.760679] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:59:09.760871] [INFO ] [CONFIGURE ] RMD: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T02:59:09.760914] [INFO ] [CONFIGURE ] JOB ETA: 24.5m | Avg: 1.5s/test | Remaining: 1000 tests
[2025-10-18T02:59:09.760949] [INFO ] [CONFIGURE ] RMD: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:59:09.760980] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-18T02:59:09.921382] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:59:10.086118] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:10.248287] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:10.414164] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:59:10.576324] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:59:10.739402] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:59:10.902741] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:59:11.098522] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:59:11.266720] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:59:11.433968] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:59:11.434132] [INFO ] [CONFIGURE ] RMD: KEPT add_tick_distribution (score: 90.00%)
[2025-10-18T02:59:11.434177] [INFO ] [CONFIGURE ] JOB ETA: 24.5m | Avg: 1.5s/test | Remaining: 999 tests
[2025-10-18T02:59:11.434214] [INFO ] [CONFIGURE ] RMD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:59:11.434247] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-10-18T02:59:11.603530] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:59:11.774400] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:11.950423] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:12.122804] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:59:12.297696] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T02:59:12.471553] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:12.647407] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:59:12.823475] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:59:13.001186] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:59:13.178298] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:59:13.178487] [INFO ] [CONFIGURE ] RMD: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T02:59:13.178532] [INFO ] [CONFIGURE ] JOB ETA: 24.4m | Avg: 1.5s/test | Remaining: 998 tests
[2025-10-18T02:59:13.178568] [INFO ] [CONFIGURE ] RMD: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:59:13.178601] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-10-18T02:59:13.362506] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:59:13.543387] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:13.727192] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:13.912258] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:59:14.099140] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:59:14.287577] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:14.474852] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:59:14.660027] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:59:14.848280] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:59:15.035442] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:59:15.035623] [INFO ] [CONFIGURE ] RMD: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:59:15.035707] [INFO ] [CONFIGURE ] JOB ETA: 24.4m | Avg: 1.5s/test | Remaining: 997 tests
[2025-10-18T02:59:15.035759] [INFO ] [CONFIGURE ] RMD: Testing feature 28/29: add_volume_profile
[2025-10-18T02:59:15.035903] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_profile']
[2025-10-18T02:59:15.210047] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:59:15.386786] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:15.565426] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:15.739711] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:59:15.912346] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:59:16.086467] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:16.263478] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:59:16.440095] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:59:16.618808] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T02:59:16.803938] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:59:16.804132] [INFO ] [CONFIGURE ] RMD: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T02:59:16.804189] [INFO ] [CONFIGURE ] JOB ETA: 24.4m | Avg: 1.5s/test | Remaining: 996 tests
[2025-10-18T02:59:16.804227] [INFO ] [CONFIGURE ] RMD: Testing feature 29/29: add_vwap
[2025-10-18T02:59:16.804260] [INFO ] [CONFIGURE ] RMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_vwap']
[2025-10-18T02:59:16.981270] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T02:59:17.158981] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:17.335993] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:17.514304] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:59:17.693119] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T02:59:17.871890] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:18.049106] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T02:59:18.229715] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:59:18.410398] [DEBUG] [FORECASTER] RMD: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T02:59:18.597705] [DEBUG] [FORECASTER] RMD: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:59:18.597944] [INFO ] [CONFIGURE ] RMD: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T02:59:18.597998] [INFO ] [CONFIGURE ] JOB ETA: 24.4m | Avg: 1.5s/test | Remaining: 995 tests
[2025-10-18T02:59:18.598057] [INFO ] [CONFIGURE ] RMD: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:59:18.598112] [INFO ] [CONFIGURE ] RMD: Best accuracy: 90.00%
[2025-10-18T02:59:18.598147] [INFO ] [CONFIGURE ] RMD: Best feature set (4 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-10-18T02:59:18.598217] [INFO ] [CONFIGURE ] RMD: Improvement over baseline: 50.00%
[2025-10-18T02:59:18.598279] [INFO ] [CONFIGURE ] RMD: Total time: 45.1 seconds
[2025-10-18T02:59:18.598314] [INFO ] [CONFIGURE ] RMD: Average time per feature: 1.6 seconds
[2025-10-18T02:59:18.598342] [INFO ] [CONFIGURE ] RMD: Average speed: 0.64 features/sec
[2025-10-18T02:59:18.598976] [INFO ] [LOCAL     ] Saved configuration for RMD: 4 features, 90.00% accuracy -> ./output/feature-sets/RMD.json
[2025-10-18T02:59:18.599045] [INFO ] [CONFIGURE ] RMD: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-18T02:59:18.599132] [INFO ] [sig       ] [349/380] Successfully configured RMD | 0.02 sym/s | Total: 4.2h | ETA: 22.4m
[2025-10-18T02:59:18.599216] [INFO ] [sig       ] [350/380] Configuring RMI...
[2025-10-18T02:59:18.599298] [INFO ] [CONFIGURE ] RMI: Configurate test run.
[2025-10-18T02:59:18.599367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-10-18T02:59:18.613822] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RMI'.
[2025-10-18T02:59:18.614295] [INFO ] [CONFIGURE ] RMI: Testing with 29 available features
[2025-10-18T02:59:18.614354] [INFO ] [CONFIGURE ] RMI: Establishing baseline with no features...
[2025-10-18T02:59:18.723775] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:18.833676] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:59:18.950391] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:19.073020] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:19.193341] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:19.309191] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:19.453049] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:19.601675] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:19.765939] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:59:19.906590] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:19.906811] [INFO ] [CONFIGURE ] RMI: Baseline score (no features): 50.00%
[2025-10-18T02:59:19.906875] [INFO ] [CONFIGURE ] RMI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T02:59:19.906916] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_bollinger_bands']
[2025-10-18T02:59:20.040988] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:20.174296] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:20.311821] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:59:20.440084] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:20.576634] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:59:20.711729] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:20.853497] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:20.989285] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:21.130046] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:59:21.259457] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:21.259694] [INFO ] [CONFIGURE ] RMI: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T02:59:21.259845] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Avg: 1.5s/test | Remaining: 994 tests
[2025-10-18T02:59:21.259924] [INFO ] [CONFIGURE ] RMI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T02:59:21.260000] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_cumulative_delta']
[2025-10-18T02:59:21.392851] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:21.524783] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:59:21.643072] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:21.760937] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:59:21.882135] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:59:22.001826] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:22.127618] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:59:22.250257] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:22.370410] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:59:22.491482] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:59:22.491665] [INFO ] [CONFIGURE ] RMI: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T02:59:22.491728] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Avg: 1.5s/test | Remaining: 993 tests
[2025-10-18T02:59:22.491765] [INFO ] [CONFIGURE ] RMI: Testing feature 3/29: add_daily_returns
[2025-10-18T02:59:22.491796] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_daily_returns']
[2025-10-18T02:59:22.592182] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:22.693204] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:59:22.794728] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:22.896941] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:59:23.000444] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:23.104183] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:23.208863] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:23.316872] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:23.430079] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:59:23.547619] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:23.547862] [INFO ] [CONFIGURE ] RMI: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T02:59:23.547918] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Avg: 1.5s/test | Remaining: 992 tests
[2025-10-18T02:59:23.547955] [INFO ] [CONFIGURE ] RMI: Testing feature 4/29: add_ema
[2025-10-18T02:59:23.547989] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_ema']
[2025-10-18T02:59:23.674673] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:23.796320] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:23.925154] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:24.051373] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:24.175900] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:59:24.301297] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:24.426884] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:59:24.557255] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:24.680998] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:59:24.808157] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:24.808326] [INFO ] [CONFIGURE ] RMI: DISCARDED add_ema (score: 40.00%)
[2025-10-18T02:59:24.808371] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Avg: 1.5s/test | Remaining: 991 tests
[2025-10-18T02:59:24.808408] [INFO ] [CONFIGURE ] RMI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T02:59:24.808439] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T02:59:24.948786] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:25.095566] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:59:25.245412] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:25.388526] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:59:25.527005] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:59:25.664527] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:25.808467] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:25.956623] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:26.096674] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:59:26.237329] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:26.237514] [INFO ] [CONFIGURE ] RMI: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T02:59:26.237558] [INFO ] [CONFIGURE ] JOB ETA: 24.2m | Avg: 1.5s/test | Remaining: 990 tests
[2025-10-18T02:59:26.237592] [INFO ] [CONFIGURE ] RMI: Testing feature 6/29: add_failed_moves
[2025-10-18T02:59:26.237623] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_failed_moves']
[2025-10-18T02:59:26.353022] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:26.469522] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:59:26.590665] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:26.709449] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:26.826505] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:26.945964] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:27.079863] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:27.201744] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:27.324288] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:59:27.442410] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:27.442676] [INFO ] [CONFIGURE ] RMI: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T02:59:27.442751] [INFO ] [CONFIGURE ] JOB ETA: 24.2m | Avg: 1.5s/test | Remaining: 989 tests
[2025-10-18T02:59:27.442809] [INFO ] [CONFIGURE ] RMI: Testing feature 7/29: add_lag_shelf
[2025-10-18T02:59:27.442846] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_lag_shelf']
[2025-10-18T02:59:27.545319] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:27.647004] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:59:27.749471] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:27.854908] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:27.959096] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:28.060830] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:28.163913] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:28.283520] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:28.414030] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:59:28.526263] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:28.526445] [INFO ] [CONFIGURE ] RMI: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T02:59:28.526490] [INFO ] [CONFIGURE ] JOB ETA: 24.2m | Avg: 1.5s/test | Remaining: 988 tests
[2025-10-18T02:59:28.526528] [INFO ] [CONFIGURE ] RMI: Testing feature 8/29: add_macd
[2025-10-18T02:59:28.526562] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T02:59:28.674427] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:28.813581] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:59:28.952491] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:29.092591] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:29.232219] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:59:29.371924] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:29.516331] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:29.664203] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:29.829804] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:59:29.992911] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:29.993088] [INFO ] [CONFIGURE ] RMI: DISCARDED add_macd (score: 40.00%)
[2025-10-18T02:59:29.993137] [INFO ] [CONFIGURE ] JOB ETA: 24.2m | Avg: 1.5s/test | Remaining: 987 tests
[2025-10-18T02:59:29.993174] [INFO ] [CONFIGURE ] RMI: Testing feature 9/29: add_mfi
[2025-10-18T02:59:29.993207] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_mfi']
[2025-10-18T02:59:30.116759] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:30.239548] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:59:30.360267] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:30.483391] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:30.624484] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:30.750603] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:30.874547] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:59:31.000713] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:31.126579] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:59:31.261063] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:31.261270] [INFO ] [CONFIGURE ] RMI: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T02:59:31.261315] [INFO ] [CONFIGURE ] JOB ETA: 24.1m | Avg: 1.5s/test | Remaining: 986 tests
[2025-10-18T02:59:31.261350] [INFO ] [CONFIGURE ] RMI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T02:59:31.261381] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T02:59:31.395093] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:59:31.525969] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:59:31.660943] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:31.799109] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:31.940718] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:32.085504] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:32.228717] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:32.378983] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T02:59:32.525434] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:59:32.667831] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:32.668001] [INFO ] [CONFIGURE ] RMI: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T02:59:32.668048] [INFO ] [CONFIGURE ] JOB ETA: 24.1m | Avg: 1.5s/test | Remaining: 985 tests
[2025-10-18T02:59:32.668083] [INFO ] [CONFIGURE ] RMI: Testing feature 11/29: add_obv_daily
[2025-10-18T02:59:32.668117] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_obv_daily']
[2025-10-18T02:59:32.778831] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:32.891073] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:59:33.003305] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:59:33.116468] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:59:33.235593] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:33.353579] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:33.472083] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:33.585843] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:33.707762] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:59:33.832333] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:33.832519] [INFO ] [CONFIGURE ] RMI: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T02:59:33.832582] [INFO ] [CONFIGURE ] JOB ETA: 24.1m | Avg: 1.5s/test | Remaining: 984 tests
[2025-10-18T02:59:33.832664] [INFO ] [CONFIGURE ] RMI: Testing feature 12/29: add_obv_interval
[2025-10-18T02:59:33.832724] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_obv_interval']
[2025-10-18T02:59:33.947025] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:34.054704] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:59:34.163972] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:34.272393] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:34.381257] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:34.491190] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:34.603808] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:59:34.722283] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:34.839671] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:59:34.955508] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:34.955784] [INFO ] [CONFIGURE ] RMI: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T02:59:34.955880] [INFO ] [CONFIGURE ] JOB ETA: 24.1m | Avg: 1.5s/test | Remaining: 983 tests
[2025-10-18T02:59:34.955946] [INFO ] [CONFIGURE ] RMI: Testing feature 13/29: add_opening_strength
[2025-10-18T02:59:34.956014] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T02:59:35.075043] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:59:35.196478] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:59:35.321094] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:35.439524] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T02:59:35.560209] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:35.682296] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:35.807060] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:35.930198] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:36.060459] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:59:36.187570] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:36.187780] [INFO ] [CONFIGURE ] RMI: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T02:59:36.187851] [INFO ] [CONFIGURE ] JOB ETA: 24.0m | Avg: 1.5s/test | Remaining: 982 tests
[2025-10-18T02:59:36.187890] [INFO ] [CONFIGURE ] RMI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T02:59:36.187923] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T02:59:36.313380] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:36.439169] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:36.566094] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:59:36.692400] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:36.816675] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:36.941686] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:59:37.084553] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:37.211615] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:37.339369] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:59:37.467277] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:37.467444] [INFO ] [CONFIGURE ] RMI: KEPT add_order_flow_imbalance (score: 70.00%)
[2025-10-18T02:59:37.467487] [INFO ] [CONFIGURE ] JOB ETA: 24.0m | Avg: 1.5s/test | Remaining: 981 tests
[2025-10-18T02:59:37.467521] [INFO ] [CONFIGURE ] RMI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T02:59:37.467553] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-18T02:59:37.599310] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:37.736704] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:37.869750] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:59:38.008692] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:38.145272] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:38.281253] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:38.440324] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:38.570333] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:38.705116] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:59:38.838345] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:38.838515] [INFO ] [CONFIGURE ] RMI: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T02:59:38.838561] [INFO ] [CONFIGURE ] JOB ETA: 24.0m | Avg: 1.5s/test | Remaining: 980 tests
[2025-10-18T02:59:38.838597] [INFO ] [CONFIGURE ] RMI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T02:59:38.838630] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-18T02:59:38.977364] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:39.111219] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:39.244367] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:59:39.377291] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:39.511541] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T02:59:39.647084] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:59:39.784180] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:39.919087] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:40.053791] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:59:40.194894] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:40.195050] [INFO ] [CONFIGURE ] RMI: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T02:59:40.195095] [INFO ] [CONFIGURE ] JOB ETA: 24.0m | Avg: 1.5s/test | Remaining: 979 tests
[2025-10-18T02:59:40.195129] [INFO ] [CONFIGURE ] RMI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T02:59:40.195160] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-18T02:59:40.333921] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:40.476805] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:40.617187] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:59:40.757117] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:40.899344] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:41.040954] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:41.183527] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:41.325347] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:41.487398] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:59:41.634162] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:41.634346] [INFO ] [CONFIGURE ] RMI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T02:59:41.634391] [INFO ] [CONFIGURE ] JOB ETA: 23.9m | Avg: 1.5s/test | Remaining: 978 tests
[2025-10-18T02:59:41.634428] [INFO ] [CONFIGURE ] RMI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T02:59:41.634460] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-18T02:59:41.782311] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:41.916847] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:42.042629] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:59:42.175815] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:42.309321] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:42.442234] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:42.571023] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:42.701625] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:42.832485] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:59:42.964313] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:42.964476] [INFO ] [CONFIGURE ] RMI: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T02:59:42.964523] [INFO ] [CONFIGURE ] JOB ETA: 23.9m | Avg: 1.5s/test | Remaining: 977 tests
[2025-10-18T02:59:42.964559] [INFO ] [CONFIGURE ] RMI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T02:59:42.964592] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-18T02:59:43.091857] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:43.216461] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:43.349634] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:59:43.489033] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:43.621827] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:43.756336] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:43.885881] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:44.022336] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:44.157554] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:59:44.294383] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:44.294540] [INFO ] [CONFIGURE ] RMI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T02:59:44.294586] [INFO ] [CONFIGURE ] JOB ETA: 23.9m | Avg: 1.5s/test | Remaining: 976 tests
[2025-10-18T02:59:44.294621] [INFO ] [CONFIGURE ] RMI: Testing feature 20/29: add_price_rejection
[2025-10-18T02:59:44.294684] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection']
[2025-10-18T02:59:44.439521] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:44.582601] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:44.727143] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:44.870297] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:45.013614] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:45.157813] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:45.295939] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:45.439026] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:45.581372] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:59:45.724130] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:45.724272] [INFO ] [CONFIGURE ] RMI: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T02:59:45.724316] [INFO ] [CONFIGURE ] JOB ETA: 23.9m | Avg: 1.5s/test | Remaining: 975 tests
[2025-10-18T02:59:45.724351] [INFO ] [CONFIGURE ] RMI: Testing feature 21/29: add_range_position
[2025-10-18T02:59:45.724381] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_order_flow_imbalance', 'add_range_position']
[2025-10-18T02:59:45.871435] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:46.018618] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:46.168356] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:46.318150] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:46.469141] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:46.624222] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:46.774593] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:46.924271] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:47.077116] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:59:47.230180] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:47.230315] [INFO ] [CONFIGURE ] RMI: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T02:59:47.230358] [INFO ] [CONFIGURE ] JOB ETA: 23.8m | Avg: 1.5s/test | Remaining: 974 tests
[2025-10-18T02:59:47.230392] [INFO ] [CONFIGURE ] RMI: Testing feature 22/29: add_realized_volatility
[2025-10-18T02:59:47.230422] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-18T02:59:47.393151] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:47.566848] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:47.739131] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:59:47.904448] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:48.070053] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:48.235134] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:59:48.401149] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:48.567618] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:48.737105] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T02:59:48.904496] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:48.904804] [INFO ] [CONFIGURE ] RMI: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T02:59:48.904864] [INFO ] [CONFIGURE ] JOB ETA: 23.8m | Avg: 1.5s/test | Remaining: 973 tests
[2025-10-18T02:59:48.904900] [INFO ] [CONFIGURE ] RMI: Testing feature 23/29: add_recent_range_context
[2025-10-18T02:59:48.904930] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-18T02:59:49.041184] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:49.177763] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:49.318415] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:49.456176] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:49.595716] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:49.736997] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:49.876023] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:59:50.015994] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:50.160769] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:59:50.302124] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:50.302268] [INFO ] [CONFIGURE ] RMI: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T02:59:50.302331] [INFO ] [CONFIGURE ] JOB ETA: 23.8m | Avg: 1.5s/test | Remaining: 972 tests
[2025-10-18T02:59:50.302369] [INFO ] [CONFIGURE ] RMI: Testing feature 24/29: add_rsi
[2025-10-18T02:59:50.302399] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-18T02:59:50.468477] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:50.629552] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:50.788024] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:59:50.947858] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:51.105872] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:51.266578] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:51.428339] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:51.593229] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:51.763828] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:59:51.938813] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:51.938992] [INFO ] [CONFIGURE ] RMI: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T02:59:51.939037] [INFO ] [CONFIGURE ] JOB ETA: 23.8m | Avg: 1.5s/test | Remaining: 971 tests
[2025-10-18T02:59:51.939073] [INFO ] [CONFIGURE ] RMI: Testing feature 25/29: add_tick_distribution
[2025-10-18T02:59:51.939106] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-18T02:59:52.086228] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:52.228439] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:52.370954] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:59:52.514962] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:52.658430] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:52.805222] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:52.952859] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:53.100060] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:53.241441] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:59:53.382597] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:59:53.382755] [INFO ] [CONFIGURE ] RMI: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T02:59:53.382807] [INFO ] [CONFIGURE ] JOB ETA: 23.7m | Avg: 1.5s/test | Remaining: 970 tests
[2025-10-18T02:59:53.382842] [INFO ] [CONFIGURE ] RMI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T02:59:53.382873] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-18T02:59:53.523369] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:53.662405] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:53.801187] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:59:53.947612] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:54.087967] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:54.229360] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:54.371486] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T02:59:54.513660] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:54.659600] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:59:54.804487] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:54.804679] [INFO ] [CONFIGURE ] RMI: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T02:59:54.804742] [INFO ] [CONFIGURE ] JOB ETA: 23.7m | Avg: 1.5s/test | Remaining: 969 tests
[2025-10-18T02:59:54.804780] [INFO ] [CONFIGURE ] RMI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T02:59:54.804811] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-18T02:59:54.957751] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:55.104924] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:55.253211] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:59:55.398815] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:55.547293] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:55.693098] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:59:55.838462] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:55.984874] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:56.132838] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:59:56.281036] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:56.281211] [INFO ] [CONFIGURE ] RMI: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T02:59:56.281257] [INFO ] [CONFIGURE ] JOB ETA: 23.7m | Avg: 1.5s/test | Remaining: 968 tests
[2025-10-18T02:59:56.281316] [INFO ] [CONFIGURE ] RMI: Testing feature 28/29: add_volume_profile
[2025-10-18T02:59:56.281349] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_order_flow_imbalance', 'add_volume_profile']
[2025-10-18T02:59:56.421212] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:56.559153] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:56.699036] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:59:56.836112] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:56.975762] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:57.114362] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T02:59:57.253559] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:57.398433] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:57.540297] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:59:57.693348] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T02:59:57.693602] [INFO ] [CONFIGURE ] RMI: KEPT add_volume_profile (score: 80.00%)
[2025-10-18T02:59:57.693693] [INFO ] [CONFIGURE ] JOB ETA: 23.7m | Avg: 1.5s/test | Remaining: 967 tests
[2025-10-18T02:59:57.693758] [INFO ] [CONFIGURE ] RMI: Testing feature 29/29: add_vwap
[2025-10-18T02:59:57.693802] [INFO ] [CONFIGURE ] RMI: Testing with features: ['add_order_flow_imbalance', 'add_volume_profile', 'add_vwap']
[2025-10-18T02:59:57.846535] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T02:59:57.995490] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T02:59:58.145054] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T02:59:58.295474] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T02:59:58.448567] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T02:59:58.610533] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T02:59:58.768295] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T02:59:58.928871] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T02:59:59.088870] [DEBUG] [FORECASTER] RMI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T02:59:59.255841] [DEBUG] [FORECASTER] RMI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T02:59:59.256045] [INFO ] [CONFIGURE ] RMI: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T02:59:59.256093] [INFO ] [CONFIGURE ] JOB ETA: 23.6m | Avg: 1.5s/test | Remaining: 966 tests
[2025-10-18T02:59:59.256130] [INFO ] [CONFIGURE ] RMI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T02:59:59.256162] [INFO ] [CONFIGURE ] RMI: Best accuracy: 80.00%
[2025-10-18T02:59:59.256197] [INFO ] [CONFIGURE ] RMI: Best feature set (2 features): ['add_order_flow_imbalance', 'add_volume_profile']
[2025-10-18T02:59:59.256228] [INFO ] [CONFIGURE ] RMI: Improvement over baseline: 30.00%
[2025-10-18T02:59:59.256257] [INFO ] [CONFIGURE ] RMI: Total time: 39.3 seconds
[2025-10-18T02:59:59.256286] [INFO ] [CONFIGURE ] RMI: Average time per feature: 1.4 seconds
[2025-10-18T02:59:59.256315] [INFO ] [CONFIGURE ] RMI: Average speed: 0.74 features/sec
[2025-10-18T02:59:59.257140] [INFO ] [LOCAL     ] Saved configuration for RMI: 2 features, 80.00% accuracy -> ./output/feature-sets/RMI.json
[2025-10-18T02:59:59.257210] [INFO ] [CONFIGURE ] RMI: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-10-18T02:59:59.257283] [INFO ] [sig       ] [350/380] Successfully configured RMI | 0.02 sym/s | Total: 4.2h | ETA: 21.7m
[2025-10-18T02:59:59.257350] [INFO ] [sig       ] [351/380] Configuring RMM...
[2025-10-18T02:59:59.257397] [INFO ] [CONFIGURE ] RMM: Configurate test run.
[2025-10-18T02:59:59.257455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-10-18T02:59:59.270079] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RMM'.
[2025-10-18T02:59:59.270590] [INFO ] [CONFIGURE ] RMM: Testing with 29 available features
[2025-10-18T02:59:59.270675] [INFO ] [CONFIGURE ] RMM: Establishing baseline with no features...
[2025-10-18T02:59:59.387322] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T02:59:59.502587] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T02:59:59.663234] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T02:59:59.778400] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T02:59:59.902499] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T03:00:00.025036] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:00.143877] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:00.264154] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:00.376450] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:00:00.489905] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:00.490033] [INFO ] [CONFIGURE ] RMM: Baseline score (no features): 40.00%
[2025-10-18T03:00:00.490075] [INFO ] [CONFIGURE ] RMM: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:00:00.490107] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:00:00.617358] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:00.740373] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T03:00:00.865233] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:00:00.990858] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:01.116834] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T03:00:01.255408] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:01.385866] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:01.512301] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:01.642319] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:01.776323] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:01.776509] [INFO ] [CONFIGURE ] RMM: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T03:00:01.776555] [INFO ] [CONFIGURE ] JOB ETA: 23.6m | Avg: 1.5s/test | Remaining: 965 tests
[2025-10-18T03:00:01.776591] [INFO ] [CONFIGURE ] RMM: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:00:01.776624] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:00:01.911033] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:02.054706] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T03:00:02.189694] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:02.319898] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:02.453810] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:02.594055] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:02.734627] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:02.869061] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:03.003991] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:03.141932] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:03.142123] [INFO ] [CONFIGURE ] RMM: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T03:00:03.142169] [INFO ] [CONFIGURE ] JOB ETA: 23.6m | Avg: 1.5s/test | Remaining: 964 tests
[2025-10-18T03:00:03.142208] [INFO ] [CONFIGURE ] RMM: Testing feature 3/29: add_daily_returns
[2025-10-18T03:00:03.142241] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T03:00:03.282732] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:03.423195] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:03.564808] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:03.704247] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:03.839918] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:03.975164] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:04.113072] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:04.247507] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:04.391392] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:04.530485] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:04.530682] [INFO ] [CONFIGURE ] RMM: KEPT add_daily_returns (score: 70.00%)
[2025-10-18T03:00:04.530744] [INFO ] [CONFIGURE ] JOB ETA: 23.6m | Avg: 1.5s/test | Remaining: 963 tests
[2025-10-18T03:00:04.530781] [INFO ] [CONFIGURE ] RMM: Testing feature 4/29: add_ema
[2025-10-18T03:00:04.530811] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-18T03:00:04.680538] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:04.829824] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:04.982530] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:05.133409] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:05.285336] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:05.449999] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:05.617861] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:05.784621] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:05.949845] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:06.107563] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:06.107802] [INFO ] [CONFIGURE ] RMM: DISCARDED add_ema (score: 70.00%)
[2025-10-18T03:00:06.107863] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Avg: 1.5s/test | Remaining: 962 tests
[2025-10-18T03:00:06.107928] [INFO ] [CONFIGURE ] RMM: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:00:06.107963] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:00:06.270594] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:06.435505] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T03:00:06.599112] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:06.768166] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:06.937836] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:07.105438] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:07.270021] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:07.438178] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:07.605360] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:07.775507] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:07.775726] [INFO ] [CONFIGURE ] RMM: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T03:00:07.775786] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Avg: 1.5s/test | Remaining: 961 tests
[2025-10-18T03:00:07.775826] [INFO ] [CONFIGURE ] RMM: Testing feature 6/29: add_failed_moves
[2025-10-18T03:00:07.775860] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-10-18T03:00:07.906179] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:08.036417] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:08.166151] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:08.298071] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:08.429245] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:08.579726] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:08.729449] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:08.874491] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:09.025922] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:09.182995] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:09.183176] [INFO ] [CONFIGURE ] RMM: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T03:00:09.183231] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Avg: 1.5s/test | Remaining: 960 tests
[2025-10-18T03:00:09.183267] [INFO ] [CONFIGURE ] RMM: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:00:09.183308] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-10-18T03:00:09.308748] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:09.446912] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:09.598212] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:09.744571] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:09.884792] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:10.032897] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:10.180836] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:10.318615] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:10.455557] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:10.602155] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:10.602283] [INFO ] [CONFIGURE ] RMM: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T03:00:10.602329] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Avg: 1.5s/test | Remaining: 959 tests
[2025-10-18T03:00:10.602365] [INFO ] [CONFIGURE ] RMM: Testing feature 8/29: add_macd
[2025-10-18T03:00:10.602397] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T03:00:10.768855] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:10.930531] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:11.094931] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:11.259100] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:11.423925] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:11.582632] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:11.743253] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:11.907808] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:12.070103] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:12.232357] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:12.232519] [INFO ] [CONFIGURE ] RMM: DISCARDED add_macd (score: 70.00%)
[2025-10-18T03:00:12.232564] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Avg: 1.5s/test | Remaining: 958 tests
[2025-10-18T03:00:12.232600] [INFO ] [CONFIGURE ] RMM: Testing feature 9/29: add_mfi
[2025-10-18T03:00:12.232631] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-10-18T03:00:12.370615] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:12.509308] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:12.647271] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:12.791570] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:12.933716] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:13.092546] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:13.240096] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:13.387054] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:13.535140] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:13.686717] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:13.686876] [INFO ] [CONFIGURE ] RMM: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T03:00:13.686920] [INFO ] [CONFIGURE ] JOB ETA: 23.4m | Avg: 1.5s/test | Remaining: 957 tests
[2025-10-18T03:00:13.687028] [INFO ] [CONFIGURE ] RMM: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:00:13.687068] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:00:13.847947] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:14.006731] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T03:00:14.164029] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:14.323166] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:14.481921] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:14.639596] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:14.797511] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:14.955950] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:15.117115] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:15.281842] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:15.282009] [INFO ] [CONFIGURE ] RMM: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T03:00:15.282059] [INFO ] [CONFIGURE ] JOB ETA: 23.4m | Avg: 1.5s/test | Remaining: 956 tests
[2025-10-18T03:00:15.282095] [INFO ] [CONFIGURE ] RMM: Testing feature 11/29: add_obv_daily
[2025-10-18T03:00:15.282127] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-10-18T03:00:15.415271] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:15.551840] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:15.690243] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:15.826215] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:00:15.962721] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:16.099766] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:16.238102] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:16.375711] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:16.512792] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:16.649156] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:16.649328] [INFO ] [CONFIGURE ] RMM: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T03:00:16.649372] [INFO ] [CONFIGURE ] JOB ETA: 23.4m | Avg: 1.5s/test | Remaining: 955 tests
[2025-10-18T03:00:16.649407] [INFO ] [CONFIGURE ] RMM: Testing feature 12/29: add_obv_interval
[2025-10-18T03:00:16.649438] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-10-18T03:00:16.787010] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:16.924947] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:17.063824] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:17.198285] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:17.332788] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:17.466932] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:17.600018] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:17.733975] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:17.884176] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:18.022918] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:18.023109] [INFO ] [CONFIGURE ] RMM: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T03:00:18.023163] [INFO ] [CONFIGURE ] JOB ETA: 23.4m | Avg: 1.5s/test | Remaining: 954 tests
[2025-10-18T03:00:18.023200] [INFO ] [CONFIGURE ] RMM: Testing feature 13/29: add_opening_strength
[2025-10-18T03:00:18.023231] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:00:18.163500] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:18.300344] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:18.439348] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:18.579332] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:18.725057] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:18.867430] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:19.008418] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:19.150472] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:19.291089] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:19.434509] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:19.434675] [INFO ] [CONFIGURE ] RMM: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T03:00:19.434737] [INFO ] [CONFIGURE ] JOB ETA: 23.3m | Avg: 1.5s/test | Remaining: 953 tests
[2025-10-18T03:00:19.434774] [INFO ] [CONFIGURE ] RMM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:00:19.434806] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T03:00:19.583484] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:19.730366] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:19.877286] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:20.025028] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:20.173240] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:20.321747] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:20.476847] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:20.635408] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:20.801413] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:20.971863] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:20.972054] [INFO ] [CONFIGURE ] RMM: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T03:00:20.972099] [INFO ] [CONFIGURE ] JOB ETA: 23.3m | Avg: 1.5s/test | Remaining: 952 tests
[2025-10-18T03:00:20.972146] [INFO ] [CONFIGURE ] RMM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:00:20.972213] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T03:00:21.113168] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:21.255367] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:21.395491] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:21.531545] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:21.667078] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:21.807259] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:21.946941] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:22.085266] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:22.223903] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:22.365037] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:22.365201] [INFO ] [CONFIGURE ] RMM: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T03:00:22.365247] [INFO ] [CONFIGURE ] JOB ETA: 23.3m | Avg: 1.5s/test | Remaining: 951 tests
[2025-10-18T03:00:22.365283] [INFO ] [CONFIGURE ] RMM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:00:22.365315] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T03:00:22.506816] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:22.647280] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:22.789954] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:22.934401] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:23.078300] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:23.220852] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:23.362326] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:00:23.508661] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:23.652359] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:23.797195] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:23.797387] [INFO ] [CONFIGURE ] RMM: KEPT add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T03:00:23.797433] [INFO ] [CONFIGURE ] JOB ETA: 23.3m | Avg: 1.5s/test | Remaining: 950 tests
[2025-10-18T03:00:23.797468] [INFO ] [CONFIGURE ] RMM: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:00:23.797501] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-18T03:00:23.956590] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:24.113039] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:24.273169] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:24.419619] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:24.566597] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:24.716603] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:24.876744] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:25.029258] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:25.191585] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:25.348121] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:25.348332] [INFO ] [CONFIGURE ] RMM: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T03:00:25.348389] [INFO ] [CONFIGURE ] JOB ETA: 23.2m | Avg: 1.5s/test | Remaining: 949 tests
[2025-10-18T03:00:25.348426] [INFO ] [CONFIGURE ] RMM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:00:25.348460] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-18T03:00:25.490441] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:25.632587] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:25.785376] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:25.930393] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:00:26.072687] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:26.222446] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:26.372894] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:26.517565] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:26.662313] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:26.809050] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:26.809235] [INFO ] [CONFIGURE ] RMM: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T03:00:26.809282] [INFO ] [CONFIGURE ] JOB ETA: 23.2m | Avg: 1.5s/test | Remaining: 948 tests
[2025-10-18T03:00:26.809319] [INFO ] [CONFIGURE ] RMM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:00:26.809352] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-18T03:00:26.975031] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:27.116898] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:27.261462] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:27.411116] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:27.560790] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:27.712562] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:27.863225] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:00:28.014344] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:28.164911] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:28.322081] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:28.322275] [INFO ] [CONFIGURE ] RMM: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T03:00:28.322334] [INFO ] [CONFIGURE ] JOB ETA: 23.2m | Avg: 1.5s/test | Remaining: 947 tests
[2025-10-18T03:00:28.322371] [INFO ] [CONFIGURE ] RMM: Testing feature 20/29: add_price_rejection
[2025-10-18T03:00:28.322402] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-18T03:00:28.476711] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:28.626814] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:28.779299] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:28.935760] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:29.091706] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:29.272561] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:29.457552] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:29.674404] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:29.894753] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:30.104475] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:30.104738] [INFO ] [CONFIGURE ] RMM: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T03:00:30.104821] [INFO ] [CONFIGURE ] JOB ETA: 23.2m | Avg: 1.5s/test | Remaining: 946 tests
[2025-10-18T03:00:30.104896] [INFO ] [CONFIGURE ] RMM: Testing feature 21/29: add_range_position
[2025-10-18T03:00:30.104968] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-18T03:00:30.309262] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:30.483082] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:30.645672] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:00:30.810205] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:30.971250] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:31.135540] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:31.299891] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:31.474672] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:31.650370] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:31.822441] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:31.822631] [INFO ] [CONFIGURE ] RMM: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T03:00:31.822715] [INFO ] [CONFIGURE ] JOB ETA: 23.1m | Avg: 1.5s/test | Remaining: 945 tests
[2025-10-18T03:00:31.822760] [INFO ] [CONFIGURE ] RMM: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:00:31.822794] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-18T03:00:32.007052] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:32.187599] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:32.369963] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:32.553706] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:32.736843] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:32.922459] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:33.116194] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:33.311856] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:33.504236] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:33.689114] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:33.689342] [INFO ] [CONFIGURE ] RMM: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T03:00:33.689388] [INFO ] [CONFIGURE ] JOB ETA: 23.1m | Avg: 1.5s/test | Remaining: 944 tests
[2025-10-18T03:00:33.689423] [INFO ] [CONFIGURE ] RMM: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:00:33.689455] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-18T03:00:33.844183] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:34.002325] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:34.158272] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:34.316497] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:34.488507] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:34.649405] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:34.808888] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:00:34.969917] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:35.130712] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:35.285075] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:35.285226] [INFO ] [CONFIGURE ] RMM: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T03:00:35.285270] [INFO ] [CONFIGURE ] JOB ETA: 23.1m | Avg: 1.5s/test | Remaining: 943 tests
[2025-10-18T03:00:35.285305] [INFO ] [CONFIGURE ] RMM: Testing feature 24/29: add_rsi
[2025-10-18T03:00:35.285339] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-10-18T03:00:35.464141] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:35.639189] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T03:00:35.816547] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:35.991606] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:36.165876] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:36.339841] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:36.515483] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:36.691606] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:36.869161] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:37.050109] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:37.050315] [INFO ] [CONFIGURE ] RMM: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T03:00:37.050361] [INFO ] [CONFIGURE ] JOB ETA: 23.1m | Avg: 1.5s/test | Remaining: 942 tests
[2025-10-18T03:00:37.050397] [INFO ] [CONFIGURE ] RMM: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:00:37.050429] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-18T03:00:37.197960] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:37.344550] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:37.495441] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:37.651571] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:37.819851] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T03:00:37.969110] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:38.117834] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:38.288129] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:38.447306] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:38.604953] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:38.605147] [INFO ] [CONFIGURE ] RMM: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T03:00:38.605192] [INFO ] [CONFIGURE ] JOB ETA: 23.0m | Avg: 1.5s/test | Remaining: 941 tests
[2025-10-18T03:00:38.605227] [INFO ] [CONFIGURE ] RMM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:00:38.605260] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-18T03:00:38.753359] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:38.909455] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:39.090088] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:39.239326] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:39.388198] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:39.533251] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:39.679097] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:39.823638] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:39.970412] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:40.115484] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:40.115613] [INFO ] [CONFIGURE ] RMM: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T03:00:40.115685] [INFO ] [CONFIGURE ] JOB ETA: 23.0m | Avg: 1.5s/test | Remaining: 940 tests
[2025-10-18T03:00:40.115737] [INFO ] [CONFIGURE ] RMM: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:00:40.115769] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-18T03:00:40.265888] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:40.418130] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:40.570988] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:40.723189] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:40.884049] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T03:00:41.037575] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:41.191893] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:41.346386] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:41.502451] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:41.660157] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:41.660366] [INFO ] [CONFIGURE ] RMM: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T03:00:41.660410] [INFO ] [CONFIGURE ] JOB ETA: 23.0m | Avg: 1.5s/test | Remaining: 939 tests
[2025-10-18T03:00:41.660446] [INFO ] [CONFIGURE ] RMM: Testing feature 28/29: add_volume_profile
[2025-10-18T03:00:41.660479] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-18T03:00:41.806915] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:41.955259] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:42.103231] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:42.281443] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:42.432294] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:42.586866] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:42.743676] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:42.908280] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:43.065331] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:43.220080] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:43.220251] [INFO ] [CONFIGURE ] RMM: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T03:00:43.220348] [INFO ] [CONFIGURE ] JOB ETA: 23.0m | Avg: 1.5s/test | Remaining: 938 tests
[2025-10-18T03:00:43.220393] [INFO ] [CONFIGURE ] RMM: Testing feature 29/29: add_vwap
[2025-10-18T03:00:43.220426] [INFO ] [CONFIGURE ] RMM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_vwap']
[2025-10-18T03:00:43.371136] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:43.521004] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:00:43.672984] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:00:43.824615] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:00:43.979680] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:00:44.133575] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:00:44.288760] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:00:44.446064] [DEBUG] [FORECASTER] RMM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:00:44.600481] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:44.756626] [DEBUG] [FORECASTER] RMM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:44.756842] [INFO ] [CONFIGURE ] RMM: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T03:00:44.756890] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Avg: 1.5s/test | Remaining: 937 tests
[2025-10-18T03:00:44.756927] [INFO ] [CONFIGURE ] RMM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:00:44.756959] [INFO ] [CONFIGURE ] RMM: Best accuracy: 80.00%
[2025-10-18T03:00:44.756991] [INFO ] [CONFIGURE ] RMM: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T03:00:44.757022] [INFO ] [CONFIGURE ] RMM: Improvement over baseline: 40.00%
[2025-10-18T03:00:44.757050] [INFO ] [CONFIGURE ] RMM: Total time: 44.3 seconds
[2025-10-18T03:00:44.757078] [INFO ] [CONFIGURE ] RMM: Average time per feature: 1.5 seconds
[2025-10-18T03:00:44.757106] [INFO ] [CONFIGURE ] RMM: Average speed: 0.66 features/sec
[2025-10-18T03:00:44.757524] [INFO ] [LOCAL     ] Saved configuration for RMM: 3 features, 80.00% accuracy -> ./output/feature-sets/RMM.json
[2025-10-18T03:00:44.757583] [INFO ] [CONFIGURE ] RMM: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T03:00:44.757664] [INFO ] [sig       ] [351/380] Successfully configured RMM | 0.02 sym/s | Total: 4.2h | ETA: 20.9m
[2025-10-18T03:00:44.757758] [INFO ] [sig       ] [352/380] Configuring RNG...
[2025-10-18T03:00:44.757832] [INFO ] [CONFIGURE ] RNG: Configurate test run.
[2025-10-18T03:00:44.757887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-10-18T03:00:44.770898] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RNG'.
[2025-10-18T03:00:44.771295] [INFO ] [CONFIGURE ] RNG: Testing with 29 available features
[2025-10-18T03:00:44.771353] [INFO ] [CONFIGURE ] RNG: Establishing baseline with no features...
[2025-10-18T03:00:44.876080] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:44.989545] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:00:45.099433] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:00:45.209216] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:00:45.320417] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:00:45.431304] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:00:45.542403] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:00:45.653773] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:00:45.765426] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:45.871988] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:00:45.872162] [INFO ] [CONFIGURE ] RNG: Baseline score (no features): 20.00%
[2025-10-18T03:00:45.872205] [INFO ] [CONFIGURE ] RNG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:00:45.872237] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:00:45.988322] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:46.105383] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:00:46.221804] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:00:46.339136] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:00:46.457475] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:00:46.577200] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:00:46.696953] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:00:46.817007] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:00:46.936515] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:47.056586] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:47.056806] [INFO ] [CONFIGURE ] RNG: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T03:00:47.056857] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Avg: 1.5s/test | Remaining: 936 tests
[2025-10-18T03:00:47.056892] [INFO ] [CONFIGURE ] RNG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:00:47.056926] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T03:00:47.190594] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:47.323174] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:00:47.462104] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:00:47.599328] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:00:47.739012] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:00:47.880547] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:00:48.019968] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:00:48.159968] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:00:48.332071] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:48.473573] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:00:48.473803] [INFO ] [CONFIGURE ] RNG: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-18T03:00:48.473906] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Avg: 1.5s/test | Remaining: 935 tests
[2025-10-18T03:00:48.473950] [INFO ] [CONFIGURE ] RNG: Testing feature 3/29: add_daily_returns
[2025-10-18T03:00:48.473982] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T03:00:48.592191] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:48.709206] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:00:48.827032] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:00:48.946768] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:00:49.067058] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:00:49.191636] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:00:49.316489] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:00:49.443605] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:00:49.570746] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:49.701243] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:49.701383] [INFO ] [CONFIGURE ] RNG: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T03:00:49.701426] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Avg: 1.5s/test | Remaining: 934 tests
[2025-10-18T03:00:49.701461] [INFO ] [CONFIGURE ] RNG: Testing feature 4/29: add_ema
[2025-10-18T03:00:49.701491] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T03:00:49.835249] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:00:49.969889] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:00:50.106053] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:00:50.242489] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:00:50.381097] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:00:50.521391] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:00:50.662037] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:00:50.802199] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:00:50.949016] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:51.092857] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:00:51.093020] [INFO ] [CONFIGURE ] RNG: DISCARDED add_ema (score: 30.00%)
[2025-10-18T03:00:51.093068] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Avg: 1.5s/test | Remaining: 933 tests
[2025-10-18T03:00:51.093103] [INFO ] [CONFIGURE ] RNG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:00:51.093133] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:00:51.236429] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:51.393808] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:00:51.537461] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:00:51.681972] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:00:51.837429] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:00:51.992882] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:00:52.150058] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:00:52.324606] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:00:52.480228] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:52.631831] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:00:52.632081] [INFO ] [CONFIGURE ] RNG: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T03:00:52.632154] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Avg: 1.5s/test | Remaining: 932 tests
[2025-10-18T03:00:52.632215] [INFO ] [CONFIGURE ] RNG: Testing feature 6/29: add_failed_moves
[2025-10-18T03:00:52.632251] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T03:00:52.759196] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:52.886224] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:00:53.014057] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:00:53.142522] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:00:53.270716] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:00:53.400993] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:00:53.529925] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:00:53.655814] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:00:53.785636] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:53.915486] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:53.915668] [INFO ] [CONFIGURE ] RNG: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T03:00:53.915729] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Avg: 1.5s/test | Remaining: 931 tests
[2025-10-18T03:00:53.915766] [INFO ] [CONFIGURE ] RNG: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:00:53.915797] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T03:00:54.033714] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:54.151312] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:00:54.268114] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:00:54.410242] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:00:54.532276] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:00:54.650379] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:00:54.771854] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:00:54.892733] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:00:55.017457] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:55.143596] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:55.143841] [INFO ] [CONFIGURE ] RNG: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-18T03:00:55.143891] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Avg: 1.5s/test | Remaining: 930 tests
[2025-10-18T03:00:55.143927] [INFO ] [CONFIGURE ] RNG: Testing feature 8/29: add_macd
[2025-10-18T03:00:55.143959] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T03:00:55.305565] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:55.466794] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:00:55.628662] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:00:55.791206] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:00:55.966320] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:00:56.135029] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:00:56.295492] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:00:56.456437] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:00:56.617223] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:56.778992] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:00:56.779217] [INFO ] [CONFIGURE ] RNG: DISCARDED add_macd (score: 40.00%)
[2025-10-18T03:00:56.779268] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Avg: 1.5s/test | Remaining: 929 tests
[2025-10-18T03:00:56.779305] [INFO ] [CONFIGURE ] RNG: Testing feature 9/29: add_mfi
[2025-10-18T03:00:56.779337] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T03:00:56.912390] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:57.049296] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:00:57.184269] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:00:57.323272] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:00:57.462232] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:00:57.607180] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:00:57.748006] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:00:57.889181] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:00:58.033750] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:58.173638] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:58.173831] [INFO ] [CONFIGURE ] RNG: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T03:00:58.173878] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Avg: 1.5s/test | Remaining: 928 tests
[2025-10-18T03:00:58.173915] [INFO ] [CONFIGURE ] RNG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:00:58.173972] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:00:58.323798] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:58.476906] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:00:58.629038] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:00:58.782793] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:00:58.936268] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:00:59.091968] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:00:59.247495] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:00:59.403052] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:00:59.558775] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:00:59.716790] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:00:59.716998] [INFO ] [CONFIGURE ] RNG: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T03:00:59.717048] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Avg: 1.5s/test | Remaining: 927 tests
[2025-10-18T03:00:59.717082] [INFO ] [CONFIGURE ] RNG: Testing feature 11/29: add_obv_daily
[2025-10-18T03:00:59.717113] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T03:00:59.842917] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:00:59.971306] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:00.101836] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:01:00.232465] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:01:00.405358] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:00.539092] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:01:00.671510] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:00.805248] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:01:00.942963] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:01.081711] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:01.081893] [INFO ] [CONFIGURE ] RNG: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T03:01:01.081939] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Avg: 1.5s/test | Remaining: 926 tests
[2025-10-18T03:01:01.081975] [INFO ] [CONFIGURE ] RNG: Testing feature 12/29: add_obv_interval
[2025-10-18T03:01:01.082008] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T03:01:01.224575] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:01:01.364632] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:01.495670] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:01:01.640326] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:01.790073] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:01.921393] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:01:02.052196] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:02.182062] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:01:02.312132] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:02.442819] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:02.442978] [INFO ] [CONFIGURE ] RNG: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T03:01:02.443022] [INFO ] [CONFIGURE ] JOB ETA: 22.6m | Avg: 1.5s/test | Remaining: 925 tests
[2025-10-18T03:01:02.443057] [INFO ] [CONFIGURE ] RNG: Testing feature 13/29: add_opening_strength
[2025-10-18T03:01:02.443089] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:01:02.575853] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:01:02.709810] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:02.841374] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:01:02.972143] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:01:03.102562] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:03.234109] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:01:03.368433] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:03.503526] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:01:03.643571] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:01:03.784358] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:01:03.784526] [INFO ] [CONFIGURE ] RNG: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T03:01:03.784569] [INFO ] [CONFIGURE ] JOB ETA: 22.6m | Avg: 1.5s/test | Remaining: 924 tests
[2025-10-18T03:01:03.784605] [INFO ] [CONFIGURE ] RNG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:01:03.784636] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T03:01:03.921279] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:01:04.059983] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:04.199229] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:01:04.339936] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:01:04.491361] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:04.639506] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:01:04.788097] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:04.936246] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:01:05.088096] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:05.239209] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:05.239366] [INFO ] [CONFIGURE ] RNG: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T03:01:05.239413] [INFO ] [CONFIGURE ] JOB ETA: 22.6m | Avg: 1.5s/test | Remaining: 923 tests
[2025-10-18T03:01:05.239451] [INFO ] [CONFIGURE ] RNG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:01:05.239482] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T03:01:05.364384] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:01:05.488697] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:05.612981] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:01:05.735474] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:01:05.862398] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:05.992506] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:01:06.122556] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:06.252986] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:01:06.384049] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:06.532266] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:06.532427] [INFO ] [CONFIGURE ] RNG: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T03:01:06.532473] [INFO ] [CONFIGURE ] JOB ETA: 22.6m | Avg: 1.5s/test | Remaining: 922 tests
[2025-10-18T03:01:06.532508] [INFO ] [CONFIGURE ] RNG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:01:06.532539] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T03:01:06.669602] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:01:06.804273] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:06.943074] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:01:07.083899] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:01:07.223562] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:07.362869] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:01:07.502671] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:07.641561] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:01:07.786507] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:07.928401] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:07.928612] [INFO ] [CONFIGURE ] RNG: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T03:01:07.928684] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Avg: 1.5s/test | Remaining: 921 tests
[2025-10-18T03:01:07.928738] [INFO ] [CONFIGURE ] RNG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:01:07.928773] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T03:01:08.065854] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:01:08.206235] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:08.349248] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:01:08.491061] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:01:08.778703] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:08.918398] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:01:09.055428] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:09.194778] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:01:09.338608] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:09.480830] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:01:09.480981] [INFO ] [CONFIGURE ] RNG: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T03:01:09.481024] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Avg: 1.5s/test | Remaining: 920 tests
[2025-10-18T03:01:09.481059] [INFO ] [CONFIGURE ] RNG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:01:09.481090] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T03:01:09.608585] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:01:09.734016] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:09.860177] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:01:09.987194] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:10.116598] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:10.244526] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:01:10.374342] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:10.502413] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:01:10.628917] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:10.755823] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:10.756019] [INFO ] [CONFIGURE ] RNG: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-18T03:01:10.756083] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Avg: 1.5s/test | Remaining: 919 tests
[2025-10-18T03:01:10.756127] [INFO ] [CONFIGURE ] RNG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:01:10.756159] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T03:01:10.879146] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:01:11.007375] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:11.137056] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:01:11.262807] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:11.387273] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:11.513030] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:01:11.638454] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:11.769610] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:01:11.901813] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:12.033384] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:12.033525] [INFO ] [CONFIGURE ] RNG: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T03:01:12.033570] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Avg: 1.5s/test | Remaining: 918 tests
[2025-10-18T03:01:12.033605] [INFO ] [CONFIGURE ] RNG: Testing feature 20/29: add_price_rejection
[2025-10-18T03:01:12.033636] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T03:01:12.169214] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:01:12.300392] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:12.436134] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:01:12.604576] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:01:12.741335] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:12.882698] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:01:13.023424] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:13.162465] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:01:13.305121] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:13.445572] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:13.445775] [INFO ] [CONFIGURE ] RNG: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T03:01:13.445827] [INFO ] [CONFIGURE ] JOB ETA: 22.4m | Avg: 1.5s/test | Remaining: 917 tests
[2025-10-18T03:01:13.445863] [INFO ] [CONFIGURE ] RNG: Testing feature 21/29: add_range_position
[2025-10-18T03:01:13.445892] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T03:01:13.591216] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:01:13.735093] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:13.883177] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:01:14.029301] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:01:14.176805] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:14.325957] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:01:14.484411] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:14.635860] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:01:14.787389] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:14.940612] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:14.940792] [INFO ] [CONFIGURE ] RNG: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T03:01:14.940842] [INFO ] [CONFIGURE ] JOB ETA: 22.4m | Avg: 1.5s/test | Remaining: 916 tests
[2025-10-18T03:01:14.940880] [INFO ] [CONFIGURE ] RNG: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:01:14.940912] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T03:01:15.103188] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:01:15.265249] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:15.431828] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:01:15.624888] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:15.790216] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:15.953320] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:01:16.123952] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:16.293931] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:01:16.464276] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:16.633342] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:16.633510] [INFO ] [CONFIGURE ] RNG: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T03:01:16.633577] [INFO ] [CONFIGURE ] JOB ETA: 22.4m | Avg: 1.5s/test | Remaining: 915 tests
[2025-10-18T03:01:16.633614] [INFO ] [CONFIGURE ] RNG: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:01:16.633679] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T03:01:16.761877] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:01:16.890012] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:17.018983] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:01:17.148821] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:01:17.281478] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:17.414003] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:01:17.550062] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:17.683639] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:01:17.816529] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:17.949968] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:17.950111] [INFO ] [CONFIGURE ] RNG: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T03:01:17.950153] [INFO ] [CONFIGURE ] JOB ETA: 22.4m | Avg: 1.5s/test | Remaining: 914 tests
[2025-10-18T03:01:17.950186] [INFO ] [CONFIGURE ] RNG: Testing feature 24/29: add_rsi
[2025-10-18T03:01:17.950216] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T03:01:18.099029] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:01:18.246314] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:18.393339] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:01:18.541031] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:01:18.695475] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:18.850120] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:01:19.037152] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:19.200571] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:01:19.360204] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:19.518347] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:01:19.518500] [INFO ] [CONFIGURE ] RNG: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T03:01:19.518544] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Avg: 1.5s/test | Remaining: 913 tests
[2025-10-18T03:01:19.518578] [INFO ] [CONFIGURE ] RNG: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:01:19.518609] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T03:01:19.649476] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:01:19.781400] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:19.917968] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:01:20.049993] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:20.181512] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:20.312470] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:01:20.446274] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:20.580090] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:01:20.714308] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:20.856518] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:01:20.856732] [INFO ] [CONFIGURE ] RNG: DISCARDED add_tick_distribution (score: 20.00%)
[2025-10-18T03:01:20.856796] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Avg: 1.5s/test | Remaining: 912 tests
[2025-10-18T03:01:20.856835] [INFO ] [CONFIGURE ] RNG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:01:20.856869] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T03:01:20.991511] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:01:21.125578] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:21.270487] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:01:21.413844] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:21.551490] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:21.717001] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:01:21.878719] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:22.053916] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:01:22.265759] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:22.462504] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:22.462777] [INFO ] [CONFIGURE ] RNG: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-10-18T03:01:22.462853] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Avg: 1.5s/test | Remaining: 911 tests
[2025-10-18T03:01:22.462915] [INFO ] [CONFIGURE ] RNG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:01:22.463039] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T03:01:22.650080] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:01:22.810758] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:22.968949] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:01:23.105485] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:23.243345] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:23.385168] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:01:23.530102] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:23.678106] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:01:23.826166] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:23.977603] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:01:23.977882] [INFO ] [CONFIGURE ] RNG: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-18T03:01:23.977943] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Avg: 1.5s/test | Remaining: 910 tests
[2025-10-18T03:01:23.977982] [INFO ] [CONFIGURE ] RNG: Testing feature 28/29: add_volume_profile
[2025-10-18T03:01:23.978012] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T03:01:24.124754] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:01:24.262543] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:24.404400] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:01:24.545615] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:24.701191] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:24.846267] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:01:24.987917] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:25.130260] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:01:25.273821] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:25.415528] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:25.415715] [INFO ] [CONFIGURE ] RNG: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T03:01:25.415772] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Avg: 1.5s/test | Remaining: 909 tests
[2025-10-18T03:01:25.415809] [INFO ] [CONFIGURE ] RNG: Testing feature 29/29: add_vwap
[2025-10-18T03:01:25.415841] [INFO ] [CONFIGURE ] RNG: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T03:01:25.553773] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:01:25.696584] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:25.844924] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:01:25.995841] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:26.144849] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:26.288310] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:01:26.432303] [DEBUG] [FORECASTER] RNG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:26.577319] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:01:26.722704] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:26.866630] [DEBUG] [FORECASTER] RNG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:26.866862] [INFO ] [CONFIGURE ] RNG: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T03:01:26.866916] [INFO ] [CONFIGURE ] JOB ETA: 22.2m | Avg: 1.5s/test | Remaining: 908 tests
[2025-10-18T03:01:26.866953] [INFO ] [CONFIGURE ] RNG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:01:26.866984] [INFO ] [CONFIGURE ] RNG: Best accuracy: 50.00%
[2025-10-18T03:01:26.867014] [INFO ] [CONFIGURE ] RNG: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T03:01:26.867041] [INFO ] [CONFIGURE ] RNG: Improvement over baseline: 30.00%
[2025-10-18T03:01:26.867069] [INFO ] [CONFIGURE ] RNG: Total time: 41.0 seconds
[2025-10-18T03:01:26.867096] [INFO ] [CONFIGURE ] RNG: Average time per feature: 1.4 seconds
[2025-10-18T03:01:26.867123] [INFO ] [CONFIGURE ] RNG: Average speed: 0.71 features/sec
[2025-10-18T03:01:26.867621] [INFO ] [LOCAL     ] Saved configuration for RNG: 1 features, 50.00% accuracy -> ./output/feature-sets/RNG.json
[2025-10-18T03:01:26.867704] [INFO ] [CONFIGURE ] RNG: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-18T03:01:26.867789] [INFO ] [sig       ] [352/380] Successfully configured RNG | 0.02 sym/s | Total: 4.2h | ETA: 20.2m
[2025-10-18T03:01:26.867837] [INFO ] [sig       ] [353/380] Configuring RNGR...
[2025-10-18T03:01:26.867878] [INFO ] [CONFIGURE ] RNGR: Configurate test run.
[2025-10-18T03:01:26.867910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNGR' from 'https://tdm.silogroup.org/data/derivative_storage/RNGR.csv'.
[2025-10-18T03:01:26.878714] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RNGR'.
[2025-10-18T03:01:26.879078] [INFO ] [CONFIGURE ] RNGR: Testing with 29 available features
[2025-10-18T03:01:26.879134] [INFO ] [CONFIGURE ] RNGR: Establishing baseline with no features...
[2025-10-18T03:01:27.000416] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:27.113056] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:27.224573] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:01:27.335582] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:27.446760] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:27.557458] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:27.668969] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:27.799329] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:27.910627] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:28.022314] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:01:28.022463] [INFO ] [CONFIGURE ] RNGR: Baseline score (no features): 20.00%
[2025-10-18T03:01:28.022506] [INFO ] [CONFIGURE ] RNGR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:01:28.022627] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:01:28.141185] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:28.260944] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:28.381148] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:28.502080] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:28.624532] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:28.753033] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:28.876964] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:29.005668] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:29.130590] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:29.255968] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:29.256125] [INFO ] [CONFIGURE ] RNGR: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T03:01:29.256168] [INFO ] [CONFIGURE ] JOB ETA: 22.2m | Avg: 1.5s/test | Remaining: 907 tests
[2025-10-18T03:01:29.256201] [INFO ] [CONFIGURE ] RNGR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:01:29.256231] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T03:01:29.397339] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:29.525868] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:29.666001] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:01:29.806984] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:29.949229] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:01:30.090301] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:30.231601] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:30.376164] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:30.518454] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:30.660228] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:30.660382] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T03:01:30.660426] [INFO ] [CONFIGURE ] JOB ETA: 22.2m | Avg: 1.5s/test | Remaining: 906 tests
[2025-10-18T03:01:30.660459] [INFO ] [CONFIGURE ] RNGR: Testing feature 3/29: add_daily_returns
[2025-10-18T03:01:30.660490] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T03:01:30.814882] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:30.938496] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:31.070899] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:01:31.201711] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:31.327867] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:31.455359] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:31.584432] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:31.712551] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:31.842920] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:31.974306] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:31.974474] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T03:01:31.974517] [INFO ] [CONFIGURE ] JOB ETA: 22.2m | Avg: 1.5s/test | Remaining: 905 tests
[2025-10-18T03:01:31.974551] [INFO ] [CONFIGURE ] RNGR: Testing feature 4/29: add_ema
[2025-10-18T03:01:31.974582] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T03:01:32.110170] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:32.250181] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:32.391628] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:32.533335] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:32.679366] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:32.823569] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:32.967532] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:33.116637] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:33.259298] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:33.405719] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:33.405940] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_ema (score: 50.00%)
[2025-10-18T03:01:33.406004] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Avg: 1.5s/test | Remaining: 904 tests
[2025-10-18T03:01:33.406044] [INFO ] [CONFIGURE ] RNGR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:01:33.406214] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:01:33.553775] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:33.701612] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:33.881444] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:34.029919] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:34.178090] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:34.327536] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:34.476989] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:34.628716] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:01:34.784103] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:34.939431] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:34.939635] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T03:01:34.939719] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Avg: 1.5s/test | Remaining: 903 tests
[2025-10-18T03:01:34.939770] [INFO ] [CONFIGURE ] RNGR: Testing feature 6/29: add_failed_moves
[2025-10-18T03:01:34.939823] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T03:01:35.067832] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:35.195583] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:35.322614] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:35.451961] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:35.581278] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:35.712766] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:35.843214] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:35.982856] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:36.118173] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:36.253242] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:36.253400] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T03:01:36.253443] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Avg: 1.5s/test | Remaining: 902 tests
[2025-10-18T03:01:36.253478] [INFO ] [CONFIGURE ] RNGR: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:01:36.253508] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T03:01:36.372941] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:36.493794] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:36.614953] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:36.739238] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:36.893954] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:37.023760] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:37.148493] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:37.274414] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:37.402440] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:37.540725] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:01:37.540884] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T03:01:37.540927] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Avg: 1.5s/test | Remaining: 901 tests
[2025-10-18T03:01:37.540961] [INFO ] [CONFIGURE ] RNGR: Testing feature 8/29: add_macd
[2025-10-18T03:01:37.540993] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T03:01:37.711034] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:37.871528] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:38.030619] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:38.193894] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:38.352759] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:38.513271] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:38.674765] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:38.833494] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:38.994515] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:39.157248] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:01:39.157387] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_macd (score: 40.00%)
[2025-10-18T03:01:39.157431] [INFO ] [CONFIGURE ] JOB ETA: 22.0m | Avg: 1.5s/test | Remaining: 900 tests
[2025-10-18T03:01:39.157464] [INFO ] [CONFIGURE ] RNGR: Testing feature 9/29: add_mfi
[2025-10-18T03:01:39.157494] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T03:01:39.286971] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:39.418073] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:39.556617] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:39.691615] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:39.828371] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:39.975529] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:40.129724] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:40.275465] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:40.415786] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:40.553904] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:40.554038] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T03:01:40.554081] [INFO ] [CONFIGURE ] JOB ETA: 22.0m | Avg: 1.5s/test | Remaining: 899 tests
[2025-10-18T03:01:40.554116] [INFO ] [CONFIGURE ] RNGR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:01:40.554147] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:01:40.701826] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:40.855166] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:41.008589] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:41.153426] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:41.302416] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:41.449309] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:41.595971] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:41.746350] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:41.897576] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:42.049871] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:01:42.050034] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T03:01:42.050078] [INFO ] [CONFIGURE ] JOB ETA: 22.0m | Avg: 1.5s/test | Remaining: 898 tests
[2025-10-18T03:01:42.050112] [INFO ] [CONFIGURE ] RNGR: Testing feature 11/29: add_obv_daily
[2025-10-18T03:01:42.050141] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T03:01:42.172064] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:42.301492] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:01:42.426167] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:42.548151] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:42.676755] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:42.843808] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:43.010225] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:43.142960] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:43.274547] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:43.410631] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:01:43.410833] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T03:01:43.410884] [INFO ] [CONFIGURE ] JOB ETA: 22.0m | Avg: 1.5s/test | Remaining: 897 tests
[2025-10-18T03:01:43.410919] [INFO ] [CONFIGURE ] RNGR: Testing feature 12/29: add_obv_interval
[2025-10-18T03:01:43.410949] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T03:01:43.537120] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:43.665406] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:43.789802] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:43.920117] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:44.045111] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:44.171151] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:44.297019] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:44.428557] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:44.557602] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:44.689956] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:44.690179] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T03:01:44.690247] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Avg: 1.5s/test | Remaining: 896 tests
[2025-10-18T03:01:44.690306] [INFO ] [CONFIGURE ] RNGR: Testing feature 13/29: add_opening_strength
[2025-10-18T03:01:44.690340] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:01:44.820768] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:44.949579] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:45.080175] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:45.211138] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:45.342708] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:45.477424] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:45.610763] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:45.742318] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:45.874715] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:46.036809] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:01:46.036982] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T03:01:46.037026] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Avg: 1.5s/test | Remaining: 895 tests
[2025-10-18T03:01:46.037061] [INFO ] [CONFIGURE ] RNGR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:01:46.037091] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T03:01:46.171112] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:46.305250] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:46.439045] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:46.577557] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:46.716202] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:46.860414] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:47.011470] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:47.159587] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:47.303853] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:47.448189] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:47.448366] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T03:01:47.448417] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Avg: 1.5s/test | Remaining: 894 tests
[2025-10-18T03:01:47.448454] [INFO ] [CONFIGURE ] RNGR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:01:47.448489] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T03:01:47.565620] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:47.683357] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:47.810524] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:47.941245] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:48.065697] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:48.189947] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:48.314015] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:48.441888] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:48.572192] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:48.700344] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:01:48.700561] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T03:01:48.700605] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Avg: 1.5s/test | Remaining: 893 tests
[2025-10-18T03:01:48.700639] [INFO ] [CONFIGURE ] RNGR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:01:48.700719] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T03:01:48.833689] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:48.973428] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:49.111178] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:49.248194] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:49.383500] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:49.521573] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:49.660864] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:49.804174] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:49.936116] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:50.065690] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:50.065847] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T03:01:50.065892] [INFO ] [CONFIGURE ] JOB ETA: 21.8m | Avg: 1.5s/test | Remaining: 892 tests
[2025-10-18T03:01:50.065929] [INFO ] [CONFIGURE ] RNGR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:01:50.065961] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T03:01:50.197470] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:50.333551] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:50.473371] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:50.611481] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:50.749448] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:50.889408] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:51.028372] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:51.169516] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:51.310031] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:51.451077] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:51.451234] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T03:01:51.451299] [INFO ] [CONFIGURE ] JOB ETA: 21.8m | Avg: 1.5s/test | Remaining: 891 tests
[2025-10-18T03:01:51.451334] [INFO ] [CONFIGURE ] RNGR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:01:51.451365] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T03:01:51.573439] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:51.700398] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:51.818179] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:51.940077] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:52.101839] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:52.230221] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:52.361298] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:52.490913] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:52.624556] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:52.759763] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:01:52.759947] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T03:01:52.759992] [INFO ] [CONFIGURE ] JOB ETA: 21.8m | Avg: 1.5s/test | Remaining: 890 tests
[2025-10-18T03:01:52.760025] [INFO ] [CONFIGURE ] RNGR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:01:52.760056] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T03:01:52.891917] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:53.022333] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:53.157754] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:01:53.297278] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:53.438823] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:53.568416] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:53.699790] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:53.847806] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:53.981683] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:54.106562] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:54.106986] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T03:01:54.107056] [INFO ] [CONFIGURE ] JOB ETA: 21.8m | Avg: 1.5s/test | Remaining: 889 tests
[2025-10-18T03:01:54.107128] [INFO ] [CONFIGURE ] RNGR: Testing feature 20/29: add_price_rejection
[2025-10-18T03:01:54.107173] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T03:01:54.243827] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:54.377002] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:54.510164] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:54.647884] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:54.788400] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:54.923260] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:55.050192] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:55.177151] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:55.306561] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:55.439885] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:01:55.440085] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T03:01:55.440130] [INFO ] [CONFIGURE ] JOB ETA: 21.7m | Avg: 1.5s/test | Remaining: 888 tests
[2025-10-18T03:01:55.440164] [INFO ] [CONFIGURE ] RNGR: Testing feature 21/29: add_range_position
[2025-10-18T03:01:55.440195] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T03:01:55.579044] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:55.719363] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:55.856359] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:01:55.996702] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:56.135662] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:56.275048] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:56.420350] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:56.572948] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:56.734513] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:56.880323] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:01:56.880504] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T03:01:56.880550] [INFO ] [CONFIGURE ] JOB ETA: 21.7m | Avg: 1.5s/test | Remaining: 887 tests
[2025-10-18T03:01:56.880586] [INFO ] [CONFIGURE ] RNGR: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:01:56.880619] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T03:01:57.038288] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:57.203048] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:57.364537] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:57.516436] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:01:57.667166] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:57.817417] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:57.967474] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:01:58.146584] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:58.299176] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:58.452117] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:58.452295] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T03:01:58.452340] [INFO ] [CONFIGURE ] JOB ETA: 21.7m | Avg: 1.5s/test | Remaining: 886 tests
[2025-10-18T03:01:58.452374] [INFO ] [CONFIGURE ] RNGR: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:01:58.452429] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T03:01:58.572304] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:58.693817] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:01:58.816540] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:01:58.941578] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:01:59.072419] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:01:59.198934] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:01:59.323615] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:01:59.452512] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:01:59.579272] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:01:59.707103] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:01:59.707260] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T03:01:59.707303] [INFO ] [CONFIGURE ] JOB ETA: 21.7m | Avg: 1.5s/test | Remaining: 885 tests
[2025-10-18T03:01:59.707339] [INFO ] [CONFIGURE ] RNGR: Testing feature 24/29: add_rsi
[2025-10-18T03:01:59.707370] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T03:01:59.848173] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:01:59.990596] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:02:00.134944] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:02:00.278268] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:02:00.423364] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:02:00.571539] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:02:00.720056] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:02:00.869021] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:02:01.026369] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:02:01.202882] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:02:01.203031] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T03:02:01.203076] [INFO ] [CONFIGURE ] JOB ETA: 21.6m | Avg: 1.5s/test | Remaining: 884 tests
[2025-10-18T03:02:01.203113] [INFO ] [CONFIGURE ] RNGR: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:02:01.203195] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T03:02:01.329163] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:02:01.458530] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:02:01.584000] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:02:01.711015] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:02:01.858144] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:02:01.999397] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:02:02.129315] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:02:02.262468] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:02:02.400525] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:02:02.538584] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:02.538813] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T03:02:02.538885] [INFO ] [CONFIGURE ] JOB ETA: 21.6m | Avg: 1.5s/test | Remaining: 883 tests
[2025-10-18T03:02:02.538940] [INFO ] [CONFIGURE ] RNGR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:02:02.538976] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T03:02:02.669792] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:02:02.798208] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:02:02.930570] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:03.062415] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:03.202948] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:02:03.337962] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:02:03.472167] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:03.604440] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:02:03.737993] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:02:03.870067] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:03.870278] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T03:02:03.870334] [INFO ] [CONFIGURE ] JOB ETA: 21.6m | Avg: 1.5s/test | Remaining: 882 tests
[2025-10-18T03:02:03.870376] [INFO ] [CONFIGURE ] RNGR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:02:03.870414] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T03:02:04.009349] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:02:04.148867] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:02:04.285983] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:02:04.421046] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:02:04.556728] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:02:04.691253] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:02:04.826900] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:02:04.971936] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:02:05.120968] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:02:05.269562] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:05.269766] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T03:02:05.269833] [INFO ] [CONFIGURE ] JOB ETA: 21.6m | Avg: 1.5s/test | Remaining: 881 tests
[2025-10-18T03:02:05.269879] [INFO ] [CONFIGURE ] RNGR: Testing feature 28/29: add_volume_profile
[2025-10-18T03:02:05.269919] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T03:02:05.411826] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:02:05.538802] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:02:05.665427] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:02:05.793432] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:02:05.921754] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:02:06.059663] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:02:06.197314] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:02:06.327793] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:02:06.464309] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:02:06.613772] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:06.613953] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T03:02:06.614007] [INFO ] [CONFIGURE ] JOB ETA: 21.5m | Avg: 1.5s/test | Remaining: 880 tests
[2025-10-18T03:02:06.614073] [INFO ] [CONFIGURE ] RNGR: Testing feature 29/29: add_vwap
[2025-10-18T03:02:06.614118] [INFO ] [CONFIGURE ] RNGR: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T03:02:06.745233] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:02:06.871449] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:02:06.999825] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:02:07.128848] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:02:07.262419] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:02:07.392938] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:02:07.525276] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:07.655761] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:02:07.793299] [DEBUG] [FORECASTER] RNGR: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:02:07.925474] [DEBUG] [FORECASTER] RNGR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:02:07.925754] [INFO ] [CONFIGURE ] RNGR: DISCARDED add_vwap (score: 30.00%)
[2025-10-18T03:02:07.925811] [INFO ] [CONFIGURE ] JOB ETA: 21.5m | Avg: 1.5s/test | Remaining: 879 tests
[2025-10-18T03:02:07.925861] [INFO ] [CONFIGURE ] RNGR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:02:07.925925] [INFO ] [CONFIGURE ] RNGR: Best accuracy: 50.00%
[2025-10-18T03:02:07.925977] [INFO ] [CONFIGURE ] RNGR: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T03:02:07.926007] [INFO ] [CONFIGURE ] RNGR: Improvement over baseline: 30.00%
[2025-10-18T03:02:07.926035] [INFO ] [CONFIGURE ] RNGR: Total time: 39.9 seconds
[2025-10-18T03:02:07.926062] [INFO ] [CONFIGURE ] RNGR: Average time per feature: 1.4 seconds
[2025-10-18T03:02:07.926115] [INFO ] [CONFIGURE ] RNGR: Average speed: 0.73 features/sec
[2025-10-18T03:02:07.926691] [INFO ] [LOCAL     ] Saved configuration for RNGR: 1 features, 50.00% accuracy -> ./output/feature-sets/RNGR.json
[2025-10-18T03:02:07.926763] [INFO ] [CONFIGURE ] RNGR: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-18T03:02:07.926862] [INFO ] [sig       ] [353/380] Successfully configured RNGR | 0.02 sym/s | Total: 4.2h | ETA: 19.5m
[2025-10-18T03:02:07.926932] [INFO ] [sig       ] [354/380] Configuring RNR...
[2025-10-18T03:02:07.926999] [INFO ] [CONFIGURE ] RNR: Configurate test run.
[2025-10-18T03:02:07.927078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNR' from 'https://tdm.silogroup.org/data/derivative_storage/RNR.csv'.
[2025-10-18T03:02:07.940675] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RNR'.
[2025-10-18T03:02:07.941107] [INFO ] [CONFIGURE ] RNR: Testing with 29 available features
[2025-10-18T03:02:07.941176] [INFO ] [CONFIGURE ] RNR: Establishing baseline with no features...
[2025-10-18T03:02:08.042262] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:08.142999] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:08.244054] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:08.345773] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:02:08.448906] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:08.551017] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:08.653801] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:08.758136] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:02:08.862265] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:08.965904] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:02:08.966095] [INFO ] [CONFIGURE ] RNR: Baseline score (no features): 60.00%
[2025-10-18T03:02:08.966142] [INFO ] [CONFIGURE ] RNR: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:02:08.966177] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:02:09.082850] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:02:09.200926] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:09.319161] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:09.434705] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:02:09.552264] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:09.666904] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:09.782782] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:02:09.901615] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:10.025601] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:10.143609] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:10.143813] [INFO ] [CONFIGURE ] RNR: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T03:02:10.143863] [INFO ] [CONFIGURE ] JOB ETA: 21.5m | Avg: 1.5s/test | Remaining: 878 tests
[2025-10-18T03:02:10.143898] [INFO ] [CONFIGURE ] RNR: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:02:10.143929] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:02:10.277164] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:10.404230] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:10.525796] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:10.649110] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:10.780392] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:10.903869] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:11.026774] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:11.149613] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:11.272374] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:11.399888] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:11.400081] [INFO ] [CONFIGURE ] RNR: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-18T03:02:11.400125] [INFO ] [CONFIGURE ] JOB ETA: 21.5m | Avg: 1.5s/test | Remaining: 877 tests
[2025-10-18T03:02:11.400161] [INFO ] [CONFIGURE ] RNR: Testing feature 3/29: add_daily_returns
[2025-10-18T03:02:11.400194] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T03:02:11.529582] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:11.654634] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:11.776436] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:11.897472] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:12.018790] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:12.141554] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:12.264426] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:12.387870] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:12.512127] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:12.636605] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:12.636778] [INFO ] [CONFIGURE ] RNR: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T03:02:12.636876] [INFO ] [CONFIGURE ] JOB ETA: 21.4m | Avg: 1.5s/test | Remaining: 876 tests
[2025-10-18T03:02:12.636919] [INFO ] [CONFIGURE ] RNR: Testing feature 4/29: add_ema
[2025-10-18T03:02:12.636951] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T03:02:12.771229] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:12.915600] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:13.067439] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:13.207284] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:13.361476] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:13.500608] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:13.640611] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:13.781206] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:13.931486] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:14.086469] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:14.086774] [INFO ] [CONFIGURE ] RNR: DISCARDED add_ema (score: 70.00%)
[2025-10-18T03:02:14.086855] [INFO ] [CONFIGURE ] JOB ETA: 21.4m | Avg: 1.5s/test | Remaining: 875 tests
[2025-10-18T03:02:14.086923] [INFO ] [CONFIGURE ] RNR: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:02:14.086966] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:02:14.305987] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:14.531767] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:14.738852] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:14.940252] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:15.093400] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:02:15.246238] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:15.394962] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:15.542724] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:15.690576] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:15.838515] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:15.838741] [INFO ] [CONFIGURE ] RNR: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T03:02:15.838795] [INFO ] [CONFIGURE ] JOB ETA: 21.4m | Avg: 1.5s/test | Remaining: 874 tests
[2025-10-18T03:02:15.838831] [INFO ] [CONFIGURE ] RNR: Testing feature 6/29: add_failed_moves
[2025-10-18T03:02:15.838861] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T03:02:15.963133] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:16.093811] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:16.227222] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:16.354017] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:16.487127] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:16.615480] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:16.744863] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:16.871341] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:17.010200] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:17.148876] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:17.149043] [INFO ] [CONFIGURE ] RNR: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T03:02:17.149096] [INFO ] [CONFIGURE ] JOB ETA: 21.4m | Avg: 1.5s/test | Remaining: 873 tests
[2025-10-18T03:02:17.149134] [INFO ] [CONFIGURE ] RNR: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:02:17.149164] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T03:02:17.271121] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:17.393071] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:17.517611] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:17.641042] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:17.755940] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:17.871559] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:17.986397] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:18.101484] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:18.217460] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:18.336940] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:18.337117] [INFO ] [CONFIGURE ] RNR: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T03:02:18.337166] [INFO ] [CONFIGURE ] JOB ETA: 21.3m | Avg: 1.5s/test | Remaining: 872 tests
[2025-10-18T03:02:18.337202] [INFO ] [CONFIGURE ] RNR: Testing feature 8/29: add_macd
[2025-10-18T03:02:18.337232] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T03:02:18.488498] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:18.639134] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:18.791506] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:18.944375] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:02:19.098516] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:19.252169] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:19.407699] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:19.564523] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:19.735090] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:19.902040] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:19.902311] [INFO ] [CONFIGURE ] RNR: DISCARDED add_macd (score: 60.00%)
[2025-10-18T03:02:19.902376] [INFO ] [CONFIGURE ] JOB ETA: 21.3m | Avg: 1.5s/test | Remaining: 871 tests
[2025-10-18T03:02:19.902414] [INFO ] [CONFIGURE ] RNR: Testing feature 9/29: add_mfi
[2025-10-18T03:02:19.902445] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T03:02:20.047969] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:20.186244] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:20.330301] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:20.469524] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:20.606429] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:20.744311] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:20.883337] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:21.024510] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:21.167680] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:21.315855] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:21.316007] [INFO ] [CONFIGURE ] RNR: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T03:02:21.316051] [INFO ] [CONFIGURE ] JOB ETA: 21.3m | Avg: 1.5s/test | Remaining: 870 tests
[2025-10-18T03:02:21.316085] [INFO ] [CONFIGURE ] RNR: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:02:21.316116] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:02:21.474670] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:21.637909] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:21.804614] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:21.979119] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:22.140979] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:22.297891] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:22.458881] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:22.617218] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:22.776997] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:22.935831] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:22.936005] [INFO ] [CONFIGURE ] RNR: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T03:02:22.936049] [INFO ] [CONFIGURE ] JOB ETA: 21.3m | Avg: 1.5s/test | Remaining: 869 tests
[2025-10-18T03:02:22.936086] [INFO ] [CONFIGURE ] RNR: Testing feature 11/29: add_obv_daily
[2025-10-18T03:02:22.936117] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T03:02:23.066284] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:23.195207] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:23.326503] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:23.456505] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:23.592842] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:23.735344] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:23.870232] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:24.018993] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:24.156090] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:24.303978] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:24.304180] [INFO ] [CONFIGURE ] RNR: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T03:02:24.304226] [INFO ] [CONFIGURE ] JOB ETA: 21.2m | Avg: 1.5s/test | Remaining: 868 tests
[2025-10-18T03:02:24.304263] [INFO ] [CONFIGURE ] RNR: Testing feature 12/29: add_obv_interval
[2025-10-18T03:02:24.304298] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T03:02:24.438510] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:24.574214] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:24.710742] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:24.847281] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:24.981370] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:25.113274] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:25.241841] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:25.370290] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:25.501576] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:25.632867] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:25.633035] [INFO ] [CONFIGURE ] RNR: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T03:02:25.633079] [INFO ] [CONFIGURE ] JOB ETA: 21.2m | Avg: 1.5s/test | Remaining: 867 tests
[2025-10-18T03:02:25.633136] [INFO ] [CONFIGURE ] RNR: Testing feature 13/29: add_opening_strength
[2025-10-18T03:02:25.633167] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:02:25.771585] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:02:25.913409] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:26.055731] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:26.208756] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:26.361281] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:26.513359] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:26.670809] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:26.816921] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:26.957597] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:27.099372] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:27.099516] [INFO ] [CONFIGURE ] RNR: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T03:02:27.099560] [INFO ] [CONFIGURE ] JOB ETA: 21.2m | Avg: 1.5s/test | Remaining: 866 tests
[2025-10-18T03:02:27.099594] [INFO ] [CONFIGURE ] RNR: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:02:27.099623] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T03:02:27.248519] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:27.397832] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:27.540287] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:27.681795] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:27.824604] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:27.967440] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:28.108573] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:28.258826] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:28.404035] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:28.595557] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:28.595798] [INFO ] [CONFIGURE ] RNR: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T03:02:28.595851] [INFO ] [CONFIGURE ] JOB ETA: 21.2m | Avg: 1.5s/test | Remaining: 865 tests
[2025-10-18T03:02:28.595889] [INFO ] [CONFIGURE ] RNR: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:02:28.595922] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T03:02:28.722693] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:28.849143] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:28.974387] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:29.102184] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:29.233508] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:29.365136] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:29.494829] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:29.624948] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:29.759108] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:29.885421] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:29.885602] [INFO ] [CONFIGURE ] RNR: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T03:02:29.885668] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Avg: 1.5s/test | Remaining: 864 tests
[2025-10-18T03:02:29.885727] [INFO ] [CONFIGURE ] RNR: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:02:29.885760] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T03:02:30.017084] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:30.149893] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:30.284272] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:30.422574] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:30.558045] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:30.690378] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:02:30.826496] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:02:30.964950] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:31.112909] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:31.249892] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:31.250053] [INFO ] [CONFIGURE ] RNR: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T03:02:31.250099] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Avg: 1.5s/test | Remaining: 863 tests
[2025-10-18T03:02:31.250133] [INFO ] [CONFIGURE ] RNR: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:02:31.250164] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T03:02:31.387420] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:31.522837] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:31.664316] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:31.808739] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:31.947525] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:32.081599] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:32.215877] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:32.355322] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:32.489452] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:32.624925] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:32.625056] [INFO ] [CONFIGURE ] RNR: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T03:02:32.625118] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Avg: 1.5s/test | Remaining: 862 tests
[2025-10-18T03:02:32.625155] [INFO ] [CONFIGURE ] RNR: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:02:32.625185] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T03:02:32.745053] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:32.865545] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:32.987217] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:33.108084] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:33.230794] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:33.353792] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:33.476821] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:33.604444] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:33.728271] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:33.854983] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:33.855096] [INFO ] [CONFIGURE ] RNR: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T03:02:33.855138] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Avg: 1.5s/test | Remaining: 861 tests
[2025-10-18T03:02:33.855171] [INFO ] [CONFIGURE ] RNR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:02:33.855201] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T03:02:33.975660] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:34.096342] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:34.221944] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:34.347028] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:34.469346] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:34.592828] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:34.716861] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:34.840322] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:34.963910] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:35.089255] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:35.089387] [INFO ] [CONFIGURE ] RNR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T03:02:35.089431] [INFO ] [CONFIGURE ] JOB ETA: 21.0m | Avg: 1.5s/test | Remaining: 860 tests
[2025-10-18T03:02:35.089465] [INFO ] [CONFIGURE ] RNR: Testing feature 20/29: add_price_rejection
[2025-10-18T03:02:35.089500] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-10-18T03:02:35.219713] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:35.350318] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:35.481752] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:35.615276] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:35.754659] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:35.885060] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:36.016342] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:36.148280] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:36.301313] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:36.445815] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:36.445933] [INFO ] [CONFIGURE ] RNR: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T03:02:36.445976] [INFO ] [CONFIGURE ] JOB ETA: 21.0m | Avg: 1.5s/test | Remaining: 859 tests
[2025-10-18T03:02:36.446010] [INFO ] [CONFIGURE ] RNR: Testing feature 21/29: add_range_position
[2025-10-18T03:02:36.446039] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-10-18T03:02:36.593588] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:36.746289] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:36.894030] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:37.047747] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:37.211478] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:37.367896] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:37.519200] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:37.695431] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:37.846824] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:38.002084] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:38.002292] [INFO ] [CONFIGURE ] RNR: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T03:02:38.002343] [INFO ] [CONFIGURE ] JOB ETA: 21.0m | Avg: 1.5s/test | Remaining: 858 tests
[2025-10-18T03:02:38.002380] [INFO ] [CONFIGURE ] RNR: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:02:38.002412] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-10-18T03:02:38.169079] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:38.337002] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:38.503071] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:38.674340] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:38.845913] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:39.028123] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:39.199735] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:39.372252] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:39.552383] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:39.726902] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:39.727092] [INFO ] [CONFIGURE ] RNR: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T03:02:39.727136] [INFO ] [CONFIGURE ] JOB ETA: 21.0m | Avg: 1.5s/test | Remaining: 857 tests
[2025-10-18T03:02:39.727173] [INFO ] [CONFIGURE ] RNR: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:02:39.727206] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-10-18T03:02:39.867017] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:40.007399] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:40.153128] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:40.297195] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:40.440339] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:40.583225] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:40.738810] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:40.881573] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:41.022854] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:41.168030] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:41.168188] [INFO ] [CONFIGURE ] RNR: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T03:02:41.168232] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Avg: 1.5s/test | Remaining: 856 tests
[2025-10-18T03:02:41.168268] [INFO ] [CONFIGURE ] RNR: Testing feature 24/29: add_rsi
[2025-10-18T03:02:41.168299] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-18T03:02:41.331382] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:41.489239] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:41.649082] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:41.808961] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:41.967037] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:42.126550] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:42.286921] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:42.447244] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:42.611142] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:42.775368] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:42.775536] [INFO ] [CONFIGURE ] RNR: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T03:02:42.775580] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Avg: 1.5s/test | Remaining: 855 tests
[2025-10-18T03:02:42.775614] [INFO ] [CONFIGURE ] RNR: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:02:42.775670] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-10-18T03:02:42.913494] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:43.050420] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:43.186805] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:43.322727] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:43.460042] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:43.598491] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:43.777854] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:43.916994] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:44.058831] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:44.200519] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:44.200829] [INFO ] [CONFIGURE ] RNR: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T03:02:44.200890] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Avg: 1.5s/test | Remaining: 854 tests
[2025-10-18T03:02:44.200952] [INFO ] [CONFIGURE ] RNR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:02:44.200988] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-18T03:02:44.339934] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:44.483558] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:44.623251] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:44.764154] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:44.908247] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:45.058773] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:45.204457] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:45.345713] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:45.488888] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:45.640755] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:45.640939] [INFO ] [CONFIGURE ] RNR: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T03:02:45.640983] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Avg: 1.5s/test | Remaining: 853 tests
[2025-10-18T03:02:45.641020] [INFO ] [CONFIGURE ] RNR: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:02:45.641053] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-18T03:02:45.791948] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:02:45.938346] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:46.081125] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:02:46.224590] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:46.383899] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:46.541407] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:02:46.693586] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:46.858888] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:47.015083] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:02:47.171870] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:02:47.172058] [INFO ] [CONFIGURE ] RNR: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T03:02:47.172105] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Avg: 1.5s/test | Remaining: 852 tests
[2025-10-18T03:02:47.172140] [INFO ] [CONFIGURE ] RNR: Testing feature 28/29: add_volume_profile
[2025-10-18T03:02:47.172172] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-10-18T03:02:47.312103] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:47.451974] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:47.591159] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:47.730409] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:47.871382] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:48.016826] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:48.165387] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:48.318991] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:48.472264] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:48.625373] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:48.625575] [INFO ] [CONFIGURE ] RNR: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T03:02:48.625635] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Avg: 1.5s/test | Remaining: 851 tests
[2025-10-18T03:02:48.625714] [INFO ] [CONFIGURE ] RNR: Testing feature 29/29: add_vwap
[2025-10-18T03:02:48.625755] [INFO ] [CONFIGURE ] RNR: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-10-18T03:02:48.775529] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:48.923399] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:49.070091] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:49.219465] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:49.366864] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:02:49.521763] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:02:49.671296] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:49.864953] [DEBUG] [FORECASTER] RNR: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:02:50.015252] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:02:50.172587] [DEBUG] [FORECASTER] RNR: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:50.172816] [INFO ] [CONFIGURE ] RNR: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T03:02:50.172874] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Avg: 1.5s/test | Remaining: 850 tests
[2025-10-18T03:02:50.172912] [INFO ] [CONFIGURE ] RNR: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:02:50.172944] [INFO ] [CONFIGURE ] RNR: Best accuracy: 70.00%
[2025-10-18T03:02:50.172977] [INFO ] [CONFIGURE ] RNR: Best feature set (1 features): ['add_cumulative_delta']
[2025-10-18T03:02:50.173006] [INFO ] [CONFIGURE ] RNR: Improvement over baseline: 10.00%
[2025-10-18T03:02:50.173036] [INFO ] [CONFIGURE ] RNR: Total time: 41.2 seconds
[2025-10-18T03:02:50.173064] [INFO ] [CONFIGURE ] RNR: Average time per feature: 1.4 seconds
[2025-10-18T03:02:50.173093] [INFO ] [CONFIGURE ] RNR: Average speed: 0.70 features/sec
[2025-10-18T03:02:50.173624] [INFO ] [LOCAL     ] Saved configuration for RNR: 1 features, 70.00% accuracy -> ./output/feature-sets/RNR.json
[2025-10-18T03:02:50.173716] [INFO ] [CONFIGURE ] RNR: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-18T03:02:50.173780] [INFO ] [sig       ] [354/380] Successfully configured RNR | 0.02 sym/s | Total: 4.3h | ETA: 18.8m
[2025-10-18T03:02:50.173820] [INFO ] [sig       ] [355/380] Configuring RNST...
[2025-10-18T03:02:50.173852] [INFO ] [CONFIGURE ] RNST: Configurate test run.
[2025-10-18T03:02:50.173884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNST' from 'https://tdm.silogroup.org/data/derivative_storage/RNST.csv'.
[2025-10-18T03:02:50.189033] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RNST'.
[2025-10-18T03:02:50.189708] [INFO ] [CONFIGURE ] RNST: Testing with 29 available features
[2025-10-18T03:02:50.189769] [INFO ] [CONFIGURE ] RNST: Establishing baseline with no features...
[2025-10-18T03:02:50.314021] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:50.434767] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T03:02:50.555901] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:50.677513] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:50.801159] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:50.922332] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:02:51.046364] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:51.170811] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:02:51.299502] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:02:51.426592] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:02:51.426842] [INFO ] [CONFIGURE ] RNST: Baseline score (no features): 40.00%
[2025-10-18T03:02:51.426897] [INFO ] [CONFIGURE ] RNST: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:02:51.426936] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:02:51.558076] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:51.700987] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:51.841515] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:02:51.962470] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:52.083210] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:02:52.204177] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:02:52.326621] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:02:52.462684] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:02:52.580664] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:02:52.698759] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:02:52.698912] [INFO ] [CONFIGURE ] RNST: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T03:02:52.698953] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Avg: 1.5s/test | Remaining: 849 tests
[2025-10-18T03:02:52.698987] [INFO ] [CONFIGURE ] RNST: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:02:52.699017] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:02:52.819610] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:52.940294] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:53.060821] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:02:53.183120] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:53.304461] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:02:53.429041] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:02:53.553830] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:02:53.678602] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:02:53.802176] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:02:53.928016] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:53.928169] [INFO ] [CONFIGURE ] RNST: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-18T03:02:53.928234] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Avg: 1.5s/test | Remaining: 848 tests
[2025-10-18T03:02:53.928270] [INFO ] [CONFIGURE ] RNST: Testing feature 3/29: add_daily_returns
[2025-10-18T03:02:53.928301] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T03:02:54.055467] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:54.181612] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:54.308499] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:02:54.436069] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:54.573555] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:02:54.721631] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:02:54.882213] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:02:55.011528] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:02:55.141467] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:02:55.271449] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:02:55.271618] [INFO ] [CONFIGURE ] RNST: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T03:02:55.271694] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Avg: 1.5s/test | Remaining: 847 tests
[2025-10-18T03:02:55.271742] [INFO ] [CONFIGURE ] RNST: Testing feature 4/29: add_ema
[2025-10-18T03:02:55.271775] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T03:02:55.410944] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:55.556046] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:55.697894] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:02:55.852480] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:56.021369] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:02:56.184874] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:02:56.351055] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:02:56.526399] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:02:56.699128] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:02:56.876712] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:02:56.876913] [INFO ] [CONFIGURE ] RNST: DISCARDED add_ema (score: 60.00%)
[2025-10-18T03:02:56.876966] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Avg: 1.5s/test | Remaining: 846 tests
[2025-10-18T03:02:56.877002] [INFO ] [CONFIGURE ] RNST: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:02:56.877033] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:02:57.055934] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:02:57.227860] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:57.379819] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:02:57.536138] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:57.688197] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:02:57.856494] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:02:58.038624] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:02:58.207465] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:02:58.374876] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:02:58.553066] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:02:58.553272] [INFO ] [CONFIGURE ] RNST: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T03:02:58.553327] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Avg: 1.5s/test | Remaining: 845 tests
[2025-10-18T03:02:58.553364] [INFO ] [CONFIGURE ] RNST: Testing feature 6/29: add_failed_moves
[2025-10-18T03:02:58.553397] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T03:02:58.697848] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:02:58.843319] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:02:58.995448] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:02:59.141296] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:02:59.288622] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:02:59.434433] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:02:59.588500] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:02:59.745684] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:02:59.899792] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:00.053758] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:00.053958] [INFO ] [CONFIGURE ] RNST: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T03:03:00.054018] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Avg: 1.5s/test | Remaining: 844 tests
[2025-10-18T03:03:00.054055] [INFO ] [CONFIGURE ] RNST: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:03:00.054177] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T03:03:00.191592] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:00.332359] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:00.485306] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:00.628210] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:00.768450] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:03:00.905920] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:01.050106] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:01.214718] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:01.363760] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:01.515974] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:01.516201] [INFO ] [CONFIGURE ] RNST: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T03:03:01.516257] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Avg: 1.5s/test | Remaining: 843 tests
[2025-10-18T03:03:01.516293] [INFO ] [CONFIGURE ] RNST: Testing feature 8/29: add_macd
[2025-10-18T03:03:01.516326] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T03:03:01.697541] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:03:01.872796] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:02.042556] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:02.206149] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:02.364823] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:03:02.527042] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:02.687101] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:02.849157] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:03:03.012669] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:03:03.173506] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:03.173752] [INFO ] [CONFIGURE ] RNST: DISCARDED add_macd (score: 60.00%)
[2025-10-18T03:03:03.173823] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Avg: 1.5s/test | Remaining: 842 tests
[2025-10-18T03:03:03.173882] [INFO ] [CONFIGURE ] RNST: Testing feature 9/29: add_mfi
[2025-10-18T03:03:03.173917] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T03:03:03.307864] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:03.445417] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:03.581625] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:03.725267] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:03.868824] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:03:04.012956] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:04.155838] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:04.295347] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:04.435948] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:04.583635] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:03:04.583821] [INFO ] [CONFIGURE ] RNST: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T03:03:04.583868] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Avg: 1.5s/test | Remaining: 841 tests
[2025-10-18T03:03:04.583903] [INFO ] [CONFIGURE ] RNST: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:03:04.583935] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:03:04.735561] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:04.887824] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:05.042854] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:05.198961] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:05.355625] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:03:05.510111] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:05.665765] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:05.821664] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:05.977070] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:06.132539] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:06.132716] [INFO ] [CONFIGURE ] RNST: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T03:03:06.132774] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Avg: 1.5s/test | Remaining: 840 tests
[2025-10-18T03:03:06.132810] [INFO ] [CONFIGURE ] RNST: Testing feature 11/29: add_obv_daily
[2025-10-18T03:03:06.132840] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T03:03:06.268754] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:06.410639] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:06.559698] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:06.717164] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:06.888906] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:07.079133] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:07.262501] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:07.453660] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:07.615149] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:07.754585] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:07.754823] [INFO ] [CONFIGURE ] RNST: KEPT add_obv_daily (score: 80.00%)
[2025-10-18T03:03:07.754871] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Avg: 1.5s/test | Remaining: 839 tests
[2025-10-18T03:03:07.754906] [INFO ] [CONFIGURE ] RNST: Testing feature 12/29: add_obv_interval
[2025-10-18T03:03:07.754938] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_obv_interval']
[2025-10-18T03:03:07.896688] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:03:08.061340] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:08.219593] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:08.379555] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:08.524555] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:08.668547] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:08.809268] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:08.947401] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:09.085378] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:09.224771] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:09.224936] [INFO ] [CONFIGURE ] RNST: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T03:03:09.224981] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Avg: 1.5s/test | Remaining: 838 tests
[2025-10-18T03:03:09.225017] [INFO ] [CONFIGURE ] RNST: Testing feature 13/29: add_opening_strength
[2025-10-18T03:03:09.225048] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:03:09.370308] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:09.516853] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:09.661706] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:09.809287] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:09.954792] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:10.101048] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:10.246536] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:10.392021] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:10.539570] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:10.686142] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:10.686268] [INFO ] [CONFIGURE ] RNST: DISCARDED add_opening_strength (score: 80.00%)
[2025-10-18T03:03:10.686311] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Avg: 1.5s/test | Remaining: 837 tests
[2025-10-18T03:03:10.686346] [INFO ] [CONFIGURE ] RNST: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:03:10.686376] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T03:03:10.836268] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:10.986021] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:11.138830] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:11.292735] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:11.446479] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:11.604166] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:11.764147] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:11.921698] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:12.079258] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:12.236603] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:12.236813] [INFO ] [CONFIGURE ] RNST: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T03:03:12.236875] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Avg: 1.5s/test | Remaining: 836 tests
[2025-10-18T03:03:12.236913] [INFO ] [CONFIGURE ] RNST: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:03:12.236943] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T03:03:12.372109] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:12.508035] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:12.646610] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:12.793114] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:12.935659] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:13.079476] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:03:13.219287] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:13.360678] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:13.504729] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:13.653408] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:13.653619] [INFO ] [CONFIGURE ] RNST: KEPT add_pbf_morning_momentum (score: 90.00%)
[2025-10-18T03:03:13.653698] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Avg: 1.5s/test | Remaining: 835 tests
[2025-10-18T03:03:13.653747] [INFO ] [CONFIGURE ] RNST: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:03:13.653782] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-10-18T03:03:13.806306] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:13.957040] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:14.107002] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:14.257947] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:14.420402] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:14.572610] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:14.727108] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:14.880064] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:15.034615] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:15.188483] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:15.188666] [INFO ] [CONFIGURE ] RNST: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T03:03:15.188728] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Avg: 1.5s/test | Remaining: 834 tests
[2025-10-18T03:03:15.188769] [INFO ] [CONFIGURE ] RNST: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:03:15.188800] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-10-18T03:03:15.340551] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:15.486498] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:15.640422] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:15.796332] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:15.947002] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:16.098458] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:16.249929] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:16.405713] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:16.561236] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:16.714981] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:16.715098] [INFO ] [CONFIGURE ] RNST: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T03:03:16.715139] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Avg: 1.5s/test | Remaining: 833 tests
[2025-10-18T03:03:16.715174] [INFO ] [CONFIGURE ] RNST: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:03:16.715204] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-10-18T03:03:16.853567] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:16.993240] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:17.134140] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:17.274624] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:17.416009] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:17.558095] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:17.709918] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:17.853767] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:17.996452] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:18.144605] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:18.144856] [INFO ] [CONFIGURE ] RNST: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T03:03:18.144907] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Avg: 1.5s/test | Remaining: 832 tests
[2025-10-18T03:03:18.144944] [INFO ] [CONFIGURE ] RNST: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:03:18.144976] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-10-18T03:03:18.288035] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:18.429825] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:18.571052] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:18.712842] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:18.856801] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:18.999665] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:03:19.141626] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:19.286122] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:19.437442] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:19.586545] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:19.586764] [INFO ] [CONFIGURE ] RNST: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T03:03:19.586844] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Avg: 1.5s/test | Remaining: 831 tests
[2025-10-18T03:03:19.586904] [INFO ] [CONFIGURE ] RNST: Testing feature 20/29: add_price_rejection
[2025-10-18T03:03:19.586942] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-10-18T03:03:19.750005] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:19.905535] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:20.062919] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:20.222285] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:20.385759] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:20.584150] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:20.742433] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:20.903241] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:21.067894] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:21.229634] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:21.229829] [INFO ] [CONFIGURE ] RNST: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T03:03:21.229876] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Avg: 1.5s/test | Remaining: 830 tests
[2025-10-18T03:03:21.229912] [INFO ] [CONFIGURE ] RNST: Testing feature 21/29: add_range_position
[2025-10-18T03:03:21.229945] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum', 'add_range_position']
[2025-10-18T03:03:21.400910] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:21.563244] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:21.743482] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:21.909462] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:22.073539] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:22.240511] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:03:22.410887] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:22.583824] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:22.754067] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:22.924212] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:22.924435] [INFO ] [CONFIGURE ] RNST: DISCARDED add_range_position (score: 90.00%)
[2025-10-18T03:03:22.924497] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Avg: 1.5s/test | Remaining: 829 tests
[2025-10-18T03:03:22.924535] [INFO ] [CONFIGURE ] RNST: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:03:22.924567] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-10-18T03:03:23.111619] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:23.301294] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:23.490952] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:23.674326] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:23.849440] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:03:24.023507] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:03:24.198860] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:24.374448] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:24.554470] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:24.732329] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:24.732512] [INFO ] [CONFIGURE ] RNST: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T03:03:24.732556] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Avg: 1.5s/test | Remaining: 828 tests
[2025-10-18T03:03:24.732590] [INFO ] [CONFIGURE ] RNST: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:03:24.732621] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-10-18T03:03:24.885132] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:25.039141] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:25.200077] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:25.356326] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:25.514078] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:25.669934] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:25.827554] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:25.981981] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:26.143031] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:26.300910] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:26.301076] [INFO ] [CONFIGURE ] RNST: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T03:03:26.301121] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Avg: 1.5s/test | Remaining: 827 tests
[2025-10-18T03:03:26.301158] [INFO ] [CONFIGURE ] RNST: Testing feature 24/29: add_rsi
[2025-10-18T03:03:26.301191] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-10-18T03:03:26.479730] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:26.661591] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:26.832463] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:27.009249] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:27.186854] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:03:27.364262] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:27.545874] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:27.720541] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:27.893267] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:28.070741] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:28.070909] [INFO ] [CONFIGURE ] RNST: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T03:03:28.070951] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Avg: 1.5s/test | Remaining: 826 tests
[2025-10-18T03:03:28.070985] [INFO ] [CONFIGURE ] RNST: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:03:28.071016] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-10-18T03:03:28.210954] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:28.352145] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:28.503093] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:28.654073] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:28.803204] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:28.956445] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:29.106901] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:29.254175] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:29.407990] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:29.580268] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:29.580508] [INFO ] [CONFIGURE ] RNST: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T03:03:29.580568] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Avg: 1.5s/test | Remaining: 825 tests
[2025-10-18T03:03:29.580700] [INFO ] [CONFIGURE ] RNST: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:03:29.580749] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-10-18T03:03:29.730230] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:29.875817] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:30.021243] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:30.163845] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:30.306222] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:30.456456] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:30.606787] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:30.757885] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:30.909282] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:31.060634] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:31.060809] [INFO ] [CONFIGURE ] RNST: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T03:03:31.060855] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Avg: 1.5s/test | Remaining: 824 tests
[2025-10-18T03:03:31.060888] [INFO ] [CONFIGURE ] RNST: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:03:31.060920] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-10-18T03:03:31.216364] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:31.378575] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:31.548486] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:31.711589] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:31.876590] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:32.038957] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:03:32.203929] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:32.369325] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:32.542361] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:32.716012] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:32.716200] [INFO ] [CONFIGURE ] RNST: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T03:03:32.716245] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Avg: 1.5s/test | Remaining: 823 tests
[2025-10-18T03:03:32.716280] [INFO ] [CONFIGURE ] RNST: Testing feature 28/29: add_volume_profile
[2025-10-18T03:03:32.716312] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-10-18T03:03:32.871977] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:03:33.026847] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:33.182605] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:33.337820] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:33.500400] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:33.660548] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:33.817635] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:33.975898] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:34.133326] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:34.290700] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:34.290853] [INFO ] [CONFIGURE ] RNST: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T03:03:34.290896] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Avg: 1.5s/test | Remaining: 822 tests
[2025-10-18T03:03:34.290928] [INFO ] [CONFIGURE ] RNST: Testing feature 29/29: add_vwap
[2025-10-18T03:03:34.290959] [INFO ] [CONFIGURE ] RNST: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum', 'add_vwap']
[2025-10-18T03:03:34.454809] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:03:34.613980] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:03:34.773007] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:03:34.931805] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:35.090895] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:35.251082] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:03:35.414514] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:35.574289] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:03:35.743412] [DEBUG] [FORECASTER] RNST: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:03:35.904381] [DEBUG] [FORECASTER] RNST: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:35.904574] [INFO ] [CONFIGURE ] RNST: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T03:03:35.904618] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Avg: 1.5s/test | Remaining: 821 tests
[2025-10-18T03:03:35.904704] [INFO ] [CONFIGURE ] RNST: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:03:35.904760] [INFO ] [CONFIGURE ] RNST: Best accuracy: 90.00%
[2025-10-18T03:03:35.904794] [INFO ] [CONFIGURE ] RNST: Best feature set (3 features): ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T03:03:35.904822] [INFO ] [CONFIGURE ] RNST: Improvement over baseline: 50.00%
[2025-10-18T03:03:35.904848] [INFO ] [CONFIGURE ] RNST: Total time: 44.5 seconds
[2025-10-18T03:03:35.904875] [INFO ] [CONFIGURE ] RNST: Average time per feature: 1.5 seconds
[2025-10-18T03:03:35.904907] [INFO ] [CONFIGURE ] RNST: Average speed: 0.65 features/sec
[2025-10-18T03:03:35.905681] [INFO ] [LOCAL     ] Saved configuration for RNST: 3 features, 90.00% accuracy -> ./output/feature-sets/RNST.json
[2025-10-18T03:03:35.905752] [INFO ] [CONFIGURE ] RNST: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-10-18T03:03:35.905836] [INFO ] [sig       ] [355/380] Successfully configured RNST | 0.02 sym/s | Total: 4.3h | ETA: 18.0m
[2025-10-18T03:03:35.905950] [INFO ] [sig       ] [356/380] Configuring ROG...
[2025-10-18T03:03:35.906019] [INFO ] [CONFIGURE ] ROG: Configurate test run.
[2025-10-18T03:03:35.906074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROG' from 'https://tdm.silogroup.org/data/derivative_storage/ROG.csv'.
[2025-10-18T03:03:35.919925] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ROG'.
[2025-10-18T03:03:35.920320] [INFO ] [CONFIGURE ] ROG: Testing with 29 available features
[2025-10-18T03:03:35.920377] [INFO ] [CONFIGURE ] ROG: Establishing baseline with no features...
[2025-10-18T03:03:36.032211] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:03:36.145773] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:36.259474] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:03:36.380866] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:03:36.495878] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:36.609747] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:03:36.724181] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:36.839084] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:03:36.951218] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:03:37.064458] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:03:37.064584] [INFO ] [CONFIGURE ] ROG: Baseline score (no features): 50.00%
[2025-10-18T03:03:37.064626] [INFO ] [CONFIGURE ] ROG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:03:37.064694] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:03:37.187081] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:03:37.309625] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:37.437947] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:03:37.562191] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:37.686851] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:37.812658] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:03:37.940491] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:38.067180] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:03:38.194540] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:03:38.323001] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:03:38.323132] [INFO ] [CONFIGURE ] ROG: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T03:03:38.323175] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Avg: 1.5s/test | Remaining: 820 tests
[2025-10-18T03:03:38.323208] [INFO ] [CONFIGURE ] ROG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:03:38.323238] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:03:38.455497] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:03:38.584140] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:38.745211] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:03:38.880004] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:03:39.010132] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:39.139901] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:03:39.270377] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:39.406469] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:03:39.539390] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:03:39.671505] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:03:39.671631] [INFO ] [CONFIGURE ] ROG: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T03:03:39.671708] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Avg: 1.5s/test | Remaining: 819 tests
[2025-10-18T03:03:39.671752] [INFO ] [CONFIGURE ] ROG: Testing feature 3/29: add_daily_returns
[2025-10-18T03:03:39.671784] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns']
[2025-10-18T03:03:39.786081] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:39.901731] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:40.016093] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:03:40.130142] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:03:40.245426] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:40.366316] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:03:40.483873] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:40.602791] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:03:40.721972] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:03:40.840755] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:40.840910] [INFO ] [CONFIGURE ] ROG: KEPT add_daily_returns (score: 70.00%)
[2025-10-18T03:03:40.840954] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Avg: 1.5s/test | Remaining: 818 tests
[2025-10-18T03:03:40.840988] [INFO ] [CONFIGURE ] ROG: Testing feature 4/29: add_ema
[2025-10-18T03:03:40.841019] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T03:03:40.975638] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:03:41.108249] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:41.244208] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:03:41.388135] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:41.523505] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:41.662014] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:03:41.802361] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:41.939276] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:03:42.077506] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:03:42.215000] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:03:42.215154] [INFO ] [CONFIGURE ] ROG: DISCARDED add_ema (score: 60.00%)
[2025-10-18T03:03:42.215218] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Avg: 1.5s/test | Remaining: 817 tests
[2025-10-18T03:03:42.215277] [INFO ] [CONFIGURE ] ROG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:03:42.215311] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:03:42.356665] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:03:42.489597] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:42.623459] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:03:42.757290] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:03:42.893032] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:43.030972] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:03:43.167979] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:43.310271] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:43.455306] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:03:43.598926] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:43.599137] [INFO ] [CONFIGURE ] ROG: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T03:03:43.599188] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Avg: 1.5s/test | Remaining: 816 tests
[2025-10-18T03:03:43.599223] [INFO ] [CONFIGURE ] ROG: Testing feature 6/29: add_failed_moves
[2025-10-18T03:03:43.599253] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-18T03:03:43.719501] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:43.839831] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:43.961078] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:03:44.084206] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:03:44.206923] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:44.331435] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:03:44.450382] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:44.568665] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:03:44.687281] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:03:44.815281] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:44.815438] [INFO ] [CONFIGURE ] ROG: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T03:03:44.815482] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Avg: 1.5s/test | Remaining: 815 tests
[2025-10-18T03:03:44.815520] [INFO ] [CONFIGURE ] ROG: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:03:44.815551] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-18T03:03:44.922548] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:45.030797] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:45.138158] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:03:45.246835] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:03:45.356421] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:45.465057] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:03:45.574744] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:45.684753] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:03:45.795344] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:03:45.906384] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:45.906609] [INFO ] [CONFIGURE ] ROG: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T03:03:45.906691] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Avg: 1.5s/test | Remaining: 814 tests
[2025-10-18T03:03:45.906743] [INFO ] [CONFIGURE ] ROG: Testing feature 8/29: add_macd
[2025-10-18T03:03:45.906777] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T03:03:46.055917] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:03:46.202982] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:46.350192] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:03:46.502138] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:03:46.648304] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:03:46.795893] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:03:46.947874] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:47.100919] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:47.254115] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:03:47.403634] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:47.403831] [INFO ] [CONFIGURE ] ROG: DISCARDED add_macd (score: 40.00%)
[2025-10-18T03:03:47.403879] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Avg: 1.5s/test | Remaining: 813 tests
[2025-10-18T03:03:47.403915] [INFO ] [CONFIGURE ] ROG: Testing feature 9/29: add_mfi
[2025-10-18T03:03:47.403946] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-18T03:03:47.529760] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:47.656017] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:47.780618] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:03:47.907420] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:03:48.034560] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:48.165896] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:03:48.294202] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:48.420824] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:03:48.560509] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:03:48.692246] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:48.692459] [INFO ] [CONFIGURE ] ROG: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T03:03:48.692509] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Avg: 1.5s/test | Remaining: 812 tests
[2025-10-18T03:03:48.692545] [INFO ] [CONFIGURE ] ROG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:03:48.692576] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:03:48.832210] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:03:48.977596] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:49.124022] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:03:49.265148] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:03:49.408438] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:49.553675] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:03:49.704327] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:49.854103] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:49.999519] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:03:50.144725] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:50.144913] [INFO ] [CONFIGURE ] ROG: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T03:03:50.144959] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Avg: 1.5s/test | Remaining: 811 tests
[2025-10-18T03:03:50.144995] [INFO ] [CONFIGURE ] ROG: Testing feature 11/29: add_obv_daily
[2025-10-18T03:03:50.145027] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-18T03:03:50.260621] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:50.376433] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:50.493059] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:03:50.610352] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:03:50.729508] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:50.871844] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:03:50.990493] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:51.110679] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:51.229969] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:03:51.353554] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:51.353745] [INFO ] [CONFIGURE ] ROG: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T03:03:51.353802] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Avg: 1.5s/test | Remaining: 810 tests
[2025-10-18T03:03:51.353838] [INFO ] [CONFIGURE ] ROG: Testing feature 12/29: add_obv_interval
[2025-10-18T03:03:51.353869] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-18T03:03:51.468808] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:51.584502] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:51.701098] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:03:51.830369] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:03:51.947670] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:52.066153] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:03:52.183983] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:52.300680] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:52.417929] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:03:52.537231] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:03:52.537399] [INFO ] [CONFIGURE ] ROG: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T03:03:52.537445] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Avg: 1.5s/test | Remaining: 809 tests
[2025-10-18T03:03:52.537481] [INFO ] [CONFIGURE ] ROG: Testing feature 13/29: add_opening_strength
[2025-10-18T03:03:52.537513] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T03:03:52.655591] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:03:52.776960] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:52.896025] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:03:53.015125] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:03:53.135923] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:53.257212] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:03:53.381603] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:53.504867] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:03:53.627624] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:03:53.752611] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:03:53.752791] [INFO ] [CONFIGURE ] ROG: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T03:03:53.752841] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Avg: 1.5s/test | Remaining: 808 tests
[2025-10-18T03:03:53.752877] [INFO ] [CONFIGURE ] ROG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:03:53.752908] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T03:03:53.908368] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:54.039698] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:54.173494] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:03:54.313550] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:03:54.451852] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:54.590964] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:03:54.729959] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:54.873974] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:03:55.005976] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:03:55.136458] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:55.136631] [INFO ] [CONFIGURE ] ROG: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T03:03:55.136757] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Avg: 1.5s/test | Remaining: 807 tests
[2025-10-18T03:03:55.136801] [INFO ] [CONFIGURE ] ROG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:03:55.136833] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T03:03:55.244730] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:03:55.352822] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:03:55.462032] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:03:55.572116] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:03:55.684976] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:55.796578] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:03:55.910893] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:56.034735] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:03:56.150724] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:03:56.269240] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:03:56.269413] [INFO ] [CONFIGURE ] ROG: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T03:03:56.269459] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Avg: 1.5s/test | Remaining: 806 tests
[2025-10-18T03:03:56.269494] [INFO ] [CONFIGURE ] ROG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:03:56.269527] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T03:03:56.387930] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:03:56.505405] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:56.623349] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:03:56.759244] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:03:56.912789] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:57.035435] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:03:57.156405] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:57.277580] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:03:57.399749] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:03:57.521895] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:57.522061] [INFO ] [CONFIGURE ] ROG: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T03:03:57.522105] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Avg: 1.5s/test | Remaining: 805 tests
[2025-10-18T03:03:57.522140] [INFO ] [CONFIGURE ] ROG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:03:57.522171] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T03:03:57.648825] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:57.776004] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:57.904764] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:03:58.030867] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:03:58.158259] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:58.287822] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:03:58.417407] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:03:58.550745] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:03:58.681872] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:03:58.813599] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:03:58.813789] [INFO ] [CONFIGURE ] ROG: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T03:03:58.813839] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Avg: 1.5s/test | Remaining: 804 tests
[2025-10-18T03:03:58.813874] [INFO ] [CONFIGURE ] ROG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:03:58.813906] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-10-18T03:03:58.925793] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:03:59.037059] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:03:59.159282] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:03:59.277892] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:03:59.395549] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:03:59.513386] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:03:59.633338] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:03:59.771768] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:03:59.890840] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:04:00.003819] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:00.003936] [INFO ] [CONFIGURE ] ROG: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T03:04:00.003980] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Avg: 1.5s/test | Remaining: 803 tests
[2025-10-18T03:04:00.004013] [INFO ] [CONFIGURE ] ROG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:04:00.004044] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-10-18T03:04:00.114128] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:04:00.224635] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:00.334715] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:04:00.445284] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:04:00.556346] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:04:00.668165] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:04:00.778844] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:00.890062] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:04:01.002127] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:04:01.115618] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:04:01.115750] [INFO ] [CONFIGURE ] ROG: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T03:04:01.115799] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Avg: 1.5s/test | Remaining: 802 tests
[2025-10-18T03:04:01.115834] [INFO ] [CONFIGURE ] ROG: Testing feature 20/29: add_price_rejection
[2025-10-18T03:04:01.115864] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-10-18T03:04:01.240887] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:04:01.371640] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:01.495783] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:04:01.619659] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:04:01.743292] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:04:01.870197] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:04:01.994114] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:02.119049] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:04:02.244330] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:04:02.369613] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:02.369795] [INFO ] [CONFIGURE ] ROG: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T03:04:02.369845] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Avg: 1.5s/test | Remaining: 801 tests
[2025-10-18T03:04:02.369881] [INFO ] [CONFIGURE ] ROG: Testing feature 21/29: add_range_position
[2025-10-18T03:04:02.369911] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-10-18T03:04:02.501176] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:04:02.629244] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:02.758323] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:02.888379] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:03.018958] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:04:03.154494] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:04:03.287031] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:03.418237] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:03.549535] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:04:03.682572] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:04:03.682751] [INFO ] [CONFIGURE ] ROG: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T03:04:03.682804] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Avg: 1.5s/test | Remaining: 800 tests
[2025-10-18T03:04:03.682839] [INFO ] [CONFIGURE ] ROG: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:04:03.682870] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-10-18T03:04:03.824270] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:04:03.969731] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:04.113726] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:04.256843] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:04:04.400876] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:04:04.546598] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:04:04.695212] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:04:04.842752] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:04:04.992143] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:04:05.141763] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:05.141935] [INFO ] [CONFIGURE ] ROG: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T03:04:05.141998] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Avg: 1.5s/test | Remaining: 799 tests
[2025-10-18T03:04:05.142036] [INFO ] [CONFIGURE ] ROG: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:04:05.142067] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-10-18T03:04:05.260472] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:04:05.379920] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:05.502976] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:05.624394] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:04:05.746336] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:04:05.868338] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:04:06.037845] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:06.162099] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:04:06.288664] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:04:06.424609] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:06.424890] [INFO ] [CONFIGURE ] ROG: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T03:04:06.424936] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Avg: 1.5s/test | Remaining: 798 tests
[2025-10-18T03:04:06.424971] [INFO ] [CONFIGURE ] ROG: Testing feature 24/29: add_rsi
[2025-10-18T03:04:06.425004] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T03:04:06.572420] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:04:06.716385] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:06.858979] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:04:07.005715] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:07.154539] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:04:07.300437] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:04:07.446410] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:07.601441] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:07.754741] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:04:07.910090] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:04:07.910274] [INFO ] [CONFIGURE ] ROG: KEPT add_rsi (score: 80.00%)
[2025-10-18T03:04:07.910319] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Avg: 1.5s/test | Remaining: 797 tests
[2025-10-18T03:04:07.910356] [INFO ] [CONFIGURE ] ROG: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:04:07.910393] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-10-18T03:04:08.061613] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:04:08.214809] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:08.371282] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:04:08.537661] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:08.695760] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:04:08.854726] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:04:09.022984] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:09.182574] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:04:09.350492] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:04:09.520579] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:09.520775] [INFO ] [CONFIGURE ] ROG: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T03:04:09.520827] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Avg: 1.5s/test | Remaining: 796 tests
[2025-10-18T03:04:09.520872] [INFO ] [CONFIGURE ] ROG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:04:09.520986] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-10-18T03:04:09.690283] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:04:09.854406] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:10.015325] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:04:10.176598] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:10.333251] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:04:10.489526] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:04:10.647196] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:10.814268] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:04:10.977599] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:04:11.142046] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:11.142207] [INFO ] [CONFIGURE ] ROG: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T03:04:11.142251] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Avg: 1.5s/test | Remaining: 795 tests
[2025-10-18T03:04:11.142287] [INFO ] [CONFIGURE ] ROG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:04:11.142320] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-10-18T03:04:11.306889] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:04:11.476516] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:11.647349] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:11.815613] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:11.996157] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:04:12.171298] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:04:12.333214] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:12.519690] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:12.706611] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:04:12.886623] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:12.886818] [INFO ] [CONFIGURE ] ROG: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T03:04:12.886869] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Avg: 1.5s/test | Remaining: 794 tests
[2025-10-18T03:04:12.886908] [INFO ] [CONFIGURE ] ROG: Testing feature 28/29: add_volume_profile
[2025-10-18T03:04:12.886943] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-10-18T03:04:13.052727] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:04:13.221199] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:13.381454] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:04:13.538586] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:13.696848] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:04:13.859289] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:04:14.018056] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:14.178164] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:04:14.346473] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:04:14.510019] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:14.510204] [INFO ] [CONFIGURE ] ROG: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T03:04:14.510251] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Avg: 1.5s/test | Remaining: 793 tests
[2025-10-18T03:04:14.510389] [INFO ] [CONFIGURE ] ROG: Testing feature 29/29: add_vwap
[2025-10-18T03:04:14.510433] [INFO ] [CONFIGURE ] ROG: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_vwap']
[2025-10-18T03:04:14.667634] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:04:14.834510] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:14.996410] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:04:15.174586] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:04:15.370924] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:04:15.598881] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:04:15.821897] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:15.996200] [DEBUG] [FORECASTER] ROG: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:04:16.185354] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:04:16.366278] [DEBUG] [FORECASTER] ROG: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:04:16.366463] [INFO ] [CONFIGURE ] ROG: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T03:04:16.366510] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Avg: 1.5s/test | Remaining: 792 tests
[2025-10-18T03:04:16.366546] [INFO ] [CONFIGURE ] ROG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:04:16.366579] [INFO ] [CONFIGURE ] ROG: Best accuracy: 80.00%
[2025-10-18T03:04:16.366637] [INFO ] [CONFIGURE ] ROG: Best feature set (3 features): ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-10-18T03:04:16.366725] [INFO ] [CONFIGURE ] ROG: Improvement over baseline: 30.00%
[2025-10-18T03:04:16.366761] [INFO ] [CONFIGURE ] ROG: Total time: 39.3 seconds
[2025-10-18T03:04:16.366792] [INFO ] [CONFIGURE ] ROG: Average time per feature: 1.4 seconds
[2025-10-18T03:04:16.366826] [INFO ] [CONFIGURE ] ROG: Average speed: 0.74 features/sec
[2025-10-18T03:04:16.367500] [INFO ] [LOCAL     ] Saved configuration for ROG: 3 features, 80.00% accuracy -> ./output/feature-sets/ROG.json
[2025-10-18T03:04:16.367574] [INFO ] [CONFIGURE ] ROG: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T03:04:16.367689] [INFO ] [sig       ] [356/380] Successfully configured ROG | 0.02 sym/s | Total: 4.3h | ETA: 17.3m
[2025-10-18T03:04:16.367789] [INFO ] [sig       ] [357/380] Configuring ROK...
[2025-10-18T03:04:16.367858] [INFO ] [CONFIGURE ] ROK: Configurate test run.
[2025-10-18T03:04:16.367916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROK' from 'https://tdm.silogroup.org/data/derivative_storage/ROK.csv'.
[2025-10-18T03:04:16.382353] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ROK'.
[2025-10-18T03:04:16.382832] [INFO ] [CONFIGURE ] ROK: Testing with 29 available features
[2025-10-18T03:04:16.382890] [INFO ] [CONFIGURE ] ROK: Establishing baseline with no features...
[2025-10-18T03:04:16.487353] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:04:16.596386] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:16.708301] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:16.811201] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:04:16.913751] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:17.016038] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:04:17.121667] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:17.223328] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:04:17.325215] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:04:17.427295] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:17.427425] [INFO ] [CONFIGURE ] ROK: Baseline score (no features): 30.00%
[2025-10-18T03:04:17.427467] [INFO ] [CONFIGURE ] ROK: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:04:17.427499] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:04:17.540102] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:04:17.652172] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:04:17.763590] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:17.880730] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:17.995193] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:18.110606] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:04:18.225536] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:18.341116] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:04:18.455932] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:18.576568] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:18.576777] [INFO ] [CONFIGURE ] ROK: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-10-18T03:04:18.576848] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Avg: 1.5s/test | Remaining: 791 tests
[2025-10-18T03:04:18.576905] [INFO ] [CONFIGURE ] ROK: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:04:18.576939] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:04:18.693340] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:18.810278] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:18.928040] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:19.047186] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:19.167109] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:19.286067] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:04:19.405374] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:19.526737] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:04:19.646581] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:19.768211] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:19.768347] [INFO ] [CONFIGURE ] ROK: KEPT add_cumulative_delta (score: 40.00%)
[2025-10-18T03:04:19.768390] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Avg: 1.5s/test | Remaining: 790 tests
[2025-10-18T03:04:19.768571] [INFO ] [CONFIGURE ] ROK: Testing feature 3/29: add_daily_returns
[2025-10-18T03:04:19.768623] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T03:04:19.889550] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:20.011103] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:20.134350] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:20.257137] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:20.381802] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:20.505478] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:04:20.628670] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:20.752385] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:20.877361] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:21.002293] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:04:21.002438] [INFO ] [CONFIGURE ] ROK: KEPT add_daily_returns (score: 50.00%)
[2025-10-18T03:04:21.002482] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Avg: 1.5s/test | Remaining: 789 tests
[2025-10-18T03:04:21.002518] [INFO ] [CONFIGURE ] ROK: Testing feature 4/29: add_ema
[2025-10-18T03:04:21.002551] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-10-18T03:04:21.140732] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:21.278293] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:04:21.417538] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:21.559375] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:21.706502] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:04:21.853627] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:04:21.997359] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:22.143015] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:22.303492] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:22.452875] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:22.453052] [INFO ] [CONFIGURE ] ROK: DISCARDED add_ema (score: 40.00%)
[2025-10-18T03:04:22.453097] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Avg: 1.5s/test | Remaining: 788 tests
[2025-10-18T03:04:22.453132] [INFO ] [CONFIGURE ] ROK: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:04:22.453164] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:04:22.607306] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:22.767454] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:22.920351] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:23.073413] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:23.231685] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:23.390325] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:04:23.548615] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:23.706584] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:23.864138] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:24.026264] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:04:24.026430] [INFO ] [CONFIGURE ] ROK: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-18T03:04:24.026474] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Avg: 1.5s/test | Remaining: 787 tests
[2025-10-18T03:04:24.026508] [INFO ] [CONFIGURE ] ROK: Testing feature 6/29: add_failed_moves
[2025-10-18T03:04:24.026540] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T03:04:24.191747] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:24.363795] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:24.533926] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:24.699396] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:24.866748] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:25.037174] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:04:25.207611] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:25.377948] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:25.556227] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:25.728609] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:04:25.728846] [INFO ] [CONFIGURE ] ROK: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T03:04:25.728896] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Avg: 1.5s/test | Remaining: 786 tests
[2025-10-18T03:04:25.728933] [INFO ] [CONFIGURE ] ROK: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:04:25.728965] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T03:04:25.890039] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:26.048524] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:26.204165] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:26.360127] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:26.517156] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:26.673231] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:04:26.831791] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:26.994958] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:27.158968] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:27.320830] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:27.321018] [INFO ] [CONFIGURE ] ROK: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T03:04:27.321062] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Avg: 1.5s/test | Remaining: 785 tests
[2025-10-18T03:04:27.321097] [INFO ] [CONFIGURE ] ROK: Testing feature 8/29: add_macd
[2025-10-18T03:04:27.321128] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T03:04:27.533690] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:27.716720] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:27.898010] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:28.085455] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:28.272796] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:28.458990] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:04:28.647728] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:28.840549] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:29.033993] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:29.222817] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:04:29.223021] [INFO ] [CONFIGURE ] ROK: DISCARDED add_macd (score: 50.00%)
[2025-10-18T03:04:29.223073] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Avg: 1.5s/test | Remaining: 784 tests
[2025-10-18T03:04:29.223112] [INFO ] [CONFIGURE ] ROK: Testing feature 9/29: add_mfi
[2025-10-18T03:04:29.223146] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T03:04:29.402222] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:29.580136] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:29.762557] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:29.939075] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:30.115516] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:04:30.292275] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:04:30.484088] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:30.671796] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:30.857355] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:31.047017] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:31.047234] [INFO ] [CONFIGURE ] ROK: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T03:04:31.047297] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Avg: 1.5s/test | Remaining: 783 tests
[2025-10-18T03:04:31.047337] [INFO ] [CONFIGURE ] ROK: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:04:31.047371] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:04:31.241809] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:31.431002] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:31.631365] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:31.821773] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:04:32.008207] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:32.194579] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:04:32.381946] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:32.575441] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:32.765032] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:32.959382] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:32.959562] [INFO ] [CONFIGURE ] ROK: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-18T03:04:32.959606] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Avg: 1.5s/test | Remaining: 782 tests
[2025-10-18T03:04:32.959661] [INFO ] [CONFIGURE ] ROK: Testing feature 11/29: add_obv_daily
[2025-10-18T03:04:32.959721] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T03:04:33.128943] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:33.299085] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:33.468872] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:33.636490] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:33.804275] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:04:33.973154] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:04:34.150621] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:34.324851] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:34.524525] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:34.703160] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:34.703396] [INFO ] [CONFIGURE ] ROK: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T03:04:34.703454] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Avg: 1.5s/test | Remaining: 781 tests
[2025-10-18T03:04:34.703491] [INFO ] [CONFIGURE ] ROK: Testing feature 12/29: add_obv_interval
[2025-10-18T03:04:34.703523] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T03:04:34.866267] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:35.027475] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:35.187534] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:35.355553] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:35.523145] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:35.692853] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:04:35.860883] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:36.027807] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:36.196596] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:36.368362] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:36.368554] [INFO ] [CONFIGURE ] ROK: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T03:04:36.368599] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Avg: 1.5s/test | Remaining: 780 tests
[2025-10-18T03:04:36.368634] [INFO ] [CONFIGURE ] ROK: Testing feature 13/29: add_opening_strength
[2025-10-18T03:04:36.368707] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength']
[2025-10-18T03:04:36.542399] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:36.741473] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:36.928194] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:37.106764] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:37.280072] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:37.451497] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:04:37.628334] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:37.803437] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:37.977511] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:38.153171] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:38.153356] [INFO ] [CONFIGURE ] ROK: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T03:04:38.153400] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Avg: 1.5s/test | Remaining: 779 tests
[2025-10-18T03:04:38.153435] [INFO ] [CONFIGURE ] ROK: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:04:38.153467] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T03:04:38.333113] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:38.512136] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:38.693358] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:38.878390] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:04:39.057672] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:39.236418] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:04:39.415988] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:39.630048] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:39.816065] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:40.001836] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:40.002037] [INFO ] [CONFIGURE ] ROK: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T03:04:40.002082] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Avg: 1.5s/test | Remaining: 778 tests
[2025-10-18T03:04:40.002116] [INFO ] [CONFIGURE ] ROK: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:04:40.002147] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T03:04:40.162904] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:40.323678] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:04:40.486803] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:40.649108] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:40.808844] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:40.966581] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:04:41.125164] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:41.294868] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:41.460626] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:41.626123] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:41.626311] [INFO ] [CONFIGURE ] ROK: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-18T03:04:41.626361] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Avg: 1.5s/test | Remaining: 777 tests
[2025-10-18T03:04:41.626397] [INFO ] [CONFIGURE ] ROK: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:04:41.626429] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T03:04:41.790022] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:41.957663] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:04:42.124392] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:42.293131] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:42.458560] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:42.623027] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:04:42.791922] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:42.960939] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:43.134017] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:43.305183] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:43.305399] [INFO ] [CONFIGURE ] ROK: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T03:04:43.305462] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Avg: 1.5s/test | Remaining: 776 tests
[2025-10-18T03:04:43.305500] [INFO ] [CONFIGURE ] ROK: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:04:43.305538] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T03:04:43.478828] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:43.649016] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:43.826107] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:44.004494] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:44.180831] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:44.362547] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:04:44.542665] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:44.731748] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:44.910979] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:45.088448] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:45.088689] [INFO ] [CONFIGURE ] ROK: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T03:04:45.088753] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Avg: 1.5s/test | Remaining: 775 tests
[2025-10-18T03:04:45.088790] [INFO ] [CONFIGURE ] ROK: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:04:45.088822] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T03:04:45.250235] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:45.415021] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:45.579350] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:45.744395] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:45.912042] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:46.077516] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:04:46.242932] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:46.407875] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:46.578498] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:46.754956] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:04:46.755133] [INFO ] [CONFIGURE ] ROK: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T03:04:46.755176] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Avg: 1.5s/test | Remaining: 774 tests
[2025-10-18T03:04:46.755211] [INFO ] [CONFIGURE ] ROK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:04:46.755243] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T03:04:46.915704] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:47.085748] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:47.245453] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:47.405732] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:47.580191] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:47.756490] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:04:47.920930] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:48.090081] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:48.265977] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:48.436411] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:04:48.436587] [INFO ] [CONFIGURE ] ROK: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T03:04:48.436631] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Avg: 1.5s/test | Remaining: 773 tests
[2025-10-18T03:04:48.436704] [INFO ] [CONFIGURE ] ROK: Testing feature 20/29: add_price_rejection
[2025-10-18T03:04:48.436748] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T03:04:48.610472] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:48.783459] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:48.957430] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:49.131583] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:49.311332] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:49.489373] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:04:49.665089] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:49.840356] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:50.013492] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:50.187072] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:04:50.187266] [INFO ] [CONFIGURE ] ROK: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T03:04:50.187312] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Avg: 1.5s/test | Remaining: 772 tests
[2025-10-18T03:04:50.187348] [INFO ] [CONFIGURE ] ROK: Testing feature 21/29: add_range_position
[2025-10-18T03:04:50.187380] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T03:04:50.363467] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:50.545317] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:50.722203] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:50.900030] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:51.079530] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:51.258434] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:04:51.437695] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:51.618845] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:51.811968] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:51.996611] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:04:51.996910] [INFO ] [CONFIGURE ] ROK: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T03:04:51.996959] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Avg: 1.5s/test | Remaining: 771 tests
[2025-10-18T03:04:51.996996] [INFO ] [CONFIGURE ] ROK: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:04:51.997028] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T03:04:52.191540] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:52.388107] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:52.585788] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:52.821484] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:04:53.051555] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:04:53.283232] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:04:53.525576] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:53.759838] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:53.997076] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:54.228462] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:54.228687] [INFO ] [CONFIGURE ] ROK: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T03:04:54.228751] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Avg: 1.5s/test | Remaining: 770 tests
[2025-10-18T03:04:54.228815] [INFO ] [CONFIGURE ] ROK: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:04:54.228880] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T03:04:54.426273] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:54.614335] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:54.838294] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:55.019849] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:55.206440] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:04:55.382717] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:04:55.559500] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:55.737303] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:55.916318] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:56.116632] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:56.116882] [INFO ] [CONFIGURE ] ROK: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T03:04:56.116954] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Avg: 1.5s/test | Remaining: 769 tests
[2025-10-18T03:04:56.116998] [INFO ] [CONFIGURE ] ROK: Testing feature 24/29: add_rsi
[2025-10-18T03:04:56.117049] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-18T03:04:56.335437] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:56.551975] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:56.763767] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:56.955501] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:57.145548] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:04:57.335441] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:04:57.529046] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:57.719841] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:57.911459] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:58.102575] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:58.102808] [INFO ] [CONFIGURE ] ROK: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T03:04:58.102859] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Avg: 1.5s/test | Remaining: 768 tests
[2025-10-18T03:04:58.102895] [INFO ] [CONFIGURE ] ROK: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:04:58.102926] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T03:04:58.271764] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:04:58.437278] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:04:58.605332] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:04:58.776475] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:04:58.949094] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:04:59.117278] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:04:59.299970] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:04:59.494725] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:04:59.679831] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:04:59.863136] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:04:59.863351] [INFO ] [CONFIGURE ] ROK: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T03:04:59.863411] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Avg: 1.5s/test | Remaining: 767 tests
[2025-10-18T03:04:59.863452] [INFO ] [CONFIGURE ] ROK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:04:59.863485] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T03:05:00.046530] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:05:00.231811] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:00.424031] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:05:00.603391] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:00.779601] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:00.961810] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:05:01.148814] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:05:01.343784] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:01.523836] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:01.703127] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:05:01.703308] [INFO ] [CONFIGURE ] ROK: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T03:05:01.703351] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Avg: 1.5s/test | Remaining: 766 tests
[2025-10-18T03:05:01.703385] [INFO ] [CONFIGURE ] ROK: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:05:01.703416] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T03:05:01.888291] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:05:02.068826] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:02.254725] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:05:02.437387] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:02.618324] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:02.796983] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:05:02.976826] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:05:03.155967] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:03.334867] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:03.521633] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:05:03.521849] [INFO ] [CONFIGURE ] ROK: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T03:05:03.521895] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Avg: 1.5s/test | Remaining: 765 tests
[2025-10-18T03:05:03.521962] [INFO ] [CONFIGURE ] ROK: Testing feature 28/29: add_volume_profile
[2025-10-18T03:05:03.522043] [INFO ] [CONFIGURE ] ROK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-18T03:05:03.688483] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:05:03.868861] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:04.038238] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:05:04.209211] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:04.379160] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:04.552399] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:04.722006] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:05:04.888040] [DEBUG] [FORECASTER] ROK: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:05.054584] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:05.220944] [DEBUG] [FORECASTER] ROK: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:05:05.221086] [INFO ] [CONFIGURE ] ROK: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T03:05:05.221129] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Avg: 1.5s/test | Remaining: 764 tests
[2025-10-18T03:05:05.221163] [INFO ] [CONFIGURE ] ROK: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:05:05.221193] [INFO ] [CONFIGURE ] ROK: Best accuracy: 60.00%
[2025-10-18T03:05:05.221223] [INFO ] [CONFIGURE ] ROK: Best feature set (4 features): ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:05:05.221252] [INFO ] [CONFIGURE ] ROK: Improvement over baseline: 30.00%
[2025-10-18T03:05:05.221279] [INFO ] [CONFIGURE ] ROK: Total time: 47.8 seconds
[2025-10-18T03:05:05.221305] [INFO ] [CONFIGURE ] ROK: Average time per feature: 1.7 seconds
[2025-10-18T03:05:05.221331] [INFO ] [CONFIGURE ] ROK: Average speed: 0.61 features/sec
[2025-10-18T03:05:05.221988] [INFO ] [LOCAL     ] Saved configuration for ROK: 4 features, 60.00% accuracy -> ./output/feature-sets/ROK.json
[2025-10-18T03:05:05.222063] [INFO ] [CONFIGURE ] ROK: Configuration saved successfully: 4 features, 60.00% accuracy.
[2025-10-18T03:05:05.222148] [INFO ] [sig       ] [357/380] Successfully configured ROK | 0.02 sym/s | Total: 4.3h | ETA: 16.6m
[2025-10-18T03:05:05.222215] [INFO ] [sig       ] [358/380] Configuring ROL...
[2025-10-18T03:05:05.222280] [INFO ] [CONFIGURE ] ROL: Configurate test run.
[2025-10-18T03:05:05.222335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROL' from 'https://tdm.silogroup.org/data/derivative_storage/ROL.csv'.
[2025-10-18T03:05:05.238226] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'ROL'.
[2025-10-18T03:05:05.238928] [INFO ] [CONFIGURE ] ROL: Testing with 29 available features
[2025-10-18T03:05:05.238989] [INFO ] [CONFIGURE ] ROL: Establishing baseline with no features...
[2025-10-18T03:05:05.356089] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:05.471974] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:05.590242] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:05.711336] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:05.846120] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:05:05.970324] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:06.089354] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:06.206152] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:06.329227] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:06.452716] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:06.453024] [INFO ] [CONFIGURE ] ROL: Baseline score (no features): 50.00%
[2025-10-18T03:05:06.453093] [INFO ] [CONFIGURE ] ROL: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:05:06.453130] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:05:06.579488] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:06.709902] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:06.836271] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:06.964966] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:07.096336] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:07.224070] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:07.349765] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:07.498622] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:07.650426] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:07.798207] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:07.798404] [INFO ] [CONFIGURE ] ROL: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T03:05:07.798474] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Avg: 1.5s/test | Remaining: 763 tests
[2025-10-18T03:05:07.798535] [INFO ] [CONFIGURE ] ROL: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:05:07.798571] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:05:07.938044] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:08.103467] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:08.303464] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:08.479456] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:08.631565] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:08.773326] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:08.906538] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:09.030008] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:05:09.150256] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:09.270470] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:09.270624] [INFO ] [CONFIGURE ] ROL: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T03:05:09.270703] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Avg: 1.5s/test | Remaining: 762 tests
[2025-10-18T03:05:09.270750] [INFO ] [CONFIGURE ] ROL: Testing feature 3/29: add_daily_returns
[2025-10-18T03:05:09.270782] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_daily_returns']
[2025-10-18T03:05:09.374276] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:09.481310] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:09.589456] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:09.699005] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:09.809913] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:09.955375] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:10.072530] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:10.189625] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:10.306281] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:10.421600] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:10.421775] [INFO ] [CONFIGURE ] ROL: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T03:05:10.421826] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Avg: 1.5s/test | Remaining: 761 tests
[2025-10-18T03:05:10.421861] [INFO ] [CONFIGURE ] ROL: Testing feature 4/29: add_ema
[2025-10-18T03:05:10.421891] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_ema']
[2025-10-18T03:05:10.544753] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:10.669259] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:10.800435] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:10.930091] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:11.060291] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:11.193671] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:11.322964] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:11.458322] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:11.596132] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:11.739548] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:11.739768] [INFO ] [CONFIGURE ] ROL: DISCARDED add_ema (score: 40.00%)
[2025-10-18T03:05:11.739823] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Avg: 1.5s/test | Remaining: 760 tests
[2025-10-18T03:05:11.739859] [INFO ] [CONFIGURE ] ROL: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:05:11.739890] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:05:11.881022] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:12.021911] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:12.165221] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:12.309733] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:12.451279] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:12.592030] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:12.734143] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:12.878227] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:13.026419] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:13.171591] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:13.171804] [INFO ] [CONFIGURE ] ROL: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T03:05:13.171857] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Avg: 1.5s/test | Remaining: 759 tests
[2025-10-18T03:05:13.171895] [INFO ] [CONFIGURE ] ROL: Testing feature 6/29: add_failed_moves
[2025-10-18T03:05:13.171968] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_failed_moves']
[2025-10-18T03:05:13.294127] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:13.418145] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:13.540282] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:13.663766] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:13.787233] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:05:13.914059] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:14.047514] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:14.175431] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:14.304674] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:14.441045] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:14.441227] [INFO ] [CONFIGURE ] ROL: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T03:05:14.441269] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Avg: 1.5s/test | Remaining: 758 tests
[2025-10-18T03:05:14.441303] [INFO ] [CONFIGURE ] ROL: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:05:14.441334] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_lag_shelf']
[2025-10-18T03:05:14.550428] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:14.661541] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:14.775673] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:14.890930] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:15.006428] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:05:15.121512] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:15.233327] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:15.344503] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:15.452949] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:15.560350] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:15.560539] [INFO ] [CONFIGURE ] ROL: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T03:05:15.560600] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Avg: 1.5s/test | Remaining: 757 tests
[2025-10-18T03:05:15.560637] [INFO ] [CONFIGURE ] ROL: Testing feature 8/29: add_macd
[2025-10-18T03:05:15.560713] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T03:05:15.703275] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:15.852028] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:05:16.036110] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:05:16.182997] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:16.329285] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:16.476290] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:16.627559] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:16.780357] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:16.931334] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:17.083068] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:17.083230] [INFO ] [CONFIGURE ] ROL: DISCARDED add_macd (score: 40.00%)
[2025-10-18T03:05:17.083275] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Avg: 1.5s/test | Remaining: 756 tests
[2025-10-18T03:05:17.083311] [INFO ] [CONFIGURE ] ROL: Testing feature 9/29: add_mfi
[2025-10-18T03:05:17.083348] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_mfi']
[2025-10-18T03:05:17.206088] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:17.328511] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:17.452819] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:17.596825] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:17.727966] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:17.848745] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:17.968773] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:18.096919] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:18.225479] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:18.345382] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:18.345571] [INFO ] [CONFIGURE ] ROL: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T03:05:18.345616] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Avg: 1.5s/test | Remaining: 755 tests
[2025-10-18T03:05:18.345677] [INFO ] [CONFIGURE ] ROL: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:05:18.345729] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:05:18.475779] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:18.628211] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:18.769095] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:18.914228] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:19.092027] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:19.248754] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:19.395309] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:19.545058] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:05:19.705759] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:19.845550] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:19.845753] [INFO ] [CONFIGURE ] ROL: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-18T03:05:19.845807] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Avg: 1.5s/test | Remaining: 754 tests
[2025-10-18T03:05:19.845842] [INFO ] [CONFIGURE ] ROL: Testing feature 11/29: add_obv_daily
[2025-10-18T03:05:19.845873] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_obv_daily']
[2025-10-18T03:05:19.955171] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:20.064369] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:20.175121] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:20.289871] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:20.401178] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:20.511726] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:20.623548] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:20.739202] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:20.859175] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:20.975573] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:20.975744] [INFO ] [CONFIGURE ] ROL: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T03:05:20.975798] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Avg: 1.5s/test | Remaining: 753 tests
[2025-10-18T03:05:20.975834] [INFO ] [CONFIGURE ] ROL: Testing feature 12/29: add_obv_interval
[2025-10-18T03:05:20.975865] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_obv_interval']
[2025-10-18T03:05:21.083725] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:21.191834] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:21.301614] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:05:21.411136] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:21.521831] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:21.631400] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:21.744399] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:21.858498] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:21.970876] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:22.099736] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:22.099894] [INFO ] [CONFIGURE ] ROL: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T03:05:22.099939] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Avg: 1.5s/test | Remaining: 752 tests
[2025-10-18T03:05:22.099974] [INFO ] [CONFIGURE ] ROL: Testing feature 13/29: add_opening_strength
[2025-10-18T03:05:22.100006] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T03:05:22.215018] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:22.334370] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:22.451636] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:22.569799] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:22.688283] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:22.809514] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:22.930672] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:23.052722] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:23.174070] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:23.295603] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:23.295797] [INFO ] [CONFIGURE ] ROL: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T03:05:23.295891] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Avg: 1.5s/test | Remaining: 751 tests
[2025-10-18T03:05:23.295946] [INFO ] [CONFIGURE ] ROL: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:05:23.295979] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T03:05:23.419964] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:23.543597] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:23.673352] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:23.801304] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:23.931313] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:24.058172] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:24.184414] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:24.311052] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:24.438088] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:24.567725] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:24.567966] [INFO ] [CONFIGURE ] ROL: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T03:05:24.568030] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Avg: 1.5s/test | Remaining: 750 tests
[2025-10-18T03:05:24.568070] [INFO ] [CONFIGURE ] ROL: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:05:24.568103] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T03:05:24.670838] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:24.774591] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:24.881111] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:24.990736] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:25.126732] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:25.236244] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:25.346712] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:25.469580] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:05:25.591575] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:25.717802] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:25.717975] [INFO ] [CONFIGURE ] ROL: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-18T03:05:25.718020] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Avg: 1.5s/test | Remaining: 749 tests
[2025-10-18T03:05:25.718055] [INFO ] [CONFIGURE ] ROL: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:05:25.718086] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T03:05:25.852598] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:25.973767] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:26.086789] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:26.201187] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:26.318444] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:26.438000] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:26.553039] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:26.670036] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:26.788061] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:26.905496] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:26.905668] [INFO ] [CONFIGURE ] ROL: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T03:05:26.905730] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Avg: 1.5s/test | Remaining: 748 tests
[2025-10-18T03:05:26.905768] [INFO ] [CONFIGURE ] ROL: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:05:26.905798] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_pbf_return_2d']
[2025-10-18T03:05:27.020720] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:27.143003] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:27.261855] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:27.378898] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:27.495716] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:27.612825] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:27.737218] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:27.857590] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:27.977996] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:28.099667] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:28.099803] [INFO ] [CONFIGURE ] ROL: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T03:05:28.099848] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Avg: 1.5s/test | Remaining: 747 tests
[2025-10-18T03:05:28.099883] [INFO ] [CONFIGURE ] ROL: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:05:28.099913] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T03:05:28.205506] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:28.314548] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:28.422059] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:28.527558] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:28.633598] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:28.739840] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:28.845347] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:28.968439] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:29.083077] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:29.194118] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:29.194267] [INFO ] [CONFIGURE ] ROL: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T03:05:29.194311] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Avg: 1.5s/test | Remaining: 746 tests
[2025-10-18T03:05:29.194345] [INFO ] [CONFIGURE ] ROL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:05:29.194377] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T03:05:29.299297] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:29.405151] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:29.512094] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:29.623443] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:29.740045] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:29.863540] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:29.974411] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:30.086379] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:30.203807] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:30.318018] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:30.318212] [INFO ] [CONFIGURE ] ROL: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T03:05:30.318260] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Avg: 1.5s/test | Remaining: 745 tests
[2025-10-18T03:05:30.318297] [INFO ] [CONFIGURE ] ROL: Testing feature 20/29: add_price_rejection
[2025-10-18T03:05:30.318332] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_price_rejection']
[2025-10-18T03:05:30.436969] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:30.555486] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:30.675765] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:30.793289] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:30.916997] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:31.038241] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:31.188371] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:31.309705] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:31.436542] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:31.558396] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:31.558570] [INFO ] [CONFIGURE ] ROL: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T03:05:31.558616] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Avg: 1.5s/test | Remaining: 744 tests
[2025-10-18T03:05:31.558756] [INFO ] [CONFIGURE ] ROL: Testing feature 21/29: add_range_position
[2025-10-18T03:05:31.558798] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_range_position']
[2025-10-18T03:05:31.685768] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:31.817023] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:31.948847] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:32.086506] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:32.219363] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:32.351061] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:32.488492] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:32.619904] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:05:32.758103] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:32.899144] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:32.899396] [INFO ] [CONFIGURE ] ROL: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T03:05:32.899457] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Avg: 1.5s/test | Remaining: 743 tests
[2025-10-18T03:05:32.899494] [INFO ] [CONFIGURE ] ROL: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:05:32.899526] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_realized_volatility']
[2025-10-18T03:05:33.046904] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:33.194519] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:33.349829] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:05:33.496384] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:33.645467] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:33.793203] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:33.945432] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:34.094445] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:34.258203] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:34.412355] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:34.412540] [INFO ] [CONFIGURE ] ROL: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T03:05:34.412583] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Avg: 1.5s/test | Remaining: 742 tests
[2025-10-18T03:05:34.412617] [INFO ] [CONFIGURE ] ROL: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:05:34.412677] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_recent_range_context']
[2025-10-18T03:05:34.528010] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:34.647224] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:34.762630] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:34.873835] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:34.992979] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:35.111739] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:35.232425] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:35.353827] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:35.475539] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:35.598512] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:35.598698] [INFO ] [CONFIGURE ] ROL: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T03:05:35.598771] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Avg: 1.5s/test | Remaining: 741 tests
[2025-10-18T03:05:35.598816] [INFO ] [CONFIGURE ] ROL: Testing feature 24/29: add_rsi
[2025-10-18T03:05:35.598853] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T03:05:35.733127] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:35.868725] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:36.016555] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:36.167566] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:36.316113] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:36.466075] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:36.611767] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:36.758799] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:36.902907] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:37.053762] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:37.053935] [INFO ] [CONFIGURE ] ROL: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T03:05:37.053980] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Avg: 1.5s/test | Remaining: 740 tests
[2025-10-18T03:05:37.054015] [INFO ] [CONFIGURE ] ROL: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:05:37.054046] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_tick_distribution']
[2025-10-18T03:05:37.174148] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:37.294991] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:37.416471] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:37.538158] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:37.658747] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:37.793094] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:37.930713] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:38.066319] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:38.190987] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:38.315095] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:38.315329] [INFO ] [CONFIGURE ] ROL: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T03:05:38.315379] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Avg: 1.5s/test | Remaining: 739 tests
[2025-10-18T03:05:38.315414] [INFO ] [CONFIGURE ] ROL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:05:38.315446] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T03:05:38.438836] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:38.564177] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:38.689077] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:38.819107] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:38.946531] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:05:39.068557] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:39.191742] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:39.314161] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:39.444134] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:39.571230] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:39.571456] [INFO ] [CONFIGURE ] ROL: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T03:05:39.571520] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Avg: 1.5s/test | Remaining: 738 tests
[2025-10-18T03:05:39.571585] [INFO ] [CONFIGURE ] ROL: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:05:39.571715] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_volume_price_divergence']
[2025-10-18T03:05:39.701551] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:39.831998] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:39.964314] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:40.098597] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:40.233083] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:40.365277] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:40.495862] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:40.628228] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:40.764903] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:40.896486] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:40.896680] [INFO ] [CONFIGURE ] ROL: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T03:05:40.896741] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Avg: 1.5s/test | Remaining: 737 tests
[2025-10-18T03:05:40.896779] [INFO ] [CONFIGURE ] ROL: Testing feature 28/29: add_volume_profile
[2025-10-18T03:05:40.896810] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_volume_profile']
[2025-10-18T03:05:41.015473] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:41.138535] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:41.260391] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:05:41.380712] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:41.501477] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:41.623115] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:41.750195] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:41.878278] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:42.006790] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:42.132719] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:42.132912] [INFO ] [CONFIGURE ] ROL: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T03:05:42.132968] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Avg: 1.5s/test | Remaining: 736 tests
[2025-10-18T03:05:42.133011] [INFO ] [CONFIGURE ] ROL: Testing feature 29/29: add_vwap
[2025-10-18T03:05:42.133052] [INFO ] [CONFIGURE ] ROL: Testing with features: ['add_vwap']
[2025-10-18T03:05:42.260531] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:05:42.384779] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:42.510215] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:05:42.634945] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:42.761323] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:05:42.887602] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:43.011008] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:05:43.137878] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:43.278243] [DEBUG] [FORECASTER] ROL: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:43.408488] [DEBUG] [FORECASTER] ROL: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:05:43.408753] [INFO ] [CONFIGURE ] ROL: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T03:05:43.408810] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Avg: 1.5s/test | Remaining: 735 tests
[2025-10-18T03:05:43.408847] [INFO ] [CONFIGURE ] ROL: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:05:43.408877] [INFO ] [CONFIGURE ] ROL: Best accuracy: 50.00%
[2025-10-18T03:05:43.408906] [INFO ] [CONFIGURE ] ROL: Best feature set (0 features): []
[2025-10-18T03:05:43.408934] [INFO ] [CONFIGURE ] ROL: Improvement over baseline: 0.00%
[2025-10-18T03:05:43.408960] [INFO ] [CONFIGURE ] ROL: Total time: 37.0 seconds
[2025-10-18T03:05:43.408986] [INFO ] [CONFIGURE ] ROL: Average time per feature: 1.3 seconds
[2025-10-18T03:05:43.409015] [INFO ] [CONFIGURE ] ROL: Average speed: 0.78 features/sec
[2025-10-18T03:05:43.409636] [INFO ] [LOCAL     ] Saved configuration for ROL: 0 features, 50.00% accuracy -> ./output/feature-sets/ROL.json
[2025-10-18T03:05:43.409729] [INFO ] [CONFIGURE ] ROL: Configuration saved successfully: 0 features, 50.00% accuracy.
[2025-10-18T03:05:43.409816] [INFO ] [sig       ] [358/380] Successfully configured ROL | 0.02 sym/s | Total: 4.3h | ETA: 15.9m
[2025-10-18T03:05:43.409891] [INFO ] [sig       ] [359/380] Configuring RPM...
[2025-10-18T03:05:43.409957] [INFO ] [CONFIGURE ] RPM: Configurate test run.
[2025-10-18T03:05:43.410044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPM' from 'https://tdm.silogroup.org/data/derivative_storage/RPM.csv'.
[2025-10-18T03:05:43.424403] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RPM'.
[2025-10-18T03:05:43.424874] [INFO ] [CONFIGURE ] RPM: Testing with 29 available features
[2025-10-18T03:05:43.424937] [INFO ] [CONFIGURE ] RPM: Establishing baseline with no features...
[2025-10-18T03:05:43.530994] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:05:43.636874] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:05:43.743120] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:05:43.843957] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:05:43.947223] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:05:44.050987] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:05:44.154595] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:05:44.263089] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:05:44.369386] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:44.476914] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:05:44.477059] [INFO ] [CONFIGURE ] RPM: Baseline score (no features): 40.00%
[2025-10-18T03:05:44.477104] [INFO ] [CONFIGURE ] RPM: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:05:44.477138] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:05:44.592476] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:05:44.707468] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:05:44.826711] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:05:44.945320] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:05:45.066121] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:05:45.188874] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:05:45.311582] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:05:45.434201] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:05:45.561315] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:05:45.689564] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:05:45.689821] [INFO ] [CONFIGURE ] RPM: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T03:05:45.689871] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Avg: 1.5s/test | Remaining: 734 tests
[2025-10-18T03:05:45.689906] [INFO ] [CONFIGURE ] RPM: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:05:45.689937] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T03:05:45.831111] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:05:45.972847] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:05:46.116084] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:05:46.261614] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:05:46.414323] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:05:46.572981] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:46.725823] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:05:46.873571] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:47.034216] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:05:47.173821] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:05:47.173954] [INFO ] [CONFIGURE ] RPM: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T03:05:47.173997] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Avg: 1.5s/test | Remaining: 733 tests
[2025-10-18T03:05:47.174036] [INFO ] [CONFIGURE ] RPM: Testing feature 3/29: add_daily_returns
[2025-10-18T03:05:47.174066] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T03:05:47.295120] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:05:47.418363] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:05:47.539963] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:05:47.661747] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:47.784402] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T03:05:47.908178] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:48.031422] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:05:48.154945] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:05:48.284042] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:48.416846] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:05:48.417013] [INFO ] [CONFIGURE ] RPM: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T03:05:48.417057] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Avg: 1.5s/test | Remaining: 732 tests
[2025-10-18T03:05:48.417091] [INFO ] [CONFIGURE ] RPM: Testing feature 4/29: add_ema
[2025-10-18T03:05:48.417122] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T03:05:48.553528] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:05:48.693905] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:05:48.837321] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:05:48.985482] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:49.127214] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T03:05:49.271770] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:49.414905] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:05:49.575056] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:05:49.720943] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:49.867297] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:05:49.867466] [INFO ] [CONFIGURE ] RPM: DISCARDED add_ema (score: 40.00%)
[2025-10-18T03:05:49.867510] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Avg: 1.5s/test | Remaining: 731 tests
[2025-10-18T03:05:49.867544] [INFO ] [CONFIGURE ] RPM: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:05:49.867575] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:05:50.014873] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:05:50.158896] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:05:50.304161] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:05:50.448611] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:50.593725] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:05:50.736591] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:50.883508] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:05:51.027719] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:05:51.173443] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:51.323815] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:05:51.323973] [INFO ] [CONFIGURE ] RPM: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T03:05:51.324016] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Avg: 1.5s/test | Remaining: 730 tests
[2025-10-18T03:05:51.324051] [INFO ] [CONFIGURE ] RPM: Testing feature 6/29: add_failed_moves
[2025-10-18T03:05:51.324082] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T03:05:51.450471] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:05:51.574227] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:05:51.705609] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:05:51.839556] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:05:51.964135] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:05:52.089822] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:05:52.217445] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:05:52.343382] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:05:52.471034] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:05:52.598626] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:05:52.598806] [INFO ] [CONFIGURE ] RPM: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T03:05:52.598854] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Avg: 1.5s/test | Remaining: 729 tests
[2025-10-18T03:05:52.598889] [INFO ] [CONFIGURE ] RPM: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:05:52.598921] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T03:05:52.714803] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:05:52.830572] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:05:52.947880] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:05:53.065271] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:05:53.185241] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:05:53.304769] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:53.422195] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:05:53.542429] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:05:53.662599] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:05:53.784535] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:05:53.784717] [INFO ] [CONFIGURE ] RPM: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T03:05:53.784775] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Avg: 1.5s/test | Remaining: 728 tests
[2025-10-18T03:05:53.784812] [INFO ] [CONFIGURE ] RPM: Testing feature 8/29: add_macd
[2025-10-18T03:05:53.784846] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T03:05:53.938154] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:05:54.092350] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:05:54.250287] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:05:54.413873] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:05:54.578435] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T03:05:54.743599] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:54.905316] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:05:55.070670] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:05:55.234945] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:55.400115] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:05:55.400321] [INFO ] [CONFIGURE ] RPM: DISCARDED add_macd (score: 0.00%)
[2025-10-18T03:05:55.400371] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Avg: 1.5s/test | Remaining: 727 tests
[2025-10-18T03:05:55.400407] [INFO ] [CONFIGURE ] RPM: Testing feature 9/29: add_mfi
[2025-10-18T03:05:55.400441] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T03:05:55.534839] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:05:55.692233] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:05:55.823531] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:05:55.954226] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:05:56.085095] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:05:56.219869] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:05:56.355997] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:05:56.492486] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:56.630408] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:05:56.769462] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:05:56.769680] [INFO ] [CONFIGURE ] RPM: KEPT add_mfi (score: 70.00%)
[2025-10-18T03:05:56.769745] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Avg: 1.5s/test | Remaining: 726 tests
[2025-10-18T03:05:56.769785] [INFO ] [CONFIGURE ] RPM: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:05:56.769819] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:05:56.945328] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:05:57.134149] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:05:57.317990] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:05:57.496234] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:05:57.671833] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:05:57.846682] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:58.022434] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:05:58.200529] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:05:58.376228] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:05:58.552589] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:05:58.552793] [INFO ] [CONFIGURE ] RPM: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T03:05:58.552844] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Avg: 1.5s/test | Remaining: 725 tests
[2025-10-18T03:05:58.552884] [INFO ] [CONFIGURE ] RPM: Testing feature 11/29: add_obv_daily
[2025-10-18T03:05:58.552917] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily']
[2025-10-18T03:05:58.728676] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:05:58.888393] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:05:59.041284] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:05:59.197568] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:05:59.347369] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T03:05:59.499347] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:05:59.642777] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:05:59.787409] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:05:59.935970] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:06:00.084108] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:00.084293] [INFO ] [CONFIGURE ] RPM: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T03:06:00.084361] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Avg: 1.5s/test | Remaining: 724 tests
[2025-10-18T03:06:00.084398] [INFO ] [CONFIGURE ] RPM: Testing feature 12/29: add_obv_interval
[2025-10-18T03:06:00.084429] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval']
[2025-10-18T03:06:00.230139] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:00.384373] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:00.601197] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:00.892112] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:01.056121] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:06:01.244632] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:06:01.404230] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:06:01.558108] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:01.718966] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:06:01.894107] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:01.894275] [INFO ] [CONFIGURE ] RPM: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T03:06:01.894320] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Avg: 1.5s/test | Remaining: 723 tests
[2025-10-18T03:06:01.894354] [INFO ] [CONFIGURE ] RPM: Testing feature 13/29: add_opening_strength
[2025-10-18T03:06:01.894384] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:06:02.051423] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:02.210932] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:02.376320] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:02.533492] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:06:02.685610] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T03:06:02.842151] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:03.000551] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:06:03.162474] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:03.323454] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:06:03.488250] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:03.488462] [INFO ] [CONFIGURE ] RPM: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T03:06:03.488510] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Avg: 1.5s/test | Remaining: 722 tests
[2025-10-18T03:06:03.488547] [INFO ] [CONFIGURE ] RPM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:06:03.488579] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T03:06:03.644841] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:03.795328] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:03.950459] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:04.102252] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:04.254918] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:06:04.410080] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:06:04.569122] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:06:04.726303] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:04.888077] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:06:05.047109] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:05.047283] [INFO ] [CONFIGURE ] RPM: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T03:06:05.047326] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Avg: 1.5s/test | Remaining: 721 tests
[2025-10-18T03:06:05.047360] [INFO ] [CONFIGURE ] RPM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:06:05.047391] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T03:06:05.188164] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:05.323401] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:05.458163] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:05.593136] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:05.730367] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:06:05.870052] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:06.012439] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:06:06.150358] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:06.292252] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:06:06.434842] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:06.435029] [INFO ] [CONFIGURE ] RPM: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T03:06:06.435080] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Avg: 1.5s/test | Remaining: 720 tests
[2025-10-18T03:06:06.435115] [INFO ] [CONFIGURE ] RPM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:06:06.435148] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T03:06:06.577077] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:06.720564] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:06.868598] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:07.014564] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:07.164974] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:06:07.318944] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:07.465835] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:06:07.612122] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:06:07.758903] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:06:07.905662] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:07.905829] [INFO ] [CONFIGURE ] RPM: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T03:06:07.905873] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Avg: 1.5s/test | Remaining: 719 tests
[2025-10-18T03:06:07.905907] [INFO ] [CONFIGURE ] RPM: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:06:07.905958] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_return_2d']
[2025-10-18T03:06:08.049360] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:08.195315] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:08.340777] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:08.491115] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:08.636796] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:06:08.782188] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:08.941273] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:06:09.092304] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:06:09.240547] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:06:09.388268] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:09.388436] [INFO ] [CONFIGURE ] RPM: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T03:06:09.388479] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Avg: 1.5s/test | Remaining: 718 tests
[2025-10-18T03:06:09.388516] [INFO ] [CONFIGURE ] RPM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:06:09.388549] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T03:06:09.524622] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:09.657405] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:09.792631] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:09.929993] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:10.065947] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:06:10.207329] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:10.347866] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:06:10.510140] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:10.648488] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:06:10.788095] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:10.788223] [INFO ] [CONFIGURE ] RPM: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T03:06:10.788266] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Avg: 1.5s/test | Remaining: 717 tests
[2025-10-18T03:06:10.788301] [INFO ] [CONFIGURE ] RPM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:06:10.788332] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T03:06:10.920071] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:11.058013] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:11.191580] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:11.325206] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:11.458817] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:06:11.595081] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:06:11.737094] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:06:11.877381] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:12.020095] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:06:12.159551] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:12.159766] [INFO ] [CONFIGURE ] RPM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T03:06:12.159819] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Avg: 1.5s/test | Remaining: 716 tests
[2025-10-18T03:06:12.159855] [INFO ] [CONFIGURE ] RPM: Testing feature 20/29: add_price_rejection
[2025-10-18T03:06:12.159887] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_price_rejection']
[2025-10-18T03:06:12.303375] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:12.449461] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:12.594871] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:12.741522] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:12.887356] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:06:13.032847] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:13.177455] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:06:13.324818] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:13.474950] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:06:13.625493] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:13.625690] [INFO ] [CONFIGURE ] RPM: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T03:06:13.625759] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Avg: 1.5s/test | Remaining: 715 tests
[2025-10-18T03:06:13.625797] [INFO ] [CONFIGURE ] RPM: Testing feature 21/29: add_range_position
[2025-10-18T03:06:13.625828] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_range_position']
[2025-10-18T03:06:13.778284] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:13.937465] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:14.091081] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:14.246411] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:14.403413] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:06:14.560218] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:06:14.719898] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:06:14.876784] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:15.037101] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:06:15.196924] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:15.197086] [INFO ] [CONFIGURE ] RPM: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T03:06:15.197129] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Avg: 1.5s/test | Remaining: 714 tests
[2025-10-18T03:06:15.197162] [INFO ] [CONFIGURE ] RPM: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:06:15.197193] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility']
[2025-10-18T03:06:15.364124] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:15.537191] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:15.703835] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:15.870844] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:16.038528] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T03:06:16.212996] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:06:16.380402] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:06:16.550554] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:16.726066] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:06:16.942553] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:16.942780] [INFO ] [CONFIGURE ] RPM: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T03:06:16.942844] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Avg: 1.5s/test | Remaining: 713 tests
[2025-10-18T03:06:16.942883] [INFO ] [CONFIGURE ] RPM: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:06:16.942915] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_recent_range_context']
[2025-10-18T03:06:17.092506] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:17.246502] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:17.416349] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:17.576639] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:17.726234] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:06:17.874539] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:18.025701] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:06:18.171840] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:06:18.319430] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:06:18.474235] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:18.474411] [INFO ] [CONFIGURE ] RPM: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T03:06:18.474469] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Avg: 1.5s/test | Remaining: 712 tests
[2025-10-18T03:06:18.474578] [INFO ] [CONFIGURE ] RPM: Testing feature 24/29: add_rsi
[2025-10-18T03:06:18.474619] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_ema', 'add_rsi']
[2025-10-18T03:06:18.636061] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:18.799552] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:18.966183] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:19.143312] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:06:19.311427] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:06:19.478941] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:19.650796] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:06:19.847240] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:20.020227] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:06:20.192957] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:20.193130] [INFO ] [CONFIGURE ] RPM: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T03:06:20.193174] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Avg: 1.5s/test | Remaining: 711 tests
[2025-10-18T03:06:20.193233] [INFO ] [CONFIGURE ] RPM: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:06:20.193291] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution']
[2025-10-18T03:06:20.334391] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:20.475301] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:20.625080] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:20.768787] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:20.910815] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:06:21.053512] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:21.195093] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:06:21.342504] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:21.486337] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:06:21.632149] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:21.632313] [INFO ] [CONFIGURE ] RPM: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T03:06:21.632355] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Avg: 1.5s/test | Remaining: 710 tests
[2025-10-18T03:06:21.632389] [INFO ] [CONFIGURE ] RPM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:06:21.632420] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T03:06:21.773511] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:21.921020] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:22.066300] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:22.212443] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:22.354203] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T03:06:22.495459] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:06:22.639525] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:06:22.783207] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:22.966373] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:06:23.109788] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:23.109921] [INFO ] [CONFIGURE ] RPM: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T03:06:23.109965] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Avg: 1.5s/test | Remaining: 709 tests
[2025-10-18T03:06:23.109999] [INFO ] [CONFIGURE ] RPM: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:06:23.110029] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_price_divergence']
[2025-10-18T03:06:23.260333] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:23.410501] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:23.567616] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:23.719157] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:23.874301] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T03:06:24.029476] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:06:24.183395] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:06:24.345286] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:24.500749] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:06:24.655135] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:24.655271] [INFO ] [CONFIGURE ] RPM: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T03:06:24.655336] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Avg: 1.5s/test | Remaining: 708 tests
[2025-10-18T03:06:24.655395] [INFO ] [CONFIGURE ] RPM: Testing feature 28/29: add_volume_profile
[2025-10-18T03:06:24.655428] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_profile']
[2025-10-18T03:06:24.794332] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:24.934136] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:25.081367] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:25.224058] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:06:25.366509] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-08, Predicted=0.0, Actual=1
[2025-10-18T03:06:25.510426] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:25.655626] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:25.803861] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:25.949488] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:06:26.093359] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:26.093541] [INFO ] [CONFIGURE ] RPM: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T03:06:26.093585] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Avg: 1.5s/test | Remaining: 707 tests
[2025-10-18T03:06:26.093619] [INFO ] [CONFIGURE ] RPM: Testing feature 29/29: add_vwap
[2025-10-18T03:06:26.093681] [INFO ] [CONFIGURE ] RPM: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_vwap']
[2025-10-18T03:06:26.239626] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:26.383421] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:26.532178] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:06:26.680235] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:26.828044] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:06:26.980698] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:27.132445] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:06:27.294370] [DEBUG] [FORECASTER] RPM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:27.451091] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:06:27.605126] [DEBUG] [FORECASTER] RPM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:27.605430] [INFO ] [CONFIGURE ] RPM: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T03:06:27.605490] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Avg: 1.5s/test | Remaining: 706 tests
[2025-10-18T03:06:27.605540] [INFO ] [CONFIGURE ] RPM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:06:27.605594] [INFO ] [CONFIGURE ] RPM: Best accuracy: 70.00%
[2025-10-18T03:06:27.605629] [INFO ] [CONFIGURE ] RPM: Best feature set (2 features): ['add_bollinger_bands', 'add_mfi']
[2025-10-18T03:06:27.605698] [INFO ] [CONFIGURE ] RPM: Improvement over baseline: 30.00%
[2025-10-18T03:06:27.605739] [INFO ] [CONFIGURE ] RPM: Total time: 43.1 seconds
[2025-10-18T03:06:27.605768] [INFO ] [CONFIGURE ] RPM: Average time per feature: 1.5 seconds
[2025-10-18T03:06:27.605797] [INFO ] [CONFIGURE ] RPM: Average speed: 0.67 features/sec
[2025-10-18T03:06:27.606416] [INFO ] [LOCAL     ] Saved configuration for RPM: 2 features, 70.00% accuracy -> ./output/feature-sets/RPM.json
[2025-10-18T03:06:27.606486] [INFO ] [CONFIGURE ] RPM: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T03:06:27.606581] [INFO ] [sig       ] [359/380] Successfully configured RPM | 0.02 sym/s | Total: 4.3h | ETA: 15.2m
[2025-10-18T03:06:27.606673] [INFO ] [sig       ] [360/380] Configuring RQI...
[2025-10-18T03:06:27.606739] [INFO ] [CONFIGURE ] RQI: Configurate test run.
[2025-10-18T03:06:27.606794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-10-18T03:06:27.621171] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RQI'.
[2025-10-18T03:06:27.621582] [INFO ] [CONFIGURE ] RQI: Testing with 29 available features
[2025-10-18T03:06:27.621669] [INFO ] [CONFIGURE ] RQI: Establishing baseline with no features...
[2025-10-18T03:06:27.726018] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:27.828989] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:27.931344] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:28.037557] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:28.141869] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:06:28.245410] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:28.348759] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:28.456090] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:06:28.563179] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:28.669826] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:28.669991] [INFO ] [CONFIGURE ] RQI: Baseline score (no features): 60.00%
[2025-10-18T03:06:28.670042] [INFO ] [CONFIGURE ] RQI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:06:28.670082] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:06:28.790233] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:28.908909] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:29.042344] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:29.162083] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:29.278212] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:06:29.394456] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:29.515781] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:29.632500] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:29.748802] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:29.866194] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:29.866349] [INFO ] [CONFIGURE ] RQI: KEPT add_bollinger_bands (score: 70.00%)
[2025-10-18T03:06:29.866391] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Avg: 1.5s/test | Remaining: 705 tests
[2025-10-18T03:06:29.866425] [INFO ] [CONFIGURE ] RQI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:06:29.866455] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T03:06:29.996788] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:30.125870] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:30.261962] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:30.396297] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:30.530416] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:06:30.666286] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:06:30.800130] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:30.950214] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:31.106216] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:31.255778] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:31.256079] [INFO ] [CONFIGURE ] RQI: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T03:06:31.256165] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Avg: 1.5s/test | Remaining: 704 tests
[2025-10-18T03:06:31.256225] [INFO ] [CONFIGURE ] RQI: Testing feature 3/29: add_daily_returns
[2025-10-18T03:06:31.256262] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T03:06:31.375824] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:31.497208] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:31.617996] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:31.739065] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:31.863055] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:06:31.985996] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:32.111855] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:32.234418] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:32.357625] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:32.480967] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:32.481138] [INFO ] [CONFIGURE ] RQI: DISCARDED add_daily_returns (score: 70.00%)
[2025-10-18T03:06:32.481182] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Avg: 1.5s/test | Remaining: 703 tests
[2025-10-18T03:06:32.481216] [INFO ] [CONFIGURE ] RQI: Testing feature 4/29: add_ema
[2025-10-18T03:06:32.481247] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T03:06:32.613606] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:32.745490] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:32.881549] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:33.020337] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:33.171845] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:06:33.324205] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:33.475353] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:33.628090] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:33.774772] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:33.915405] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:33.915600] [INFO ] [CONFIGURE ] RQI: DISCARDED add_ema (score: 70.00%)
[2025-10-18T03:06:33.915666] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Avg: 1.5s/test | Remaining: 702 tests
[2025-10-18T03:06:33.915726] [INFO ] [CONFIGURE ] RQI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:06:33.915761] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:06:34.056560] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:34.195746] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:34.335891] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:34.486790] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:34.635976] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:06:34.785622] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:34.936940] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:35.118755] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:06:35.290174] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:35.452446] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:35.452623] [INFO ] [CONFIGURE ] RQI: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T03:06:35.452698] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Avg: 1.5s/test | Remaining: 701 tests
[2025-10-18T03:06:35.452746] [INFO ] [CONFIGURE ] RQI: Testing feature 6/29: add_failed_moves
[2025-10-18T03:06:35.452779] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T03:06:35.582958] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:35.715072] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:35.849859] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:35.986098] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:36.122426] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:06:36.260017] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:36.394258] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:36.532933] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:36.674832] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:36.809918] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:36.810072] [INFO ] [CONFIGURE ] RQI: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T03:06:36.810138] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Avg: 1.5s/test | Remaining: 700 tests
[2025-10-18T03:06:36.810174] [INFO ] [CONFIGURE ] RQI: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:06:36.810205] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T03:06:36.930731] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:37.053356] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:37.183332] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:37.310271] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:37.434390] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:06:37.558287] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:37.684618] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:37.811165] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:37.939057] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:38.069049] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:38.069191] [INFO ] [CONFIGURE ] RQI: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T03:06:38.069244] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Avg: 1.5s/test | Remaining: 699 tests
[2025-10-18T03:06:38.069280] [INFO ] [CONFIGURE ] RQI: Testing feature 8/29: add_macd
[2025-10-18T03:06:38.069312] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T03:06:38.224853] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:38.380176] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:38.538074] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:38.691386] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:38.846712] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:06:39.000108] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:39.155262] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:39.308038] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:39.463969] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:39.618177] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:39.618338] [INFO ] [CONFIGURE ] RQI: DISCARDED add_macd (score: 60.00%)
[2025-10-18T03:06:39.618384] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Avg: 1.5s/test | Remaining: 698 tests
[2025-10-18T03:06:39.618420] [INFO ] [CONFIGURE ] RQI: Testing feature 9/29: add_mfi
[2025-10-18T03:06:39.618451] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T03:06:39.750828] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:39.881572] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:40.012262] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:40.143111] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:40.272735] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:06:40.402732] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:40.539604] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:40.678151] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:40.820814] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:40.957136] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:40.957307] [INFO ] [CONFIGURE ] RQI: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T03:06:40.957354] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Avg: 1.5s/test | Remaining: 697 tests
[2025-10-18T03:06:40.957391] [INFO ] [CONFIGURE ] RQI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:06:40.957423] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:06:41.102921] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:41.251844] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:41.399044] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:41.551403] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:41.703064] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:06:41.854533] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:06:42.002387] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:42.165556] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:42.321736] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:42.481373] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:42.481603] [INFO ] [CONFIGURE ] RQI: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T03:06:42.481696] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Avg: 1.5s/test | Remaining: 696 tests
[2025-10-18T03:06:42.481748] [INFO ] [CONFIGURE ] RQI: Testing feature 11/29: add_obv_daily
[2025-10-18T03:06:42.481783] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T03:06:42.614768] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:42.745549] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:42.872337] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:43.000619] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:06:43.128790] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:06:43.256738] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:43.385991] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:43.515713] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:43.644348] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:43.777378] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:43.777534] [INFO ] [CONFIGURE ] RQI: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T03:06:43.777578] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Avg: 1.5s/test | Remaining: 695 tests
[2025-10-18T03:06:43.777612] [INFO ] [CONFIGURE ] RQI: Testing feature 12/29: add_obv_interval
[2025-10-18T03:06:43.777661] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T03:06:43.932192] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:44.060215] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:44.200802] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:44.330790] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:44.458092] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:06:44.587365] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:44.715226] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:44.845126] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:44.972455] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:45.100434] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:45.100620] [INFO ] [CONFIGURE ] RQI: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T03:06:45.100698] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Avg: 1.5s/test | Remaining: 694 tests
[2025-10-18T03:06:45.100746] [INFO ] [CONFIGURE ] RQI: Testing feature 13/29: add_opening_strength
[2025-10-18T03:06:45.100778] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:06:45.233976] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:45.367931] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:45.505432] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:45.644835] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:06:45.780336] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:06:45.917387] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:46.056526] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:46.194453] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:46.332660] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:46.471698] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:46.471865] [INFO ] [CONFIGURE ] RQI: KEPT add_opening_strength (score: 80.00%)
[2025-10-18T03:06:46.471909] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Avg: 1.5s/test | Remaining: 693 tests
[2025-10-18T03:06:46.471984] [INFO ] [CONFIGURE ] RQI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:06:46.472033] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T03:06:46.623553] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:46.775360] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:46.932721] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:47.094568] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:06:47.260659] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:06:47.415691] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:47.570756] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:47.729153] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:47.886687] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:48.045525] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:48.045736] [INFO ] [CONFIGURE ] RQI: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T03:06:48.045792] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Avg: 1.5s/test | Remaining: 692 tests
[2025-10-18T03:06:48.045829] [INFO ] [CONFIGURE ] RQI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:06:48.045861] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-18T03:06:48.185073] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:48.324042] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:06:48.462848] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:48.607004] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:48.747893] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:06:48.889203] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:49.031822] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:49.175726] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:49.319070] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:49.462449] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:49.462664] [INFO ] [CONFIGURE ] RQI: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T03:06:49.462727] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Avg: 1.5s/test | Remaining: 691 tests
[2025-10-18T03:06:49.462765] [INFO ] [CONFIGURE ] RQI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:06:49.462796] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T03:06:49.609974] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:49.757929] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:49.905851] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:50.060294] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:06:50.210525] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:06:50.390894] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:50.542475] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:50.698848] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:50.859617] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:51.022750] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:51.022944] [INFO ] [CONFIGURE ] RQI: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T03:06:51.022995] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Avg: 1.5s/test | Remaining: 690 tests
[2025-10-18T03:06:51.023030] [INFO ] [CONFIGURE ] RQI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:06:51.023061] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-18T03:06:51.179038] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:51.341383] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:51.503023] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:51.662884] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:51.827219] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:06:51.988615] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:52.155843] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:52.314395] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:52.472939] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:52.636825] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:52.637006] [INFO ] [CONFIGURE ] RQI: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T03:06:52.637051] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Avg: 1.5s/test | Remaining: 689 tests
[2025-10-18T03:06:52.637086] [INFO ] [CONFIGURE ] RQI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:06:52.637119] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-18T03:06:52.792070] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:52.943606] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:53.088659] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:53.263878] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:53.472533] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:06:53.663969] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:53.845363] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:54.012033] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:54.160383] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:54.309167] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:54.309336] [INFO ] [CONFIGURE ] RQI: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T03:06:54.309382] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Avg: 1.5s/test | Remaining: 688 tests
[2025-10-18T03:06:54.309419] [INFO ] [CONFIGURE ] RQI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:06:54.309452] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-18T03:06:54.450826] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:54.588997] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:54.726842] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:54.867940] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:06:55.009934] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:06:55.149837] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:55.291447] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:55.434120] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:55.581462] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:55.726231] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:55.726393] [INFO ] [CONFIGURE ] RQI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T03:06:55.726436] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Avg: 1.5s/test | Remaining: 687 tests
[2025-10-18T03:06:55.726471] [INFO ] [CONFIGURE ] RQI: Testing feature 20/29: add_price_rejection
[2025-10-18T03:06:55.726502] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-18T03:06:55.878099] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:56.057922] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:56.224765] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:56.377570] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:56.541033] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:06:56.693367] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:06:56.847552] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:57.006780] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:06:57.168262] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:57.330481] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:57.330683] [INFO ] [CONFIGURE ] RQI: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T03:06:57.330747] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Avg: 1.5s/test | Remaining: 686 tests
[2025-10-18T03:06:57.330786] [INFO ] [CONFIGURE ] RQI: Testing feature 21/29: add_range_position
[2025-10-18T03:06:57.330819] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-18T03:06:57.500172] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:57.677690] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:57.844096] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:58.014394] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:06:58.171335] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:06:58.328046] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:06:58.485563] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:06:58.645244] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:06:58.806884] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:06:58.966426] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:06:58.966603] [INFO ] [CONFIGURE ] RQI: KEPT add_range_position (score: 100.00%)
[2025-10-18T03:06:58.966676] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Avg: 1.5s/test | Remaining: 685 tests
[2025-10-18T03:06:58.966734] [INFO ] [CONFIGURE ] RQI: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:06:58.966820] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_realized_volatility']
[2025-10-18T03:06:59.158426] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:06:59.350836] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:06:59.544545] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:06:59.740524] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:06:59.943278] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:00.150758] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:07:00.352767] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:07:00.544792] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:00.753032] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:07:00.950454] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:00.950626] [INFO ] [CONFIGURE ] RQI: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T03:07:00.950706] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Avg: 1.5s/test | Remaining: 684 tests
[2025-10-18T03:07:00.950752] [INFO ] [CONFIGURE ] RQI: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:07:00.950784] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_recent_range_context']
[2025-10-18T03:07:01.121503] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:07:01.295143] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:07:01.481124] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:01.663888] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:01.845299] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:02.032203] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:02.228508] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:07:02.429116] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:02.618593] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:07:02.799068] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:02.799273] [INFO ] [CONFIGURE ] RQI: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T03:07:02.799320] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Avg: 1.5s/test | Remaining: 683 tests
[2025-10-18T03:07:02.799355] [INFO ] [CONFIGURE ] RQI: Testing feature 24/29: add_rsi
[2025-10-18T03:07:02.799386] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_ema', 'add_rsi']
[2025-10-18T03:07:02.981934] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:07:03.167591] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:07:03.351570] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:03.534908] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:03.742453] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:07:03.958932] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:04.153803] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:07:04.353114] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:04.554339] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:07:04.748134] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:04.748345] [INFO ] [CONFIGURE ] RQI: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T03:07:04.748409] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Avg: 1.5s/test | Remaining: 682 tests
[2025-10-18T03:07:04.748447] [INFO ] [CONFIGURE ] RQI: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:07:04.748479] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_tick_distribution']
[2025-10-18T03:07:04.914817] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:07:05.082218] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:07:05.251474] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:05.425204] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:05.596524] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:05.765349] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:07:05.935509] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:07:06.110292] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:06.283352] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:07:06.459661] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:06.459856] [INFO ] [CONFIGURE ] RQI: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T03:07:06.459907] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Avg: 1.5s/test | Remaining: 681 tests
[2025-10-18T03:07:06.459942] [INFO ] [CONFIGURE ] RQI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:07:06.459975] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-10-18T03:07:06.632070] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:07:06.802992] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:07:06.974439] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:07:07.147601] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:07.322133] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:07:07.510431] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:07.687932] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:07:07.845552] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:08.010186] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:07:08.174963] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:08.175137] [INFO ] [CONFIGURE ] RQI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T03:07:08.175180] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Avg: 1.5s/test | Remaining: 680 tests
[2025-10-18T03:07:08.175214] [INFO ] [CONFIGURE ] RQI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:07:08.175244] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_volume_price_divergence']
[2025-10-18T03:07:08.343346] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:07:08.513611] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:07:08.684159] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:08.855924] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:07:09.032380] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:09.204934] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:09.376964] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:07:09.550525] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:09.727759] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:07:09.904207] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:09.904402] [INFO ] [CONFIGURE ] RQI: DISCARDED add_volume_price_divergence (score: 100.00%)
[2025-10-18T03:07:09.904446] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Avg: 1.5s/test | Remaining: 679 tests
[2025-10-18T03:07:09.904482] [INFO ] [CONFIGURE ] RQI: Testing feature 28/29: add_volume_profile
[2025-10-18T03:07:09.904516] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_volume_profile']
[2025-10-18T03:07:10.073275] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:07:10.236277] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:07:10.412818] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:10.598494] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:10.775724] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:10.954121] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:07:11.130452] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:07:11.305589] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:11.475715] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:07:11.654673] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:11.654861] [INFO ] [CONFIGURE ] RQI: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T03:07:11.654907] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Avg: 1.5s/test | Remaining: 678 tests
[2025-10-18T03:07:11.654944] [INFO ] [CONFIGURE ] RQI: Testing feature 29/29: add_vwap
[2025-10-18T03:07:11.654978] [INFO ] [CONFIGURE ] RQI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_vwap']
[2025-10-18T03:07:11.832475] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:07:12.004582] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:07:12.174346] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:12.348008] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:12.532740] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:12.713588] [DEBUG] [FORECASTER] RQI: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:07:12.896993] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:07:13.085375] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:13.257887] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:07:13.436432] [DEBUG] [FORECASTER] RQI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:13.436623] [INFO ] [CONFIGURE ] RQI: DISCARDED add_vwap (score: 70.00%)
[2025-10-18T03:07:13.436708] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Avg: 1.5s/test | Remaining: 677 tests
[2025-10-18T03:07:13.436767] [INFO ] [CONFIGURE ] RQI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:07:13.436821] [INFO ] [CONFIGURE ] RQI: Best accuracy: 100.00%
[2025-10-18T03:07:13.436856] [INFO ] [CONFIGURE ] RQI: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-18T03:07:13.436905] [INFO ] [CONFIGURE ] RQI: Improvement over baseline: 40.00%
[2025-10-18T03:07:13.436950] [INFO ] [CONFIGURE ] RQI: Total time: 44.8 seconds
[2025-10-18T03:07:13.436979] [INFO ] [CONFIGURE ] RQI: Average time per feature: 1.5 seconds
[2025-10-18T03:07:13.437007] [INFO ] [CONFIGURE ] RQI: Average speed: 0.65 features/sec
[2025-10-18T03:07:13.437588] [INFO ] [LOCAL     ] Saved configuration for RQI: 4 features, 100.00% accuracy -> ./output/feature-sets/RQI.json
[2025-10-18T03:07:13.437678] [INFO ] [CONFIGURE ] RQI: Configuration saved successfully: 4 features, 100.00% accuracy.
[2025-10-18T03:07:13.437758] [INFO ] [sig       ] [360/380] Successfully configured RQI | 0.02 sym/s | Total: 4.3h | ETA: 14.4m
[2025-10-18T03:07:13.437826] [INFO ] [sig       ] [361/380] Configuring RRC...
[2025-10-18T03:07:13.437880] [INFO ] [CONFIGURE ] RRC: Configurate test run.
[2025-10-18T03:07:13.437914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-10-18T03:07:13.449461] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RRC'.
[2025-10-18T03:07:13.449868] [INFO ] [CONFIGURE ] RRC: Testing with 29 available features
[2025-10-18T03:07:13.449925] [INFO ] [CONFIGURE ] RRC: Establishing baseline with no features...
[2025-10-18T03:07:13.555209] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:13.662437] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:13.768997] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:13.881037] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:13.986793] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:14.092302] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:14.198278] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:14.304503] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:14.411714] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:14.519030] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:14.519206] [INFO ] [CONFIGURE ] RRC: Baseline score (no features): 80.00%
[2025-10-18T03:07:14.519250] [INFO ] [CONFIGURE ] RRC: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:07:14.519282] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:07:14.636156] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:07:14.752384] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:14.874459] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:14.991581] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:07:15.110072] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:15.228210] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:15.346479] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:15.466717] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:15.590398] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:15.713373] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:15.713532] [INFO ] [CONFIGURE ] RRC: DISCARDED add_bollinger_bands (score: 80.00%)
[2025-10-18T03:07:15.713575] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Avg: 1.5s/test | Remaining: 676 tests
[2025-10-18T03:07:15.713608] [INFO ] [CONFIGURE ] RRC: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:07:15.713637] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:07:15.836586] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:07:15.959948] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:16.086251] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:16.211837] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:16.340521] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:16.462204] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:16.584727] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:16.706069] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:16.829067] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:16.951945] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:16.952112] [INFO ] [CONFIGURE ] RRC: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T03:07:16.952174] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Avg: 1.5s/test | Remaining: 675 tests
[2025-10-18T03:07:16.952233] [INFO ] [CONFIGURE ] RRC: Testing feature 3/29: add_daily_returns
[2025-10-18T03:07:16.952266] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns']
[2025-10-18T03:07:17.057683] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:17.164021] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:17.269218] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:17.376337] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:17.487264] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:17.625743] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:17.735216] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:17.847434] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:17.958807] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:18.068438] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:18.068601] [INFO ] [CONFIGURE ] RRC: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-18T03:07:18.068664] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Avg: 1.5s/test | Remaining: 674 tests
[2025-10-18T03:07:18.068722] [INFO ] [CONFIGURE ] RRC: Testing feature 4/29: add_ema
[2025-10-18T03:07:18.068755] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_ema']
[2025-10-18T03:07:18.186993] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:18.305794] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:18.426567] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:18.546139] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:18.666711] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:18.786845] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:07:18.909689] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:19.034074] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:19.158044] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:19.286935] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:19.287181] [INFO ] [CONFIGURE ] RRC: DISCARDED add_ema (score: 70.00%)
[2025-10-18T03:07:19.287241] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Avg: 1.5s/test | Remaining: 673 tests
[2025-10-18T03:07:19.287278] [INFO ] [CONFIGURE ] RRC: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:07:19.287309] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:07:19.417693] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:19.548162] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:19.680105] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:19.812128] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:19.943381] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:20.075402] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:07:20.207711] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:20.338732] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:20.471621] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:07:20.604831] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:20.604994] [INFO ] [CONFIGURE ] RRC: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T03:07:20.605039] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Avg: 1.5s/test | Remaining: 672 tests
[2025-10-18T03:07:20.605075] [INFO ] [CONFIGURE ] RRC: Testing feature 6/29: add_failed_moves
[2025-10-18T03:07:20.605107] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_failed_moves']
[2025-10-18T03:07:20.715764] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:20.831809] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:20.941968] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:21.052584] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:21.165666] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:21.279363] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:21.399292] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:21.520759] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:21.640530] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:21.754194] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:21.754333] [INFO ] [CONFIGURE ] RRC: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T03:07:21.754376] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Avg: 1.5s/test | Remaining: 671 tests
[2025-10-18T03:07:21.754409] [INFO ] [CONFIGURE ] RRC: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:07:21.754439] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_lag_shelf']
[2025-10-18T03:07:21.854283] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:21.955805] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:22.057235] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:22.159418] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:22.271109] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:22.376181] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:22.485763] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:22.591632] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:22.696083] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:22.800636] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:22.800809] [INFO ] [CONFIGURE ] RRC: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T03:07:22.800854] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Avg: 1.5s/test | Remaining: 670 tests
[2025-10-18T03:07:22.800887] [INFO ] [CONFIGURE ] RRC: Testing feature 8/29: add_macd
[2025-10-18T03:07:22.800917] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T03:07:22.941626] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:23.081792] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:23.222562] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:23.365064] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:23.506880] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:23.650451] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:07:23.799334] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:23.943965] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:24.089121] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:24.237200] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:24.237374] [INFO ] [CONFIGURE ] RRC: DISCARDED add_macd (score: 70.00%)
[2025-10-18T03:07:24.237420] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Avg: 1.5s/test | Remaining: 669 tests
[2025-10-18T03:07:24.237455] [INFO ] [CONFIGURE ] RRC: Testing feature 9/29: add_mfi
[2025-10-18T03:07:24.237487] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_mfi']
[2025-10-18T03:07:24.355592] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:24.472950] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:24.590806] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:24.708485] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:24.824809] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:24.940613] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:25.058557] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:25.182011] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:25.302961] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:25.426168] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:25.426376] [INFO ] [CONFIGURE ] RRC: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T03:07:25.426422] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Avg: 1.5s/test | Remaining: 668 tests
[2025-10-18T03:07:25.426459] [INFO ] [CONFIGURE ] RRC: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:07:25.426493] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:07:25.559111] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:25.692600] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:25.827454] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:25.962322] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:26.096100] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:26.232330] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:26.370872] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:26.507687] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:26.648555] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:26.788540] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:26.788745] [INFO ] [CONFIGURE ] RRC: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-10-18T03:07:26.788800] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Avg: 1.5s/test | Remaining: 667 tests
[2025-10-18T03:07:26.788837] [INFO ] [CONFIGURE ] RRC: Testing feature 11/29: add_obv_daily
[2025-10-18T03:07:26.788868] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_obv_daily']
[2025-10-18T03:07:26.898796] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:27.009685] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:27.121043] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:27.233974] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:27.346436] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:27.458533] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:07:27.571127] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:27.684936] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:27.800102] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:27.913139] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:07:27.913324] [INFO ] [CONFIGURE ] RRC: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T03:07:27.913383] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Avg: 1.5s/test | Remaining: 666 tests
[2025-10-18T03:07:27.913421] [INFO ] [CONFIGURE ] RRC: Testing feature 12/29: add_obv_interval
[2025-10-18T03:07:27.913451] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_obv_interval']
[2025-10-18T03:07:28.023762] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:28.138829] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:28.249790] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:28.361421] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:28.473168] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:28.585025] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:28.697209] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:28.813380] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:28.931801] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:29.047103] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:07:29.047268] [INFO ] [CONFIGURE ] RRC: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T03:07:29.047313] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Avg: 1.5s/test | Remaining: 665 tests
[2025-10-18T03:07:29.047350] [INFO ] [CONFIGURE ] RRC: Testing feature 13/29: add_opening_strength
[2025-10-18T03:07:29.047382] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T03:07:29.169154] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:29.289183] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:29.410041] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:29.534537] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:29.656120] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:29.778670] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:29.900925] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:07:30.022315] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:30.143229] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:30.264604] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:30.264774] [INFO ] [CONFIGURE ] RRC: KEPT add_opening_strength (score: 90.00%)
[2025-10-18T03:07:30.264824] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Avg: 1.5s/test | Remaining: 664 tests
[2025-10-18T03:07:30.264860] [INFO ] [CONFIGURE ] RRC: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:07:30.264890] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T03:07:30.403024] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:07:30.540539] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:30.678312] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:30.816400] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:30.954101] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:31.095783] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:31.234273] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:31.373893] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:31.516085] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:07:31.660104] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:31.660281] [INFO ] [CONFIGURE ] RRC: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T03:07:31.660327] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Avg: 1.5s/test | Remaining: 663 tests
[2025-10-18T03:07:31.660364] [INFO ] [CONFIGURE ] RRC: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:07:31.660397] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-18T03:07:31.787116] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:07:31.912777] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:32.035623] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:32.158233] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:32.282116] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:32.405453] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:32.534714] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:32.659405] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:32.798010] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:32.922618] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:32.922852] [INFO ] [CONFIGURE ] RRC: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T03:07:32.922915] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Avg: 1.5s/test | Remaining: 662 tests
[2025-10-18T03:07:32.922974] [INFO ] [CONFIGURE ] RRC: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:07:32.923010] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T03:07:33.052501] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:07:33.184100] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:33.327051] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:33.460007] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:33.600238] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:33.742907] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:33.884843] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:07:34.025947] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:34.161580] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:34.298148] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:34.298367] [INFO ] [CONFIGURE ] RRC: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T03:07:34.298418] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Avg: 1.5s/test | Remaining: 661 tests
[2025-10-18T03:07:34.298462] [INFO ] [CONFIGURE ] RRC: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:07:34.298502] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-18T03:07:34.433533] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:34.573357] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:34.713160] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:34.865983] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:35.000920] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:35.137383] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:35.273311] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:07:35.410307] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:35.547839] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:35.687834] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:35.688019] [INFO ] [CONFIGURE ] RRC: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-18T03:07:35.688064] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Avg: 1.5s/test | Remaining: 660 tests
[2025-10-18T03:07:35.688100] [INFO ] [CONFIGURE ] RRC: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:07:35.688132] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-18T03:07:35.833857] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:35.972444] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:36.099105] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:36.226292] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:07:36.351196] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:36.478063] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:36.605367] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:07:36.736143] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:36.866060] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:36.996138] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:36.996338] [INFO ] [CONFIGURE ] RRC: KEPT add_pbf_volatility_5d (score: 100.00%)
[2025-10-18T03:07:36.996388] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Avg: 1.5s/test | Remaining: 659 tests
[2025-10-18T03:07:36.996423] [INFO ] [CONFIGURE ] RRC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:07:36.996454] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-10-18T03:07:37.123958] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:37.250103] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:37.377755] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:37.505211] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:07:37.634011] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:37.764407] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:37.894149] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:07:38.022790] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:38.151266] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:38.280837] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:38.281004] [INFO ] [CONFIGURE ] RRC: DISCARDED add_pbf_vs_sma_5 (score: 100.00%)
[2025-10-18T03:07:38.281047] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Avg: 1.5s/test | Remaining: 658 tests
[2025-10-18T03:07:38.281082] [INFO ] [CONFIGURE ] RRC: Testing feature 20/29: add_price_rejection
[2025-10-18T03:07:38.281167] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-10-18T03:07:38.415800] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:38.548598] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:38.686018] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:38.850486] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:38.984983] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:39.119182] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:39.255479] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:07:39.391311] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:39.529738] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:39.666999] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:39.667158] [INFO ] [CONFIGURE ] RRC: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-18T03:07:39.667202] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Avg: 1.5s/test | Remaining: 657 tests
[2025-10-18T03:07:39.667234] [INFO ] [CONFIGURE ] RRC: Testing feature 21/29: add_range_position
[2025-10-18T03:07:39.667265] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_range_position']
[2025-10-18T03:07:39.810087] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:39.961659] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:40.104731] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:07:40.247862] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:40.390831] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:40.534234] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:40.677859] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:07:40.823113] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:40.970961] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:41.116521] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:41.116696] [INFO ] [CONFIGURE ] RRC: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T03:07:41.116754] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Avg: 1.5s/test | Remaining: 656 tests
[2025-10-18T03:07:41.116791] [INFO ] [CONFIGURE ] RRC: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:07:41.116823] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-10-18T03:07:41.273324] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:41.432103] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:41.592153] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:41.752402] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:41.915153] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:42.077208] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:42.240333] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:07:42.404141] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:42.568262] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:42.732418] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:42.732588] [INFO ] [CONFIGURE ] RRC: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-18T03:07:42.732669] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Avg: 1.5s/test | Remaining: 655 tests
[2025-10-18T03:07:42.732727] [INFO ] [CONFIGURE ] RRC: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:07:42.732761] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-10-18T03:07:42.868764] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:43.000970] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:43.133551] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:43.267828] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:43.404414] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:43.539804] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:43.676360] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:07:43.813111] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:43.950481] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:44.090284] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:44.090461] [INFO ] [CONFIGURE ] RRC: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T03:07:44.090507] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Avg: 1.5s/test | Remaining: 654 tests
[2025-10-18T03:07:44.090543] [INFO ] [CONFIGURE ] RRC: Testing feature 24/29: add_rsi
[2025-10-18T03:07:44.090576] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-10-18T03:07:44.252316] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:44.413250] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:44.575033] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:44.738892] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:44.935926] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:45.099978] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:45.262510] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:45.419821] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:45.574383] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:45.735623] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:45.735899] [INFO ] [CONFIGURE ] RRC: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T03:07:45.735960] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Avg: 1.5s/test | Remaining: 653 tests
[2025-10-18T03:07:45.736000] [INFO ] [CONFIGURE ] RRC: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:07:45.736033] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-10-18T03:07:45.871859] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:46.006860] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:46.142995] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:46.283023] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:07:46.420036] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:46.559995] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:46.694929] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:46.830928] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:46.969610] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:47.111918] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:47.112085] [INFO ] [CONFIGURE ] RRC: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T03:07:47.112129] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Avg: 1.5s/test | Remaining: 652 tests
[2025-10-18T03:07:47.112164] [INFO ] [CONFIGURE ] RRC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:07:47.112195] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-10-18T03:07:47.250951] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:47.390505] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:47.531877] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:47.670619] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:47.813586] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:47.969716] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:48.119289] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:07:48.264341] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:48.408978] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:48.552676] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:48.552835] [INFO ] [CONFIGURE ] RRC: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-18T03:07:48.552878] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Avg: 1.5s/test | Remaining: 651 tests
[2025-10-18T03:07:48.552912] [INFO ] [CONFIGURE ] RRC: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:07:48.552943] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-10-18T03:07:48.699069] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:48.844168] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:48.989800] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:49.139530] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:49.288372] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:49.437035] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:49.585826] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:07:49.734930] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:49.883896] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:50.032546] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:50.032729] [INFO ] [CONFIGURE ] RRC: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-18T03:07:50.032784] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Avg: 1.5s/test | Remaining: 650 tests
[2025-10-18T03:07:50.032821] [INFO ] [CONFIGURE ] RRC: Testing feature 28/29: add_volume_profile
[2025-10-18T03:07:50.032853] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-10-18T03:07:50.173023] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:50.318616] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:50.466956] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:07:50.609444] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:07:50.750855] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:50.898398] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:51.044169] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:51.188380] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:51.334756] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:07:51.480900] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:51.481079] [INFO ] [CONFIGURE ] RRC: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T03:07:51.481123] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Avg: 1.5s/test | Remaining: 649 tests
[2025-10-18T03:07:51.481159] [INFO ] [CONFIGURE ] RRC: Testing feature 29/29: add_vwap
[2025-10-18T03:07:51.481193] [INFO ] [CONFIGURE ] RRC: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_vwap']
[2025-10-18T03:07:51.626440] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:07:51.770424] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:07:51.922723] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:52.073891] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:07:52.221722] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:52.370375] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:07:52.517520] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:07:52.669145] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:52.809549] [DEBUG] [FORECASTER] RRC: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:07:52.957269] [DEBUG] [FORECASTER] RRC: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:52.957436] [INFO ] [CONFIGURE ] RRC: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T03:07:52.957520] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Avg: 1.5s/test | Remaining: 648 tests
[2025-10-18T03:07:52.957574] [INFO ] [CONFIGURE ] RRC: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:07:52.957607] [INFO ] [CONFIGURE ] RRC: Best accuracy: 100.00%
[2025-10-18T03:07:52.957637] [INFO ] [CONFIGURE ] RRC: Best feature set (3 features): ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-18T03:07:52.957711] [INFO ] [CONFIGURE ] RRC: Improvement over baseline: 20.00%
[2025-10-18T03:07:52.957770] [INFO ] [CONFIGURE ] RRC: Total time: 38.4 seconds
[2025-10-18T03:07:52.957817] [INFO ] [CONFIGURE ] RRC: Average time per feature: 1.3 seconds
[2025-10-18T03:07:52.957847] [INFO ] [CONFIGURE ] RRC: Average speed: 0.75 features/sec
[2025-10-18T03:07:52.958281] [INFO ] [LOCAL     ] Saved configuration for RRC: 3 features, 100.00% accuracy -> ./output/feature-sets/RRC.json
[2025-10-18T03:07:52.958337] [INFO ] [CONFIGURE ] RRC: Configuration saved successfully: 3 features, 100.00% accuracy.
[2025-10-18T03:07:52.958393] [INFO ] [sig       ] [361/380] Successfully configured RRC | 0.02 sym/s | Total: 4.3h | ETA: 13.7m
[2025-10-18T03:07:52.958469] [INFO ] [sig       ] [362/380] Configuring RRX...
[2025-10-18T03:07:52.958534] [INFO ] [CONFIGURE ] RRX: Configurate test run.
[2025-10-18T03:07:52.958590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-10-18T03:07:52.971313] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RRX'.
[2025-10-18T03:07:52.971705] [INFO ] [CONFIGURE ] RRX: Testing with 29 available features
[2025-10-18T03:07:52.971762] [INFO ] [CONFIGURE ] RRX: Establishing baseline with no features...
[2025-10-18T03:07:53.074295] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:07:53.176006] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:07:53.278781] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:07:53.382314] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:07:53.492958] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:53.598809] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:07:53.705182] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:07:53.810474] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:53.914171] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:07:54.020227] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:07:54.020364] [INFO ] [CONFIGURE ] RRX: Baseline score (no features): 30.00%
[2025-10-18T03:07:54.020407] [INFO ] [CONFIGURE ] RRX: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:07:54.020441] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:07:54.137391] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:07:54.251306] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:07:54.367197] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:07:54.481312] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:07:54.596827] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:54.714306] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:07:54.834196] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:07:54.954116] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:55.073584] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:07:55.191922] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:55.192115] [INFO ] [CONFIGURE ] RRX: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-18T03:07:55.192176] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Avg: 1.5s/test | Remaining: 647 tests
[2025-10-18T03:07:55.192213] [INFO ] [CONFIGURE ] RRX: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:07:55.192245] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T03:07:55.325577] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:07:55.468452] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:07:55.604383] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:07:55.739824] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:07:55.880349] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:56.017362] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:07:56.153426] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:07:56.290735] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:07:56.427112] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:07:56.563713] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:07:56.563865] [INFO ] [CONFIGURE ] RRX: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T03:07:56.563910] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Avg: 1.5s/test | Remaining: 646 tests
[2025-10-18T03:07:56.563945] [INFO ] [CONFIGURE ] RRX: Testing feature 3/29: add_daily_returns
[2025-10-18T03:07:56.563981] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T03:07:56.686973] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:07:56.805558] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:07:56.924051] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:07:57.042591] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:07:57.162576] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:57.284762] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:07:57.408621] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:07:57.533312] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:07:57.657515] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:07:57.783391] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:57.783564] [INFO ] [CONFIGURE ] RRX: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T03:07:57.783610] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Avg: 1.5s/test | Remaining: 645 tests
[2025-10-18T03:07:57.783670] [INFO ] [CONFIGURE ] RRX: Testing feature 4/29: add_ema
[2025-10-18T03:07:57.783726] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T03:07:57.928082] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:07:58.076734] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:07:58.217023] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:07:58.359587] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:07:58.502541] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:07:58.640993] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:07:58.778528] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:07:58.917292] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:07:59.061569] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:07:59.205424] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:07:59.205589] [INFO ] [CONFIGURE ] RRX: DISCARDED add_ema (score: 40.00%)
[2025-10-18T03:07:59.205634] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Avg: 1.5s/test | Remaining: 644 tests
[2025-10-18T03:07:59.205709] [INFO ] [CONFIGURE ] RRX: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:07:59.205749] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:07:59.355543] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:07:59.503308] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:07:59.659100] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:07:59.811193] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:07:59.960600] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:00.111620] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:00.266236] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:00.424385] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:08:00.578249] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:08:00.731606] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:08:00.731817] [INFO ] [CONFIGURE ] RRX: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T03:08:00.731868] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Avg: 1.5s/test | Remaining: 643 tests
[2025-10-18T03:08:00.731904] [INFO ] [CONFIGURE ] RRX: Testing feature 6/29: add_failed_moves
[2025-10-18T03:08:00.731936] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T03:08:00.863374] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:00.994471] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:01.129552] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:01.277129] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:01.417373] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:01.557046] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:01.697161] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:01.851622] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:08:02.005195] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:08:02.173963] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:02.174261] [INFO ] [CONFIGURE ] RRX: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T03:08:02.174326] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Avg: 1.5s/test | Remaining: 642 tests
[2025-10-18T03:08:02.174367] [INFO ] [CONFIGURE ] RRX: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:08:02.174400] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T03:08:02.331115] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:02.473887] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:02.623814] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:02.753322] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:02.874052] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:02.993940] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:03.112275] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:03.235849] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:03.357373] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:08:03.481482] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:03.481659] [INFO ] [CONFIGURE ] RRX: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-18T03:08:03.481722] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Avg: 1.5s/test | Remaining: 641 tests
[2025-10-18T03:08:03.481761] [INFO ] [CONFIGURE ] RRX: Testing feature 8/29: add_macd
[2025-10-18T03:08:03.481795] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T03:08:03.637056] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:03.790790] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:03.947269] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:04.102580] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:04.261473] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:04.420695] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:04.585453] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:04.746181] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:08:04.914810] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:08:05.081967] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:08:05.082152] [INFO ] [CONFIGURE ] RRX: DISCARDED add_macd (score: 30.00%)
[2025-10-18T03:08:05.082201] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Avg: 1.5s/test | Remaining: 640 tests
[2025-10-18T03:08:05.082241] [INFO ] [CONFIGURE ] RRX: Testing feature 9/29: add_mfi
[2025-10-18T03:08:05.082272] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T03:08:05.218608] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:05.354069] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:05.486709] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:05.632923] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:05.763605] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:05.897629] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:06.036249] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:06.172557] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:08:06.315391] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:08:06.455585] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:06.455794] [INFO ] [CONFIGURE ] RRX: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T03:08:06.455846] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Avg: 1.5s/test | Remaining: 639 tests
[2025-10-18T03:08:06.455884] [INFO ] [CONFIGURE ] RRX: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:08:06.455917] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:08:06.605192] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:06.751577] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:06.900102] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:07.056491] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:07.206864] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:07.358462] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:07.509536] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:07.663178] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:07.815935] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:08:07.968839] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:07.969020] [INFO ] [CONFIGURE ] RRX: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-18T03:08:07.969068] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Avg: 1.5s/test | Remaining: 638 tests
[2025-10-18T03:08:07.969104] [INFO ] [CONFIGURE ] RRX: Testing feature 11/29: add_obv_daily
[2025-10-18T03:08:07.969137] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T03:08:08.093953] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:08:08.214206] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:08:08.336305] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:08.463337] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:08.586727] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:08.708870] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:08.831862] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:08:08.955258] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:09.080662] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:08:09.215987] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:08:09.216172] [INFO ] [CONFIGURE ] RRX: DISCARDED add_obv_daily (score: 40.00%)
[2025-10-18T03:08:09.216216] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Avg: 1.5s/test | Remaining: 637 tests
[2025-10-18T03:08:09.216250] [INFO ] [CONFIGURE ] RRX: Testing feature 12/29: add_obv_interval
[2025-10-18T03:08:09.216304] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T03:08:09.339574] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:09.463034] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:09.586598] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:09.725589] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:09.859367] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:09.985961] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:10.112575] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:10.237598] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:08:10.372622] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:08:10.505128] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:08:10.505284] [INFO ] [CONFIGURE ] RRX: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T03:08:10.505331] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Avg: 1.5s/test | Remaining: 636 tests
[2025-10-18T03:08:10.505367] [INFO ] [CONFIGURE ] RRX: Testing feature 13/29: add_opening_strength
[2025-10-18T03:08:10.505398] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:08:10.641462] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:10.771737] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:10.903247] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:11.037048] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:11.169443] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:11.302168] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:11.435510] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:11.569035] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:11.707383] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:08:11.850958] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:08:11.851122] [INFO ] [CONFIGURE ] RRX: DISCARDED add_opening_strength (score: 20.00%)
[2025-10-18T03:08:11.851166] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Avg: 1.5s/test | Remaining: 635 tests
[2025-10-18T03:08:11.851200] [INFO ] [CONFIGURE ] RRX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:08:11.851231] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T03:08:11.984368] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:12.128115] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:12.265046] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:12.414446] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:12.576407] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:12.738196] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:12.878299] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:13.016442] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:13.156336] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:08:13.303023] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:08:13.303188] [INFO ] [CONFIGURE ] RRX: DISCARDED add_order_flow_imbalance (score: 20.00%)
[2025-10-18T03:08:13.303232] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Avg: 1.5s/test | Remaining: 634 tests
[2025-10-18T03:08:13.303266] [INFO ] [CONFIGURE ] RRX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:08:13.303297] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T03:08:13.425943] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:13.550402] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:13.674511] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:13.797564] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:13.921842] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:14.045004] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:14.171291] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:14.297671] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:14.425838] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:08:14.556080] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:14.556291] [INFO ] [CONFIGURE ] RRX: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-18T03:08:14.556352] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Avg: 1.5s/test | Remaining: 633 tests
[2025-10-18T03:08:14.556389] [INFO ] [CONFIGURE ] RRX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:08:14.556437] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T03:08:14.681845] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:14.808821] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:14.934627] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:15.059669] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:15.209804] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:15.337788] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:15.466791] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:15.593898] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:15.724980] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:08:15.850865] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:08:15.851020] [INFO ] [CONFIGURE ] RRX: DISCARDED add_pbf_overnight_gap (score: 20.00%)
[2025-10-18T03:08:15.851064] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Avg: 1.5s/test | Remaining: 632 tests
[2025-10-18T03:08:15.851098] [INFO ] [CONFIGURE ] RRX: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:08:15.851131] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T03:08:15.975807] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:16.100723] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:16.232805] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:16.359524] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:16.486004] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:16.614464] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:16.750332] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:16.883434] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:17.022887] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:08:17.159544] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:08:17.159718] [INFO ] [CONFIGURE ] RRX: DISCARDED add_pbf_return_2d (score: 20.00%)
[2025-10-18T03:08:17.159787] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Avg: 1.5s/test | Remaining: 631 tests
[2025-10-18T03:08:17.159901] [INFO ] [CONFIGURE ] RRX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:08:17.159942] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T03:08:17.282928] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:17.400067] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:17.516633] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:17.632926] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:17.750348] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:17.867268] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:17.984485] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:18.103931] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:08:18.229660] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:08:18.356022] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:08:18.356175] [INFO ] [CONFIGURE ] RRX: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-10-18T03:08:18.356218] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Avg: 1.5s/test | Remaining: 630 tests
[2025-10-18T03:08:18.356252] [INFO ] [CONFIGURE ] RRX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:08:18.356282] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T03:08:18.483894] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:18.603590] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:18.723865] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:18.844516] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:18.965533] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:19.089126] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:19.210997] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:19.334783] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:19.457391] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:08:19.581370] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:19.581524] [INFO ] [CONFIGURE ] RRX: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-10-18T03:08:19.581569] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Avg: 1.5s/test | Remaining: 629 tests
[2025-10-18T03:08:19.581605] [INFO ] [CONFIGURE ] RRX: Testing feature 20/29: add_price_rejection
[2025-10-18T03:08:19.581638] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T03:08:19.708661] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:19.837590] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:19.966432] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:20.093668] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:20.224235] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:20.356494] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:20.489201] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:08:20.627243] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:08:20.766101] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:08:20.905155] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:08:20.905320] [INFO ] [CONFIGURE ] RRX: KEPT add_price_rejection (score: 50.00%)
[2025-10-18T03:08:20.905365] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Avg: 1.5s/test | Remaining: 628 tests
[2025-10-18T03:08:20.905399] [INFO ] [CONFIGURE ] RRX: Testing feature 21/29: add_range_position
[2025-10-18T03:08:20.905429] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_range_position']
[2025-10-18T03:08:21.064451] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:21.218843] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:21.374351] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:21.556518] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:21.712877] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:21.870488] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:22.027321] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:22.185812] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:08:22.343724] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:08:22.500215] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:08:22.500383] [INFO ] [CONFIGURE ] RRX: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T03:08:22.500426] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Avg: 1.5s/test | Remaining: 627 tests
[2025-10-18T03:08:22.500461] [INFO ] [CONFIGURE ] RRX: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:08:22.500492] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_realized_volatility']
[2025-10-18T03:08:22.665559] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:22.832978] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:23.002067] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:23.171765] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:23.349328] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:23.527408] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:23.707065] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:23.888381] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:08:24.068364] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:08:24.241318] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:08:24.241482] [INFO ] [CONFIGURE ] RRX: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T03:08:24.241525] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Avg: 1.5s/test | Remaining: 626 tests
[2025-10-18T03:08:24.241559] [INFO ] [CONFIGURE ] RRX: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:08:24.241590] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_recent_range_context']
[2025-10-18T03:08:24.384052] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:24.526829] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:24.669768] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:24.813790] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:24.956303] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:25.101591] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:25.247139] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:25.395175] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:08:25.542184] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:08:25.689947] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:08:25.690110] [INFO ] [CONFIGURE ] RRX: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T03:08:25.690155] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Avg: 1.5s/test | Remaining: 625 tests
[2025-10-18T03:08:25.690191] [INFO ] [CONFIGURE ] RRX: Testing feature 24/29: add_rsi
[2025-10-18T03:08:25.690224] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_ema', 'add_rsi']
[2025-10-18T03:08:25.851162] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:26.012362] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:26.175021] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:26.337087] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:26.498942] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:26.671421] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:26.834438] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:26.996457] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:08:27.159201] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:08:27.322508] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:27.322701] [INFO ] [CONFIGURE ] RRX: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T03:08:27.322804] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Avg: 1.5s/test | Remaining: 624 tests
[2025-10-18T03:08:27.322859] [INFO ] [CONFIGURE ] RRX: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:08:27.322893] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_tick_distribution']
[2025-10-18T03:08:27.458912] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:27.621816] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:27.756823] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:27.892054] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:28.027815] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:28.165458] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:28.302278] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:08:28.448537] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:08:28.595727] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:08:28.744987] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:08:28.745115] [INFO ] [CONFIGURE ] RRX: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T03:08:28.745158] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Avg: 1.5s/test | Remaining: 623 tests
[2025-10-18T03:08:28.745192] [INFO ] [CONFIGURE ] RRX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:08:28.745223] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_volume_momentum_confirmation']
[2025-10-18T03:08:28.891116] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:29.034135] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:29.179299] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:29.324504] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:29.472036] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:29.617190] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:29.765781] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:29.911989] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:08:30.061438] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:08:30.209122] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:08:30.209275] [INFO ] [CONFIGURE ] RRX: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T03:08:30.209335] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Avg: 1.5s/test | Remaining: 622 tests
[2025-10-18T03:08:30.209371] [INFO ] [CONFIGURE ] RRX: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:08:30.209402] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_volume_price_divergence']
[2025-10-18T03:08:30.361006] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:08:30.514028] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:30.679811] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:30.839017] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:30.994477] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:31.155989] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:31.315329] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:31.480932] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:08:31.643607] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:08:31.795947] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:31.796113] [INFO ] [CONFIGURE ] RRX: KEPT add_volume_price_divergence (score: 60.00%)
[2025-10-18T03:08:31.796157] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Avg: 1.5s/test | Remaining: 621 tests
[2025-10-18T03:08:31.796190] [INFO ] [CONFIGURE ] RRX: Testing feature 28/29: add_volume_profile
[2025-10-18T03:08:31.796221] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_volume_price_divergence', 'add_volume_profile']
[2025-10-18T03:08:31.961162] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:32.155723] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:32.322950] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:32.488741] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:32.654963] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:32.824530] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:32.992347] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:33.165125] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:08:33.338295] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:08:33.510632] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:33.510856] [INFO ] [CONFIGURE ] RRX: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T03:08:33.510903] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Avg: 1.5s/test | Remaining: 620 tests
[2025-10-18T03:08:33.510938] [INFO ] [CONFIGURE ] RRX: Testing feature 29/29: add_vwap
[2025-10-18T03:08:33.510970] [INFO ] [CONFIGURE ] RRX: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_volume_price_divergence', 'add_vwap']
[2025-10-18T03:08:33.708673] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:08:33.878724] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:34.042416] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:34.210783] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:08:34.378165] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:34.540313] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:34.704611] [DEBUG] [FORECASTER] RRX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:08:34.868681] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:08:35.040233] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:08:35.213754] [DEBUG] [FORECASTER] RRX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:35.213958] [INFO ] [CONFIGURE ] RRX: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T03:08:35.214004] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Avg: 1.5s/test | Remaining: 619 tests
[2025-10-18T03:08:35.214097] [INFO ] [CONFIGURE ] RRX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:08:35.214152] [INFO ] [CONFIGURE ] RRX: Best accuracy: 60.00%
[2025-10-18T03:08:35.214187] [INFO ] [CONFIGURE ] RRX: Best feature set (3 features): ['add_bollinger_bands', 'add_price_rejection', 'add_volume_price_divergence']
[2025-10-18T03:08:35.214218] [INFO ] [CONFIGURE ] RRX: Improvement over baseline: 30.00%
[2025-10-18T03:08:35.214244] [INFO ] [CONFIGURE ] RRX: Total time: 41.2 seconds
[2025-10-18T03:08:35.214270] [INFO ] [CONFIGURE ] RRX: Average time per feature: 1.4 seconds
[2025-10-18T03:08:35.214297] [INFO ] [CONFIGURE ] RRX: Average speed: 0.70 features/sec
[2025-10-18T03:08:35.214911] [INFO ] [LOCAL     ] Saved configuration for RRX: 3 features, 60.00% accuracy -> ./output/feature-sets/RRX.json
[2025-10-18T03:08:35.214982] [INFO ] [CONFIGURE ] RRX: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-10-18T03:08:35.215081] [INFO ] [sig       ] [362/380] Successfully configured RRX | 0.02 sym/s | Total: 4.4h | ETA: 13.0m
[2025-10-18T03:08:35.215147] [INFO ] [sig       ] [363/380] Configuring RS...
[2025-10-18T03:08:35.215213] [INFO ] [CONFIGURE ] RS: Configurate test run.
[2025-10-18T03:08:35.215268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-10-18T03:08:35.229389] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RS'.
[2025-10-18T03:08:35.229969] [INFO ] [CONFIGURE ] RS: Testing with 29 available features
[2025-10-18T03:08:35.230027] [INFO ] [CONFIGURE ] RS: Establishing baseline with no features...
[2025-10-18T03:08:35.338880] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:35.444972] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:35.552596] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:35.666810] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:08:35.776424] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:35.878595] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:08:35.981945] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:08:36.086077] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:36.191006] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:36.296637] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:36.296816] [INFO ] [CONFIGURE ] RS: Baseline score (no features): 90.00%
[2025-10-18T03:08:36.296863] [INFO ] [CONFIGURE ] RS: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:08:36.296901] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:08:36.420170] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:36.536260] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:36.676138] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:36.799362] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:08:36.920215] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:37.037700] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:08:37.157012] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:08:37.274784] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:37.399195] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:37.520126] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:37.520309] [INFO ] [CONFIGURE ] RS: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-18T03:08:37.520355] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Avg: 1.5s/test | Remaining: 618 tests
[2025-10-18T03:08:37.520391] [INFO ] [CONFIGURE ] RS: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:08:37.520421] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:08:37.643381] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:37.766132] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:08:37.890281] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:38.014122] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:08:38.143788] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:38.268341] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:08:38.395502] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:08:38.521777] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:38.647382] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:38.772209] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:38.772386] [INFO ] [CONFIGURE ] RS: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T03:08:38.772429] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Avg: 1.5s/test | Remaining: 617 tests
[2025-10-18T03:08:38.772464] [INFO ] [CONFIGURE ] RS: Testing feature 3/29: add_daily_returns
[2025-10-18T03:08:38.772493] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_daily_returns']
[2025-10-18T03:08:38.880368] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:38.988938] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:39.099122] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:39.208287] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:08:39.317446] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:39.428285] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:39.539056] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:08:39.650949] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:39.764043] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:39.877889] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:39.878066] [INFO ] [CONFIGURE ] RS: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-18T03:08:39.878111] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Avg: 1.5s/test | Remaining: 616 tests
[2025-10-18T03:08:39.878146] [INFO ] [CONFIGURE ] RS: Testing feature 4/29: add_ema
[2025-10-18T03:08:39.878177] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_ema']
[2025-10-18T03:08:40.005071] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:40.139295] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:40.263312] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:40.388208] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:08:40.515439] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:40.639421] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:08:40.765220] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:08:40.889993] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:41.012807] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:41.137559] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:41.137790] [INFO ] [CONFIGURE ] RS: DISCARDED add_ema (score: 90.00%)
[2025-10-18T03:08:41.137855] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Avg: 1.5s/test | Remaining: 615 tests
[2025-10-18T03:08:41.137893] [INFO ] [CONFIGURE ] RS: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:08:41.137925] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:08:41.267553] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:41.398183] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:41.532179] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:41.664792] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:08:41.797091] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:41.940519] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:08:42.088340] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:08:42.236969] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:42.386156] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:42.530048] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:42.530233] [INFO ] [CONFIGURE ] RS: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T03:08:42.530299] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Avg: 1.5s/test | Remaining: 614 tests
[2025-10-18T03:08:42.530374] [INFO ] [CONFIGURE ] RS: Testing feature 6/29: add_failed_moves
[2025-10-18T03:08:42.530445] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_failed_moves']
[2025-10-18T03:08:42.654541] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:42.784695] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:42.900732] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:43.023314] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:08:43.155960] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:43.291123] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:08:43.417671] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:08:43.545738] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:43.663963] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:43.775237] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:43.775441] [INFO ] [CONFIGURE ] RS: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-18T03:08:43.775503] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Avg: 1.5s/test | Remaining: 613 tests
[2025-10-18T03:08:43.775541] [INFO ] [CONFIGURE ] RS: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:08:43.775573] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_lag_shelf']
[2025-10-18T03:08:43.876612] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:43.976904] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:44.077669] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:44.178349] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:08:44.280494] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:44.383307] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:08:44.487432] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:08:44.600143] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:44.708797] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:44.810675] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:44.810846] [INFO ] [CONFIGURE ] RS: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-18T03:08:44.810889] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Avg: 1.5s/test | Remaining: 612 tests
[2025-10-18T03:08:44.810923] [INFO ] [CONFIGURE ] RS: Testing feature 8/29: add_macd
[2025-10-18T03:08:44.810954] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T03:08:44.947898] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:45.093285] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:08:45.237834] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:08:45.382849] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:08:45.527965] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:08:45.669821] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:08:45.822367] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:08:45.968739] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:46.115924] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:46.269666] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:46.269874] [INFO ] [CONFIGURE ] RS: DISCARDED add_macd (score: 40.00%)
[2025-10-18T03:08:46.269920] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Avg: 1.5s/test | Remaining: 611 tests
[2025-10-18T03:08:46.269955] [INFO ] [CONFIGURE ] RS: Testing feature 9/29: add_mfi
[2025-10-18T03:08:46.269985] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_mfi']
[2025-10-18T03:08:46.387328] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:46.509601] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:46.627921] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:46.754141] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:08:46.873905] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:47.001701] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:08:47.127587] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:08:47.251208] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:47.375532] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:47.500109] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:47.500356] [INFO ] [CONFIGURE ] RS: DISCARDED add_mfi (score: 90.00%)
[2025-10-18T03:08:47.500415] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Avg: 1.5s/test | Remaining: 610 tests
[2025-10-18T03:08:47.500451] [INFO ] [CONFIGURE ] RS: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:08:47.500482] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:08:47.639417] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:47.775758] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:47.912614] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:48.043889] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:08:48.182743] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:48.320572] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:48.458956] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:08:48.598973] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:48.738607] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:48.885596] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:48.885790] [INFO ] [CONFIGURE ] RS: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T03:08:48.885847] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Avg: 1.5s/test | Remaining: 609 tests
[2025-10-18T03:08:48.885883] [INFO ] [CONFIGURE ] RS: Testing feature 11/29: add_obv_daily
[2025-10-18T03:08:48.885915] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_obv_daily']
[2025-10-18T03:08:49.001337] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:49.117635] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:49.234131] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:49.349251] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:08:49.464490] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:49.581030] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:49.703196] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:08:49.821777] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:49.940082] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:50.058631] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:50.058810] [INFO ] [CONFIGURE ] RS: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T03:08:50.058856] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Avg: 1.5s/test | Remaining: 608 tests
[2025-10-18T03:08:50.058889] [INFO ] [CONFIGURE ] RS: Testing feature 12/29: add_obv_interval
[2025-10-18T03:08:50.058919] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_obv_interval']
[2025-10-18T03:08:50.172162] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:50.285433] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:50.400788] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:50.514916] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:08:50.632026] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:50.749320] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:08:50.870906] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:08:50.992009] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:51.110296] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:51.227631] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:51.227865] [INFO ] [CONFIGURE ] RS: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T03:08:51.227917] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Avg: 1.5s/test | Remaining: 607 tests
[2025-10-18T03:08:51.227952] [INFO ] [CONFIGURE ] RS: Testing feature 13/29: add_opening_strength
[2025-10-18T03:08:51.227983] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T03:08:51.357563] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:51.496749] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:51.634926] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:51.760166] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:08:51.887701] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:52.016794] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:52.143579] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:08:52.271404] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:52.400244] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:52.531840] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:52.532011] [INFO ] [CONFIGURE ] RS: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T03:08:52.532054] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Avg: 1.5s/test | Remaining: 606 tests
[2025-10-18T03:08:52.532088] [INFO ] [CONFIGURE ] RS: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:08:52.532118] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T03:08:52.659486] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:52.792048] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:52.920084] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:53.063010] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:08:53.195859] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:53.327627] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:08:53.457182] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:08:53.586981] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:53.717944] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:53.847820] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:53.847995] [INFO ] [CONFIGURE ] RS: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T03:08:53.848038] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Avg: 1.5s/test | Remaining: 605 tests
[2025-10-18T03:08:53.848071] [INFO ] [CONFIGURE ] RS: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:08:53.848101] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T03:08:53.958568] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:08:54.071671] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:54.177266] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:54.286186] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:08:54.393625] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:54.504632] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:08:54.655815] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:08:54.800713] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:54.958856] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:55.128993] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:55.129241] [INFO ] [CONFIGURE ] RS: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T03:08:55.129296] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Avg: 1.5s/test | Remaining: 604 tests
[2025-10-18T03:08:55.129334] [INFO ] [CONFIGURE ] RS: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:08:55.129373] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T03:08:55.249658] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:55.366548] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:55.486904] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:55.598355] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:08:55.709283] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:55.823226] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:08:55.938209] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:08:56.052479] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:56.170025] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:56.287170] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:56.287295] [INFO ] [CONFIGURE ] RS: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T03:08:56.287339] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Avg: 1.5s/test | Remaining: 603 tests
[2025-10-18T03:08:56.287376] [INFO ] [CONFIGURE ] RS: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:08:56.287413] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_pbf_return_2d']
[2025-10-18T03:08:56.402312] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:08:56.518568] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:56.639473] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:56.760589] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:08:56.881705] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:57.004172] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:08:57.126350] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:08:57.250097] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:57.373332] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:57.497177] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:57.497328] [INFO ] [CONFIGURE ] RS: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T03:08:57.497372] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Avg: 1.5s/test | Remaining: 602 tests
[2025-10-18T03:08:57.497412] [INFO ] [CONFIGURE ] RS: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:08:57.497448] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T03:08:57.606294] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:57.714552] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:57.823140] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:57.937350] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:08:58.050894] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:58.162590] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:08:58.278630] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:08:58.399208] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:58.512444] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:58.626607] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:58.626810] [INFO ] [CONFIGURE ] RS: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-18T03:08:58.626860] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Avg: 1.5s/test | Remaining: 601 tests
[2025-10-18T03:08:58.626894] [INFO ] [CONFIGURE ] RS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:08:58.626924] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T03:08:58.735783] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:08:58.849154] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:08:58.957951] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:08:59.068111] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:08:59.177704] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:08:59.288745] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:08:59.405014] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:08:59.519007] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:08:59.631119] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:08:59.745168] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:08:59.745316] [INFO ] [CONFIGURE ] RS: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T03:08:59.745358] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Avg: 1.5s/test | Remaining: 600 tests
[2025-10-18T03:08:59.745392] [INFO ] [CONFIGURE ] RS: Testing feature 20/29: add_price_rejection
[2025-10-18T03:08:59.745422] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_price_rejection']
[2025-10-18T03:08:59.860985] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:08:59.982235] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:00.100062] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:09:00.216465] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:00.333292] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:09:00.455715] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:09:00.572093] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:00.688933] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:09:00.809845] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:00.963853] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:09:00.964029] [INFO ] [CONFIGURE ] RS: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T03:09:00.964092] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Avg: 1.5s/test | Remaining: 599 tests
[2025-10-18T03:09:00.964132] [INFO ] [CONFIGURE ] RS: Testing feature 21/29: add_range_position
[2025-10-18T03:09:00.964163] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_range_position']
[2025-10-18T03:09:01.087420] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:01.238042] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:01.373862] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:09:01.510420] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:01.640550] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:09:01.774317] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:09:01.916290] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:02.055452] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:09:02.185851] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:02.313757] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:09:02.313930] [INFO ] [CONFIGURE ] RS: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T03:09:02.313997] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Avg: 1.5s/test | Remaining: 598 tests
[2025-10-18T03:09:02.314056] [INFO ] [CONFIGURE ] RS: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:09:02.314090] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_realized_volatility']
[2025-10-18T03:09:02.454459] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:09:02.594433] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:02.740062] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:09:02.880442] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:09:03.022553] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:09:03.166606] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:09:03.317285] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:09:03.481539] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:09:03.644725] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:03.806966] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:09:03.807132] [INFO ] [CONFIGURE ] RS: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T03:09:03.807177] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Avg: 1.5s/test | Remaining: 597 tests
[2025-10-18T03:09:03.807213] [INFO ] [CONFIGURE ] RS: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:09:03.807245] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_recent_range_context']
[2025-10-18T03:09:03.933989] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:09:04.060363] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:04.189352] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:09:04.314830] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:09:04.437006] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:09:04.559995] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:09:04.672836] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:04.784027] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:09:04.896014] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:05.009674] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:09:05.009855] [INFO ] [CONFIGURE ] RS: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T03:09:05.009899] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Avg: 1.5s/test | Remaining: 596 tests
[2025-10-18T03:09:05.009934] [INFO ] [CONFIGURE ] RS: Testing feature 24/29: add_rsi
[2025-10-18T03:09:05.009966] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T03:09:05.141480] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:05.271720] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:05.401310] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:09:05.531002] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:05.665313] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:09:05.798743] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:09:05.935025] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:06.070933] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:09:06.205136] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:06.342696] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:09:06.342864] [INFO ] [CONFIGURE ] RS: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T03:09:06.342908] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Avg: 1.5s/test | Remaining: 595 tests
[2025-10-18T03:09:06.342941] [INFO ] [CONFIGURE ] RS: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:09:06.342971] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_tick_distribution']
[2025-10-18T03:09:06.451959] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:09:06.561215] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:06.669816] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:09:06.779259] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:09:06.889668] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:09:07.022894] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:09:07.133853] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:07.255353] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:09:07.381142] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:07.511474] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:09:07.511686] [INFO ] [CONFIGURE ] RS: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T03:09:07.511749] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Avg: 1.5s/test | Remaining: 594 tests
[2025-10-18T03:09:07.511790] [INFO ] [CONFIGURE ] RS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:09:07.511822] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T03:09:07.643544] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:09:07.775100] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:07.906890] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:09:08.035401] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:09:08.162787] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:09:08.297915] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:09:08.432270] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:08.569999] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:09:08.711666] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:08.849128] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:09:08.849316] [INFO ] [CONFIGURE ] RS: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-18T03:09:08.849363] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Avg: 1.5s/test | Remaining: 593 tests
[2025-10-18T03:09:08.849430] [INFO ] [CONFIGURE ] RS: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:09:08.849490] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_volume_price_divergence']
[2025-10-18T03:09:08.984375] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:09:09.115730] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:09.247133] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:09:09.378621] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:09:09.516354] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:09:09.652004] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:09:09.779836] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:09.909043] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:09:10.070311] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:10.198401] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:09:10.198530] [INFO ] [CONFIGURE ] RS: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-18T03:09:10.198574] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Avg: 1.5s/test | Remaining: 592 tests
[2025-10-18T03:09:10.198609] [INFO ] [CONFIGURE ] RS: Testing feature 28/29: add_volume_profile
[2025-10-18T03:09:10.198639] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_volume_profile']
[2025-10-18T03:09:10.313308] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:10.432584] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:09:10.554159] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:09:10.671383] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:09:10.788927] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:09:10.906182] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:09:11.023872] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:09:11.141942] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:09:11.260779] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:11.380159] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:09:11.380304] [INFO ] [CONFIGURE ] RS: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T03:09:11.380346] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Avg: 1.5s/test | Remaining: 591 tests
[2025-10-18T03:09:11.380379] [INFO ] [CONFIGURE ] RS: Testing feature 29/29: add_vwap
[2025-10-18T03:09:11.380409] [INFO ] [CONFIGURE ] RS: Testing with features: ['add_vwap']
[2025-10-18T03:09:11.500292] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:09:11.622178] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:11.743288] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:09:11.865320] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:11.988451] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:09:12.111558] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:09:12.234590] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:09:12.352447] [DEBUG] [FORECASTER] RS: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:09:12.473529] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:12.596293] [DEBUG] [FORECASTER] RS: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:09:12.596476] [INFO ] [CONFIGURE ] RS: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T03:09:12.596521] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Avg: 1.5s/test | Remaining: 590 tests
[2025-10-18T03:09:12.596585] [INFO ] [CONFIGURE ] RS: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:09:12.596663] [INFO ] [CONFIGURE ] RS: Best accuracy: 90.00%
[2025-10-18T03:09:12.596720] [INFO ] [CONFIGURE ] RS: Best feature set (0 features): []
[2025-10-18T03:09:12.596754] [INFO ] [CONFIGURE ] RS: Improvement over baseline: 0.00%
[2025-10-18T03:09:12.596781] [INFO ] [CONFIGURE ] RS: Total time: 36.3 seconds
[2025-10-18T03:09:12.596808] [INFO ] [CONFIGURE ] RS: Average time per feature: 1.3 seconds
[2025-10-18T03:09:12.596836] [INFO ] [CONFIGURE ] RS: Average speed: 0.80 features/sec
[2025-10-18T03:09:12.597493] [INFO ] [LOCAL     ] Saved configuration for RS: 0 features, 90.00% accuracy -> ./output/feature-sets/RS.json
[2025-10-18T03:09:12.597565] [INFO ] [CONFIGURE ] RS: Configuration saved successfully: 0 features, 90.00% accuracy.
[2025-10-18T03:09:12.597672] [INFO ] [sig       ] [363/380] Successfully configured RS | 0.02 sym/s | Total: 4.4h | ETA: 12.3m
[2025-10-18T03:09:12.597774] [INFO ] [sig       ] [364/380] Configuring RSG...
[2025-10-18T03:09:12.597857] [INFO ] [CONFIGURE ] RSG: Configurate test run.
[2025-10-18T03:09:12.597914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-10-18T03:09:12.611603] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RSG'.
[2025-10-18T03:09:12.612120] [INFO ] [CONFIGURE ] RSG: Testing with 29 available features
[2025-10-18T03:09:12.612179] [INFO ] [CONFIGURE ] RSG: Establishing baseline with no features...
[2025-10-18T03:09:12.719597] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:12.822557] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:12.926853] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:13.033213] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:13.147925] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:13.272863] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:13.377965] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:13.488549] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:09:13.597928] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:13.709190] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:13.709331] [INFO ] [CONFIGURE ] RSG: Baseline score (no features): 40.00%
[2025-10-18T03:09:13.709373] [INFO ] [CONFIGURE ] RSG: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:09:13.709406] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:09:13.832441] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:13.958288] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:14.082391] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:14.208603] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:14.334897] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:14.474337] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:14.599560] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:14.725998] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:14.851623] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:14.978199] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:14.978382] [INFO ] [CONFIGURE ] RSG: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T03:09:14.978430] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Avg: 1.5s/test | Remaining: 589 tests
[2025-10-18T03:09:14.978466] [INFO ] [CONFIGURE ] RSG: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:09:14.978497] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T03:09:15.120275] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:15.260866] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:09:15.400355] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:15.540803] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:15.682613] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:15.823076] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:09:15.965685] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:16.137033] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:16.281166] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:16.429442] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:16.429676] [INFO ] [CONFIGURE ] RSG: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T03:09:16.429738] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Avg: 1.5s/test | Remaining: 588 tests
[2025-10-18T03:09:16.429776] [INFO ] [CONFIGURE ] RSG: Testing feature 3/29: add_daily_returns
[2025-10-18T03:09:16.429807] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T03:09:16.558216] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:16.683070] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:09:16.808843] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:16.939587] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:17.070821] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:17.204290] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:09:17.343811] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:17.492103] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:17.630572] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:17.758425] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:17.758624] [INFO ] [CONFIGURE ] RSG: DISCARDED add_daily_returns (score: 30.00%)
[2025-10-18T03:09:17.758701] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Avg: 1.5s/test | Remaining: 587 tests
[2025-10-18T03:09:17.758752] [INFO ] [CONFIGURE ] RSG: Testing feature 4/29: add_ema
[2025-10-18T03:09:17.758786] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T03:09:17.893545] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:18.028303] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:18.163251] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:18.297758] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:18.436967] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:18.574310] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:09:18.723951] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:18.870597] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:19.017153] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:19.168782] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:19.169005] [INFO ] [CONFIGURE ] RSG: DISCARDED add_ema (score: 40.00%)
[2025-10-18T03:09:19.169069] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Avg: 1.5s/test | Remaining: 586 tests
[2025-10-18T03:09:19.169110] [INFO ] [CONFIGURE ] RSG: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:09:19.169143] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:09:19.329399] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:19.487767] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:19.650056] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:19.807490] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:19.965240] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:20.118154] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:20.271054] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:20.430782] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:20.590189] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:20.753005] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:20.753219] [INFO ] [CONFIGURE ] RSG: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T03:09:20.753283] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Avg: 1.5s/test | Remaining: 585 tests
[2025-10-18T03:09:20.753331] [INFO ] [CONFIGURE ] RSG: Testing feature 6/29: add_failed_moves
[2025-10-18T03:09:20.753365] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T03:09:20.891221] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:21.023446] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:21.157087] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:21.289188] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:21.422793] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:21.557672] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:21.696113] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:21.855779] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:21.995988] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:22.133591] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:22.133800] [INFO ] [CONFIGURE ] RSG: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T03:09:22.133850] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Avg: 1.5s/test | Remaining: 584 tests
[2025-10-18T03:09:22.133886] [INFO ] [CONFIGURE ] RSG: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:09:22.133917] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T03:09:22.262736] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:22.392550] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:09:22.519206] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:22.643505] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:22.768181] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:22.897455] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:23.024784] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:23.151315] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:09:23.280413] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:23.411802] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:23.411987] [INFO ] [CONFIGURE ] RSG: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-18T03:09:23.412030] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Avg: 1.5s/test | Remaining: 583 tests
[2025-10-18T03:09:23.412067] [INFO ] [CONFIGURE ] RSG: Testing feature 8/29: add_macd
[2025-10-18T03:09:23.412122] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T03:09:23.577276] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:23.739814] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:09:23.901567] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:24.065518] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:09:24.225175] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:24.387714] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:24.551896] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:24.715328] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:09:24.882751] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:25.052463] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:25.052825] [INFO ] [CONFIGURE ] RSG: DISCARDED add_macd (score: 40.00%)
[2025-10-18T03:09:25.052884] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Avg: 1.5s/test | Remaining: 582 tests
[2025-10-18T03:09:25.052921] [INFO ] [CONFIGURE ] RSG: Testing feature 9/29: add_mfi
[2025-10-18T03:09:25.052954] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T03:09:25.188970] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:25.356900] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:25.496147] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:25.633015] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:25.771085] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:25.911102] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:26.055593] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:26.200986] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:26.340454] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:26.482008] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:26.482187] [INFO ] [CONFIGURE ] RSG: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T03:09:26.482232] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Avg: 1.5s/test | Remaining: 581 tests
[2025-10-18T03:09:26.482268] [INFO ] [CONFIGURE ] RSG: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:09:26.482299] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:09:26.632362] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:26.784106] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:26.935102] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:27.088809] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:27.244814] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:27.405981] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:09:27.561337] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:27.721498] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:27.880847] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:28.045136] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:28.045382] [INFO ] [CONFIGURE ] RSG: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T03:09:28.045448] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Avg: 1.5s/test | Remaining: 580 tests
[2025-10-18T03:09:28.045500] [INFO ] [CONFIGURE ] RSG: Testing feature 11/29: add_obv_daily
[2025-10-18T03:09:28.045544] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T03:09:28.188099] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:28.320608] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:28.455730] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:28.583721] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:28.712452] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:28.843609] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:28.978211] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:29.108677] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:09:29.241457] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:09:29.375420] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:29.375599] [INFO ] [CONFIGURE ] RSG: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-18T03:09:29.375665] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Avg: 1.5s/test | Remaining: 579 tests
[2025-10-18T03:09:29.375728] [INFO ] [CONFIGURE ] RSG: Testing feature 12/29: add_obv_interval
[2025-10-18T03:09:29.375763] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T03:09:29.514630] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:29.646912] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:09:29.776130] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:29.904959] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:30.035009] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:30.170086] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:30.303321] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:30.436609] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:30.571010] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:30.704371] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:30.704547] [INFO ] [CONFIGURE ] RSG: DISCARDED add_obv_interval (score: 40.00%)
[2025-10-18T03:09:30.704592] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Avg: 1.5s/test | Remaining: 578 tests
[2025-10-18T03:09:30.704628] [INFO ] [CONFIGURE ] RSG: Testing feature 13/29: add_opening_strength
[2025-10-18T03:09:30.704701] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:09:30.842139] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:30.977795] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:09:31.113581] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:31.250080] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:31.423431] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:31.567980] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:31.709276] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:09:31.847476] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:31.988829] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:32.130557] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:32.130770] [INFO ] [CONFIGURE ] RSG: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-18T03:09:32.130822] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Avg: 1.5s/test | Remaining: 577 tests
[2025-10-18T03:09:32.130859] [INFO ] [CONFIGURE ] RSG: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:09:32.130889] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-10-18T03:09:32.272737] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:32.418361] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:32.562713] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:32.706032] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:32.849808] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:32.996549] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:09:33.143047] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:33.294840] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:09:33.451375] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:33.607049] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:33.607257] [INFO ] [CONFIGURE ] RSG: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-10-18T03:09:33.607362] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Avg: 1.5s/test | Remaining: 576 tests
[2025-10-18T03:09:33.607407] [INFO ] [CONFIGURE ] RSG: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:09:33.607441] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-10-18T03:09:33.748830] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:33.886569] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:09:34.030128] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:34.174410] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:34.314506] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:34.475002] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:09:34.621022] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:34.763982] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:34.908571] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:35.049994] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:35.050192] [INFO ] [CONFIGURE ] RSG: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-10-18T03:09:35.050237] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Avg: 1.5s/test | Remaining: 575 tests
[2025-10-18T03:09:35.050273] [INFO ] [CONFIGURE ] RSG: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:09:35.050305] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-10-18T03:09:35.197158] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:35.346866] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:09:35.496433] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:35.652590] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:35.805284] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:35.951870] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:36.087089] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:36.221780] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:36.357209] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:36.493896] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:36.494090] [INFO ] [CONFIGURE ] RSG: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T03:09:36.494136] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Avg: 1.5s/test | Remaining: 574 tests
[2025-10-18T03:09:36.494170] [INFO ] [CONFIGURE ] RSG: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:09:36.494201] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-10-18T03:09:36.632526] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:36.768197] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:36.905092] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:37.040995] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:37.177665] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:37.314406] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:37.481674] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:09:37.627205] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:37.772396] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:37.914830] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:37.914996] [INFO ] [CONFIGURE ] RSG: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T03:09:37.915040] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Avg: 1.5s/test | Remaining: 573 tests
[2025-10-18T03:09:37.915074] [INFO ] [CONFIGURE ] RSG: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:09:37.915105] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-10-18T03:09:38.040926] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:38.162638] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:09:38.285248] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:09:38.410320] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:38.540451] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:38.667289] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:09:38.799552] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:09:38.924683] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:09:39.052776] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:39.182962] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:39.183155] [INFO ] [CONFIGURE ] RSG: DISCARDED add_pbf_volatility_5d (score: 20.00%)
[2025-10-18T03:09:39.183201] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Avg: 1.5s/test | Remaining: 572 tests
[2025-10-18T03:09:39.183235] [INFO ] [CONFIGURE ] RSG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:09:39.183265] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-10-18T03:09:39.308462] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:39.434066] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:39.559682] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:39.684319] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:39.815134] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:39.944415] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:09:40.071323] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:40.198796] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:40.325785] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:40.453282] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:40.453453] [INFO ] [CONFIGURE ] RSG: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-10-18T03:09:40.453499] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Avg: 1.5s/test | Remaining: 571 tests
[2025-10-18T03:09:40.453534] [INFO ] [CONFIGURE ] RSG: Testing feature 20/29: add_price_rejection
[2025-10-18T03:09:40.453565] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-10-18T03:09:40.585036] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:40.717987] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:40.859615] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:40.993189] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:41.128148] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:41.264699] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:41.406437] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:41.550144] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:41.690076] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:41.833748] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:41.833947] [INFO ] [CONFIGURE ] RSG: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T03:09:41.834010] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Avg: 1.5s/test | Remaining: 570 tests
[2025-10-18T03:09:41.834095] [INFO ] [CONFIGURE ] RSG: Testing feature 21/29: add_range_position
[2025-10-18T03:09:41.834161] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-10-18T03:09:41.978822] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:42.140936] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:42.300237] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:42.475541] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:42.644879] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:42.811112] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:09:42.957788] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:09:43.098602] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:09:43.241160] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:43.383596] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:43.383780] [INFO ] [CONFIGURE ] RSG: DISCARDED add_range_position (score: 20.00%)
[2025-10-18T03:09:43.383830] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Avg: 1.5s/test | Remaining: 569 tests
[2025-10-18T03:09:43.383866] [INFO ] [CONFIGURE ] RSG: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:09:43.383898] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-10-18T03:09:43.569665] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:43.734018] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:43.888637] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:44.052346] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:44.208253] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:44.367470] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:44.525506] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:44.685115] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:44.843130] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:45.003055] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:45.003231] [INFO ] [CONFIGURE ] RSG: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T03:09:45.003277] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Avg: 1.5s/test | Remaining: 568 tests
[2025-10-18T03:09:45.003317] [INFO ] [CONFIGURE ] RSG: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:09:45.003349] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-10-18T03:09:45.141342] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:45.272597] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:09:45.404428] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:45.537395] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:45.669589] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:45.803275] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:09:45.939768] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:46.076394] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:46.215774] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:46.352783] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:46.352965] [INFO ] [CONFIGURE ] RSG: DISCARDED add_recent_range_context (score: 30.00%)
[2025-10-18T03:09:46.353009] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Avg: 1.5s/test | Remaining: 567 tests
[2025-10-18T03:09:46.353043] [INFO ] [CONFIGURE ] RSG: Testing feature 24/29: add_rsi
[2025-10-18T03:09:46.353073] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-10-18T03:09:46.505733] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:46.659245] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:46.813182] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:46.971097] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:47.128912] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:47.321236] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:47.495116] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:09:47.672706] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:47.867617] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:48.087178] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:48.087413] [INFO ] [CONFIGURE ] RSG: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T03:09:48.087475] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Avg: 1.5s/test | Remaining: 566 tests
[2025-10-18T03:09:48.087526] [INFO ] [CONFIGURE ] RSG: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:09:48.087572] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-10-18T03:09:48.272573] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:48.409899] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:48.542558] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:48.676817] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:48.806348] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:48.934793] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:49.062960] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:49.190660] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:49.320088] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:49.449266] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:49.449406] [INFO ] [CONFIGURE ] RSG: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T03:09:49.449467] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Avg: 1.5s/test | Remaining: 565 tests
[2025-10-18T03:09:49.449504] [INFO ] [CONFIGURE ] RSG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:09:49.449534] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-10-18T03:09:49.606980] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:49.734210] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:49.863146] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:49.992507] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:50.121708] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:50.252289] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:50.380238] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:50.507284] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:50.632314] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:50.757385] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:50.757504] [INFO ] [CONFIGURE ] RSG: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T03:09:50.757546] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Avg: 1.5s/test | Remaining: 564 tests
[2025-10-18T03:09:50.757579] [INFO ] [CONFIGURE ] RSG: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:09:50.757608] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-10-18T03:09:50.885309] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:51.012678] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:51.141877] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:51.271590] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:51.401670] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:51.532125] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:09:51.662998] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:51.793811] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:51.925846] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:52.057894] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:52.058028] [INFO ] [CONFIGURE ] RSG: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T03:09:52.058071] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Avg: 1.5s/test | Remaining: 563 tests
[2025-10-18T03:09:52.058104] [INFO ] [CONFIGURE ] RSG: Testing feature 28/29: add_volume_profile
[2025-10-18T03:09:52.058134] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-10-18T03:09:52.181534] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:52.305984] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:52.430843] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:52.557354] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:52.688835] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:52.820015] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:52.952068] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:53.084578] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:53.218660] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:53.353782] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:53.353911] [INFO ] [CONFIGURE ] RSG: DISCARDED add_volume_profile (score: 50.00%)
[2025-10-18T03:09:53.353953] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Avg: 1.5s/test | Remaining: 562 tests
[2025-10-18T03:09:53.353987] [INFO ] [CONFIGURE ] RSG: Testing feature 29/29: add_vwap
[2025-10-18T03:09:53.354017] [INFO ] [CONFIGURE ] RSG: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-10-18T03:09:53.486323] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:53.618797] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:53.752384] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:09:53.885185] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:09:54.016340] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:54.148846] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:54.281035] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:09:54.413856] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:09:54.550469] [DEBUG] [FORECASTER] RSG: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:09:54.683114] [DEBUG] [FORECASTER] RSG: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:09:54.683248] [INFO ] [CONFIGURE ] RSG: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T03:09:54.683290] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Avg: 1.5s/test | Remaining: 561 tests
[2025-10-18T03:09:54.683342] [INFO ] [CONFIGURE ] RSG: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:09:54.683397] [INFO ] [CONFIGURE ] RSG: Best accuracy: 50.00%
[2025-10-18T03:09:54.683429] [INFO ] [CONFIGURE ] RSG: Best feature set (1 features): ['add_bollinger_bands']
[2025-10-18T03:09:54.683457] [INFO ] [CONFIGURE ] RSG: Improvement over baseline: 10.00%
[2025-10-18T03:09:54.683483] [INFO ] [CONFIGURE ] RSG: Total time: 41.0 seconds
[2025-10-18T03:09:54.683509] [INFO ] [CONFIGURE ] RSG: Average time per feature: 1.4 seconds
[2025-10-18T03:09:54.683536] [INFO ] [CONFIGURE ] RSG: Average speed: 0.71 features/sec
[2025-10-18T03:09:54.684122] [INFO ] [LOCAL     ] Saved configuration for RSG: 1 features, 50.00% accuracy -> ./output/feature-sets/RSG.json
[2025-10-18T03:09:54.684189] [INFO ] [CONFIGURE ] RSG: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-10-18T03:09:54.684267] [INFO ] [sig       ] [364/380] Successfully configured RSG | 0.02 sym/s | Total: 4.4h | ETA: 11.5m
[2025-10-18T03:09:54.684342] [INFO ] [sig       ] [365/380] Configuring RSI...
[2025-10-18T03:09:54.684406] [INFO ] [CONFIGURE ] RSI: Configurate test run.
[2025-10-18T03:09:54.684462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-10-18T03:09:54.698675] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RSI'.
[2025-10-18T03:09:54.699046] [INFO ] [CONFIGURE ] RSI: Testing with 29 available features
[2025-10-18T03:09:54.699111] [INFO ] [CONFIGURE ] RSI: Establishing baseline with no features...
[2025-10-18T03:09:54.798193] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:09:54.896529] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:09:54.994582] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:09:55.093568] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:09:55.192391] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:55.293941] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:09:55.409349] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:09:55.523136] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:09:55.672282] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:09:55.787773] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:09:55.787949] [INFO ] [CONFIGURE ] RSI: Baseline score (no features): 40.00%
[2025-10-18T03:09:55.787998] [INFO ] [CONFIGURE ] RSI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:09:55.788056] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:09:55.912782] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:09:56.039817] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:09:56.164575] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:09:56.289882] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:09:56.411195] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:56.534993] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:56.662106] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:09:56.784707] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:09:56.907590] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:09:57.031267] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:09:57.031443] [INFO ] [CONFIGURE ] RSI: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T03:09:57.031499] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Avg: 1.5s/test | Remaining: 560 tests
[2025-10-18T03:09:57.031557] [INFO ] [CONFIGURE ] RSI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:09:57.031591] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:09:57.158455] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:09:57.284868] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:57.433549] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:09:57.559826] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:09:57.688858] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:57.813252] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:09:57.937345] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:09:58.080966] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:09:58.221122] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:09:58.352611] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:09:58.352813] [INFO ] [CONFIGURE ] RSI: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-10-18T03:09:58.352867] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Avg: 1.5s/test | Remaining: 559 tests
[2025-10-18T03:09:58.352904] [INFO ] [CONFIGURE ] RSI: Testing feature 3/29: add_daily_returns
[2025-10-18T03:09:58.352938] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_daily_returns']
[2025-10-18T03:09:58.462476] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:09:58.571971] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:09:58.707026] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:09:58.816120] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:09:58.924201] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:09:59.033903] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:09:59.144490] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:09:59.255524] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:09:59.367085] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:09:59.478265] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:09:59.478396] [INFO ] [CONFIGURE ] RSI: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T03:09:59.478440] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Avg: 1.5s/test | Remaining: 558 tests
[2025-10-18T03:09:59.478476] [INFO ] [CONFIGURE ] RSI: Testing feature 4/29: add_ema
[2025-10-18T03:09:59.478508] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema']
[2025-10-18T03:09:59.599023] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:09:59.720020] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:09:59.839736] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:09:59.958563] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:00.079988] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:00.208848] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:00.337917] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:10:00.468111] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:10:00.599975] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:10:00.732534] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:00.732719] [INFO ] [CONFIGURE ] RSI: KEPT add_ema (score: 50.00%)
[2025-10-18T03:10:00.732777] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Avg: 1.5s/test | Remaining: 557 tests
[2025-10-18T03:10:00.732814] [INFO ] [CONFIGURE ] RSI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:10:00.732846] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:10:00.887037] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:01.034191] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:10:01.184501] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:01.347731] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:01.504188] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:01.664789] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:10:01.825068] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:10:02.028062] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:02.203686] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:02.356830] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:02.356991] [INFO ] [CONFIGURE ] RSI: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-18T03:10:02.357036] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Avg: 1.5s/test | Remaining: 556 tests
[2025-10-18T03:10:02.357071] [INFO ] [CONFIGURE ] RSI: Testing feature 6/29: add_failed_moves
[2025-10-18T03:10:02.357102] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T03:10:02.513288] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:02.681540] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:10:02.855559] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:03.030919] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:03.194890] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:03.361319] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:10:03.527896] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:10:03.695333] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:03.865966] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:04.030238] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:04.030393] [INFO ] [CONFIGURE ] RSI: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T03:10:04.030437] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Avg: 1.5s/test | Remaining: 555 tests
[2025-10-18T03:10:04.030470] [INFO ] [CONFIGURE ] RSI: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:10:04.030501] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T03:10:04.179778] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:04.329548] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:10:04.478428] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:04.624121] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:04.778661] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:04.925455] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:05.075204] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:10:05.223938] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:05.375309] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:05.527892] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:05.528075] [INFO ] [CONFIGURE ] RSI: KEPT add_lag_shelf (score: 70.00%)
[2025-10-18T03:10:05.528140] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Avg: 1.5s/test | Remaining: 554 tests
[2025-10-18T03:10:05.528178] [INFO ] [CONFIGURE ] RSI: Testing feature 8/29: add_macd
[2025-10-18T03:10:05.528210] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd']
[2025-10-18T03:10:05.699704] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:05.868402] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:10:06.037442] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:06.212335] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:06.389496] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:06.570495] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:06.753370] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:06.937973] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:07.131884] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:07.317763] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:07.317969] [INFO ] [CONFIGURE ] RSI: KEPT add_macd (score: 80.00%)
[2025-10-18T03:10:07.318016] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Avg: 1.5s/test | Remaining: 553 tests
[2025-10-18T03:10:07.318052] [INFO ] [CONFIGURE ] RSI: Testing feature 9/29: add_mfi
[2025-10-18T03:10:07.318091] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_mfi']
[2025-10-18T03:10:07.515581] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:07.712449] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:10:07.909756] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:08.122392] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:08.325820] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:08.522787] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:08.729100] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:08.935086] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:09.140960] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:09.349984] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:09.350226] [INFO ] [CONFIGURE ] RSI: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T03:10:09.350315] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Avg: 1.5s/test | Remaining: 552 tests
[2025-10-18T03:10:09.350384] [INFO ] [CONFIGURE ] RSI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:10:09.350462] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:10:09.559746] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:09.771206] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:10:09.980017] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:10.195564] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:10.409730] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:10.623505] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:10.877636] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:10:11.103056] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:11.336744] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:11.565899] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:11.566095] [INFO ] [CONFIGURE ] RSI: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T03:10:11.566165] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Avg: 1.5s/test | Remaining: 551 tests
[2025-10-18T03:10:11.566206] [INFO ] [CONFIGURE ] RSI: Testing feature 11/29: add_obv_daily
[2025-10-18T03:10:11.566241] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily']
[2025-10-18T03:10:11.755074] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:11.940200] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:10:12.128918] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:12.335184] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:12.530927] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:12.735748] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:12.935524] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:13.142177] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:13.328565] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:13.515959] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:13.516148] [INFO ] [CONFIGURE ] RSI: KEPT add_obv_daily (score: 90.00%)
[2025-10-18T03:10:13.516193] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Avg: 1.5s/test | Remaining: 550 tests
[2025-10-18T03:10:13.516228] [INFO ] [CONFIGURE ] RSI: Testing feature 12/29: add_obv_interval
[2025-10-18T03:10:13.516259] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily', 'add_obv_interval']
[2025-10-18T03:10:13.707397] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:13.908236] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:10:14.097888] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:14.292067] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:14.487241] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:14.687512] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:14.880301] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:15.074538] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:15.268169] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:15.467423] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:15.467619] [INFO ] [CONFIGURE ] RSI: DISCARDED add_obv_interval (score: 90.00%)
[2025-10-18T03:10:15.467698] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Avg: 1.5s/test | Remaining: 549 tests
[2025-10-18T03:10:15.467765] [INFO ] [CONFIGURE ] RSI: Testing feature 13/29: add_opening_strength
[2025-10-18T03:10:15.467818] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:10:15.670263] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:10:15.866121] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:10:16.068255] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:10:16.271899] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:16.499435] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:16.725895] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:16.948631] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:17.149809] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:17.354727] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:10:17.557559] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:17.557767] [INFO ] [CONFIGURE ] RSI: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T03:10:17.557839] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Avg: 1.5s/test | Remaining: 548 tests
[2025-10-18T03:10:17.557881] [INFO ] [CONFIGURE ] RSI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:10:17.557913] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T03:10:17.769694] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:10:17.979043] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:10:18.200540] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:10:18.407358] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:18.637247] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:18.852098] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:19.081428] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:19.296110] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:19.509313] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:19.713913] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:10:19.714094] [INFO ] [CONFIGURE ] RSI: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T03:10:19.714138] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Avg: 1.5s/test | Remaining: 547 tests
[2025-10-18T03:10:19.714173] [INFO ] [CONFIGURE ] RSI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:10:19.714207] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T03:10:19.894736] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:20.075208] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:10:20.254154] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:20.445015] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:20.653386] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:20.842616] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:21.030722] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:21.220777] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:21.434104] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:21.631837] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:21.632130] [INFO ] [CONFIGURE ] RSI: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-18T03:10:21.632194] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Avg: 1.5s/test | Remaining: 546 tests
[2025-10-18T03:10:21.632233] [INFO ] [CONFIGURE ] RSI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:10:21.632268] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T03:10:21.832283] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:22.020880] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:10:22.206089] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:22.394815] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:22.589907] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:10:22.793480] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:23.016183] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:23.217420] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:23.421551] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:10:23.632690] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:23.632902] [INFO ] [CONFIGURE ] RSI: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T03:10:23.632948] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Avg: 1.5s/test | Remaining: 545 tests
[2025-10-18T03:10:23.632985] [INFO ] [CONFIGURE ] RSI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:10:23.633017] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T03:10:23.854563] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:24.069578] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:10:24.277952] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:24.489377] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:24.692986] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:24.902061] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:25.111154] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:25.316749] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:25.527128] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:25.738283] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:25.738482] [INFO ] [CONFIGURE ] RSI: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-18T03:10:25.738528] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Avg: 1.5s/test | Remaining: 544 tests
[2025-10-18T03:10:25.738594] [INFO ] [CONFIGURE ] RSI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:10:25.738679] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T03:10:25.924118] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:26.104474] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:10:26.291313] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:26.488042] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:26.672061] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:26.858035] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:27.046098] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:27.237175] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:27.428554] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:27.610885] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:27.611048] [INFO ] [CONFIGURE ] RSI: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T03:10:27.611092] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Avg: 1.5s/test | Remaining: 543 tests
[2025-10-18T03:10:27.611126] [INFO ] [CONFIGURE ] RSI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:10:27.611157] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-18T03:10:27.793287] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:27.978545] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:10:28.161311] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:28.346355] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:28.531146] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:28.716190] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:28.902171] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:29.112011] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:29.311890] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:29.515857] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:29.516060] [INFO ] [CONFIGURE ] RSI: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T03:10:29.516105] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Avg: 1.5s/test | Remaining: 542 tests
[2025-10-18T03:10:29.516141] [INFO ] [CONFIGURE ] RSI: Testing feature 20/29: add_price_rejection
[2025-10-18T03:10:29.516174] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily', 'add_price_rejection']
[2025-10-18T03:10:29.714835] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:29.914733] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:10:30.113710] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:30.316546] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:30.523380] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:30.723096] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:30.921856] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:31.126850] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:31.330776] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:31.533300] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:31.533554] [INFO ] [CONFIGURE ] RSI: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-18T03:10:31.533612] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Avg: 1.5s/test | Remaining: 541 tests
[2025-10-18T03:10:31.533677] [INFO ] [CONFIGURE ] RSI: Testing feature 21/29: add_range_position
[2025-10-18T03:10:31.533734] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily', 'add_range_position']
[2025-10-18T03:10:31.745977] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:31.954265] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:10:32.163184] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:32.373544] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:32.588549] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:32.802204] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:33.015489] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:33.233273] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:33.449095] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:33.663812] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:10:33.663981] [INFO ] [CONFIGURE ] RSI: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T03:10:33.664025] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Avg: 1.5s/test | Remaining: 540 tests
[2025-10-18T03:10:33.664060] [INFO ] [CONFIGURE ] RSI: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:10:33.664092] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily', 'add_realized_volatility']
[2025-10-18T03:10:33.888633] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:10:34.132275] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:10:34.361730] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:34.590772] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:34.826541] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:35.056832] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:35.295196] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:35.535445] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:35.766265] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:35.994823] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:10:35.995014] [INFO ] [CONFIGURE ] RSI: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T03:10:35.995058] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Avg: 1.5s/test | Remaining: 539 tests
[2025-10-18T03:10:35.995094] [INFO ] [CONFIGURE ] RSI: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:10:35.995125] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily', 'add_recent_range_context']
[2025-10-18T03:10:36.190943] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:36.388550] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:10:36.591025] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:36.798339] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:37.003354] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:37.213046] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:37.417662] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:37.642795] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:37.848071] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:38.050805] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:38.050977] [INFO ] [CONFIGURE ] RSI: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T03:10:38.051023] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Avg: 1.5s/test | Remaining: 538 tests
[2025-10-18T03:10:38.051058] [INFO ] [CONFIGURE ] RSI: Testing feature 24/29: add_rsi
[2025-10-18T03:10:38.051091] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily', 'add_rsi']
[2025-10-18T03:10:38.256021] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:38.452894] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:10:38.649923] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:10:38.856495] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:39.059040] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:39.257468] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:39.459892] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:39.664124] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:39.862200] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:40.078168] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:40.078366] [INFO ] [CONFIGURE ] RSI: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T03:10:40.078412] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Avg: 1.5s/test | Remaining: 537 tests
[2025-10-18T03:10:40.078451] [INFO ] [CONFIGURE ] RSI: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:10:40.078486] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily', 'add_tick_distribution']
[2025-10-18T03:10:40.330577] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:40.610007] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:10:40.862613] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:41.086885] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:41.306784] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:41.499907] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:41.693213] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:41.901570] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:42.111168] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:42.330247] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:42.330522] [INFO ] [CONFIGURE ] RSI: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T03:10:42.330582] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Avg: 1.5s/test | Remaining: 536 tests
[2025-10-18T03:10:42.330622] [INFO ] [CONFIGURE ] RSI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:10:42.330700] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-18T03:10:42.530972] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:42.747784] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:10:42.959928] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:43.159427] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:43.357977] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:43.556616] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:43.765183] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:43.966916] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:44.191497] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:44.388530] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:44.388750] [INFO ] [CONFIGURE ] RSI: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-10-18T03:10:44.388805] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Avg: 1.5s/test | Remaining: 535 tests
[2025-10-18T03:10:44.388843] [INFO ] [CONFIGURE ] RSI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:10:44.388875] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily', 'add_volume_price_divergence']
[2025-10-18T03:10:44.587284] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:10:44.780449] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:10:44.973568] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:45.168284] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:45.366022] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:45.563250] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:45.763544] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:45.975317] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:46.173408] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:46.378622] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:10:46.378857] [INFO ] [CONFIGURE ] RSI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T03:10:46.378916] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Avg: 1.5s/test | Remaining: 534 tests
[2025-10-18T03:10:46.378962] [INFO ] [CONFIGURE ] RSI: Testing feature 28/29: add_volume_profile
[2025-10-18T03:10:46.379004] [INFO ] [CONFIGURE ] RSI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily', 'add_volume_profile']
[2025-10-18T03:10:46.570821] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:10:46.766443] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:10:46.960704] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:10:47.153772] [DEBUG] [FORECASTER] RSI: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:10:47.375680] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:47.609604] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:10:47.847988] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:10:48.081481] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:10:48.289363] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:10:48.490325] [DEBUG] [FORECASTER] RSI: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:48.490510] [INFO ] [CONFIGURE ] RSI: DISCARDED add_volume_profile (score: 90.00%)
[2025-10-18T03:10:48.490554] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Avg: 1.5s/test | Remaining: 533 tests
[2025-10-18T03:10:48.490616] [INFO ] [CONFIGURE ] RSI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:10:48.490696] [INFO ] [CONFIGURE ] RSI: Best accuracy: 90.00%
[2025-10-18T03:10:48.490743] [INFO ] [CONFIGURE ] RSI: Best feature set (6 features): ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd', 'add_obv_daily']
[2025-10-18T03:10:48.490775] [INFO ] [CONFIGURE ] RSI: Improvement over baseline: 50.00%
[2025-10-18T03:10:48.490803] [INFO ] [CONFIGURE ] RSI: Total time: 52.7 seconds
[2025-10-18T03:10:48.490830] [INFO ] [CONFIGURE ] RSI: Average time per feature: 1.9 seconds
[2025-10-18T03:10:48.490858] [INFO ] [CONFIGURE ] RSI: Average speed: 0.55 features/sec
[2025-10-18T03:10:48.491469] [INFO ] [LOCAL     ] Saved configuration for RSI: 6 features, 90.00% accuracy -> ./output/feature-sets/RSI.json
[2025-10-18T03:10:48.491538] [INFO ] [CONFIGURE ] RSI: Configuration saved successfully: 6 features, 90.00% accuracy.
[2025-10-18T03:10:48.491632] [INFO ] [sig       ] [365/380] Successfully configured RSI | 0.02 sym/s | Total: 4.4h | ETA: 10.8m
[2025-10-18T03:10:48.491728] [INFO ] [sig       ] [366/380] Configuring RTO...
[2025-10-18T03:10:48.491793] [INFO ] [CONFIGURE ] RTO: Configurate test run.
[2025-10-18T03:10:48.491849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-10-18T03:10:48.504913] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RTO'.
[2025-10-18T03:10:48.505360] [INFO ] [CONFIGURE ] RTO: Testing with 29 available features
[2025-10-18T03:10:48.505418] [INFO ] [CONFIGURE ] RTO: Establishing baseline with no features...
[2025-10-18T03:10:48.619367] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:10:48.730005] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:10:48.837439] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:10:48.951916] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:10:49.061167] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:10:49.170005] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:10:49.284579] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:10:49.392180] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:10:49.500443] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:10:49.609670] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:49.609804] [INFO ] [CONFIGURE ] RTO: Baseline score (no features): 60.00%
[2025-10-18T03:10:49.609890] [INFO ] [CONFIGURE ] RTO: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:10:49.609943] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:10:49.730871] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:10:49.849361] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:10:49.973151] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:10:50.095716] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:10:50.225150] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:50.346858] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:10:50.469047] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:10:50.592802] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:10:50.714967] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:10:50.838235] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:10:50.838423] [INFO ] [CONFIGURE ] RTO: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T03:10:50.838485] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Avg: 1.5s/test | Remaining: 532 tests
[2025-10-18T03:10:50.838541] [INFO ] [CONFIGURE ] RTO: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:10:50.838639] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:10:50.962225] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:10:51.085366] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:10:51.212551] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:10:51.341293] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:10:51.470940] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:10:51.602081] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:10:51.733534] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:10:51.863800] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:10:51.995093] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:10:52.125590] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:10:52.125755] [INFO ] [CONFIGURE ] RTO: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T03:10:52.125808] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Avg: 1.5s/test | Remaining: 531 tests
[2025-10-18T03:10:52.125843] [INFO ] [CONFIGURE ] RTO: Testing feature 3/29: add_daily_returns
[2025-10-18T03:10:52.125872] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_daily_returns']
[2025-10-18T03:10:52.238217] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:10:52.350565] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:10:52.462715] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:10:52.578518] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:10:52.694967] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:10:52.811166] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:10:52.920971] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:10:53.036530] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:10:53.152718] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:10:53.272018] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:53.272164] [INFO ] [CONFIGURE ] RTO: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T03:10:53.272207] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Avg: 1.5s/test | Remaining: 530 tests
[2025-10-18T03:10:53.272241] [INFO ] [CONFIGURE ] RTO: Testing feature 4/29: add_ema
[2025-10-18T03:10:53.272271] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_ema']
[2025-10-18T03:10:53.392989] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:10:53.517202] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:10:53.640841] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:10:53.760066] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:10:53.880429] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:10:54.002143] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:10:54.130730] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:10:54.251899] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:10:54.373788] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:10:54.496424] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:54.496598] [INFO ] [CONFIGURE ] RTO: DISCARDED add_ema (score: 60.00%)
[2025-10-18T03:10:54.496664] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Avg: 1.5s/test | Remaining: 529 tests
[2025-10-18T03:10:54.496724] [INFO ] [CONFIGURE ] RTO: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:10:54.496758] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:10:54.623636] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:10:54.749966] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:10:54.876041] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:10:55.002987] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:10:55.131283] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:55.258154] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:10:55.385974] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:10:55.515193] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:10:55.647879] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:10:55.779287] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:55.779449] [INFO ] [CONFIGURE ] RTO: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-18T03:10:55.779495] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Avg: 1.5s/test | Remaining: 528 tests
[2025-10-18T03:10:55.779528] [INFO ] [CONFIGURE ] RTO: Testing feature 6/29: add_failed_moves
[2025-10-18T03:10:55.779559] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T03:10:55.914993] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:10:56.051311] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:10:56.186879] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:10:56.324364] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:10:56.462047] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:56.600347] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:10:56.738247] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:10:56.875388] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:10:57.014555] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:10:57.153511] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:57.153680] [INFO ] [CONFIGURE ] RTO: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T03:10:57.153741] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Avg: 1.5s/test | Remaining: 527 tests
[2025-10-18T03:10:57.153829] [INFO ] [CONFIGURE ] RTO: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:10:57.153868] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T03:10:57.281762] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:10:57.410863] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:10:57.541912] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:10:57.674346] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:10:57.810064] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:57.941210] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:10:58.074009] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:10:58.206531] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:10:58.341960] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:10:58.474829] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:10:58.474980] [INFO ] [CONFIGURE ] RTO: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T03:10:58.475022] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Avg: 1.5s/test | Remaining: 526 tests
[2025-10-18T03:10:58.475056] [INFO ] [CONFIGURE ] RTO: Testing feature 8/29: add_macd
[2025-10-18T03:10:58.475087] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T03:10:58.631331] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:10:58.787814] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:10:58.945301] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:10:59.098888] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:10:59.256844] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:10:59.435576] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:10:59.601318] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:10:59.766990] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:10:59.924186] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:00.084164] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:00.084394] [INFO ] [CONFIGURE ] RTO: DISCARDED add_macd (score: 70.00%)
[2025-10-18T03:11:00.084463] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Avg: 1.5s/test | Remaining: 525 tests
[2025-10-18T03:11:00.084502] [INFO ] [CONFIGURE ] RTO: Testing feature 9/29: add_mfi
[2025-10-18T03:11:00.084536] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T03:11:00.233281] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:00.377809] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:00.526170] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:00.682150] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:00.851003] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:01.019969] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:01.194444] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:11:01.375268] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:01.527906] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:01.701676] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:01.701923] [INFO ] [CONFIGURE ] RTO: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T03:11:01.702003] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Avg: 1.5s/test | Remaining: 524 tests
[2025-10-18T03:11:01.702050] [INFO ] [CONFIGURE ] RTO: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:11:01.702084] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:11:01.867302] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:02.031215] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:02.196404] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:11:02.357278] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:02.520945] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:02.682913] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:02.853221] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:11:03.018177] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:03.190982] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:03.368836] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:03.369044] [INFO ] [CONFIGURE ] RTO: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T03:11:03.369090] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Avg: 1.5s/test | Remaining: 523 tests
[2025-10-18T03:11:03.369129] [INFO ] [CONFIGURE ] RTO: Testing feature 11/29: add_obv_daily
[2025-10-18T03:11:03.369165] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T03:11:03.536006] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:03.683066] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:03.847096] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:03.986597] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:04.125830] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:04.270760] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:04.423577] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:11:04.570226] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:04.711591] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:04.850604] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:04.850825] [INFO ] [CONFIGURE ] RTO: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T03:11:04.850873] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Avg: 1.5s/test | Remaining: 522 tests
[2025-10-18T03:11:04.850908] [INFO ] [CONFIGURE ] RTO: Testing feature 12/29: add_obv_interval
[2025-10-18T03:11:04.850939] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T03:11:04.988484] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:05.132463] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:05.274087] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:05.417178] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:05.555190] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:05.704773] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:05.841613] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:11:05.979858] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:06.117381] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:06.256517] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:06.256687] [INFO ] [CONFIGURE ] RTO: KEPT add_obv_interval (score: 80.00%)
[2025-10-18T03:11:06.256747] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Avg: 1.5s/test | Remaining: 521 tests
[2025-10-18T03:11:06.256785] [INFO ] [CONFIGURE ] RTO: Testing feature 13/29: add_opening_strength
[2025-10-18T03:11:06.256815] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:11:06.408478] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:06.561794] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:06.714338] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:06.869211] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:11:07.027077] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:07.191620] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:07.358076] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:11:07.518079] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:07.676555] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:07.836250] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:07.836432] [INFO ] [CONFIGURE ] RTO: KEPT add_opening_strength (score: 90.00%)
[2025-10-18T03:11:07.836476] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Avg: 1.5s/test | Remaining: 520 tests
[2025-10-18T03:11:07.836510] [INFO ] [CONFIGURE ] RTO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:11:07.836589] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T03:11:08.009994] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:08.181822] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:08.356092] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:08.532704] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:11:08.711076] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:08.890575] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:09.070204] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:11:09.252093] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:09.437095] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:09.615595] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:09.615789] [INFO ] [CONFIGURE ] RTO: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-10-18T03:11:09.615838] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Avg: 1.5s/test | Remaining: 519 tests
[2025-10-18T03:11:09.615874] [INFO ] [CONFIGURE ] RTO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:11:09.615906] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-18T03:11:09.772898] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:09.929906] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:10.089835] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:10.247188] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:11:10.404175] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:10.563344] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:10.722309] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:11:10.886370] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:11.046729] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:11.208016] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:11.208187] [INFO ] [CONFIGURE ] RTO: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-18T03:11:11.208229] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Avg: 1.5s/test | Remaining: 518 tests
[2025-10-18T03:11:11.208264] [INFO ] [CONFIGURE ] RTO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:11:11.208295] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T03:11:11.369427] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:11.554261] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:11.715773] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:11.880428] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:12.041417] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:12.204347] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:12.365074] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:11:12.531683] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:12.694791] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:12.859660] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:12.859814] [INFO ] [CONFIGURE ] RTO: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T03:11:12.859857] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Avg: 1.5s/test | Remaining: 517 tests
[2025-10-18T03:11:12.859891] [INFO ] [CONFIGURE ] RTO: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:11:12.859922] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-18T03:11:13.034162] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:13.207582] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:13.381144] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:13.554416] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:13.729323] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:13.905334] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:14.087058] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:11:14.270991] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:14.468593] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:14.656918] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:14.657141] [INFO ] [CONFIGURE ] RTO: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-10-18T03:11:14.657188] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Avg: 1.5s/test | Remaining: 516 tests
[2025-10-18T03:11:14.657223] [INFO ] [CONFIGURE ] RTO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:11:14.657256] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-10-18T03:11:14.820483] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:14.989807] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:15.152985] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:15.317547] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:11:15.484352] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:15.650912] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:15.815626] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:11:15.978715] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:16.165034] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:16.342227] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:16.342597] [INFO ] [CONFIGURE ] RTO: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-18T03:11:16.342990] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Avg: 1.5s/test | Remaining: 515 tests
[2025-10-18T03:11:16.343082] [INFO ] [CONFIGURE ] RTO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:11:16.343125] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-10-18T03:11:16.517006] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:16.682077] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:16.844966] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:17.010164] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:11:17.175167] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:17.342884] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:17.534118] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:11:17.696993] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:17.863667] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:18.040464] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:18.040633] [INFO ] [CONFIGURE ] RTO: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T03:11:18.040712] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Avg: 1.5s/test | Remaining: 514 tests
[2025-10-18T03:11:18.040754] [INFO ] [CONFIGURE ] RTO: Testing feature 20/29: add_price_rejection
[2025-10-18T03:11:18.040786] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-10-18T03:11:18.212007] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:18.383148] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:18.555045] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:18.730892] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:11:18.908251] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:19.088928] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:19.269882] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:11:19.456440] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:19.635378] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:19.812313] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:19.812491] [INFO ] [CONFIGURE ] RTO: DISCARDED add_price_rejection (score: 90.00%)
[2025-10-18T03:11:19.812536] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Avg: 1.5s/test | Remaining: 513 tests
[2025-10-18T03:11:19.812570] [INFO ] [CONFIGURE ] RTO: Testing feature 21/29: add_range_position
[2025-10-18T03:11:19.812603] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-10-18T03:11:19.990484] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:20.182404] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:20.387401] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:20.619775] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:20.827297] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:21.038499] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:21.235871] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:11:21.433745] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:21.633599] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:21.810325] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:21.810493] [INFO ] [CONFIGURE ] RTO: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T03:11:21.810536] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Avg: 1.5s/test | Remaining: 512 tests
[2025-10-18T03:11:21.810571] [INFO ] [CONFIGURE ] RTO: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:11:21.810603] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-10-18T03:11:22.000235] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:22.187973] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-03, Predicted=0.0, Actual=1
[2025-10-18T03:11:22.375417] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:22.565905] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:11:22.763464] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:22.956824] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:23.148229] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:11:23.341158] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:23.537333] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:23.738543] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:23.738751] [INFO ] [CONFIGURE ] RTO: DISCARDED add_realized_volatility (score: 80.00%)
[2025-10-18T03:11:23.738806] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Avg: 1.5s/test | Remaining: 511 tests
[2025-10-18T03:11:23.738842] [INFO ] [CONFIGURE ] RTO: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:11:23.738874] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-10-18T03:11:23.903440] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:24.069228] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:24.236494] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:24.403300] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:24.571004] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:24.739499] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:24.907424] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:11:25.075366] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:25.243735] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:25.413473] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:25.413675] [INFO ] [CONFIGURE ] RTO: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T03:11:25.413782] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Avg: 1.5s/test | Remaining: 510 tests
[2025-10-18T03:11:25.413837] [INFO ] [CONFIGURE ] RTO: Testing feature 24/29: add_rsi
[2025-10-18T03:11:25.413873] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-10-18T03:11:25.594349] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:11:25.773917] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:25.957995] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:26.139662] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:11:26.322087] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:26.505944] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:26.717491] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:11:26.900699] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:27.084400] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:27.277620] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:27.277871] [INFO ] [CONFIGURE ] RTO: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T03:11:27.277928] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Avg: 1.5s/test | Remaining: 509 tests
[2025-10-18T03:11:27.277971] [INFO ] [CONFIGURE ] RTO: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:11:27.278005] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-10-18T03:11:27.441132] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:27.599838] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:27.758588] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:27.927445] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:28.087611] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:28.247544] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:28.408785] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:11:28.570337] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:28.731955] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:28.899546] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:28.899779] [INFO ] [CONFIGURE ] RTO: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T03:11:28.899833] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Avg: 1.5s/test | Remaining: 508 tests
[2025-10-18T03:11:28.899870] [INFO ] [CONFIGURE ] RTO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:11:28.899903] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-10-18T03:11:29.066813] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:29.233574] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:29.398940] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:29.589449] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:29.788164] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:29.959193] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:30.134325] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:11:30.302627] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:30.471187] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:30.643066] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:30.643254] [INFO ] [CONFIGURE ] RTO: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T03:11:30.643297] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Avg: 1.5s/test | Remaining: 507 tests
[2025-10-18T03:11:30.643331] [INFO ] [CONFIGURE ] RTO: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:11:30.643363] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-10-18T03:11:30.827831] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:31.001367] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:31.185611] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:31.367728] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:11:31.550609] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:31.731834] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:31.909834] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:11:32.093412] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:32.274068] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:32.457935] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:32.458144] [INFO ] [CONFIGURE ] RTO: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-10-18T03:11:32.458190] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Avg: 1.5s/test | Remaining: 506 tests
[2025-10-18T03:11:32.458226] [INFO ] [CONFIGURE ] RTO: Testing feature 28/29: add_volume_profile
[2025-10-18T03:11:32.458260] [INFO ] [CONFIGURE ] RTO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-10-18T03:11:32.625482] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:11:32.817212] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:11:32.984489] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:33.153478] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:11:33.336408] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:11:33.503261] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:33.671905] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:11:33.844614] [DEBUG] [FORECASTER] RTO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:34.012563] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:11:34.180068] [DEBUG] [FORECASTER] RTO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:34.180261] [INFO ] [CONFIGURE ] RTO: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T03:11:34.180306] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Avg: 1.5s/test | Remaining: 505 tests
[2025-10-18T03:11:34.180342] [INFO ] [CONFIGURE ] RTO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:11:34.180373] [INFO ] [CONFIGURE ] RTO: Best accuracy: 90.00%
[2025-10-18T03:11:34.180403] [INFO ] [CONFIGURE ] RTO: Best feature set (5 features): ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:11:34.180431] [INFO ] [CONFIGURE ] RTO: Improvement over baseline: 30.00%
[2025-10-18T03:11:34.180457] [INFO ] [CONFIGURE ] RTO: Total time: 44.6 seconds
[2025-10-18T03:11:34.180483] [INFO ] [CONFIGURE ] RTO: Average time per feature: 1.6 seconds
[2025-10-18T03:11:34.180510] [INFO ] [CONFIGURE ] RTO: Average speed: 0.65 features/sec
[2025-10-18T03:11:34.181043] [INFO ] [LOCAL     ] Saved configuration for RTO: 5 features, 90.00% accuracy -> ./output/feature-sets/RTO.json
[2025-10-18T03:11:34.181114] [INFO ] [CONFIGURE ] RTO: Configuration saved successfully: 5 features, 90.00% accuracy.
[2025-10-18T03:11:34.181175] [INFO ] [sig       ] [366/380] Successfully configured RTO | 0.02 sym/s | Total: 4.4h | ETA: 10.1m
[2025-10-18T03:11:34.181225] [INFO ] [sig       ] [367/380] Configuring RTX...
[2025-10-18T03:11:34.181280] [INFO ] [CONFIGURE ] RTX: Configurate test run.
[2025-10-18T03:11:34.181313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTX' from 'https://tdm.silogroup.org/data/derivative_storage/RTX.csv'.
[2025-10-18T03:11:34.195072] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RTX'.
[2025-10-18T03:11:34.195476] [INFO ] [CONFIGURE ] RTX: Testing with 29 available features
[2025-10-18T03:11:34.195534] [INFO ] [CONFIGURE ] RTX: Establishing baseline with no features...
[2025-10-18T03:11:34.299209] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:11:34.403737] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:11:34.510162] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:34.617445] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:34.720198] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:34.824978] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:11:34.930563] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:11:35.040130] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:35.150241] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:35.257193] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:11:35.257365] [INFO ] [CONFIGURE ] RTX: Baseline score (no features): 20.00%
[2025-10-18T03:11:35.257411] [INFO ] [CONFIGURE ] RTX: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:11:35.257448] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:11:35.373693] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:35.488595] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:11:35.606338] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:35.725184] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:35.841816] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:35.960071] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:11:36.086248] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:11:36.208851] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:36.329247] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:36.454202] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:11:36.454381] [INFO ] [CONFIGURE ] RTX: KEPT add_bollinger_bands (score: 40.00%)
[2025-10-18T03:11:36.454427] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Avg: 1.5s/test | Remaining: 504 tests
[2025-10-18T03:11:36.454464] [INFO ] [CONFIGURE ] RTX: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:11:36.454498] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T03:11:36.587973] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:36.719921] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:11:36.857167] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:36.998415] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:37.137787] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:37.270011] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:37.409837] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:11:37.543972] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:37.678104] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:37.814111] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:11:37.814281] [INFO ] [CONFIGURE ] RTX: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-10-18T03:11:37.814333] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Avg: 1.5s/test | Remaining: 503 tests
[2025-10-18T03:11:37.814400] [INFO ] [CONFIGURE ] RTX: Testing feature 3/29: add_daily_returns
[2025-10-18T03:11:37.814465] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T03:11:37.937977] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:38.058229] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:11:38.176430] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:38.295949] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:38.415054] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:38.542148] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:11:38.663837] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:11:38.791807] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:38.918618] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:39.044527] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:39.044709] [INFO ] [CONFIGURE ] RTX: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T03:11:39.044768] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Avg: 1.5s/test | Remaining: 502 tests
[2025-10-18T03:11:39.044805] [INFO ] [CONFIGURE ] RTX: Testing feature 4/29: add_ema
[2025-10-18T03:11:39.044839] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T03:11:39.185866] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:11:39.321579] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:11:39.455895] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:39.596834] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:39.744237] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:39.887571] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:40.029184] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:11:40.168595] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:40.308258] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:40.445010] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:40.445198] [INFO ] [CONFIGURE ] RTX: DISCARDED add_ema (score: 40.00%)
[2025-10-18T03:11:40.445243] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Avg: 1.5s/test | Remaining: 501 tests
[2025-10-18T03:11:40.445278] [INFO ] [CONFIGURE ] RTX: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:11:40.445309] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:11:40.582633] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:40.722376] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:11:40.868832] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:41.009499] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:41.150490] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:41.291435] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:11:41.436807] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:11:41.595500] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:41.757470] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:41.924993] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:11:41.925223] [INFO ] [CONFIGURE ] RTX: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T03:11:41.925280] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Avg: 1.5s/test | Remaining: 500 tests
[2025-10-18T03:11:41.925316] [INFO ] [CONFIGURE ] RTX: Testing feature 6/29: add_failed_moves
[2025-10-18T03:11:41.925347] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-10-18T03:11:42.052023] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:42.179145] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:11:42.306607] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:42.435345] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:42.568567] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:42.695256] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:11:42.824323] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:11:42.950795] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:43.082233] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:43.210069] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:11:43.210220] [INFO ] [CONFIGURE ] RTX: DISCARDED add_failed_moves (score: 40.00%)
[2025-10-18T03:11:43.210285] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Avg: 1.5s/test | Remaining: 499 tests
[2025-10-18T03:11:43.210343] [INFO ] [CONFIGURE ] RTX: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:11:43.210377] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-10-18T03:11:43.325797] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:11:43.440232] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:11:43.559131] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:43.676495] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:43.793221] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:43.910981] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:11:44.029059] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:11:44.147910] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:44.268526] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:44.388638] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:11:44.388870] [INFO ] [CONFIGURE ] RTX: DISCARDED add_lag_shelf (score: 30.00%)
[2025-10-18T03:11:44.388921] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Avg: 1.5s/test | Remaining: 498 tests
[2025-10-18T03:11:44.388956] [INFO ] [CONFIGURE ] RTX: Testing feature 8/29: add_macd
[2025-10-18T03:11:44.388986] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-10-18T03:11:44.538395] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:44.689783] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:11:44.848813] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:11:45.004489] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:45.162973] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:45.323372] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:11:45.492586] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:11:45.660110] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:45.825220] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:45.988680] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:11:45.988870] [INFO ] [CONFIGURE ] RTX: DISCARDED add_macd (score: 20.00%)
[2025-10-18T03:11:45.988917] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Avg: 1.5s/test | Remaining: 497 tests
[2025-10-18T03:11:45.988951] [INFO ] [CONFIGURE ] RTX: Testing feature 9/29: add_mfi
[2025-10-18T03:11:45.988983] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-10-18T03:11:46.128857] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:11:46.265232] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:11:46.402446] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:46.540418] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:46.677776] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:46.818211] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:11:46.962891] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:11:47.102474] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:47.241004] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:47.380390] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:11:47.380565] [INFO ] [CONFIGURE ] RTX: DISCARDED add_mfi (score: 30.00%)
[2025-10-18T03:11:47.380609] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Avg: 1.5s/test | Remaining: 496 tests
[2025-10-18T03:11:47.380671] [INFO ] [CONFIGURE ] RTX: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:11:47.380726] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:11:47.531947] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:47.682633] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:11:47.834170] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:11:47.983913] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:48.135727] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:48.284054] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:48.435546] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:11:48.585286] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:48.736939] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:48.894434] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:11:48.894733] [INFO ] [CONFIGURE ] RTX: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-10-18T03:11:48.894801] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Avg: 1.5s/test | Remaining: 495 tests
[2025-10-18T03:11:48.894843] [INFO ] [CONFIGURE ] RTX: Testing feature 11/29: add_obv_daily
[2025-10-18T03:11:48.894878] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-10-18T03:11:49.023247] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:11:49.154442] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:11:49.296045] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:49.484540] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:49.667443] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:49.840771] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:11:49.998458] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:11:50.150082] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:50.300048] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:50.438417] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:11:50.438608] [INFO ] [CONFIGURE ] RTX: DISCARDED add_obv_daily (score: 10.00%)
[2025-10-18T03:11:50.438682] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Avg: 1.5s/test | Remaining: 494 tests
[2025-10-18T03:11:50.438761] [INFO ] [CONFIGURE ] RTX: Testing feature 12/29: add_obv_interval
[2025-10-18T03:11:50.438797] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-10-18T03:11:50.565623] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:11:50.699757] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:11:50.828387] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:50.975199] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:51.100093] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:51.224069] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:51.355306] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:11:51.485984] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:51.616517] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:51.747719] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:11:51.747864] [INFO ] [CONFIGURE ] RTX: DISCARDED add_obv_interval (score: 30.00%)
[2025-10-18T03:11:51.747913] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Avg: 1.5s/test | Remaining: 493 tests
[2025-10-18T03:11:51.747948] [INFO ] [CONFIGURE ] RTX: Testing feature 13/29: add_opening_strength
[2025-10-18T03:11:51.747978] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:11:51.881339] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:52.013488] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:11:52.145437] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:52.272372] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:52.400227] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:52.531440] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:52.662127] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:11:52.792089] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:52.920777] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:53.050337] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:53.050536] [INFO ] [CONFIGURE ] RTX: KEPT add_opening_strength (score: 50.00%)
[2025-10-18T03:11:53.050581] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Avg: 1.5s/test | Remaining: 492 tests
[2025-10-18T03:11:53.050617] [INFO ] [CONFIGURE ] RTX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:11:53.050674] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-10-18T03:11:53.199079] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:53.345410] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:11:53.491404] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:53.642468] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:53.791469] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:53.944580] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:54.094887] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:11:54.246534] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:54.399833] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:54.553304] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:54.553469] [INFO ] [CONFIGURE ] RTX: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T03:11:54.553512] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Avg: 1.5s/test | Remaining: 491 tests
[2025-10-18T03:11:54.553546] [INFO ] [CONFIGURE ] RTX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:11:54.553639] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-10-18T03:11:54.689747] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:54.840045] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:11:54.979888] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:55.121888] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:55.262518] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:55.402820] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:55.540488] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:11:55.679580] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:55.827345] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:55.978014] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:11:55.978330] [INFO ] [CONFIGURE ] RTX: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T03:11:55.978388] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Avg: 1.5s/test | Remaining: 490 tests
[2025-10-18T03:11:55.978425] [INFO ] [CONFIGURE ] RTX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:11:55.978456] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-10-18T03:11:56.122046] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:56.267684] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:11:56.412772] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:56.558814] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:56.704825] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:56.858893] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:57.048854] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:11:57.202933] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:11:57.351937] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:57.500910] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:57.501107] [INFO ] [CONFIGURE ] RTX: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T03:11:57.501154] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Avg: 1.5s/test | Remaining: 489 tests
[2025-10-18T03:11:57.501188] [INFO ] [CONFIGURE ] RTX: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:11:57.501241] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-10-18T03:11:57.646859] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:57.796021] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:11:57.944985] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:58.095512] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:58.249150] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:58.399434] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:11:58.553903] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:11:58.702054] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:11:58.847236] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:11:58.999158] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:11:58.999313] [INFO ] [CONFIGURE ] RTX: KEPT add_pbf_return_2d (score: 60.00%)
[2025-10-18T03:11:58.999356] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Avg: 1.5s/test | Remaining: 488 tests
[2025-10-18T03:11:58.999390] [INFO ] [CONFIGURE ] RTX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:11:58.999422] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-18T03:11:59.150218] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:11:59.306074] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:11:59.458463] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:11:59.611401] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:11:59.768100] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:11:59.924218] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:12:00.096355] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:12:00.251865] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:00.406902] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:12:00.562226] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:00.562373] [INFO ] [CONFIGURE ] RTX: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T03:12:00.562418] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Avg: 1.5s/test | Remaining: 487 tests
[2025-10-18T03:12:00.562452] [INFO ] [CONFIGURE ] RTX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:12:00.562484] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-10-18T03:12:00.711949] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:12:00.861455] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:01.015584] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:01.173014] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:12:01.328365] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:12:01.492902] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:12:01.652937] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:12:01.818237] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:01.989437] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:12:02.153213] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:02.153418] [INFO ] [CONFIGURE ] RTX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T03:12:02.153482] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Avg: 1.5s/test | Remaining: 486 tests
[2025-10-18T03:12:02.153523] [INFO ] [CONFIGURE ] RTX: Testing feature 20/29: add_price_rejection
[2025-10-18T03:12:02.153556] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_price_rejection']
[2025-10-18T03:12:02.318409] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:12:02.490862] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:02.665483] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:02.836492] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:12:03.011593] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:12:03.172269] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:12:03.333159] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:12:03.498553] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:03.671347] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:12:03.845601] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:03.845836] [INFO ] [CONFIGURE ] RTX: DISCARDED add_price_rejection (score: 30.00%)
[2025-10-18T03:12:03.845888] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Avg: 1.5s/test | Remaining: 485 tests
[2025-10-18T03:12:03.845927] [INFO ] [CONFIGURE ] RTX: Testing feature 21/29: add_range_position
[2025-10-18T03:12:03.845962] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_range_position']
[2025-10-18T03:12:04.019916] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:12:04.191468] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:04.358598] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:04.527268] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:12:04.693879] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:12:04.873711] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:12:05.047844] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:12:05.222186] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:05.402624] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:12:05.583591] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:05.583762] [INFO ] [CONFIGURE ] RTX: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T03:12:05.583816] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Avg: 1.5s/test | Remaining: 484 tests
[2025-10-18T03:12:05.583854] [INFO ] [CONFIGURE ] RTX: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:12:05.583925] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-10-18T03:12:05.771476] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:05.955360] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:06.168299] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:06.351338] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:12:06.534784] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:12:06.717418] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:12:06.901990] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:12:07.091391] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:07.274422] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:12:07.459319] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:07.459474] [INFO ] [CONFIGURE ] RTX: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T03:12:07.459519] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Avg: 1.5s/test | Remaining: 483 tests
[2025-10-18T03:12:07.459556] [INFO ] [CONFIGURE ] RTX: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:12:07.459588] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-10-18T03:12:07.618459] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:12:07.774818] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:07.932188] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:08.092073] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:12:08.255246] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:12:08.415206] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:12:08.576740] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:12:08.740410] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:08.908051] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:12:09.070730] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:09.070889] [INFO ] [CONFIGURE ] RTX: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T03:12:09.070933] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Avg: 1.5s/test | Remaining: 482 tests
[2025-10-18T03:12:09.070967] [INFO ] [CONFIGURE ] RTX: Testing feature 24/29: add_rsi
[2025-10-18T03:12:09.070999] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-10-18T03:12:09.248773] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:12:09.425671] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:09.604436] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:09.783975] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:12:09.965319] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:12:10.140569] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:12:10.324950] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:12:10.505882] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:10.693047] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:12:10.886349] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:10.886573] [INFO ] [CONFIGURE ] RTX: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T03:12:10.886629] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Avg: 1.5s/test | Remaining: 481 tests
[2025-10-18T03:12:10.886704] [INFO ] [CONFIGURE ] RTX: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:12:10.886748] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-10-18T03:12:11.053460] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:12:11.214204] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:11.377823] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:11.545088] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:12:11.712795] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:12:11.875621] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:12:12.044706] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:12:12.222368] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:12.382696] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:12:12.573509] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:12.573773] [INFO ] [CONFIGURE ] RTX: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T03:12:12.573831] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Avg: 1.5s/test | Remaining: 480 tests
[2025-10-18T03:12:12.573871] [INFO ] [CONFIGURE ] RTX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:12:12.573905] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-10-18T03:12:12.757451] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:12:12.913090] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:13.070220] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:13.229679] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:12:13.387612] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:12:13.544930] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:12:13.702695] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:12:13.871782] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:14.034035] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:12:14.195415] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:14.195608] [INFO ] [CONFIGURE ] RTX: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T03:12:14.195681] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Avg: 1.5s/test | Remaining: 479 tests
[2025-10-18T03:12:14.195787] [INFO ] [CONFIGURE ] RTX: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:12:14.195843] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-18T03:12:14.374363] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:12:14.552261] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:14.728300] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:14.906845] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:12:15.082820] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:12:15.265480] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:12:15.446310] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:12:15.624067] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:15.803285] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:12:15.980430] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:15.980617] [INFO ] [CONFIGURE ] RTX: KEPT add_volume_price_divergence (score: 70.00%)
[2025-10-18T03:12:15.980711] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Avg: 1.5s/test | Remaining: 478 tests
[2025-10-18T03:12:15.980770] [INFO ] [CONFIGURE ] RTX: Testing feature 28/29: add_volume_profile
[2025-10-18T03:12:15.980806] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_volume_price_divergence', 'add_volume_profile']
[2025-10-18T03:12:16.154407] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:12:16.328961] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:16.507768] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:16.687112] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:12:16.865543] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:12:17.046064] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:12:17.228578] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:17.412636] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:17.608441] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:17.811829] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:17.812072] [INFO ] [CONFIGURE ] RTX: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T03:12:17.812126] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Avg: 1.5s/test | Remaining: 477 tests
[2025-10-18T03:12:17.812242] [INFO ] [CONFIGURE ] RTX: Testing feature 29/29: add_vwap
[2025-10-18T03:12:17.812285] [INFO ] [CONFIGURE ] RTX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_volume_price_divergence', 'add_vwap']
[2025-10-18T03:12:18.015268] [DEBUG] [FORECASTER] RTX: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:12:18.219367] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:18.405698] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:18.592954] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:12:18.783974] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:12:18.992057] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:12:19.188189] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:19.376249] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:19.562030] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:12:19.749044] [DEBUG] [FORECASTER] RTX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:19.749271] [INFO ] [CONFIGURE ] RTX: DISCARDED add_vwap (score: 10.00%)
[2025-10-18T03:12:19.749324] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Avg: 1.5s/test | Remaining: 476 tests
[2025-10-18T03:12:19.749375] [INFO ] [CONFIGURE ] RTX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:12:19.749431] [INFO ] [CONFIGURE ] RTX: Best accuracy: 70.00%
[2025-10-18T03:12:19.749469] [INFO ] [CONFIGURE ] RTX: Best feature set (5 features): ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-18T03:12:19.749502] [INFO ] [CONFIGURE ] RTX: Improvement over baseline: 50.00%
[2025-10-18T03:12:19.749531] [INFO ] [CONFIGURE ] RTX: Total time: 44.5 seconds
[2025-10-18T03:12:19.749558] [INFO ] [CONFIGURE ] RTX: Average time per feature: 1.5 seconds
[2025-10-18T03:12:19.749587] [INFO ] [CONFIGURE ] RTX: Average speed: 0.65 features/sec
[2025-10-18T03:12:19.750232] [INFO ] [LOCAL     ] Saved configuration for RTX: 5 features, 70.00% accuracy -> ./output/feature-sets/RTX.json
[2025-10-18T03:12:19.750303] [INFO ] [CONFIGURE ] RTX: Configuration saved successfully: 5 features, 70.00% accuracy.
[2025-10-18T03:12:19.750390] [INFO ] [sig       ] [367/380] Successfully configured RTX | 0.02 sym/s | Total: 4.4h | ETA: 9.4m
[2025-10-18T03:12:19.750469] [INFO ] [sig       ] [368/380] Configuring RVLV...
[2025-10-18T03:12:19.750536] [INFO ] [CONFIGURE ] RVLV: Configurate test run.
[2025-10-18T03:12:19.750593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVLV' from 'https://tdm.silogroup.org/data/derivative_storage/RVLV.csv'.
[2025-10-18T03:12:19.764273] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RVLV'.
[2025-10-18T03:12:19.764677] [INFO ] [CONFIGURE ] RVLV: Testing with 29 available features
[2025-10-18T03:12:19.764737] [INFO ] [CONFIGURE ] RVLV: Establishing baseline with no features...
[2025-10-18T03:12:19.869277] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:19.977590] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:20.080290] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:20.182897] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:20.285106] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:20.389238] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:20.493192] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:20.598577] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:20.704594] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:20.810444] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:20.810575] [INFO ] [CONFIGURE ] RVLV: Baseline score (no features): 50.00%
[2025-10-18T03:12:20.810618] [INFO ] [CONFIGURE ] RVLV: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:12:20.810677] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:12:20.926952] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:21.043794] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:21.160526] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:21.278966] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:21.396953] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:21.518437] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:21.647045] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:21.769397] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:21.892292] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:22.014423] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:22.014595] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T03:12:22.014681] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Avg: 1.5s/test | Remaining: 475 tests
[2025-10-18T03:12:22.014734] [INFO ] [CONFIGURE ] RVLV: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:12:22.014767] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:12:22.135876] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:22.261809] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:22.391579] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:22.514362] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:22.639354] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:22.765139] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:22.891095] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:23.022361] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:23.154695] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:23.291120] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:23.291323] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T03:12:23.291446] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Avg: 1.5s/test | Remaining: 474 tests
[2025-10-18T03:12:23.291524] [INFO ] [CONFIGURE ] RVLV: Testing feature 3/29: add_daily_returns
[2025-10-18T03:12:23.291598] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_daily_returns']
[2025-10-18T03:12:23.417455] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:23.526814] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:23.636382] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:23.745874] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:23.859241] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:23.969816] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:24.080488] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:24.191805] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:24.310570] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:24.421461] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:24.421618] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T03:12:24.421691] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Avg: 1.5s/test | Remaining: 473 tests
[2025-10-18T03:12:24.421740] [INFO ] [CONFIGURE ] RVLV: Testing feature 4/29: add_ema
[2025-10-18T03:12:24.421772] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_ema']
[2025-10-18T03:12:24.547081] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:24.670226] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:24.791455] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:24.914860] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:25.037504] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:25.161054] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:25.288899] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:25.414727] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:25.541358] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:25.667535] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:25.667759] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_ema (score: 40.00%)
[2025-10-18T03:12:25.667835] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Avg: 1.5s/test | Remaining: 472 tests
[2025-10-18T03:12:25.667880] [INFO ] [CONFIGURE ] RVLV: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:12:25.667916] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:12:25.795708] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:25.923518] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:26.059334] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:26.189896] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:26.322855] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:26.453608] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:26.585139] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:26.723637] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:26.861044] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:26.999718] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:26.999890] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T03:12:26.999942] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Avg: 1.5s/test | Remaining: 471 tests
[2025-10-18T03:12:27.000017] [INFO ] [CONFIGURE ] RVLV: Testing feature 6/29: add_failed_moves
[2025-10-18T03:12:27.000089] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_failed_moves']
[2025-10-18T03:12:27.115539] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:27.230231] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:27.347826] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:27.463361] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:27.582544] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:27.705335] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:27.822510] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:27.939586] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:28.057859] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:28.179007] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:28.179203] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T03:12:28.179248] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Avg: 1.5s/test | Remaining: 470 tests
[2025-10-18T03:12:28.179284] [INFO ] [CONFIGURE ] RVLV: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:12:28.179316] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_lag_shelf']
[2025-10-18T03:12:28.283605] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:28.390228] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:28.497609] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:28.600991] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:28.705500] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:28.815807] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:28.921790] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:29.027881] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:29.134486] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:29.242045] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:29.242208] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T03:12:29.242250] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Avg: 1.5s/test | Remaining: 469 tests
[2025-10-18T03:12:29.242284] [INFO ] [CONFIGURE ] RVLV: Testing feature 8/29: add_macd
[2025-10-18T03:12:29.242316] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T03:12:29.404303] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:29.565164] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:29.721496] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:29.868264] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:30.014263] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:30.157297] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:30.304948] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:30.478385] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:30.624619] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:12:30.772305] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:30.772541] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_macd (score: 30.00%)
[2025-10-18T03:12:30.772593] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Avg: 1.5s/test | Remaining: 468 tests
[2025-10-18T03:12:30.772630] [INFO ] [CONFIGURE ] RVLV: Testing feature 9/29: add_mfi
[2025-10-18T03:12:30.772768] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_mfi']
[2025-10-18T03:12:30.892230] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:31.011768] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:31.135403] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:31.254964] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:31.375213] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:31.496860] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:31.617901] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:31.739105] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:31.866062] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:31.988979] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:31.989187] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_mfi (score: 40.00%)
[2025-10-18T03:12:31.989249] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Avg: 1.5s/test | Remaining: 467 tests
[2025-10-18T03:12:31.989288] [INFO ] [CONFIGURE ] RVLV: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:12:31.989320] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:12:32.123834] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:32.260894] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:32.400121] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:32.543150] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:32.681906] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:32.818504] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:32.956674] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:33.095422] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:33.239152] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:33.383471] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:33.383687] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T03:12:33.383752] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Avg: 1.5s/test | Remaining: 466 tests
[2025-10-18T03:12:33.383790] [INFO ] [CONFIGURE ] RVLV: Testing feature 11/29: add_obv_daily
[2025-10-18T03:12:33.383824] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_obv_daily']
[2025-10-18T03:12:33.498909] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:33.610881] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:33.723482] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:33.836971] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:33.950244] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:12:34.070386] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:34.185773] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:12:34.301289] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:34.418423] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:34.537028] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:34.537209] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T03:12:34.537253] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Avg: 1.5s/test | Remaining: 465 tests
[2025-10-18T03:12:34.537287] [INFO ] [CONFIGURE ] RVLV: Testing feature 12/29: add_obv_interval
[2025-10-18T03:12:34.537318] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_obv_interval']
[2025-10-18T03:12:34.647450] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:34.763140] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:34.878757] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:34.991896] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:35.103033] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:35.215490] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:35.326301] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:35.447284] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:35.563743] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:35.677023] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:35.677217] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T03:12:35.677263] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Avg: 1.5s/test | Remaining: 464 tests
[2025-10-18T03:12:35.677298] [INFO ] [CONFIGURE ] RVLV: Testing feature 13/29: add_opening_strength
[2025-10-18T03:12:35.677329] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T03:12:35.797467] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:35.919316] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:36.040937] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:36.166621] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:36.291221] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:36.414282] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:36.538600] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:36.662757] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:36.787601] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:36.916445] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:36.916669] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T03:12:36.916732] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Avg: 1.5s/test | Remaining: 463 tests
[2025-10-18T03:12:36.916770] [INFO ] [CONFIGURE ] RVLV: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:12:36.916801] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T03:12:37.042295] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:37.169456] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:37.294185] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:37.418956] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:37.543502] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:12:37.672548] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:37.797441] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:37.922670] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:38.050314] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:38.178169] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:38.178337] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T03:12:38.178379] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Avg: 1.5s/test | Remaining: 462 tests
[2025-10-18T03:12:38.178414] [INFO ] [CONFIGURE ] RVLV: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:12:38.178444] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T03:12:38.283941] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:38.394867] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:38.501284] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:38.607500] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:38.713845] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:38.820171] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:38.927189] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:39.035549] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:39.150845] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:39.261041] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:39.261205] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T03:12:39.261249] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Avg: 1.5s/test | Remaining: 461 tests
[2025-10-18T03:12:39.261283] [INFO ] [CONFIGURE ] RVLV: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:12:39.261314] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T03:12:39.376790] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:39.524822] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:39.640098] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:39.755958] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:39.880477] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:39.996860] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:40.112766] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:40.229638] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:40.347161] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:40.466859] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:40.467040] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T03:12:40.467083] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Avg: 1.5s/test | Remaining: 460 tests
[2025-10-18T03:12:40.467118] [INFO ] [CONFIGURE ] RVLV: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:12:40.467150] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_pbf_return_2d']
[2025-10-18T03:12:40.588220] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:40.706191] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:40.824970] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:40.945121] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:41.065136] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:41.184485] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:41.305507] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:41.430587] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:41.551981] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:41.674282] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:41.674434] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-10-18T03:12:41.674475] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Avg: 1.5s/test | Remaining: 459 tests
[2025-10-18T03:12:41.674509] [INFO ] [CONFIGURE ] RVLV: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:12:41.674539] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T03:12:41.801885] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:41.930903] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:42.090919] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:42.235804] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:42.398071] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:42.586475] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:42.716759] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:42.837343] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:42.952723] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:43.060427] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:43.060595] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T03:12:43.060639] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Avg: 1.5s/test | Remaining: 458 tests
[2025-10-18T03:12:43.060717] [INFO ] [CONFIGURE ] RVLV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:12:43.060752] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T03:12:43.163367] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:43.266836] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:43.371660] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:43.481109] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:43.586450] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:43.692836] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:43.798922] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:43.906256] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:44.014071] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:44.122181] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:44.122295] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T03:12:44.122338] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Avg: 1.5s/test | Remaining: 457 tests
[2025-10-18T03:12:44.122371] [INFO ] [CONFIGURE ] RVLV: Testing feature 20/29: add_price_rejection
[2025-10-18T03:12:44.122401] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_price_rejection']
[2025-10-18T03:12:44.235521] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:44.351592] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:44.465907] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:44.585335] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:44.700924] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:44.816834] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:44.941352] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:45.059471] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:45.177498] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:45.294463] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:45.294581] [INFO ] [CONFIGURE ] RVLV: KEPT add_price_rejection (score: 70.00%)
[2025-10-18T03:12:45.294624] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Avg: 1.5s/test | Remaining: 456 tests
[2025-10-18T03:12:45.294692] [INFO ] [CONFIGURE ] RVLV: Testing feature 21/29: add_range_position
[2025-10-18T03:12:45.294737] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_price_rejection', 'add_range_position']
[2025-10-18T03:12:45.430583] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:45.567014] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:45.708768] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:45.846744] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:45.985666] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:46.124512] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:46.264300] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:46.418518] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:46.570934] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:46.711804] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:46.711976] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T03:12:46.712038] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Avg: 1.5s/test | Remaining: 455 tests
[2025-10-18T03:12:46.712096] [INFO ] [CONFIGURE ] RVLV: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:12:46.712151] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_price_rejection', 'add_realized_volatility']
[2025-10-18T03:12:46.863786] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:47.015784] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:47.170674] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:47.325732] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:47.481203] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:12:47.636302] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:47.792925] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:47.951865] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:48.111244] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:48.269974] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:48.270206] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_realized_volatility (score: 50.00%)
[2025-10-18T03:12:48.270256] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Avg: 1.5s/test | Remaining: 454 tests
[2025-10-18T03:12:48.270292] [INFO ] [CONFIGURE ] RVLV: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:12:48.270322] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_price_rejection', 'add_recent_range_context']
[2025-10-18T03:12:48.398490] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:48.526754] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:48.671188] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:48.799998] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:48.930586] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:49.061153] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:49.191280] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:49.322479] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:49.455142] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:49.615518] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:49.615756] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T03:12:49.615810] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Avg: 1.5s/test | Remaining: 453 tests
[2025-10-18T03:12:49.615847] [INFO ] [CONFIGURE ] RVLV: Testing feature 24/29: add_rsi
[2025-10-18T03:12:49.615880] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_price_rejection', 'add_ema', 'add_rsi']
[2025-10-18T03:12:49.784281] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:49.948067] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:50.111584] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:50.273279] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:50.439271] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:50.592222] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:50.742452] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:50.894902] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:51.046233] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:51.198601] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:51.198791] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T03:12:51.198842] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Avg: 1.5s/test | Remaining: 452 tests
[2025-10-18T03:12:51.198877] [INFO ] [CONFIGURE ] RVLV: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:12:51.198910] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_price_rejection', 'add_tick_distribution']
[2025-10-18T03:12:51.325876] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:51.452280] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:51.579176] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:51.707431] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:51.837155] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:51.964957] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:52.093759] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:52.223394] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:52.355523] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:52.485421] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:52.485583] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T03:12:52.485626] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Avg: 1.5s/test | Remaining: 451 tests
[2025-10-18T03:12:52.485696] [INFO ] [CONFIGURE ] RVLV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:12:52.485742] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_price_rejection', 'add_volume_momentum_confirmation']
[2025-10-18T03:12:52.610749] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:52.737702] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:52.864202] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:52.994950] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:53.122917] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:12:53.250334] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:53.379667] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:53.508279] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:53.637855] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:53.775374] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:53.775573] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T03:12:53.775618] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Avg: 1.5s/test | Remaining: 450 tests
[2025-10-18T03:12:53.775679] [INFO ] [CONFIGURE ] RVLV: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:12:53.775730] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_price_rejection', 'add_volume_price_divergence']
[2025-10-18T03:12:53.913944] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:54.053797] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:54.194338] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:54.339588] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:54.489162] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:54.632254] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:54.774038] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:54.918312] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:55.066056] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:55.205879] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:55.206054] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T03:12:55.206116] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Avg: 1.5s/test | Remaining: 449 tests
[2025-10-18T03:12:55.206154] [INFO ] [CONFIGURE ] RVLV: Testing feature 28/29: add_volume_profile
[2025-10-18T03:12:55.206184] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_price_rejection', 'add_volume_profile']
[2025-10-18T03:12:55.332797] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:55.461666] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:12:55.588285] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:55.714887] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:55.847127] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:55.975050] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:12:56.103784] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:56.235766] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:12:56.366161] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:56.496704] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:12:56.496898] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T03:12:56.496954] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Avg: 1.5s/test | Remaining: 448 tests
[2025-10-18T03:12:56.496991] [INFO ] [CONFIGURE ] RVLV: Testing feature 29/29: add_vwap
[2025-10-18T03:12:56.497022] [INFO ] [CONFIGURE ] RVLV: Testing with features: ['add_price_rejection', 'add_vwap']
[2025-10-18T03:12:56.624806] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:56.753196] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:56.882437] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:12:57.012232] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:57.142353] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:57.277710] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:12:57.408926] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:57.540059] [DEBUG] [FORECASTER] RVLV: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:57.672664] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:12:57.807428] [DEBUG] [FORECASTER] RVLV: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:57.807602] [INFO ] [CONFIGURE ] RVLV: DISCARDED add_vwap (score: 40.00%)
[2025-10-18T03:12:57.807667] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Avg: 1.5s/test | Remaining: 447 tests
[2025-10-18T03:12:57.807728] [INFO ] [CONFIGURE ] RVLV: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:12:57.807798] [INFO ] [CONFIGURE ] RVLV: Best accuracy: 70.00%
[2025-10-18T03:12:57.807841] [INFO ] [CONFIGURE ] RVLV: Best feature set (1 features): ['add_price_rejection']
[2025-10-18T03:12:57.807870] [INFO ] [CONFIGURE ] RVLV: Improvement over baseline: 20.00%
[2025-10-18T03:12:57.807896] [INFO ] [CONFIGURE ] RVLV: Total time: 37.0 seconds
[2025-10-18T03:12:57.807923] [INFO ] [CONFIGURE ] RVLV: Average time per feature: 1.3 seconds
[2025-10-18T03:12:57.807951] [INFO ] [CONFIGURE ] RVLV: Average speed: 0.78 features/sec
[2025-10-18T03:12:57.808580] [INFO ] [LOCAL     ] Saved configuration for RVLV: 1 features, 70.00% accuracy -> ./output/feature-sets/RVLV.json
[2025-10-18T03:12:57.808682] [INFO ] [CONFIGURE ] RVLV: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-18T03:12:57.808832] [INFO ] [sig       ] [368/380] Successfully configured RVLV | 0.02 sym/s | Total: 4.4h | ETA: 8.7m
[2025-10-18T03:12:57.808900] [INFO ] [sig       ] [369/380] Configuring RVT...
[2025-10-18T03:12:57.808965] [INFO ] [CONFIGURE ] RVT: Configurate test run.
[2025-10-18T03:12:57.809020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVT' from 'https://tdm.silogroup.org/data/derivative_storage/RVT.csv'.
[2025-10-18T03:12:57.823286] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RVT'.
[2025-10-18T03:12:57.823746] [INFO ] [CONFIGURE ] RVT: Testing with 29 available features
[2025-10-18T03:12:57.823804] [INFO ] [CONFIGURE ] RVT: Establishing baseline with no features...
[2025-10-18T03:12:57.927102] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:12:58.029275] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:58.131968] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:58.235099] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:12:58.339627] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:12:58.443785] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:12:58.548981] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:58.654790] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:58.763663] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:12:58.870667] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:12:58.870844] [INFO ] [CONFIGURE ] RVT: Baseline score (no features): 30.00%
[2025-10-18T03:12:58.870890] [INFO ] [CONFIGURE ] RVT: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:12:58.870924] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:12:58.986298] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:12:59.102797] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:12:59.227057] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:12:59.365121] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:12:59.503944] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:12:59.624485] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:12:59.743034] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:12:59.863676] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:12:59.984525] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:13:00.105606] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:00.105806] [INFO ] [CONFIGURE ] RVT: KEPT add_bollinger_bands (score: 50.00%)
[2025-10-18T03:13:00.105855] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Avg: 1.5s/test | Remaining: 446 tests
[2025-10-18T03:13:00.105890] [INFO ] [CONFIGURE ] RVT: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:13:00.105920] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T03:13:00.236521] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:00.372162] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:00.503368] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:13:00.635727] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:13:00.780255] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:00.913311] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:01.046451] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:01.204867] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:13:01.351386] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:13:01.501853] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:01.502017] [INFO ] [CONFIGURE ] RVT: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-18T03:13:01.502061] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Avg: 1.5s/test | Remaining: 445 tests
[2025-10-18T03:13:01.502096] [INFO ] [CONFIGURE ] RVT: Testing feature 3/29: add_daily_returns
[2025-10-18T03:13:01.502126] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-18T03:13:01.647387] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:01.793440] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:01.933006] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:02.071537] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:13:02.211121] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:02.351439] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:02.492328] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:02.632344] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:13:02.777151] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:13:02.919326] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:02.919459] [INFO ] [CONFIGURE ] RVT: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T03:13:02.919504] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Avg: 1.5s/test | Remaining: 444 tests
[2025-10-18T03:13:02.919538] [INFO ] [CONFIGURE ] RVT: Testing feature 4/29: add_ema
[2025-10-18T03:13:02.919568] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-18T03:13:03.069793] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:03.220578] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:03.371439] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:03.522949] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:13:03.678736] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:03.831339] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:03.985836] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:04.140690] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:04.297071] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:13:04.461049] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:04.461808] [INFO ] [CONFIGURE ] RVT: DISCARDED add_ema (score: 40.00%)
[2025-10-18T03:13:04.461870] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Avg: 1.5s/test | Remaining: 443 tests
[2025-10-18T03:13:04.461910] [INFO ] [CONFIGURE ] RVT: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:13:04.461942] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:13:04.619841] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:04.780072] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:04.952099] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:05.130080] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:13:05.303461] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:05.476860] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:05.651505] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:05.825205] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:06.001609] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:13:06.181116] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:06.181395] [INFO ] [CONFIGURE ] RVT: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-10-18T03:13:06.181595] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Avg: 1.5s/test | Remaining: 442 tests
[2025-10-18T03:13:06.181682] [INFO ] [CONFIGURE ] RVT: Testing feature 6/29: add_failed_moves
[2025-10-18T03:13:06.181736] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-18T03:13:06.338615] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:06.494701] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:06.645746] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:13:06.825347] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:13:06.978041] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:07.129473] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:07.281069] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:07.430604] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:13:07.580767] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:13:07.739205] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:07.739364] [INFO ] [CONFIGURE ] RVT: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T03:13:07.739407] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Avg: 1.5s/test | Remaining: 441 tests
[2025-10-18T03:13:07.739442] [INFO ] [CONFIGURE ] RVT: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:13:07.739474] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T03:13:07.881607] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:08.024456] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:08.166524] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:08.310466] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:13:08.456105] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:08.606734] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:08.753401] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:08.899196] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:13:09.048576] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:13:09.200021] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:09.200164] [INFO ] [CONFIGURE ] RVT: DISCARDED add_lag_shelf (score: 50.00%)
[2025-10-18T03:13:09.200205] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Avg: 1.5s/test | Remaining: 440 tests
[2025-10-18T03:13:09.200240] [INFO ] [CONFIGURE ] RVT: Testing feature 8/29: add_macd
[2025-10-18T03:13:09.200273] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T03:13:09.385619] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:09.562604] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:09.742990] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:09.928077] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:13:10.115346] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:10.299870] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:10.485741] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:10.671065] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:10.857919] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:13:11.051171] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:11.051351] [INFO ] [CONFIGURE ] RVT: DISCARDED add_macd (score: 30.00%)
[2025-10-18T03:13:11.051397] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Avg: 1.5s/test | Remaining: 439 tests
[2025-10-18T03:13:11.051432] [INFO ] [CONFIGURE ] RVT: Testing feature 9/29: add_mfi
[2025-10-18T03:13:11.051462] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-18T03:13:11.210633] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:11.368769] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:11.525467] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:11.683080] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:13:11.849575] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:12.012279] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:12.179390] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:12.347430] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:12.517464] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:13:12.690883] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:12.691094] [INFO ] [CONFIGURE ] RVT: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T03:13:12.691148] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Avg: 1.5s/test | Remaining: 438 tests
[2025-10-18T03:13:12.691202] [INFO ] [CONFIGURE ] RVT: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:13:12.691260] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:13:12.904459] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:13.088223] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:13.269074] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:13.456980] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:13:13.643036] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:13.827457] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:14.016067] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:14.217832] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:14.413612] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:13:14.604387] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:14.604552] [INFO ] [CONFIGURE ] RVT: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T03:13:14.604595] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Avg: 1.5s/test | Remaining: 437 tests
[2025-10-18T03:13:14.604630] [INFO ] [CONFIGURE ] RVT: Testing feature 11/29: add_obv_daily
[2025-10-18T03:13:14.604698] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-18T03:13:14.756066] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:14.908776] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:15.077594] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:15.226547] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:13:15.377973] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:15.528779] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:15.680451] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:13:15.841807] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:13:15.996140] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:13:16.150494] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:16.150707] [INFO ] [CONFIGURE ] RVT: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T03:13:16.150767] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Avg: 1.5s/test | Remaining: 436 tests
[2025-10-18T03:13:16.150803] [INFO ] [CONFIGURE ] RVT: Testing feature 12/29: add_obv_interval
[2025-10-18T03:13:16.150834] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-18T03:13:16.300060] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:16.451388] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:16.611071] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:16.771202] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:13:16.929581] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:17.108502] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:17.260937] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:17.417880] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:17.571986] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:13:17.725222] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:17.725404] [INFO ] [CONFIGURE ] RVT: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T03:13:17.725448] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Avg: 1.5s/test | Remaining: 435 tests
[2025-10-18T03:13:17.725485] [INFO ] [CONFIGURE ] RVT: Testing feature 13/29: add_opening_strength
[2025-10-18T03:13:17.725518] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:13:17.886996] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:18.048983] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:18.230572] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:18.408770] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:13:18.581158] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:18.763109] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:18.987725] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:19.163809] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:19.346575] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:13:19.522307] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:19.522486] [INFO ] [CONFIGURE ] RVT: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T03:13:19.522586] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Avg: 1.5s/test | Remaining: 434 tests
[2025-10-18T03:13:19.522671] [INFO ] [CONFIGURE ] RVT: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:13:19.522727] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T03:13:19.699591] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:19.884382] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:20.054410] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:13:20.214056] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:13:20.376230] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:20.538908] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:20.705024] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:20.870986] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:21.037294] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:13:21.204328] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:21.204483] [INFO ] [CONFIGURE ] RVT: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T03:13:21.204526] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Avg: 1.5s/test | Remaining: 433 tests
[2025-10-18T03:13:21.204561] [INFO ] [CONFIGURE ] RVT: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:13:21.204593] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T03:13:21.353114] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:21.506817] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:21.650709] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:21.797614] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:13:21.951425] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:22.099572] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:22.250225] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:22.397636] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:22.547070] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:13:22.696134] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:22.696284] [INFO ] [CONFIGURE ] RVT: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T03:13:22.696341] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Avg: 1.5s/test | Remaining: 432 tests
[2025-10-18T03:13:22.696399] [INFO ] [CONFIGURE ] RVT: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:13:22.696434] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T03:13:22.847191] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:22.999824] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:23.150953] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:23.304210] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:13:23.460574] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:23.616398] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:23.775989] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:23.935267] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:24.095480] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:13:24.255193] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:24.255408] [INFO ] [CONFIGURE ] RVT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T03:13:24.255494] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Avg: 1.5s/test | Remaining: 431 tests
[2025-10-18T03:13:24.255548] [INFO ] [CONFIGURE ] RVT: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:13:24.255582] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T03:13:24.411580] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:24.570481] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:24.732305] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:24.896952] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:13:25.071283] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:25.223037] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:25.378630] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:25.536126] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:25.694098] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:13:25.852630] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:25.852815] [INFO ] [CONFIGURE ] RVT: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-18T03:13:25.852861] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Avg: 1.5s/test | Remaining: 430 tests
[2025-10-18T03:13:25.852896] [INFO ] [CONFIGURE ] RVT: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:13:25.852927] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T03:13:26.001604] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:26.149075] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:26.293456] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:26.439479] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:13:26.587944] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:26.736973] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:26.877687] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:27.029233] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:13:27.177388] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:13:27.325526] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:27.325718] [INFO ] [CONFIGURE ] RVT: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-10-18T03:13:27.325775] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Avg: 1.5s/test | Remaining: 429 tests
[2025-10-18T03:13:27.325816] [INFO ] [CONFIGURE ] RVT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:13:27.325848] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T03:13:27.471626] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:27.619195] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:27.773211] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:27.914103] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:13:28.087153] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:28.233062] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:28.379806] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:28.529526] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:13:28.676613] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:13:28.824579] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:28.824815] [INFO ] [CONFIGURE ] RVT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T03:13:28.824868] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Avg: 1.5s/test | Remaining: 428 tests
[2025-10-18T03:13:28.824905] [INFO ] [CONFIGURE ] RVT: Testing feature 20/29: add_price_rejection
[2025-10-18T03:13:28.824937] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-18T03:13:28.978463] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:29.131986] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:29.286313] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:29.440318] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:13:29.595884] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:29.750220] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:29.906462] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:30.067417] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:13:30.226451] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:13:30.384478] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:30.384707] [INFO ] [CONFIGURE ] RVT: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T03:13:30.384768] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Avg: 1.5s/test | Remaining: 427 tests
[2025-10-18T03:13:30.384805] [INFO ] [CONFIGURE ] RVT: Testing feature 21/29: add_range_position
[2025-10-18T03:13:30.384836] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-10-18T03:13:30.547324] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:30.710163] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:30.873523] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:31.036938] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:13:31.202478] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:31.369629] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:31.535865] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:31.704480] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:13:31.872327] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:13:32.040543] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:32.040799] [INFO ] [CONFIGURE ] RVT: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T03:13:32.040862] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Avg: 1.5s/test | Remaining: 426 tests
[2025-10-18T03:13:32.040901] [INFO ] [CONFIGURE ] RVT: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:13:32.040955] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-18T03:13:32.217124] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:32.394425] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:32.570950] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:32.747516] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:13:32.921765] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:33.095853] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:33.271818] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:33.446340] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:33.622759] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:13:33.799847] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:13:33.800039] [INFO ] [CONFIGURE ] RVT: DISCARDED add_realized_volatility (score: 30.00%)
[2025-10-18T03:13:33.800085] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Avg: 1.5s/test | Remaining: 425 tests
[2025-10-18T03:13:33.800122] [INFO ] [CONFIGURE ] RVT: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:13:33.800154] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-10-18T03:13:33.945444] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:34.124905] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:34.279565] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:34.453380] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:13:34.665202] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:34.897808] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:35.080958] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:35.250008] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:35.403831] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:13:35.555514] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:35.555685] [INFO ] [CONFIGURE ] RVT: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T03:13:35.555748] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Avg: 1.5s/test | Remaining: 424 tests
[2025-10-18T03:13:35.555788] [INFO ] [CONFIGURE ] RVT: Testing feature 24/29: add_rsi
[2025-10-18T03:13:35.555824] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-18T03:13:35.719044] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:35.884388] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:36.050576] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:36.215542] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:13:36.382718] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:13:36.551571] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:36.719986] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:36.888524] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:13:37.059062] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:13:37.227278] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:37.227453] [INFO ] [CONFIGURE ] RVT: DISCARDED add_rsi (score: 30.00%)
[2025-10-18T03:13:37.227499] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Avg: 1.5s/test | Remaining: 423 tests
[2025-10-18T03:13:37.227536] [INFO ] [CONFIGURE ] RVT: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:13:37.227661] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-10-18T03:13:37.371933] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:37.514453] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:37.657929] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:37.800229] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:13:37.946846] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:38.091824] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:38.237566] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:38.390477] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:13:38.545798] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:13:38.695933] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:38.696110] [INFO ] [CONFIGURE ] RVT: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T03:13:38.696157] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Avg: 1.5s/test | Remaining: 422 tests
[2025-10-18T03:13:38.696193] [INFO ] [CONFIGURE ] RVT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:13:38.696226] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-18T03:13:38.851051] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:38.998951] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:39.147376] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:39.294852] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:13:39.445808] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:39.597292] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:39.750786] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:39.913353] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:40.060059] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:13:40.209108] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:40.209260] [INFO ] [CONFIGURE ] RVT: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T03:13:40.209302] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Avg: 1.5s/test | Remaining: 421 tests
[2025-10-18T03:13:40.209337] [INFO ] [CONFIGURE ] RVT: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:13:40.209368] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-18T03:13:40.360548] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:40.519721] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:40.677116] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:40.835270] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:13:40.994729] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:41.154203] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:41.317837] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:13:41.480590] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:41.644574] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:13:41.810406] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:13:41.810614] [INFO ] [CONFIGURE ] RVT: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T03:13:41.810704] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Avg: 1.5s/test | Remaining: 420 tests
[2025-10-18T03:13:41.810755] [INFO ] [CONFIGURE ] RVT: Testing feature 28/29: add_volume_profile
[2025-10-18T03:13:41.810789] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-10-18T03:13:41.957864] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:42.101299] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:42.246030] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:42.390416] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:13:42.540594] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:42.687617] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:42.841450] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:42.990594] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:43.140227] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:13:43.288406] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:43.288551] [INFO ] [CONFIGURE ] RVT: DISCARDED add_volume_profile (score: 40.00%)
[2025-10-18T03:13:43.288597] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Avg: 1.5s/test | Remaining: 419 tests
[2025-10-18T03:13:43.288631] [INFO ] [CONFIGURE ] RVT: Testing feature 29/29: add_vwap
[2025-10-18T03:13:43.288699] [INFO ] [CONFIGURE ] RVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-10-18T03:13:43.434978] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:43.582032] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:43.728970] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:13:43.877823] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:13:44.027361] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:44.176348] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:44.326023] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:44.474500] [DEBUG] [FORECASTER] RVT: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:44.624563] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:13:44.775302] [DEBUG] [FORECASTER] RVT: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:44.775425] [INFO ] [CONFIGURE ] RVT: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T03:13:44.775469] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Avg: 1.5s/test | Remaining: 418 tests
[2025-10-18T03:13:44.775504] [INFO ] [CONFIGURE ] RVT: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:13:44.775533] [INFO ] [CONFIGURE ] RVT: Best accuracy: 70.00%
[2025-10-18T03:13:44.775563] [INFO ] [CONFIGURE ] RVT: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T03:13:44.775591] [INFO ] [CONFIGURE ] RVT: Improvement over baseline: 40.00%
[2025-10-18T03:13:44.775617] [INFO ] [CONFIGURE ] RVT: Total time: 45.9 seconds
[2025-10-18T03:13:44.775669] [INFO ] [CONFIGURE ] RVT: Average time per feature: 1.6 seconds
[2025-10-18T03:13:44.775723] [INFO ] [CONFIGURE ] RVT: Average speed: 0.63 features/sec
[2025-10-18T03:13:44.776311] [INFO ] [LOCAL     ] Saved configuration for RVT: 2 features, 70.00% accuracy -> ./output/feature-sets/RVT.json
[2025-10-18T03:13:44.776381] [INFO ] [CONFIGURE ] RVT: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T03:13:44.776468] [INFO ] [sig       ] [369/380] Successfully configured RVT | 0.02 sym/s | Total: 4.4h | ETA: 7.9m
[2025-10-18T03:13:44.776536] [INFO ] [sig       ] [370/380] Configuring RXO...
[2025-10-18T03:13:44.776601] [INFO ] [CONFIGURE ] RXO: Configurate test run.
[2025-10-18T03:13:44.776679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-10-18T03:13:44.789470] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RXO'.
[2025-10-18T03:13:44.789859] [INFO ] [CONFIGURE ] RXO: Testing with 29 available features
[2025-10-18T03:13:44.789916] [INFO ] [CONFIGURE ] RXO: Establishing baseline with no features...
[2025-10-18T03:13:44.889366] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:13:44.988199] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:13:45.090269] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:45.194359] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:13:45.296065] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:45.397344] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:45.498711] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:45.601548] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:45.703513] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:13:45.805793] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:45.805892] [INFO ] [CONFIGURE ] RXO: Baseline score (no features): 40.00%
[2025-10-18T03:13:45.805933] [INFO ] [CONFIGURE ] RXO: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:13:45.805965] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:13:45.920299] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:46.032153] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:13:46.143669] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:46.257367] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:13:46.371555] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:46.486432] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:46.601166] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:46.717002] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:46.832374] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:13:46.948185] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:46.948300] [INFO ] [CONFIGURE ] RXO: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T03:13:46.948342] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Avg: 1.5s/test | Remaining: 417 tests
[2025-10-18T03:13:46.948376] [INFO ] [CONFIGURE ] RXO: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:13:46.948407] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T03:13:47.076556] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:47.205175] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:13:47.334445] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:47.463880] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:13:47.598593] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:47.730989] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:47.864434] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:47.997826] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:48.131820] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:13:48.266325] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:13:48.266455] [INFO ] [CONFIGURE ] RXO: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T03:13:48.266499] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Avg: 1.5s/test | Remaining: 416 tests
[2025-10-18T03:13:48.266532] [INFO ] [CONFIGURE ] RXO: Testing feature 3/29: add_daily_returns
[2025-10-18T03:13:48.266562] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T03:13:48.382564] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:48.499973] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:13:48.618142] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:48.739530] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:13:48.865157] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:48.989397] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:49.115586] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:13:49.273833] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:49.399245] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:13:49.523859] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:49.524046] [INFO ] [CONFIGURE ] RXO: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T03:13:49.524090] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Avg: 1.5s/test | Remaining: 415 tests
[2025-10-18T03:13:49.524124] [INFO ] [CONFIGURE ] RXO: Testing feature 4/29: add_ema
[2025-10-18T03:13:49.524230] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T03:13:49.655283] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:13:49.786172] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:13:49.917911] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:50.056603] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:13:50.213923] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:50.371151] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:50.507123] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:50.643627] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:50.785079] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:13:50.923381] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:50.923590] [INFO ] [CONFIGURE ] RXO: DISCARDED add_ema (score: 50.00%)
[2025-10-18T03:13:50.923678] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Avg: 1.5s/test | Remaining: 414 tests
[2025-10-18T03:13:50.923735] [INFO ] [CONFIGURE ] RXO: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:13:50.923771] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:13:51.063934] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:51.204954] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:13:51.347196] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:51.491468] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:13:51.633993] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:51.782416] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:51.935792] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:52.081239] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:13:52.226338] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:13:52.382573] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:52.382797] [INFO ] [CONFIGURE ] RXO: KEPT add_exhaustion_signals (score: 70.00%)
[2025-10-18T03:13:52.382855] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Avg: 1.5s/test | Remaining: 413 tests
[2025-10-18T03:13:52.382892] [INFO ] [CONFIGURE ] RXO: Testing feature 6/29: add_failed_moves
[2025-10-18T03:13:52.382925] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T03:13:52.530549] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:52.679070] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:13:52.828928] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:52.980880] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:13:53.130483] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:53.282328] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:53.440159] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:53.594879] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:13:53.748866] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:13:53.908086] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:53.908293] [INFO ] [CONFIGURE ] RXO: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T03:13:53.908347] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Avg: 1.5s/test | Remaining: 412 tests
[2025-10-18T03:13:53.908383] [INFO ] [CONFIGURE ] RXO: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:13:53.908415] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T03:13:54.047324] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:54.185495] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:13:54.325118] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:54.464519] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:13:54.608735] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:54.764628] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:54.924541] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:55.077447] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:55.232414] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:13:55.383815] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:55.383989] [INFO ] [CONFIGURE ] RXO: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T03:13:55.384033] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Avg: 1.5s/test | Remaining: 411 tests
[2025-10-18T03:13:55.384068] [INFO ] [CONFIGURE ] RXO: Testing feature 8/29: add_macd
[2025-10-18T03:13:55.384101] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T03:13:55.558446] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:55.721694] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:13:55.894541] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:56.069103] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:13:56.239963] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:56.415234] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:13:56.588038] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:56.768146] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:56.949481] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:13:57.134577] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:57.134781] [INFO ] [CONFIGURE ] RXO: DISCARDED add_macd (score: 50.00%)
[2025-10-18T03:13:57.134836] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Avg: 1.5s/test | Remaining: 410 tests
[2025-10-18T03:13:57.134871] [INFO ] [CONFIGURE ] RXO: Testing feature 9/29: add_mfi
[2025-10-18T03:13:57.134903] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T03:13:57.294232] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:57.456002] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:13:57.616742] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:57.777675] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:13:57.938917] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:58.103575] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:13:58.267370] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:13:58.432527] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:13:58.598849] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:13:58.771074] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:13:58.771280] [INFO ] [CONFIGURE ] RXO: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T03:13:58.771335] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Avg: 1.5s/test | Remaining: 409 tests
[2025-10-18T03:13:58.771371] [INFO ] [CONFIGURE ] RXO: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:13:58.771402] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:13:58.946292] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:13:59.122816] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:13:59.298697] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:13:59.477521] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:13:59.659733] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:13:59.843924] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:00.030114] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:00.222522] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:14:00.434195] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:14:00.623113] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:00.623283] [INFO ] [CONFIGURE ] RXO: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-10-18T03:14:00.623326] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Avg: 1.5s/test | Remaining: 408 tests
[2025-10-18T03:14:00.623360] [INFO ] [CONFIGURE ] RXO: Testing feature 11/29: add_obv_daily
[2025-10-18T03:14:00.623391] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-10-18T03:14:00.783735] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:00.950959] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:01.116446] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:01.301586] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:01.479588] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:01.670237] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:01.845426] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:02.044243] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:14:02.235556] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:14:02.425793] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:02.426004] [INFO ] [CONFIGURE ] RXO: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T03:14:02.426054] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Avg: 1.5s/test | Remaining: 407 tests
[2025-10-18T03:14:02.426089] [INFO ] [CONFIGURE ] RXO: Testing feature 12/29: add_obv_interval
[2025-10-18T03:14:02.426121] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-10-18T03:14:02.587813] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:14:02.745511] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:02.908178] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:03.066002] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:03.229202] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:03.396795] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:03.562566] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:03.724193] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:14:03.886845] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:04.053498] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:04.053697] [INFO ] [CONFIGURE ] RXO: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T03:14:04.053758] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Avg: 1.5s/test | Remaining: 406 tests
[2025-10-18T03:14:04.053821] [INFO ] [CONFIGURE ] RXO: Testing feature 13/29: add_opening_strength
[2025-10-18T03:14:04.053879] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:14:04.241617] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:04.431409] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:04.626252] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:04.815808] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:05.000462] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:05.192237] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:05.361565] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:05.537194] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:14:05.709175] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:14:05.882298] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:05.882471] [INFO ] [CONFIGURE ] RXO: DISCARDED add_opening_strength (score: 50.00%)
[2025-10-18T03:14:05.882515] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Avg: 1.5s/test | Remaining: 405 tests
[2025-10-18T03:14:05.882551] [INFO ] [CONFIGURE ] RXO: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:14:05.882584] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-10-18T03:14:06.054911] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:06.227129] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:06.395715] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:06.562305] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:06.736326] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:06.907782] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:14:07.081793] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:07.257406] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:14:07.427530] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:07.625121] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:07.625325] [INFO ] [CONFIGURE ] RXO: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T03:14:07.625370] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Avg: 1.5s/test | Remaining: 404 tests
[2025-10-18T03:14:07.625405] [INFO ] [CONFIGURE ] RXO: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:14:07.625438] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-10-18T03:14:07.772996] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:07.922894] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:08.071806] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:08.224513] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:08.370480] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:08.515569] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:08.663577] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:08.810084] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:14:08.959911] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:09.109301] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:09.109479] [INFO ] [CONFIGURE ] RXO: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T03:14:09.109524] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Avg: 1.5s/test | Remaining: 403 tests
[2025-10-18T03:14:09.109561] [INFO ] [CONFIGURE ] RXO: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:14:09.109595] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-10-18T03:14:09.263231] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:09.417581] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:09.571682] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:09.726596] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:09.887986] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:10.045340] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:10.203504] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:10.363002] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:14:10.525159] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:14:10.684783] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:10.684962] [INFO ] [CONFIGURE ] RXO: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-10-18T03:14:10.685029] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Avg: 1.5s/test | Remaining: 402 tests
[2025-10-18T03:14:10.685097] [INFO ] [CONFIGURE ] RXO: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:14:10.685138] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-10-18T03:14:10.846591] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:11.007734] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:11.173026] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:11.333241] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:11.497833] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:11.660271] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:11.825526] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:11.991414] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:14:12.161082] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:12.327920] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:12.328109] [INFO ] [CONFIGURE ] RXO: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T03:14:12.328155] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Avg: 1.5s/test | Remaining: 401 tests
[2025-10-18T03:14:12.328191] [INFO ] [CONFIGURE ] RXO: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:14:12.328300] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-10-18T03:14:12.476069] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:12.622074] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:12.768511] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:12.919704] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:13.084166] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:13.248431] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:13.420887] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:13.589234] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:14:13.758855] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:13.919300] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:13.919449] [INFO ] [CONFIGURE ] RXO: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T03:14:13.919492] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Avg: 1.5s/test | Remaining: 400 tests
[2025-10-18T03:14:13.919526] [INFO ] [CONFIGURE ] RXO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:14:13.919559] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-10-18T03:14:14.069106] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:14.244922] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:14.401738] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:14.551664] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:14.707108] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:14.858910] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:15.024266] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:15.187475] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:14:15.353948] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:15.517701] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:15.517898] [INFO ] [CONFIGURE ] RXO: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T03:14:15.517950] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Avg: 1.5s/test | Remaining: 399 tests
[2025-10-18T03:14:15.517988] [INFO ] [CONFIGURE ] RXO: Testing feature 20/29: add_price_rejection
[2025-10-18T03:14:15.518021] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-10-18T03:14:15.672966] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:15.828678] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:15.985419] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:16.142552] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:16.306082] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:16.471195] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:16.646851] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:16.806595] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:14:16.964271] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:17.122360] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:17.122539] [INFO ] [CONFIGURE ] RXO: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T03:14:17.122584] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Avg: 1.5s/test | Remaining: 398 tests
[2025-10-18T03:14:17.122619] [INFO ] [CONFIGURE ] RXO: Testing feature 21/29: add_range_position
[2025-10-18T03:14:17.122681] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-10-18T03:14:17.285560] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:17.449841] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:17.614776] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:17.798209] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:17.989627] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:18.184813] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:18.361038] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:18.536454] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:18.716367] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:18.893424] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:18.893694] [INFO ] [CONFIGURE ] RXO: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T03:14:18.893774] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Avg: 1.5s/test | Remaining: 397 tests
[2025-10-18T03:14:18.893829] [INFO ] [CONFIGURE ] RXO: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:14:18.893878] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-10-18T03:14:19.086376] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:19.276906] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:19.471580] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:19.657273] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:19.842374] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:20.029045] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:20.218584] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:20.424858] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:20.638960] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:14:20.851863] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:20.852054] [INFO ] [CONFIGURE ] RXO: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T03:14:20.852099] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Avg: 1.5s/test | Remaining: 396 tests
[2025-10-18T03:14:20.852135] [INFO ] [CONFIGURE ] RXO: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:14:20.852167] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-10-18T03:14:21.026996] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:21.200577] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:21.370269] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:21.553528] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:21.727995] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:21.901437] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:22.085960] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:22.266428] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:14:22.432955] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:22.593064] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:22.593308] [INFO ] [CONFIGURE ] RXO: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T03:14:22.593371] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Avg: 1.5s/test | Remaining: 395 tests
[2025-10-18T03:14:22.593430] [INFO ] [CONFIGURE ] RXO: Testing feature 24/29: add_rsi
[2025-10-18T03:14:22.593465] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-10-18T03:14:22.785393] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:22.957002] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:23.129756] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:23.308182] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:23.490957] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:23.671816] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:23.857058] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:24.037355] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:14:24.219800] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:24.400331] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:24.400478] [INFO ] [CONFIGURE ] RXO: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T03:14:24.400521] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Avg: 1.5s/test | Remaining: 394 tests
[2025-10-18T03:14:24.400556] [INFO ] [CONFIGURE ] RXO: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:14:24.400588] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-10-18T03:14:24.552755] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:24.706032] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:24.860101] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:25.014261] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:25.170368] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:25.327958] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:25.489808] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:25.653465] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:25.826828] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:25.984014] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:25.984174] [INFO ] [CONFIGURE ] RXO: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T03:14:25.984218] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Avg: 1.5s/test | Remaining: 393 tests
[2025-10-18T03:14:25.984252] [INFO ] [CONFIGURE ] RXO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:14:25.984283] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-10-18T03:14:26.138753] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:26.294945] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:26.449736] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:26.605990] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:26.763620] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:26.922780] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:27.086253] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:27.247349] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:14:27.408278] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:27.576262] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:27.576496] [INFO ] [CONFIGURE ] RXO: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T03:14:27.576567] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Avg: 1.5s/test | Remaining: 392 tests
[2025-10-18T03:14:27.576604] [INFO ] [CONFIGURE ] RXO: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:14:27.576637] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-10-18T03:14:27.753721] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:27.955938] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:28.190545] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:28.425212] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:28.677690] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:28.917292] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:29.110729] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:29.304694] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:14:29.498295] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:29.685344] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:29.685552] [INFO ] [CONFIGURE ] RXO: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T03:14:29.685597] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Avg: 1.5s/test | Remaining: 391 tests
[2025-10-18T03:14:29.685632] [INFO ] [CONFIGURE ] RXO: Testing feature 28/29: add_volume_profile
[2025-10-18T03:14:29.685704] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-10-18T03:14:29.841749] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:14:30.002600] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:14:30.158179] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:14:30.315102] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:14:30.470034] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:14:30.624857] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:30.781558] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:30.944366] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:31.104627] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:31.265093] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:14:31.265262] [INFO ] [CONFIGURE ] RXO: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T03:14:31.265306] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Avg: 1.5s/test | Remaining: 390 tests
[2025-10-18T03:14:31.265368] [INFO ] [CONFIGURE ] RXO: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:14:31.265424] [INFO ] [CONFIGURE ] RXO: Best accuracy: 70.00%
[2025-10-18T03:14:31.265461] [INFO ] [CONFIGURE ] RXO: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:14:31.265492] [INFO ] [CONFIGURE ] RXO: Improvement over baseline: 30.00%
[2025-10-18T03:14:31.265520] [INFO ] [CONFIGURE ] RXO: Total time: 45.5 seconds
[2025-10-18T03:14:31.265548] [INFO ] [CONFIGURE ] RXO: Average time per feature: 1.6 seconds
[2025-10-18T03:14:31.265577] [INFO ] [CONFIGURE ] RXO: Average speed: 0.64 features/sec
[2025-10-18T03:14:31.266189] [INFO ] [LOCAL     ] Saved configuration for RXO: 3 features, 70.00% accuracy -> ./output/feature-sets/RXO.json
[2025-10-18T03:14:31.266260] [INFO ] [CONFIGURE ] RXO: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-18T03:14:31.266347] [INFO ] [sig       ] [370/380] Successfully configured RXO | 0.02 sym/s | Total: 4.5h | ETA: 7.2m
[2025-10-18T03:14:31.266415] [INFO ] [sig       ] [371/380] Configuring RY...
[2025-10-18T03:14:31.266481] [INFO ] [CONFIGURE ] RY: Configurate test run.
[2025-10-18T03:14:31.266537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-10-18T03:14:31.280406] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RY'.
[2025-10-18T03:14:31.280871] [INFO ] [CONFIGURE ] RY: Testing with 29 available features
[2025-10-18T03:14:31.280930] [INFO ] [CONFIGURE ] RY: Establishing baseline with no features...
[2025-10-18T03:14:31.385468] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:31.491990] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:31.617517] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:14:31.726290] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:31.831999] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:31.944009] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:32.051543] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:32.157787] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:32.265201] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:32.376569] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:32.376785] [INFO ] [CONFIGURE ] RY: Baseline score (no features): 80.00%
[2025-10-18T03:14:32.376849] [INFO ] [CONFIGURE ] RY: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:14:32.376887] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:14:32.499672] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:32.614726] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:32.732078] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:14:32.850338] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:32.969542] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:33.089860] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:33.208890] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:33.328145] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:33.447127] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:33.570231] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:33.570421] [INFO ] [CONFIGURE ] RY: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-10-18T03:14:33.570471] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Avg: 1.5s/test | Remaining: 389 tests
[2025-10-18T03:14:33.570505] [INFO ] [CONFIGURE ] RY: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:14:33.570534] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:14:33.693274] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:33.815011] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:33.938385] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:14:34.061921] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:34.186035] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:34.311271] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:34.434558] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:34.559362] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:34.684130] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:34.810332] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:34.810503] [INFO ] [CONFIGURE ] RY: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-10-18T03:14:34.810546] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Avg: 1.5s/test | Remaining: 388 tests
[2025-10-18T03:14:34.810582] [INFO ] [CONFIGURE ] RY: Testing feature 3/29: add_daily_returns
[2025-10-18T03:14:34.810614] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_daily_returns']
[2025-10-18T03:14:34.950718] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:35.064915] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:35.182106] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:14:35.299081] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:35.426351] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:35.545130] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:35.693147] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:35.809504] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:35.923223] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:36.040776] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:36.040940] [INFO ] [CONFIGURE ] RY: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-18T03:14:36.040988] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Avg: 1.5s/test | Remaining: 387 tests
[2025-10-18T03:14:36.041024] [INFO ] [CONFIGURE ] RY: Testing feature 4/29: add_ema
[2025-10-18T03:14:36.041057] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema']
[2025-10-18T03:14:36.164066] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:36.284228] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:36.400683] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:14:36.518005] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:36.639113] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:36.763583] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:36.880237] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:36.996066] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:37.114095] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:14:37.236013] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:37.236204] [INFO ] [CONFIGURE ] RY: DISCARDED add_ema (score: 70.00%)
[2025-10-18T03:14:37.236274] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Avg: 1.5s/test | Remaining: 386 tests
[2025-10-18T03:14:37.236311] [INFO ] [CONFIGURE ] RY: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:14:37.236342] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:14:37.371211] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:14:37.518981] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:37.664190] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:14:37.806869] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:37.975362] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:38.120556] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:38.268987] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:38.421543] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:38.572787] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:38.713609] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:38.713839] [INFO ] [CONFIGURE ] RY: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T03:14:38.713890] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Avg: 1.5s/test | Remaining: 385 tests
[2025-10-18T03:14:38.713925] [INFO ] [CONFIGURE ] RY: Testing feature 6/29: add_failed_moves
[2025-10-18T03:14:38.713956] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_failed_moves']
[2025-10-18T03:14:38.836455] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:38.953853] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:39.073759] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:14:39.197032] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:39.320932] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:39.442503] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:39.564497] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:39.699326] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:39.834665] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:39.959026] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:39.959203] [INFO ] [CONFIGURE ] RY: DISCARDED add_failed_moves (score: 80.00%)
[2025-10-18T03:14:39.959247] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Avg: 1.5s/test | Remaining: 384 tests
[2025-10-18T03:14:39.959281] [INFO ] [CONFIGURE ] RY: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:14:39.959313] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_lag_shelf']
[2025-10-18T03:14:40.064546] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:40.171421] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:40.276503] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:14:40.379050] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:40.481835] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:40.585323] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:40.688261] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:40.792552] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:40.898722] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:41.020787] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:41.020927] [INFO ] [CONFIGURE ] RY: DISCARDED add_lag_shelf (score: 80.00%)
[2025-10-18T03:14:41.020969] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Avg: 1.5s/test | Remaining: 383 tests
[2025-10-18T03:14:41.021003] [INFO ] [CONFIGURE ] RY: Testing feature 8/29: add_macd
[2025-10-18T03:14:41.021033] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T03:14:41.161051] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:41.300869] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:41.440928] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:14:41.585732] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:41.733488] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:41.887204] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:42.032462] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:42.179782] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:42.326955] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:42.470638] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:42.470851] [INFO ] [CONFIGURE ] RY: DISCARDED add_macd (score: 80.00%)
[2025-10-18T03:14:42.470896] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Avg: 1.5s/test | Remaining: 382 tests
[2025-10-18T03:14:42.470931] [INFO ] [CONFIGURE ] RY: Testing feature 9/29: add_mfi
[2025-10-18T03:14:42.470962] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_mfi']
[2025-10-18T03:14:42.588982] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:42.709934] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:42.836574] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:14:42.954869] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:43.072584] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:43.193879] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:43.314460] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:43.438316] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:43.558920] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:43.679430] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:43.679591] [INFO ] [CONFIGURE ] RY: DISCARDED add_mfi (score: 80.00%)
[2025-10-18T03:14:43.679635] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Avg: 1.5s/test | Remaining: 381 tests
[2025-10-18T03:14:43.679709] [INFO ] [CONFIGURE ] RY: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:14:43.679748] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:14:43.809090] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:43.938898] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:44.068183] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:14:44.198498] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:44.351622] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:44.490847] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:44.646583] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:44.804312] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:44.938139] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:45.072147] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:45.072318] [INFO ] [CONFIGURE ] RY: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-10-18T03:14:45.072362] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Avg: 1.5s/test | Remaining: 380 tests
[2025-10-18T03:14:45.072395] [INFO ] [CONFIGURE ] RY: Testing feature 11/29: add_obv_daily
[2025-10-18T03:14:45.072425] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_obv_daily']
[2025-10-18T03:14:45.180849] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:45.290467] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:45.401262] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:14:45.511325] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:45.622570] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:45.734402] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:45.847131] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:45.958711] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:46.070784] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:46.183980] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:46.184165] [INFO ] [CONFIGURE ] RY: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T03:14:46.184210] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Avg: 1.5s/test | Remaining: 379 tests
[2025-10-18T03:14:46.184243] [INFO ] [CONFIGURE ] RY: Testing feature 12/29: add_obv_interval
[2025-10-18T03:14:46.184275] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_obv_interval']
[2025-10-18T03:14:46.292030] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:46.403924] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:46.512738] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:14:46.620565] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:46.728840] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:46.838217] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:46.946195] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:47.079747] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:47.190546] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:47.302558] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:47.302753] [INFO ] [CONFIGURE ] RY: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T03:14:47.302805] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Avg: 1.5s/test | Remaining: 378 tests
[2025-10-18T03:14:47.302861] [INFO ] [CONFIGURE ] RY: Testing feature 13/29: add_opening_strength
[2025-10-18T03:14:47.302893] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T03:14:47.421432] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:47.543568] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:47.669265] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:14:47.799538] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:47.917139] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:48.041606] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:48.160533] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:48.278950] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:48.397735] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:48.520036] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:48.520208] [INFO ] [CONFIGURE ] RY: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T03:14:48.520251] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Avg: 1.5s/test | Remaining: 377 tests
[2025-10-18T03:14:48.520286] [INFO ] [CONFIGURE ] RY: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:14:48.520316] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T03:14:48.642547] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:48.764990] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:48.889981] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:14:49.016558] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:49.148808] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:49.279101] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:49.407388] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:49.541068] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:49.672477] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:49.809418] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:49.809639] [INFO ] [CONFIGURE ] RY: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T03:14:49.809724] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Avg: 1.5s/test | Remaining: 376 tests
[2025-10-18T03:14:49.809765] [INFO ] [CONFIGURE ] RY: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:14:49.809797] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T03:14:49.932775] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:50.068956] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:50.189970] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:14:50.313411] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:50.423423] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:50.535172] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:50.646679] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:50.758235] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:50.874201] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:50.991020] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:50.991178] [INFO ] [CONFIGURE ] RY: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T03:14:50.991220] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Avg: 1.5s/test | Remaining: 375 tests
[2025-10-18T03:14:50.991253] [INFO ] [CONFIGURE ] RY: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:14:50.991283] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T03:14:51.110036] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:51.232774] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:51.351561] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:14:51.472858] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:51.596463] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:51.720089] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:51.856397] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:51.979978] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:52.104909] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:52.228966] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:52.229171] [INFO ] [CONFIGURE ] RY: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T03:14:52.229218] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Avg: 1.5s/test | Remaining: 374 tests
[2025-10-18T03:14:52.229253] [INFO ] [CONFIGURE ] RY: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:14:52.229285] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_pbf_return_2d']
[2025-10-18T03:14:52.352143] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:52.475453] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:52.600775] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:14:52.723866] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:52.851131] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:52.973497] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:53.102163] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:53.236455] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:53.359460] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:53.484420] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:53.484599] [INFO ] [CONFIGURE ] RY: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-10-18T03:14:53.484664] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Avg: 1.5s/test | Remaining: 373 tests
[2025-10-18T03:14:53.484723] [INFO ] [CONFIGURE ] RY: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:14:53.484759] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T03:14:53.593238] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:53.704061] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:53.816324] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:14:53.943940] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:54.069538] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:54.200523] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:54.326723] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:54.458952] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:54.586190] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:54.710859] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:54.711038] [INFO ] [CONFIGURE ] RY: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-10-18T03:14:54.711085] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Avg: 1.5s/test | Remaining: 372 tests
[2025-10-18T03:14:54.711118] [INFO ] [CONFIGURE ] RY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:14:54.711149] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T03:14:54.833476] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:54.959168] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:55.085140] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:14:55.208580] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:55.334529] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:55.458551] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:55.583702] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:55.707350] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:55.820110] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:55.934471] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:55.934628] [INFO ] [CONFIGURE ] RY: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T03:14:55.934708] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Avg: 1.5s/test | Remaining: 371 tests
[2025-10-18T03:14:55.934755] [INFO ] [CONFIGURE ] RY: Testing feature 20/29: add_price_rejection
[2025-10-18T03:14:55.934788] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_price_rejection']
[2025-10-18T03:14:56.072331] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:56.193414] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:56.342085] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:14:56.468265] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:56.593574] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:56.718806] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:56.841468] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:14:56.962361] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:57.092428] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:57.209474] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:57.209665] [INFO ] [CONFIGURE ] RY: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T03:14:57.209774] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Avg: 1.5s/test | Remaining: 370 tests
[2025-10-18T03:14:57.209829] [INFO ] [CONFIGURE ] RY: Testing feature 21/29: add_range_position
[2025-10-18T03:14:57.209862] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_range_position']
[2025-10-18T03:14:57.346209] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:57.482215] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:57.614358] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:14:57.735288] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:57.857224] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:57.978885] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:58.108288] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:58.231173] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:58.353895] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:58.477132] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:58.477312] [INFO ] [CONFIGURE ] RY: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T03:14:58.477357] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Avg: 1.5s/test | Remaining: 369 tests
[2025-10-18T03:14:58.477392] [INFO ] [CONFIGURE ] RY: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:14:58.477422] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_realized_volatility']
[2025-10-18T03:14:58.614444] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:14:58.757604] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:14:58.897376] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:14:59.037541] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:14:59.185668] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:14:59.359563] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:14:59.505086] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:14:59.649193] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:14:59.794769] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:14:59.939993] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:14:59.940187] [INFO ] [CONFIGURE ] RY: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T03:14:59.940231] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Avg: 1.5s/test | Remaining: 368 tests
[2025-10-18T03:14:59.940266] [INFO ] [CONFIGURE ] RY: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:14:59.940296] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_recent_range_context']
[2025-10-18T03:15:00.052530] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:15:00.164879] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:15:00.279590] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:15:00.395811] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:00.511631] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:15:00.629532] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:15:00.748934] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:15:00.870035] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:00.986836] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:15:01.105045] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:15:01.105195] [INFO ] [CONFIGURE ] RY: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T03:15:01.105237] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Avg: 1.5s/test | Remaining: 367 tests
[2025-10-18T03:15:01.105271] [INFO ] [CONFIGURE ] RY: Testing feature 24/29: add_rsi
[2025-10-18T03:15:01.105302] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T03:15:01.245802] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:01.383331] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:15:01.537886] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:01.701453] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:01.863228] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:15:02.029841] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:15:02.199031] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:15:02.409597] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:02.566957] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:02.715613] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:15:02.715841] [INFO ] [CONFIGURE ] RY: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T03:15:02.715892] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Avg: 1.5s/test | Remaining: 366 tests
[2025-10-18T03:15:02.715953] [INFO ] [CONFIGURE ] RY: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:15:02.716009] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_tick_distribution']
[2025-10-18T03:15:02.835131] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:02.953593] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:15:03.076814] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:15:03.192756] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:03.307639] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:15:03.430135] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:15:03.550732] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:15:03.668222] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:03.784919] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:03.900933] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:15:03.901093] [INFO ] [CONFIGURE ] RY: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T03:15:03.901135] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Avg: 1.5s/test | Remaining: 365 tests
[2025-10-18T03:15:03.901170] [INFO ] [CONFIGURE ] RY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:15:03.901201] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T03:15:04.019428] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:04.135952] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:15:04.259836] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:04.379262] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:04.498684] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:15:04.620959] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:15:04.743725] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:15:04.862517] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:04.979060] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:05.097068] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:15:05.097214] [INFO ] [CONFIGURE ] RY: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T03:15:05.097257] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Avg: 1.5s/test | Remaining: 364 tests
[2025-10-18T03:15:05.097294] [INFO ] [CONFIGURE ] RY: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:15:05.097325] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_volume_price_divergence']
[2025-10-18T03:15:05.219809] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:05.342548] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:15:05.470964] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:15:05.602582] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:05.737548] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:15:05.869539] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:15:06.004286] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:15:06.140035] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:06.272628] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:06.407612] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:15:06.407882] [INFO ] [CONFIGURE ] RY: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T03:15:06.407966] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Avg: 1.5s/test | Remaining: 363 tests
[2025-10-18T03:15:06.408019] [INFO ] [CONFIGURE ] RY: Testing feature 28/29: add_volume_profile
[2025-10-18T03:15:06.408053] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_volume_profile']
[2025-10-18T03:15:06.528332] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:06.649534] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:15:06.771943] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:06.890083] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:07.011515] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:15:07.138061] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:15:07.268414] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:15:07.395341] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:07.524435] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:07.655815] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:15:07.655997] [INFO ] [CONFIGURE ] RY: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T03:15:07.656042] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Avg: 1.5s/test | Remaining: 362 tests
[2025-10-18T03:15:07.656076] [INFO ] [CONFIGURE ] RY: Testing feature 29/29: add_vwap
[2025-10-18T03:15:07.656112] [INFO ] [CONFIGURE ] RY: Testing with features: ['add_vwap']
[2025-10-18T03:15:07.805397] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:07.935042] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:15:08.065534] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:15:08.193464] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:08.324201] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-08, Predicted=1.0, Actual=1
[2025-10-18T03:15:08.474779] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:15:08.603330] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:15:08.736313] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:08.874217] [DEBUG] [FORECASTER] RY: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:09.008144] [DEBUG] [FORECASTER] RY: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:15:09.008322] [INFO ] [CONFIGURE ] RY: DISCARDED add_vwap (score: 80.00%)
[2025-10-18T03:15:09.008368] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Avg: 1.5s/test | Remaining: 361 tests
[2025-10-18T03:15:09.008430] [INFO ] [CONFIGURE ] RY: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:15:09.008488] [INFO ] [CONFIGURE ] RY: Best accuracy: 80.00%
[2025-10-18T03:15:09.008524] [INFO ] [CONFIGURE ] RY: Best feature set (0 features): []
[2025-10-18T03:15:09.008554] [INFO ] [CONFIGURE ] RY: Improvement over baseline: 0.00%
[2025-10-18T03:15:09.008583] [INFO ] [CONFIGURE ] RY: Total time: 36.6 seconds
[2025-10-18T03:15:09.008612] [INFO ] [CONFIGURE ] RY: Average time per feature: 1.3 seconds
[2025-10-18T03:15:09.008665] [INFO ] [CONFIGURE ] RY: Average speed: 0.79 features/sec
[2025-10-18T03:15:09.009297] [INFO ] [LOCAL     ] Saved configuration for RY: 0 features, 80.00% accuracy -> ./output/feature-sets/RY.json
[2025-10-18T03:15:09.009370] [INFO ] [CONFIGURE ] RY: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-10-18T03:15:09.009451] [INFO ] [sig       ] [371/380] Successfully configured RY | 0.02 sym/s | Total: 4.5h | ETA: 6.5m
[2025-10-18T03:15:09.009520] [INFO ] [sig       ] [372/380] Configuring RYAM...
[2025-10-18T03:15:09.009587] [INFO ] [CONFIGURE ] RYAM: Configurate test run.
[2025-10-18T03:15:09.009662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-10-18T03:15:09.024912] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RYAM'.
[2025-10-18T03:15:09.025556] [INFO ] [CONFIGURE ] RYAM: Testing with 29 available features
[2025-10-18T03:15:09.025684] [INFO ] [CONFIGURE ] RYAM: Establishing baseline with no features...
[2025-10-18T03:15:09.144558] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:09.262088] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:09.377403] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:09.494440] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:09.615472] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:09.739209] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:09.855339] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:09.971429] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:15:10.088316] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:10.205398] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:15:10.205594] [INFO ] [CONFIGURE ] RYAM: Baseline score (no features): 50.00%
[2025-10-18T03:15:10.205665] [INFO ] [CONFIGURE ] RYAM: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:15:10.205726] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:15:10.335747] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:10.470008] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:10.602367] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:10.733345] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:10.871958] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:11.003219] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:11.133011] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:11.268452] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:15:11.396318] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:15:11.527577] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:11.527816] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T03:15:11.527874] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Avg: 1.5s/test | Remaining: 360 tests
[2025-10-18T03:15:11.527913] [INFO ] [CONFIGURE ] RYAM: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:15:11.527943] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:15:11.654296] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:15:11.789707] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:11.944133] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:12.091747] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:12.239777] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:12.393753] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:12.542740] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:12.696543] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:12.839980] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:15:12.973148] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:12.973297] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T03:15:12.973342] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Avg: 1.5s/test | Remaining: 359 tests
[2025-10-18T03:15:12.973379] [INFO ] [CONFIGURE ] RYAM: Testing feature 3/29: add_daily_returns
[2025-10-18T03:15:12.973411] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns']
[2025-10-18T03:15:13.086661] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:13.199321] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:13.318382] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:13.434531] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:13.546149] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:15:13.656093] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:13.766302] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:13.883115] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:14.001466] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:14.125888] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:14.126050] [INFO ] [CONFIGURE ] RYAM: KEPT add_daily_returns (score: 60.00%)
[2025-10-18T03:15:14.126094] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Avg: 1.5s/test | Remaining: 358 tests
[2025-10-18T03:15:14.126130] [INFO ] [CONFIGURE ] RYAM: Testing feature 4/29: add_ema
[2025-10-18T03:15:14.126163] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_ema']
[2025-10-18T03:15:14.258388] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:14.390116] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:14.540094] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:14.680666] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:14.825245] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:15:14.981636] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:15.132254] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:15.281313] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:15.429377] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:15.571863] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:15.572038] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_ema (score: 50.00%)
[2025-10-18T03:15:15.572111] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Avg: 1.5s/test | Remaining: 357 tests
[2025-10-18T03:15:15.572171] [INFO ] [CONFIGURE ] RYAM: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:15:15.572207] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:15:15.708517] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:15.846492] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:15.983298] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:16.121809] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:16.250219] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:15:16.378874] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:15:16.507451] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:16.637062] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:16.767244] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:16.898157] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:15:16.898324] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T03:15:16.898410] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Avg: 1.5s/test | Remaining: 356 tests
[2025-10-18T03:15:16.898466] [INFO ] [CONFIGURE ] RYAM: Testing feature 6/29: add_failed_moves
[2025-10-18T03:15:16.898499] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-10-18T03:15:17.005503] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:17.113143] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:17.222252] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:17.330207] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:17.439757] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:15:17.550373] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:17.661173] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:17.775479] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:17.889955] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:18.005263] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:18.005475] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T03:15:18.005526] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Avg: 1.5s/test | Remaining: 355 tests
[2025-10-18T03:15:18.005561] [INFO ] [CONFIGURE ] RYAM: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:15:18.005593] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-10-18T03:15:18.108777] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:18.211295] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:18.313760] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:18.417590] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:18.522787] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:15:18.626826] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:18.730792] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:18.835555] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:18.942005] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:19.049720] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:19.049924] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T03:15:19.049974] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Avg: 1.5s/test | Remaining: 354 tests
[2025-10-18T03:15:19.050009] [INFO ] [CONFIGURE ] RYAM: Testing feature 8/29: add_macd
[2025-10-18T03:15:19.050041] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-10-18T03:15:19.196033] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:19.367239] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:19.542113] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:19.713892] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:19.884313] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:20.055412] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:15:20.213327] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:20.374502] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:20.539634] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:20.696959] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:15:20.697130] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_macd (score: 50.00%)
[2025-10-18T03:15:20.697176] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Avg: 1.5s/test | Remaining: 353 tests
[2025-10-18T03:15:20.697212] [INFO ] [CONFIGURE ] RYAM: Testing feature 9/29: add_mfi
[2025-10-18T03:15:20.697242] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-10-18T03:15:20.824482] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:20.954328] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:21.082083] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:21.213269] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:21.350064] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:15:21.481465] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:21.615239] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:21.747999] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:21.887945] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:22.024551] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:22.024754] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T03:15:22.024811] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Avg: 1.5s/test | Remaining: 352 tests
[2025-10-18T03:15:22.024849] [INFO ] [CONFIGURE ] RYAM: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:15:22.024883] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:15:22.168404] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:22.311409] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:22.471871] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:22.643698] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:22.808821] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:15:22.957802] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:23.101381] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:23.254246] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:15:23.407193] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:23.554836] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:23.555004] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T03:15:23.555049] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Avg: 1.5s/test | Remaining: 351 tests
[2025-10-18T03:15:23.555083] [INFO ] [CONFIGURE ] RYAM: Testing feature 11/29: add_obv_daily
[2025-10-18T03:15:23.555113] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-10-18T03:15:23.669592] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:23.786129] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:23.904929] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:24.020027] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:24.140893] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:15:24.262468] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:24.389101] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:24.509421] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:24.631113] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:24.752709] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:24.752866] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T03:15:24.752912] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Avg: 1.5s/test | Remaining: 350 tests
[2025-10-18T03:15:24.752949] [INFO ] [CONFIGURE ] RYAM: Testing feature 12/29: add_obv_interval
[2025-10-18T03:15:24.752982] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-10-18T03:15:24.867183] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:24.983682] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:25.102309] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:25.219438] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:25.337875] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:15:25.453870] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:25.570161] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:25.686509] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:25.803360] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:25.923052] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:25.923235] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T03:15:25.923280] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Avg: 1.5s/test | Remaining: 349 tests
[2025-10-18T03:15:25.923314] [INFO ] [CONFIGURE ] RYAM: Testing feature 13/29: add_opening_strength
[2025-10-18T03:15:25.923346] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T03:15:26.040288] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:26.156924] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:26.274283] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:15:26.392662] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:26.511452] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:26.647101] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:26.780559] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:26.909163] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:27.041042] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:27.166899] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:15:27.167071] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_opening_strength (score: 60.00%)
[2025-10-18T03:15:27.167115] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Avg: 1.5s/test | Remaining: 348 tests
[2025-10-18T03:15:27.167149] [INFO ] [CONFIGURE ] RYAM: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:15:27.167179] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-10-18T03:15:27.296723] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:27.433199] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:27.564299] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:27.698626] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:27.834728] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:15:27.971244] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:28.109081] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:28.245560] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:28.381223] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:28.518741] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:15:28.518943] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-10-18T03:15:28.518991] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Avg: 1.5s/test | Remaining: 347 tests
[2025-10-18T03:15:28.519028] [INFO ] [CONFIGURE ] RYAM: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:15:28.519061] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-10-18T03:15:28.631079] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:28.746798] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:28.862961] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:28.978578] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:29.090289] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:29.204871] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:29.320160] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:29.436322] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:15:29.558876] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:29.680334] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:29.680515] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T03:15:29.680614] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Avg: 1.5s/test | Remaining: 346 tests
[2025-10-18T03:15:29.680688] [INFO ] [CONFIGURE ] RYAM: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:15:29.680737] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-10-18T03:15:29.815008] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:29.950032] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:30.091957] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:30.223544] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:30.346250] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:15:30.469953] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:30.606895] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:30.728593] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:30.871028] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:30.989359] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:15:30.989533] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T03:15:30.989595] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Avg: 1.5s/test | Remaining: 345 tests
[2025-10-18T03:15:30.989633] [INFO ] [CONFIGURE ] RYAM: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:15:30.989706] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T03:15:31.108157] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:31.226549] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:31.346007] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:31.467259] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:31.593593] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:31.729816] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:31.854306] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:31.976229] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:32.099029] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:32.222287] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:32.222429] [INFO ] [CONFIGURE ] RYAM: KEPT add_pbf_return_2d (score: 70.00%)
[2025-10-18T03:15:32.222471] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Avg: 1.5s/test | Remaining: 344 tests
[2025-10-18T03:15:32.222505] [INFO ] [CONFIGURE ] RYAM: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:15:32.222536] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-10-18T03:15:32.344625] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:32.467821] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:32.597597] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:32.726460] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:32.855557] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:32.986408] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:33.117822] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:33.248433] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:33.383440] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:33.519462] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:33.519680] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T03:15:33.519748] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Avg: 1.5s/test | Remaining: 343 tests
[2025-10-18T03:15:33.519790] [INFO ] [CONFIGURE ] RYAM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:15:33.519823] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-10-18T03:15:33.649624] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:33.779229] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:33.908897] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:34.040872] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:34.177805] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:34.311812] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:34.443262] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:34.574871] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:34.706856] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:34.839254] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:34.839401] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T03:15:34.839445] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Avg: 1.5s/test | Remaining: 342 tests
[2025-10-18T03:15:34.839480] [INFO ] [CONFIGURE ] RYAM: Testing feature 20/29: add_price_rejection
[2025-10-18T03:15:34.839511] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_price_rejection']
[2025-10-18T03:15:34.976175] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:35.119291] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:35.265853] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:35.410928] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:35.561697] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:15:35.736865] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:35.878922] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:36.030399] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:36.186491] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:36.370758] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:36.370984] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_price_rejection (score: 50.00%)
[2025-10-18T03:15:36.371042] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Avg: 1.5s/test | Remaining: 341 tests
[2025-10-18T03:15:36.371089] [INFO ] [CONFIGURE ] RYAM: Testing feature 21/29: add_range_position
[2025-10-18T03:15:36.371130] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_range_position']
[2025-10-18T03:15:36.594669] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:36.802059] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:36.991681] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:37.172544] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:37.333314] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:15:37.484957] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:15:37.639789] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:37.795391] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:37.951253] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:38.109101] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:38.109281] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_range_position (score: 40.00%)
[2025-10-18T03:15:38.109327] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Avg: 1.5s/test | Remaining: 340 tests
[2025-10-18T03:15:38.109362] [INFO ] [CONFIGURE ] RYAM: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:15:38.109393] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-10-18T03:15:38.271917] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:38.433784] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:38.596495] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:38.788317] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:38.951275] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:39.117469] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:39.284219] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:39.448862] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:39.615944] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:39.783528] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:39.783711] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T03:15:39.783769] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Avg: 1.5s/test | Remaining: 339 tests
[2025-10-18T03:15:39.783807] [INFO ] [CONFIGURE ] RYAM: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:15:39.783839] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-10-18T03:15:39.919731] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:40.055546] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:40.191993] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:40.328432] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:40.465172] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:40.605825] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:40.743822] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:40.887458] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:41.027940] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:41.168066] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:41.168216] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T03:15:41.168321] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Avg: 1.5s/test | Remaining: 338 tests
[2025-10-18T03:15:41.168376] [INFO ] [CONFIGURE ] RYAM: Testing feature 24/29: add_rsi
[2025-10-18T03:15:41.168411] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-10-18T03:15:41.322625] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:15:41.473289] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:41.624637] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:41.807148] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:41.959621] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:15:42.116343] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:42.283531] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:42.447458] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:42.608737] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:42.768404] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:42.768591] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_rsi (score: 40.00%)
[2025-10-18T03:15:42.768638] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Avg: 1.5s/test | Remaining: 337 tests
[2025-10-18T03:15:42.768717] [INFO ] [CONFIGURE ] RYAM: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:15:42.768754] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-10-18T03:15:42.897809] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:43.026854] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:43.156202] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:43.286548] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:43.419626] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:15:43.560978] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:43.698399] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:43.844791] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:43.984819] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:44.123186] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:44.123398] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T03:15:44.123443] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Avg: 1.5s/test | Remaining: 336 tests
[2025-10-18T03:15:44.123479] [INFO ] [CONFIGURE ] RYAM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:15:44.123511] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-10-18T03:15:44.266212] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:44.416617] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:44.561478] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:44.705480] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:44.852434] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:44.997594] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:45.143015] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:45.286553] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:45.432447] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:45.583235] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:45.583406] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T03:15:45.583451] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Avg: 1.5s/test | Remaining: 335 tests
[2025-10-18T03:15:45.583487] [INFO ] [CONFIGURE ] RYAM: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:15:45.583519] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-10-18T03:15:45.738438] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:45.895912] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:46.046473] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:46.203362] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:46.372340] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:15:46.527936] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:46.681434] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:46.834734] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:46.989373] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:47.144610] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:47.144829] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-10-18T03:15:47.144880] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Avg: 1.5s/test | Remaining: 334 tests
[2025-10-18T03:15:47.144916] [INFO ] [CONFIGURE ] RYAM: Testing feature 28/29: add_volume_profile
[2025-10-18T03:15:47.144947] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_volume_profile']
[2025-10-18T03:15:47.284189] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:47.426547] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:47.574963] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:47.712583] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:47.885178] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:48.026394] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:48.168492] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:48.310738] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:48.456717] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:48.601520] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:15:48.601747] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T03:15:48.601811] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Avg: 1.5s/test | Remaining: 333 tests
[2025-10-18T03:15:48.601871] [INFO ] [CONFIGURE ] RYAM: Testing feature 29/29: add_vwap
[2025-10-18T03:15:48.601905] [INFO ] [CONFIGURE ] RYAM: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_vwap']
[2025-10-18T03:15:48.742328] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:48.883208] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:15:49.027116] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:15:49.177982] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:15:49.341190] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:15:49.514198] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:15:49.674381] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:49.822909] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:49.974383] [DEBUG] [FORECASTER] RYAM: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:15:50.125151] [DEBUG] [FORECASTER] RYAM: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:15:50.125312] [INFO ] [CONFIGURE ] RYAM: DISCARDED add_vwap (score: 30.00%)
[2025-10-18T03:15:50.125355] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Avg: 1.5s/test | Remaining: 332 tests
[2025-10-18T03:15:50.125390] [INFO ] [CONFIGURE ] RYAM: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:15:50.125420] [INFO ] [CONFIGURE ] RYAM: Best accuracy: 70.00%
[2025-10-18T03:15:50.125451] [INFO ] [CONFIGURE ] RYAM: Best feature set (2 features): ['add_daily_returns', 'add_pbf_return_2d']
[2025-10-18T03:15:50.125480] [INFO ] [CONFIGURE ] RYAM: Improvement over baseline: 20.00%
[2025-10-18T03:15:50.125560] [INFO ] [CONFIGURE ] RYAM: Total time: 39.9 seconds
[2025-10-18T03:15:50.125598] [INFO ] [CONFIGURE ] RYAM: Average time per feature: 1.4 seconds
[2025-10-18T03:15:50.125627] [INFO ] [CONFIGURE ] RYAM: Average speed: 0.73 features/sec
[2025-10-18T03:15:50.126291] [INFO ] [LOCAL     ] Saved configuration for RYAM: 2 features, 70.00% accuracy -> ./output/feature-sets/RYAM.json
[2025-10-18T03:15:50.126358] [INFO ] [CONFIGURE ] RYAM: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-10-18T03:15:50.126430] [INFO ] [sig       ] [372/380] Successfully configured RYAM | 0.02 sym/s | Total: 4.5h | ETA: 5.8m
[2025-10-18T03:15:50.126499] [INFO ] [sig       ] [373/380] Configuring RYI...
[2025-10-18T03:15:50.126553] [INFO ] [CONFIGURE ] RYI: Configurate test run.
[2025-10-18T03:15:50.126587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-10-18T03:15:50.140476] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RYI'.
[2025-10-18T03:15:50.141134] [INFO ] [CONFIGURE ] RYI: Testing with 29 available features
[2025-10-18T03:15:50.141195] [INFO ] [CONFIGURE ] RYI: Establishing baseline with no features...
[2025-10-18T03:15:50.271025] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:15:50.381394] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:15:50.493720] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:15:50.604412] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:50.715103] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:50.829340] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:50.938225] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:51.047759] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:51.157574] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:15:51.270486] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:15:51.270684] [INFO ] [CONFIGURE ] RYI: Baseline score (no features): 60.00%
[2025-10-18T03:15:51.270747] [INFO ] [CONFIGURE ] RYI: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:15:51.270783] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:15:51.389344] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:15:51.508254] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:15:51.629100] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:15:51.753204] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:51.882867] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:52.011179] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:52.137662] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:52.272619] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:52.394835] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:15:52.518482] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:15:52.518664] [INFO ] [CONFIGURE ] RYI: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T03:15:52.518727] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Avg: 1.5s/test | Remaining: 331 tests
[2025-10-18T03:15:52.518766] [INFO ] [CONFIGURE ] RYI: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:15:52.518798] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:15:52.648434] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:52.785458] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:15:52.910123] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:15:53.034949] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:53.161669] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:53.291413] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:53.419068] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:53.555048] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:53.689313] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:15:53.831116] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:15:53.831288] [INFO ] [CONFIGURE ] RYI: KEPT add_cumulative_delta (score: 70.00%)
[2025-10-18T03:15:53.831331] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Avg: 1.5s/test | Remaining: 330 tests
[2025-10-18T03:15:53.831366] [INFO ] [CONFIGURE ] RYI: Testing feature 3/29: add_daily_returns
[2025-10-18T03:15:53.831397] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T03:15:53.961692] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:15:54.098514] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:15:54.233531] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:15:54.371736] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:54.512221] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:54.653088] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:54.790548] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:54.923827] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:55.060045] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:15:55.196122] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:15:55.196288] [INFO ] [CONFIGURE ] RYI: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T03:15:55.196335] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Avg: 1.5s/test | Remaining: 329 tests
[2025-10-18T03:15:55.196370] [INFO ] [CONFIGURE ] RYI: Testing feature 4/29: add_ema
[2025-10-18T03:15:55.196403] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T03:15:55.348481] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:55.499445] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:15:55.659571] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:15:55.811840] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:55.965024] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:56.119550] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:56.275378] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:56.430300] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:56.589249] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:15:56.750371] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:15:56.750545] [INFO ] [CONFIGURE ] RYI: DISCARDED add_ema (score: 70.00%)
[2025-10-18T03:15:56.750589] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Avg: 1.5s/test | Remaining: 328 tests
[2025-10-18T03:15:56.750625] [INFO ] [CONFIGURE ] RYI: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:15:56.750692] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:15:56.906033] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:15:57.059091] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:15:57.213190] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:15:57.366857] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:57.531518] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:57.693015] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:57.858161] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:58.031696] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:58.191434] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:15:58.418761] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:15:58.418934] [INFO ] [CONFIGURE ] RYI: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-10-18T03:15:58.418978] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Avg: 1.5s/test | Remaining: 327 tests
[2025-10-18T03:15:58.419035] [INFO ] [CONFIGURE ] RYI: Testing feature 6/29: add_failed_moves
[2025-10-18T03:15:58.419068] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T03:15:58.558097] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:15:58.695466] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:15:58.843062] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:15:58.992314] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:15:59.138881] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:15:59.282053] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:15:59.422927] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:15:59.563541] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:15:59.704303] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:15:59.846440] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:15:59.846612] [INFO ] [CONFIGURE ] RYI: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T03:15:59.846724] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Avg: 1.5s/test | Remaining: 326 tests
[2025-10-18T03:15:59.846791] [INFO ] [CONFIGURE ] RYI: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:15:59.846837] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T03:16:00.004603] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:16:00.141027] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:00.273004] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:16:00.401477] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:00.530138] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:00.659476] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:00.794351] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:16:00.928244] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:16:01.068112] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:16:01.227446] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:01.227633] [INFO ] [CONFIGURE ] RYI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T03:16:01.227727] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Avg: 1.5s/test | Remaining: 325 tests
[2025-10-18T03:16:01.227805] [INFO ] [CONFIGURE ] RYI: Testing feature 8/29: add_macd
[2025-10-18T03:16:01.227845] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T03:16:01.400129] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:01.584011] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:01.758487] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:01.935889] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:02.106134] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:02.271073] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:02.436324] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:02.600438] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:02.764730] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:16:02.931537] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:02.931767] [INFO ] [CONFIGURE ] RYI: KEPT add_macd (score: 80.00%)
[2025-10-18T03:16:02.931822] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Avg: 1.5s/test | Remaining: 324 tests
[2025-10-18T03:16:02.931859] [INFO ] [CONFIGURE ] RYI: Testing feature 9/29: add_mfi
[2025-10-18T03:16:02.931890] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi']
[2025-10-18T03:16:03.109090] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:03.293527] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:03.472389] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:03.653515] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:03.834947] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:04.013986] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:04.201330] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:16:04.392552] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:04.574368] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:16:04.756041] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:04.756225] [INFO ] [CONFIGURE ] RYI: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T03:16:04.756270] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Avg: 1.5s/test | Remaining: 323 tests
[2025-10-18T03:16:04.756307] [INFO ] [CONFIGURE ] RYI: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:16:04.756339] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:16:04.948737] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:05.147452] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:05.342953] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:05.542120] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:05.739879] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:05.961617] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:06.169237] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:16:06.364926] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:06.560853] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:16:06.763851] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:06.764048] [INFO ] [CONFIGURE ] RYI: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T03:16:06.764092] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Avg: 1.5s/test | Remaining: 322 tests
[2025-10-18T03:16:06.764128] [INFO ] [CONFIGURE ] RYI: Testing feature 11/29: add_obv_daily
[2025-10-18T03:16:06.764160] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-10-18T03:16:06.949098] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:07.126553] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:07.296183] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:07.463926] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:07.636741] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:07.810036] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:07.984770] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:08.157964] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:08.327145] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:16:08.503334] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:08.503527] [INFO ] [CONFIGURE ] RYI: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-18T03:16:08.503573] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Avg: 1.5s/test | Remaining: 321 tests
[2025-10-18T03:16:08.503610] [INFO ] [CONFIGURE ] RYI: Testing feature 12/29: add_obv_interval
[2025-10-18T03:16:08.503663] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-10-18T03:16:08.684957] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:08.849307] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:09.021932] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:09.187334] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:09.361353] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:09.553464] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:09.721217] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:16:09.897561] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:10.073934] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:16:10.251448] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:10.251684] [INFO ] [CONFIGURE ] RYI: DISCARDED add_obv_interval (score: 60.00%)
[2025-10-18T03:16:10.251750] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Avg: 1.5s/test | Remaining: 320 tests
[2025-10-18T03:16:10.251792] [INFO ] [CONFIGURE ] RYI: Testing feature 13/29: add_opening_strength
[2025-10-18T03:16:10.251826] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:16:10.425186] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:10.612224] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:10.803454] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:10.989952] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:11.167890] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:11.336500] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:11.520257] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:16:11.697559] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:11.877216] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:16:12.057579] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:12.057802] [INFO ] [CONFIGURE ] RYI: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T03:16:12.057919] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Avg: 1.5s/test | Remaining: 319 tests
[2025-10-18T03:16:12.057962] [INFO ] [CONFIGURE ] RYI: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:16:12.058000] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-10-18T03:16:12.236121] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:12.416358] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:12.595938] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:12.779864] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:12.964212] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:13.144632] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:13.323539] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:13.502171] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:13.680595] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:16:13.860456] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:13.860702] [INFO ] [CONFIGURE ] RYI: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-10-18T03:16:13.860774] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Avg: 1.5s/test | Remaining: 318 tests
[2025-10-18T03:16:13.860833] [INFO ] [CONFIGURE ] RYI: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:16:13.860869] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-10-18T03:16:14.019785] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:14.181028] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:14.341914] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:14.500803] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:14.662530] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:14.824435] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:14.986929] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:16:15.171007] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:15.349811] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:16:15.524801] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:15.525040] [INFO ] [CONFIGURE ] RYI: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T03:16:15.525092] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Avg: 1.5s/test | Remaining: 317 tests
[2025-10-18T03:16:15.525129] [INFO ] [CONFIGURE ] RYI: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:16:15.525161] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-10-18T03:16:15.698544] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:15.871631] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:16.044056] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:16.220129] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:16.392742] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:16.563844] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:16.736873] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:16.914251] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:17.089959] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:16:17.269428] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:17.269604] [INFO ] [CONFIGURE ] RYI: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-10-18T03:16:17.269680] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Avg: 1.5s/test | Remaining: 316 tests
[2025-10-18T03:16:17.269737] [INFO ] [CONFIGURE ] RYI: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:16:17.269773] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-10-18T03:16:17.445052] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:17.622792] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:17.802197] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:17.981018] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:18.186668] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:18.366048] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:18.547374] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:16:18.735829] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:18.924774] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:16:19.116364] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:19.116524] [INFO ] [CONFIGURE ] RYI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T03:16:19.116569] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Avg: 1.5s/test | Remaining: 315 tests
[2025-10-18T03:16:19.116604] [INFO ] [CONFIGURE ] RYI: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:16:19.116635] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-10-18T03:16:19.315814] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:19.502611] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:19.669798] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:19.840373] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:20.015944] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:20.190947] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:20.364688] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:20.564436] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:20.746568] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:16:20.931895] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:20.932136] [INFO ] [CONFIGURE ] RYI: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T03:16:20.932184] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Avg: 1.5s/test | Remaining: 314 tests
[2025-10-18T03:16:20.932220] [INFO ] [CONFIGURE ] RYI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:16:20.932252] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-10-18T03:16:21.111483] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:21.285378] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:21.458040] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:21.631660] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:21.800962] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:21.972181] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:22.148836] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:22.327580] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:22.502838] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:16:22.682336] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:22.682552] [INFO ] [CONFIGURE ] RYI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T03:16:22.682603] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Avg: 1.5s/test | Remaining: 313 tests
[2025-10-18T03:16:22.682639] [INFO ] [CONFIGURE ] RYI: Testing feature 20/29: add_price_rejection
[2025-10-18T03:16:22.682722] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-10-18T03:16:22.871033] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:23.056482] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:23.248823] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:23.434204] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:23.622906] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:23.811973] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:24.001803] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:16:24.192269] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:24.396476] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:16:24.595253] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:24.595480] [INFO ] [CONFIGURE ] RYI: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T03:16:24.595543] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Avg: 1.5s/test | Remaining: 312 tests
[2025-10-18T03:16:24.595581] [INFO ] [CONFIGURE ] RYI: Testing feature 21/29: add_range_position
[2025-10-18T03:16:24.595612] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position']
[2025-10-18T03:16:24.781091] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:24.969464] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:25.191929] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:25.377933] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:25.564851] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:25.751914] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:25.945306] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:16:26.145871] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:26.339782] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:16:26.532180] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:26.532355] [INFO ] [CONFIGURE ] RYI: DISCARDED add_range_position (score: 60.00%)
[2025-10-18T03:16:26.532400] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Avg: 1.5s/test | Remaining: 311 tests
[2025-10-18T03:16:26.532437] [INFO ] [CONFIGURE ] RYI: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:16:26.532471] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-10-18T03:16:26.735844] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:26.946191] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:27.167048] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:27.397700] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:27.606063] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:27.812955] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:28.019474] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:16:28.236622] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:28.442985] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:16:28.663866] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:28.664093] [INFO ] [CONFIGURE ] RYI: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T03:16:28.664142] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Avg: 1.5s/test | Remaining: 310 tests
[2025-10-18T03:16:28.664178] [INFO ] [CONFIGURE ] RYI: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:16:28.664211] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-10-18T03:16:28.863727] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:29.096998] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:29.353736] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:29.608667] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:29.800117] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:29.992395] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:30.174710] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:16:30.356719] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:30.539537] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:16:30.721699] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:30.721887] [INFO ] [CONFIGURE ] RYI: DISCARDED add_recent_range_context (score: 60.00%)
[2025-10-18T03:16:30.721983] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Avg: 1.5s/test | Remaining: 309 tests
[2025-10-18T03:16:30.722038] [INFO ] [CONFIGURE ] RYI: Testing feature 24/29: add_rsi
[2025-10-18T03:16:30.722074] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-10-18T03:16:30.914982] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:31.109660] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:31.303835] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:31.502086] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:31.700404] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:31.901359] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:32.093998] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:16:32.286289] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:32.479533] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:16:32.673814] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:32.673995] [INFO ] [CONFIGURE ] RYI: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T03:16:32.674041] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Avg: 1.5s/test | Remaining: 308 tests
[2025-10-18T03:16:32.674075] [INFO ] [CONFIGURE ] RYI: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:16:32.674107] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-10-18T03:16:32.847967] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:33.019879] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:33.189150] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:33.357301] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:33.526202] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:33.694888] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:33.864569] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:16:34.039481] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:34.209932] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:16:34.382130] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:34.382316] [INFO ] [CONFIGURE ] RYI: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T03:16:34.382360] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Avg: 1.5s/test | Remaining: 307 tests
[2025-10-18T03:16:34.382394] [INFO ] [CONFIGURE ] RYI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:16:34.382425] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-10-18T03:16:34.553933] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:34.721831] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:34.895577] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:35.073274] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:35.245554] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:35.418900] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:35.591798] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:16:35.765864] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:35.943151] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:16:36.117007] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:36.117226] [INFO ] [CONFIGURE ] RYI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-10-18T03:16:36.117272] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Avg: 1.5s/test | Remaining: 306 tests
[2025-10-18T03:16:36.117307] [INFO ] [CONFIGURE ] RYI: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:16:36.117339] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-10-18T03:16:36.292963] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:36.488624] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:36.668310] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:36.848851] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:37.026960] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:37.212601] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:37.400520] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:16:37.588167] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:37.776083] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:16:37.961826] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:37.961994] [INFO ] [CONFIGURE ] RYI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T03:16:37.962037] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Avg: 1.5s/test | Remaining: 305 tests
[2025-10-18T03:16:37.962073] [INFO ] [CONFIGURE ] RYI: Testing feature 28/29: add_volume_profile
[2025-10-18T03:16:37.962107] [INFO ] [CONFIGURE ] RYI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-10-18T03:16:38.138019] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:16:38.317358] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:38.492306] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:38.666434] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:38.843054] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:39.016179] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:16:39.188919] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:16:39.361903] [DEBUG] [FORECASTER] RYI: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:39.566787] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:16:39.742561] [DEBUG] [FORECASTER] RYI: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:16:39.742757] [INFO ] [CONFIGURE ] RYI: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T03:16:39.742811] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Avg: 1.5s/test | Remaining: 304 tests
[2025-10-18T03:16:39.742867] [INFO ] [CONFIGURE ] RYI: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:16:39.742988] [INFO ] [CONFIGURE ] RYI: Best accuracy: 80.00%
[2025-10-18T03:16:39.743042] [INFO ] [CONFIGURE ] RYI: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T03:16:39.743075] [INFO ] [CONFIGURE ] RYI: Improvement over baseline: 20.00%
[2025-10-18T03:16:39.743103] [INFO ] [CONFIGURE ] RYI: Total time: 48.5 seconds
[2025-10-18T03:16:39.743130] [INFO ] [CONFIGURE ] RYI: Average time per feature: 1.7 seconds
[2025-10-18T03:16:39.743158] [INFO ] [CONFIGURE ] RYI: Average speed: 0.60 features/sec
[2025-10-18T03:16:39.743839] [INFO ] [LOCAL     ] Saved configuration for RYI: 3 features, 80.00% accuracy -> ./output/feature-sets/RYI.json
[2025-10-18T03:16:39.743894] [INFO ] [CONFIGURE ] RYI: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-10-18T03:16:39.743950] [INFO ] [sig       ] [373/380] Successfully configured RYI | 0.02 sym/s | Total: 4.5h | ETA: 5.1m
[2025-10-18T03:16:39.744017] [INFO ] [sig       ] [374/380] Configuring RYN...
[2025-10-18T03:16:39.744083] [INFO ] [CONFIGURE ] RYN: Configurate test run.
[2025-10-18T03:16:39.744137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-10-18T03:16:39.757728] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RYN'.
[2025-10-18T03:16:39.758178] [INFO ] [CONFIGURE ] RYN: Testing with 29 available features
[2025-10-18T03:16:39.758237] [INFO ] [CONFIGURE ] RYN: Establishing baseline with no features...
[2025-10-18T03:16:39.859574] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:16:39.961909] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:40.063006] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:16:40.170607] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:16:40.287555] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:40.398672] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:16:40.501918] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:40.605101] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:40.707441] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:16:40.811769] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:16:40.811929] [INFO ] [CONFIGURE ] RYN: Baseline score (no features): 60.00%
[2025-10-18T03:16:40.811972] [INFO ] [CONFIGURE ] RYN: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:16:40.812006] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:16:40.927188] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:16:41.046232] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:16:41.161140] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:41.277886] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:16:41.394474] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:41.510825] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:16:41.628376] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:41.750161] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:41.871155] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:16:41.991070] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:16:41.991261] [INFO ] [CONFIGURE ] RYN: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-10-18T03:16:41.991324] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Avg: 1.5s/test | Remaining: 303 tests
[2025-10-18T03:16:41.991361] [INFO ] [CONFIGURE ] RYN: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:16:41.991393] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:16:42.110239] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:16:42.229680] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:16:42.354297] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:42.480007] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:42.608573] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:16:42.733573] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:16:42.860221] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:42.996321] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:43.126297] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:16:43.253178] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:16:43.253333] [INFO ] [CONFIGURE ] RYN: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T03:16:43.253379] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Avg: 1.5s/test | Remaining: 302 tests
[2025-10-18T03:16:43.253414] [INFO ] [CONFIGURE ] RYN: Testing feature 3/29: add_daily_returns
[2025-10-18T03:16:43.253445] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_daily_returns']
[2025-10-18T03:16:43.363189] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:16:43.472803] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:16:43.582903] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:43.698210] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:16:43.806434] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:43.915307] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:16:44.023996] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:44.136270] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:44.249582] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:16:44.360963] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:16:44.361130] [INFO ] [CONFIGURE ] RYN: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T03:16:44.361174] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Avg: 1.5s/test | Remaining: 301 tests
[2025-10-18T03:16:44.361210] [INFO ] [CONFIGURE ] RYN: Testing feature 4/29: add_ema
[2025-10-18T03:16:44.361243] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_ema']
[2025-10-18T03:16:44.482277] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:16:44.602748] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:16:44.722338] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:44.849003] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:16:44.972747] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:45.096244] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:16:45.220026] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:45.347722] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:45.486140] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:16:45.623778] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:16:45.623970] [INFO ] [CONFIGURE ] RYN: DISCARDED add_ema (score: 50.00%)
[2025-10-18T03:16:45.624014] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Avg: 1.5s/test | Remaining: 300 tests
[2025-10-18T03:16:45.624050] [INFO ] [CONFIGURE ] RYN: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:16:45.624083] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:16:45.755919] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:16:45.887538] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:16:46.018723] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:46.150931] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:16:46.280833] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:46.410467] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:16:46.545436] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:46.681382] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:46.822040] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:16:46.960000] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:16:46.960162] [INFO ] [CONFIGURE ] RYN: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T03:16:46.960205] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Avg: 1.5s/test | Remaining: 299 tests
[2025-10-18T03:16:46.960239] [INFO ] [CONFIGURE ] RYN: Testing feature 6/29: add_failed_moves
[2025-10-18T03:16:46.960272] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_failed_moves']
[2025-10-18T03:16:47.075992] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:16:47.191153] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:47.308387] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:16:47.433363] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:16:47.561119] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:47.686484] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:16:47.805778] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:47.924802] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:48.048841] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:16:48.171375] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:16:48.171565] [INFO ] [CONFIGURE ] RYN: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T03:16:48.171610] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Avg: 1.5s/test | Remaining: 298 tests
[2025-10-18T03:16:48.171670] [INFO ] [CONFIGURE ] RYN: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:16:48.171741] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_lag_shelf']
[2025-10-18T03:16:48.284519] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:16:48.396235] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:48.508924] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:16:48.637108] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:16:48.754040] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:48.866187] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:16:48.985766] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:49.090528] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:49.194747] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:16:49.298375] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:16:49.298537] [INFO ] [CONFIGURE ] RYN: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T03:16:49.298617] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Avg: 1.5s/test | Remaining: 297 tests
[2025-10-18T03:16:49.298697] [INFO ] [CONFIGURE ] RYN: Testing feature 8/29: add_macd
[2025-10-18T03:16:49.298741] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T03:16:49.443377] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:16:49.582801] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:16:49.728411] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:49.874232] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:50.029077] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:50.176944] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:16:50.319555] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:50.463094] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:50.615727] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:16:50.763909] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:16:50.764094] [INFO ] [CONFIGURE ] RYN: DISCARDED add_macd (score: 60.00%)
[2025-10-18T03:16:50.764161] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Avg: 1.5s/test | Remaining: 296 tests
[2025-10-18T03:16:50.764221] [INFO ] [CONFIGURE ] RYN: Testing feature 9/29: add_mfi
[2025-10-18T03:16:50.764255] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_mfi']
[2025-10-18T03:16:50.885549] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:16:51.006562] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:16:51.128163] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:16:51.254454] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:16:51.376276] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:51.504059] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:16:51.670964] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:51.806995] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:51.946461] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:16:52.076673] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:16:52.076849] [INFO ] [CONFIGURE ] RYN: DISCARDED add_mfi (score: 50.00%)
[2025-10-18T03:16:52.076894] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Avg: 1.5s/test | Remaining: 295 tests
[2025-10-18T03:16:52.076930] [INFO ] [CONFIGURE ] RYN: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:16:52.076961] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:16:52.220304] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:16:52.364265] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:16:52.510877] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:52.656426] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:16:52.803050] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:52.946738] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:16:53.090917] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:53.241004] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:53.385037] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:16:53.528820] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:16:53.528972] [INFO ] [CONFIGURE ] RYN: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T03:16:53.529027] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Avg: 1.5s/test | Remaining: 294 tests
[2025-10-18T03:16:53.529085] [INFO ] [CONFIGURE ] RYN: Testing feature 11/29: add_obv_daily
[2025-10-18T03:16:53.529119] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily']
[2025-10-18T03:16:53.645209] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:16:53.762587] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:53.876726] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:16:53.986976] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:54.100231] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:54.210562] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:16:54.321817] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:54.432079] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:54.542127] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:16:54.685331] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:16:54.685484] [INFO ] [CONFIGURE ] RYN: KEPT add_obv_daily (score: 70.00%)
[2025-10-18T03:16:54.685527] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Avg: 1.5s/test | Remaining: 293 tests
[2025-10-18T03:16:54.685562] [INFO ] [CONFIGURE ] RYN: Testing feature 12/29: add_obv_interval
[2025-10-18T03:16:54.685593] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_obv_interval']
[2025-10-18T03:16:54.801582] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:16:54.920417] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:55.039714] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:16:55.160573] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:16:55.280356] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:55.403070] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:16:55.524456] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:55.647586] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:16:55.774247] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:16:55.899257] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:16:55.899420] [INFO ] [CONFIGURE ] RYN: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T03:16:55.899463] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Avg: 1.5s/test | Remaining: 292 tests
[2025-10-18T03:16:55.899498] [INFO ] [CONFIGURE ] RYN: Testing feature 13/29: add_opening_strength
[2025-10-18T03:16:55.899528] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:16:56.028066] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:16:56.166102] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:56.297602] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:16:56.431839] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:56.564638] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:56.699415] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:16:56.838529] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:56.970284] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:57.103053] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:16:57.236679] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:16:57.236902] [INFO ] [CONFIGURE ] RYN: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T03:16:57.236952] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Avg: 1.5s/test | Remaining: 291 tests
[2025-10-18T03:16:57.236988] [INFO ] [CONFIGURE ] RYN: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:16:57.237019] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance']
[2025-10-18T03:16:57.367273] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:16:57.501271] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:57.634038] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:16:57.767715] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:57.900417] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:16:58.036167] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:16:58.189867] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:58.340272] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:58.496516] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:16:58.649382] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:16:58.649558] [INFO ] [CONFIGURE ] RYN: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-10-18T03:16:58.649603] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Avg: 1.5s/test | Remaining: 290 tests
[2025-10-18T03:16:58.649690] [INFO ] [CONFIGURE ] RYN: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:16:58.649743] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum']
[2025-10-18T03:16:58.764257] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:16:58.880781] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:16:58.996315] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:16:59.112417] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:16:59.227570] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:16:59.343622] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:16:59.460095] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:16:59.577561] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:16:59.695993] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:16:59.815321] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:16:59.815509] [INFO ] [CONFIGURE ] RYN: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-10-18T03:16:59.815571] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Avg: 1.5s/test | Remaining: 289 tests
[2025-10-18T03:16:59.815608] [INFO ] [CONFIGURE ] RYN: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:16:59.815639] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap']
[2025-10-18T03:16:59.940100] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:00.070542] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:17:00.196295] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:17:00.321201] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:17:00.446168] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:00.572480] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:17:00.699281] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:17:00.821626] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:00.945190] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:01.069528] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:01.069759] [INFO ] [CONFIGURE ] RYN: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T03:17:01.069826] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Avg: 1.5s/test | Remaining: 288 tests
[2025-10-18T03:17:01.069869] [INFO ] [CONFIGURE ] RYN: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:17:01.069909] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_pbf_return_2d']
[2025-10-18T03:17:01.192998] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:01.319003] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:17:01.461284] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:17:01.590923] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:17:01.719845] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:01.857758] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:17:01.981625] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:17:02.107182] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:02.233179] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:02.358773] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:17:02.358926] [INFO ] [CONFIGURE ] RYN: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T03:17:02.358969] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Avg: 1.5s/test | Remaining: 287 tests
[2025-10-18T03:17:02.359003] [INFO ] [CONFIGURE ] RYN: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:17:02.359085] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d']
[2025-10-18T03:17:02.470603] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:02.587716] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:17:02.700510] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:17:02.813548] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:17:02.927273] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:03.040215] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:17:03.155209] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:17:03.270976] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:03.386713] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:03.503246] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:17:03.503404] [INFO ] [CONFIGURE ] RYN: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T03:17:03.503447] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Avg: 1.5s/test | Remaining: 286 tests
[2025-10-18T03:17:03.503481] [INFO ] [CONFIGURE ] RYN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:17:03.503512] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5']
[2025-10-18T03:17:03.616337] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:03.731870] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:17:03.847376] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:17:03.959349] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:17:04.078121] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:04.195595] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:17:04.314105] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:17:04.432800] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:04.551549] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:04.674878] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:17:04.675091] [INFO ] [CONFIGURE ] RYN: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-10-18T03:17:04.675146] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Avg: 1.5s/test | Remaining: 285 tests
[2025-10-18T03:17:04.675184] [INFO ] [CONFIGURE ] RYN: Testing feature 20/29: add_price_rejection
[2025-10-18T03:17:04.675217] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_price_rejection']
[2025-10-18T03:17:04.805433] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:04.930378] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:17:05.060613] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:17:05.186996] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:17:05.314983] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:05.443916] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:17:05.574825] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:17:05.725368] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:05.853185] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:17:05.994162] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:17:05.994311] [INFO ] [CONFIGURE ] RYN: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T03:17:05.994356] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Avg: 1.5s/test | Remaining: 284 tests
[2025-10-18T03:17:05.994393] [INFO ] [CONFIGURE ] RYN: Testing feature 21/29: add_range_position
[2025-10-18T03:17:05.994426] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_range_position']
[2025-10-18T03:17:06.158908] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:06.293010] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:17:06.432493] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:17:06.568231] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:17:06.703856] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:06.840432] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:17:06.983565] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:17:07.127665] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:07.266271] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:07.407497] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:17:07.407676] [INFO ] [CONFIGURE ] RYN: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T03:17:07.407760] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Avg: 1.5s/test | Remaining: 283 tests
[2025-10-18T03:17:07.407820] [INFO ] [CONFIGURE ] RYN: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:17:07.407855] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_realized_volatility']
[2025-10-18T03:17:07.558931] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:07.708863] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:17:07.860782] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:17:08.012153] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:17:08.161858] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:08.313884] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:17:08.466091] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:17:08.624343] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:08.790616] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:08.952825] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:17:08.953002] [INFO ] [CONFIGURE ] RYN: DISCARDED add_realized_volatility (score: 70.00%)
[2025-10-18T03:17:08.953129] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Avg: 1.5s/test | Remaining: 282 tests
[2025-10-18T03:17:08.953173] [INFO ] [CONFIGURE ] RYN: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:17:08.953204] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_recent_range_context']
[2025-10-18T03:17:09.081006] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:09.210025] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:17:09.334470] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:17:09.462059] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:17:09.589817] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:09.725449] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:17:09.870166] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:17:10.002043] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:10.129077] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:10.256705] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:17:10.256891] [INFO ] [CONFIGURE ] RYN: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T03:17:10.256937] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Avg: 1.5s/test | Remaining: 281 tests
[2025-10-18T03:17:10.256972] [INFO ] [CONFIGURE ] RYN: Testing feature 24/29: add_rsi
[2025-10-18T03:17:10.257005] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi']
[2025-10-18T03:17:10.400983] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:10.544144] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:17:10.689063] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:17:10.834676] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:17:10.987794] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:11.136897] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:17:11.283216] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:17:11.429142] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:11.577472] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:11.724426] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:17:11.724602] [INFO ] [CONFIGURE ] RYN: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T03:17:11.724669] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Avg: 1.5s/test | Remaining: 280 tests
[2025-10-18T03:17:11.724729] [INFO ] [CONFIGURE ] RYN: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:17:11.724763] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_tick_distribution']
[2025-10-18T03:17:11.848089] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:11.970634] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:17:12.092054] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:17:12.227116] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:17:12.344807] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:12.463111] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:17:12.586745] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:17:12.710029] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:12.871826] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:13.002681] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:17:13.002874] [INFO ] [CONFIGURE ] RYN: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T03:17:13.002962] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Avg: 1.5s/test | Remaining: 279 tests
[2025-10-18T03:17:13.003016] [INFO ] [CONFIGURE ] RYN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:17:13.003062] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation']
[2025-10-18T03:17:13.132889] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:13.260767] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:17:13.385448] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:17:13.513459] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:17:13.642879] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:13.781707] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:17:13.910296] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:17:14.036727] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:14.161621] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:14.287993] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:17:14.288186] [INFO ] [CONFIGURE ] RYN: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T03:17:14.288248] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Avg: 1.5s/test | Remaining: 278 tests
[2025-10-18T03:17:14.288295] [INFO ] [CONFIGURE ] RYN: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:17:14.288351] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_volume_price_divergence']
[2025-10-18T03:17:14.421895] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:14.555880] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:17:14.694968] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:17:14.826360] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:17:14.970864] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:15.108357] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:17:15.242387] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:17:15.377308] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:15.513260] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:15.657265] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:17:15.657472] [INFO ] [CONFIGURE ] RYN: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T03:17:15.657520] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Avg: 1.5s/test | Remaining: 277 tests
[2025-10-18T03:17:15.657638] [INFO ] [CONFIGURE ] RYN: Testing feature 28/29: add_volume_profile
[2025-10-18T03:17:15.657717] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_volume_profile']
[2025-10-18T03:17:15.801873] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:15.945554] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:17:16.075230] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:17:16.198329] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:17:16.331130] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:16.454894] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:17:16.582042] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:17:16.708366] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:16.834768] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:17:16.963627] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:17:16.963830] [INFO ] [CONFIGURE ] RYN: DISCARDED add_volume_profile (score: 70.00%)
[2025-10-18T03:17:16.963878] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Avg: 1.5s/test | Remaining: 276 tests
[2025-10-18T03:17:16.963913] [INFO ] [CONFIGURE ] RYN: Testing feature 29/29: add_vwap
[2025-10-18T03:17:16.963945] [INFO ] [CONFIGURE ] RYN: Testing with features: ['add_obv_daily', 'add_vwap']
[2025-10-18T03:17:17.093952] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:17.220285] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:17:17.349937] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:17:17.477945] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:17:17.611974] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:17.740748] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:17:17.869220] [DEBUG] [FORECASTER] RYN: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:17:17.999481] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:18.132636] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:18.262407] [DEBUG] [FORECASTER] RYN: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:18.262557] [INFO ] [CONFIGURE ] RYN: DISCARDED add_vwap (score: 60.00%)
[2025-10-18T03:17:18.262600] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Avg: 1.5s/test | Remaining: 275 tests
[2025-10-18T03:17:18.262636] [INFO ] [CONFIGURE ] RYN: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:17:18.262710] [INFO ] [CONFIGURE ] RYN: Best accuracy: 70.00%
[2025-10-18T03:17:18.262748] [INFO ] [CONFIGURE ] RYN: Best feature set (1 features): ['add_obv_daily']
[2025-10-18T03:17:18.262778] [INFO ] [CONFIGURE ] RYN: Improvement over baseline: 10.00%
[2025-10-18T03:17:18.262805] [INFO ] [CONFIGURE ] RYN: Total time: 37.5 seconds
[2025-10-18T03:17:18.262831] [INFO ] [CONFIGURE ] RYN: Average time per feature: 1.3 seconds
[2025-10-18T03:17:18.262859] [INFO ] [CONFIGURE ] RYN: Average speed: 0.77 features/sec
[2025-10-18T03:17:18.263490] [INFO ] [LOCAL     ] Saved configuration for RYN: 1 features, 70.00% accuracy -> ./output/feature-sets/RYN.json
[2025-10-18T03:17:18.263560] [INFO ] [CONFIGURE ] RYN: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-18T03:17:18.263661] [INFO ] [sig       ] [374/380] Successfully configured RYN | 0.02 sym/s | Total: 4.5h | ETA: 4.3m
[2025-10-18T03:17:18.263756] [INFO ] [sig       ] [375/380] Configuring RZB...
[2025-10-18T03:17:18.263822] [INFO ] [CONFIGURE ] RZB: Configurate test run.
[2025-10-18T03:17:18.263877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-10-18T03:17:18.277436] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'RZB'.
[2025-10-18T03:17:18.277853] [INFO ] [CONFIGURE ] RZB: Testing with 29 available features
[2025-10-18T03:17:18.277913] [INFO ] [CONFIGURE ] RZB: Establishing baseline with no features...
[2025-10-18T03:17:18.383274] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:18.489326] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:18.594506] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:18.701575] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:17:18.814722] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:17:18.950617] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:17:19.059115] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:19.169367] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:19.282326] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:19.390370] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:19.390548] [INFO ] [CONFIGURE ] RZB: Baseline score (no features): 10.00%
[2025-10-18T03:17:19.390591] [INFO ] [CONFIGURE ] RZB: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:17:19.390624] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:17:19.508830] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:19.628764] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:19.748763] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:19.882509] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:17:20.027364] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:17:20.159037] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:17:20.283825] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:20.401956] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:20.523503] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:17:20.655073] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:20.655400] [INFO ] [CONFIGURE ] RZB: KEPT add_bollinger_bands (score: 20.00%)
[2025-10-18T03:17:20.655466] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Avg: 1.5s/test | Remaining: 274 tests
[2025-10-18T03:17:20.655514] [INFO ] [CONFIGURE ] RZB: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:17:20.655558] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T03:17:20.802856] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:20.942498] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:21.087068] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:21.238420] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:21.410072] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:21.579436] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:21.753442] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:21.941025] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:22.126148] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:17:22.290210] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:22.290420] [INFO ] [CONFIGURE ] RZB: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T03:17:22.290466] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Avg: 1.5s/test | Remaining: 273 tests
[2025-10-18T03:17:22.290528] [INFO ] [CONFIGURE ] RZB: Testing feature 3/29: add_daily_returns
[2025-10-18T03:17:22.290587] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-10-18T03:17:22.446017] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:22.612926] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:22.778301] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:22.941803] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:23.105584] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:23.272695] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:23.441682] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:23.607272] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:23.770576] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:23.938301] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:23.938478] [INFO ] [CONFIGURE ] RZB: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T03:17:23.938522] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Avg: 1.5s/test | Remaining: 272 tests
[2025-10-18T03:17:23.938557] [INFO ] [CONFIGURE ] RZB: Testing feature 4/29: add_ema
[2025-10-18T03:17:23.938589] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-10-18T03:17:24.113695] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:24.287404] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:24.462275] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:24.639421] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:24.823158] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:24.989129] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:25.149817] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:25.309228] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:25.466378] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:25.630850] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:25.631054] [INFO ] [CONFIGURE ] RZB: DISCARDED add_ema (score: 40.00%)
[2025-10-18T03:17:25.631105] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Avg: 1.5s/test | Remaining: 271 tests
[2025-10-18T03:17:25.631183] [INFO ] [CONFIGURE ] RZB: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:17:25.631236] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:17:25.789836] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:25.944276] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:26.107504] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:17:26.270411] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:26.438912] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:26.602234] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:26.764882] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:26.924453] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:27.094378] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:27.259068] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:27.259231] [INFO ] [CONFIGURE ] RZB: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-10-18T03:17:27.259273] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Avg: 1.5s/test | Remaining: 270 tests
[2025-10-18T03:17:27.259307] [INFO ] [CONFIGURE ] RZB: Testing feature 6/29: add_failed_moves
[2025-10-18T03:17:27.259337] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-10-18T03:17:27.398820] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:27.540431] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:27.681990] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:27.829490] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:27.969396] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:28.110258] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:28.248926] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:28.388384] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:28.534187] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:17:28.676369] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:28.676531] [INFO ] [CONFIGURE ] RZB: DISCARDED add_failed_moves (score: 50.00%)
[2025-10-18T03:17:28.676577] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Avg: 1.5s/test | Remaining: 269 tests
[2025-10-18T03:17:28.676612] [INFO ] [CONFIGURE ] RZB: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:17:28.676669] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T03:17:28.808825] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:28.943316] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:29.076854] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:29.215945] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:29.348326] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:29.480921] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:29.616263] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:29.748555] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:29.888206] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:30.025965] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:30.026129] [INFO ] [CONFIGURE ] RZB: DISCARDED add_lag_shelf (score: 40.00%)
[2025-10-18T03:17:30.026174] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Avg: 1.5s/test | Remaining: 268 tests
[2025-10-18T03:17:30.026209] [INFO ] [CONFIGURE ] RZB: Testing feature 8/29: add_macd
[2025-10-18T03:17:30.026242] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T03:17:30.196978] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:30.370830] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:30.551182] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:30.726570] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:30.899245] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:17:31.109820] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:31.297625] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:31.471028] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:31.655615] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:31.831937] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:31.832112] [INFO ] [CONFIGURE ] RZB: DISCARDED add_macd (score: 30.00%)
[2025-10-18T03:17:31.832157] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Avg: 1.5s/test | Remaining: 267 tests
[2025-10-18T03:17:31.832192] [INFO ] [CONFIGURE ] RZB: Testing feature 9/29: add_mfi
[2025-10-18T03:17:31.832224] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-10-18T03:17:31.982325] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:32.126280] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:32.269569] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:32.423404] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:32.575772] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:32.735504] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:32.890233] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:33.043206] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:33.195130] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:17:33.350577] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:33.350815] [INFO ] [CONFIGURE ] RZB: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T03:17:33.350868] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Avg: 1.5s/test | Remaining: 266 tests
[2025-10-18T03:17:33.350906] [INFO ] [CONFIGURE ] RZB: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:17:33.350938] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:17:33.524842] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:33.691965] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:33.858775] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:34.026772] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-07, Predicted=0.0, Actual=1
[2025-10-18T03:17:34.199400] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:34.367573] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:34.537276] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:34.709150] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:34.880176] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:35.050068] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:35.050222] [INFO ] [CONFIGURE ] RZB: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T03:17:35.050286] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Avg: 1.5s/test | Remaining: 265 tests
[2025-10-18T03:17:35.050344] [INFO ] [CONFIGURE ] RZB: Testing feature 11/29: add_obv_daily
[2025-10-18T03:17:35.050378] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-10-18T03:17:35.192674] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:35.338389] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:35.480550] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:35.622599] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:35.765597] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:17:35.908978] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:36.057431] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:36.215140] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:36.383473] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:36.563211] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:36.563454] [INFO ] [CONFIGURE ] RZB: DISCARDED add_obv_daily (score: 30.00%)
[2025-10-18T03:17:36.563505] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Avg: 1.5s/test | Remaining: 264 tests
[2025-10-18T03:17:36.563541] [INFO ] [CONFIGURE ] RZB: Testing feature 12/29: add_obv_interval
[2025-10-18T03:17:36.563574] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-10-18T03:17:36.708472] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:36.852634] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:36.994609] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:37.164326] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:37.304436] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:37.445518] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:37.586807] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:37.728768] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:37.871592] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:17:38.014927] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:38.015094] [INFO ] [CONFIGURE ] RZB: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T03:17:38.015138] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Avg: 1.5s/test | Remaining: 263 tests
[2025-10-18T03:17:38.015173] [INFO ] [CONFIGURE ] RZB: Testing feature 13/29: add_opening_strength
[2025-10-18T03:17:38.015205] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:17:38.163951] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:38.318717] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:38.472547] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:38.630839] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:38.788616] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:17:38.948903] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:39.111524] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:39.269337] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:39.426073] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:39.580945] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:39.581179] [INFO ] [CONFIGURE ] RZB: DISCARDED add_opening_strength (score: 30.00%)
[2025-10-18T03:17:39.581229] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Avg: 1.5s/test | Remaining: 262 tests
[2025-10-18T03:17:39.581266] [INFO ] [CONFIGURE ] RZB: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:17:39.581298] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-10-18T03:17:39.736771] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:39.888999] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:40.045077] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:40.212346] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:40.369211] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:40.524740] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:40.684104] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:40.863980] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:41.041323] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:41.220907] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:17:41.221108] [INFO ] [CONFIGURE ] RZB: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-10-18T03:17:41.221170] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Avg: 1.5s/test | Remaining: 261 tests
[2025-10-18T03:17:41.221209] [INFO ] [CONFIGURE ] RZB: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:17:41.221243] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-10-18T03:17:41.361801] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:41.500874] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:41.641125] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:41.783204] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:41.925192] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:42.068259] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:42.214615] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:42.358971] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:42.502851] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:42.652776] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:42.652946] [INFO ] [CONFIGURE ] RZB: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T03:17:42.652991] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Avg: 1.5s/test | Remaining: 260 tests
[2025-10-18T03:17:42.653027] [INFO ] [CONFIGURE ] RZB: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:17:42.653061] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-10-18T03:17:42.801237] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:42.951066] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:43.101737] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:43.253858] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:43.403913] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:43.551673] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:43.699266] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:43.849491] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:44.004941] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:44.157835] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:44.158040] [INFO ] [CONFIGURE ] RZB: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-10-18T03:17:44.158087] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Avg: 1.5s/test | Remaining: 259 tests
[2025-10-18T03:17:44.158123] [INFO ] [CONFIGURE ] RZB: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:17:44.158157] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-10-18T03:17:44.309455] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:44.459457] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:44.608704] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:44.758800] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:44.910797] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:45.062266] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:45.213418] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:45.367512] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:45.517480] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:45.668383] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:45.668547] [INFO ] [CONFIGURE ] RZB: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-10-18T03:17:45.668590] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Avg: 1.5s/test | Remaining: 258 tests
[2025-10-18T03:17:45.668625] [INFO ] [CONFIGURE ] RZB: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:17:45.668690] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-10-18T03:17:45.804309] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:45.941073] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:46.081095] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:46.253616] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:46.401919] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:46.552315] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:46.699784] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:46.847610] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:46.993094] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:17:47.140083] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:47.140264] [INFO ] [CONFIGURE ] RZB: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T03:17:47.140309] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Avg: 1.5s/test | Remaining: 257 tests
[2025-10-18T03:17:47.140344] [INFO ] [CONFIGURE ] RZB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:17:47.140376] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-10-18T03:17:47.281102] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:47.424398] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:47.570945] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:47.713203] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:47.859628] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:48.005559] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:48.155617] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:48.302667] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:48.448136] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:48.597779] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:48.597966] [INFO ] [CONFIGURE ] RZB: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-10-18T03:17:48.598013] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Avg: 1.5s/test | Remaining: 256 tests
[2025-10-18T03:17:48.598050] [INFO ] [CONFIGURE ] RZB: Testing feature 20/29: add_price_rejection
[2025-10-18T03:17:48.598081] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-10-18T03:17:48.750344] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:48.903559] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:49.057195] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:49.220521] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:49.378069] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:49.537238] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:49.696205] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:49.861791] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:50.021048] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:50.178812] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:50.179017] [INFO ] [CONFIGURE ] RZB: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T03:17:50.179153] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Avg: 1.5s/test | Remaining: 255 tests
[2025-10-18T03:17:50.179197] [INFO ] [CONFIGURE ] RZB: Testing feature 21/29: add_range_position
[2025-10-18T03:17:50.179228] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-10-18T03:17:50.338377] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:50.495386] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:50.664602] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:50.852611] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:51.023080] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:51.188246] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:51.355415] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:51.526589] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:51.693547] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:51.862880] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:51.863052] [INFO ] [CONFIGURE ] RZB: DISCARDED add_range_position (score: 50.00%)
[2025-10-18T03:17:51.863096] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Avg: 1.5s/test | Remaining: 254 tests
[2025-10-18T03:17:51.863131] [INFO ] [CONFIGURE ] RZB: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:17:51.863162] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-10-18T03:17:52.041818] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:52.219440] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:52.410722] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:52.604793] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:52.787387] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:52.966036] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:53.145069] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:53.329576] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:53.515382] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:53.700177] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:53.700391] [INFO ] [CONFIGURE ] RZB: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T03:17:53.700437] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Avg: 1.5s/test | Remaining: 253 tests
[2025-10-18T03:17:53.700472] [INFO ] [CONFIGURE ] RZB: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:17:53.700504] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-10-18T03:17:53.858091] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:54.010119] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:54.162602] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:54.321287] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:54.475062] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:54.631928] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:54.788692] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:54.950344] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:55.107625] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:55.268075] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:55.268295] [INFO ] [CONFIGURE ] RZB: DISCARDED add_recent_range_context (score: 40.00%)
[2025-10-18T03:17:55.268357] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Avg: 1.5s/test | Remaining: 252 tests
[2025-10-18T03:17:55.268396] [INFO ] [CONFIGURE ] RZB: Testing feature 24/29: add_rsi
[2025-10-18T03:17:55.268429] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-10-18T03:17:55.438851] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:17:55.613995] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:55.790932] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:55.962941] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:56.133889] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:56.306761] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:56.481399] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:56.659953] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:56.846604] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:57.024474] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:57.024667] [INFO ] [CONFIGURE ] RZB: DISCARDED add_rsi (score: 50.00%)
[2025-10-18T03:17:57.024729] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Avg: 1.5s/test | Remaining: 251 tests
[2025-10-18T03:17:57.024767] [INFO ] [CONFIGURE ] RZB: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:17:57.024799] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-10-18T03:17:57.172761] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:57.331582] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:57.483460] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:57.645937] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:57.797724] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:57.956259] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:58.111217] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:58.266067] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:58.447562] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:17:58.601069] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:17:58.601252] [INFO ] [CONFIGURE ] RZB: DISCARDED add_tick_distribution (score: 40.00%)
[2025-10-18T03:17:58.601298] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Avg: 1.5s/test | Remaining: 250 tests
[2025-10-18T03:17:58.601333] [INFO ] [CONFIGURE ] RZB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:17:58.601366] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-10-18T03:17:58.753160] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:17:58.904189] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:17:59.057494] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:17:59.218819] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:17:59.372616] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:17:59.537899] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:17:59.686082] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:17:59.835047] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:17:59.984436] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:18:00.138516] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:18:00.138722] [INFO ] [CONFIGURE ] RZB: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-10-18T03:18:00.138778] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Avg: 1.5s/test | Remaining: 249 tests
[2025-10-18T03:18:00.138815] [INFO ] [CONFIGURE ] RZB: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:18:00.138846] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-10-18T03:18:00.295247] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:18:00.452340] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:18:00.609290] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:18:00.766060] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:00.931384] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:01.091899] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:18:01.277497] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:18:01.479160] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:18:01.658145] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:18:01.821509] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:18:01.821732] [INFO ] [CONFIGURE ] RZB: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-10-18T03:18:01.821789] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Avg: 1.5s/test | Remaining: 248 tests
[2025-10-18T03:18:01.821867] [INFO ] [CONFIGURE ] RZB: Testing feature 28/29: add_volume_profile
[2025-10-18T03:18:01.821919] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-10-18T03:18:01.969988] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:18:02.117281] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:18:02.271602] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-06, Predicted=1.0, Actual=0
[2025-10-18T03:18:02.423717] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:02.577570] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:02.748812] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:18:02.921281] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:18:03.100371] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:18:03.279453] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:03.435486] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:18:03.435667] [INFO ] [CONFIGURE ] RZB: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T03:18:03.435728] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Avg: 1.5s/test | Remaining: 247 tests
[2025-10-18T03:18:03.435766] [INFO ] [CONFIGURE ] RZB: Testing feature 29/29: add_vwap
[2025-10-18T03:18:03.435798] [INFO ] [CONFIGURE ] RZB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-10-18T03:18:03.597913] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:18:03.753631] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-03, Predicted=1.0, Actual=1
[2025-10-18T03:18:03.910345] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-06, Predicted=0.0, Actual=0
[2025-10-18T03:18:04.067093] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:04.219943] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:18:04.371687] [DEBUG] [FORECASTER] RZB: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:18:04.525477] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:18:04.678016] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:18:04.832981] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:18:04.993907] [DEBUG] [FORECASTER] RZB: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:18:04.994091] [INFO ] [CONFIGURE ] RZB: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T03:18:04.994140] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Avg: 1.5s/test | Remaining: 246 tests
[2025-10-18T03:18:04.994176] [INFO ] [CONFIGURE ] RZB: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:18:04.994210] [INFO ] [CONFIGURE ] RZB: Best accuracy: 60.00%
[2025-10-18T03:18:04.994247] [INFO ] [CONFIGURE ] RZB: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T03:18:04.994281] [INFO ] [CONFIGURE ] RZB: Improvement over baseline: 50.00%
[2025-10-18T03:18:04.994314] [INFO ] [CONFIGURE ] RZB: Total time: 45.6 seconds
[2025-10-18T03:18:04.994346] [INFO ] [CONFIGURE ] RZB: Average time per feature: 1.6 seconds
[2025-10-18T03:18:04.994379] [INFO ] [CONFIGURE ] RZB: Average speed: 0.64 features/sec
[2025-10-18T03:18:04.995182] [INFO ] [LOCAL     ] Saved configuration for RZB: 2 features, 60.00% accuracy -> ./output/feature-sets/RZB.json
[2025-10-18T03:18:04.995294] [INFO ] [CONFIGURE ] RZB: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-10-18T03:18:04.995428] [INFO ] [sig       ] [375/380] Successfully configured RZB | 0.02 sym/s | Total: 4.5h | ETA: 3.6m
[2025-10-18T03:18:04.995496] [INFO ] [sig       ] [376/380] Configuring SNOW...
[2025-10-18T03:18:04.995562] [INFO ] [CONFIGURE ] SNOW: Configurate test run.
[2025-10-18T03:18:04.995616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOW' from 'https://tdm.silogroup.org/data/derivative_storage/SNOW.csv'.
[2025-10-18T03:18:05.009731] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SNOW'.
[2025-10-18T03:18:05.010198] [INFO ] [CONFIGURE ] SNOW: Testing with 29 available features
[2025-10-18T03:18:05.010268] [INFO ] [CONFIGURE ] SNOW: Establishing baseline with no features...
[2025-10-18T03:18:05.116912] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:05.220276] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:05.328444] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:05.436816] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:05.542563] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:05.651071] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:05.758822] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:05.870525] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:05.977413] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:06.085188] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:06.085354] [INFO ] [CONFIGURE ] SNOW: Baseline score (no features): 90.00%
[2025-10-18T03:18:06.085398] [INFO ] [CONFIGURE ] SNOW: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:18:06.085432] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:18:06.202352] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:06.325036] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:06.448764] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:06.581527] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:06.707539] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:06.830921] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:06.952502] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:07.075604] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:07.197800] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:07.320549] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:07.320748] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_bollinger_bands (score: 90.00%)
[2025-10-18T03:18:07.320803] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Avg: 1.5s/test | Remaining: 245 tests
[2025-10-18T03:18:07.320839] [INFO ] [CONFIGURE ] SNOW: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:18:07.320871] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:18:07.447928] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:07.573987] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:07.700661] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:07.827346] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:07.953903] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:08.079882] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:08.208389] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:08.341983] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:08.470318] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:08.602198] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:08.602350] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_cumulative_delta (score: 90.00%)
[2025-10-18T03:18:08.602393] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Avg: 1.5s/test | Remaining: 244 tests
[2025-10-18T03:18:08.602427] [INFO ] [CONFIGURE ] SNOW: Testing feature 3/29: add_daily_returns
[2025-10-18T03:18:08.602457] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_daily_returns']
[2025-10-18T03:18:08.716010] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:08.848553] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:08.974048] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:09.089808] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:09.204914] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:09.319098] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:18:09.435270] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:09.548065] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:09.661790] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:09.789382] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:09.789581] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_daily_returns (score: 80.00%)
[2025-10-18T03:18:09.789626] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Avg: 1.5s/test | Remaining: 243 tests
[2025-10-18T03:18:09.789696] [INFO ] [CONFIGURE ] SNOW: Testing feature 4/29: add_ema
[2025-10-18T03:18:09.789743] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_ema']
[2025-10-18T03:18:09.939631] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:10.075836] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:10.205505] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:10.333980] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:10.460553] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:10.582299] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:10.702217] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:10.830306] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:10.953292] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:11.074302] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:11.074484] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_ema (score: 90.00%)
[2025-10-18T03:18:11.074529] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Avg: 1.5s/test | Remaining: 242 tests
[2025-10-18T03:18:11.074590] [INFO ] [CONFIGURE ] SNOW: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:18:11.074623] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:18:11.201086] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:11.328419] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:11.456779] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:11.584956] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:11.719378] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:11.850080] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:11.982262] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:12.112127] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:12.240555] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:12.374051] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:12.374211] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_exhaustion_signals (score: 90.00%)
[2025-10-18T03:18:12.374254] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Avg: 1.5s/test | Remaining: 241 tests
[2025-10-18T03:18:12.374288] [INFO ] [CONFIGURE ] SNOW: Testing feature 6/29: add_failed_moves
[2025-10-18T03:18:12.374318] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_failed_moves']
[2025-10-18T03:18:12.484698] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:12.598303] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:12.707951] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:12.817788] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:12.928627] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:13.041358] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:13.152613] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:13.263020] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:13.378560] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:13.490803] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:13.490956] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_failed_moves (score: 90.00%)
[2025-10-18T03:18:13.490998] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Avg: 1.5s/test | Remaining: 240 tests
[2025-10-18T03:18:13.491032] [INFO ] [CONFIGURE ] SNOW: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:18:13.491062] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_lag_shelf']
[2025-10-18T03:18:13.591302] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:13.692515] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:13.793069] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:13.895198] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:14.013372] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:14.149593] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:14.278383] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:14.414199] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:14.574966] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:14.732731] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:14.733084] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_lag_shelf (score: 90.00%)
[2025-10-18T03:18:14.733155] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Avg: 1.5s/test | Remaining: 239 tests
[2025-10-18T03:18:14.733218] [INFO ] [CONFIGURE ] SNOW: Testing feature 8/29: add_macd
[2025-10-18T03:18:14.733291] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T03:18:14.908078] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:15.076824] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:15.246452] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:15.415432] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:15.563075] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:15.706598] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:15.850391] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:15.994592] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:18:16.139901] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:16.283758] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:16.283986] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_macd (score: 80.00%)
[2025-10-18T03:18:16.284037] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Avg: 1.5s/test | Remaining: 238 tests
[2025-10-18T03:18:16.284073] [INFO ] [CONFIGURE ] SNOW: Testing feature 9/29: add_mfi
[2025-10-18T03:18:16.284104] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_mfi']
[2025-10-18T03:18:16.399975] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:16.521562] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:16.643716] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:16.774615] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:16.897785] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:17.022183] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:17.147954] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:17.269551] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:17.405447] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:17.531275] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:17.531519] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_mfi (score: 90.00%)
[2025-10-18T03:18:17.531569] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Avg: 1.5s/test | Remaining: 237 tests
[2025-10-18T03:18:17.531606] [INFO ] [CONFIGURE ] SNOW: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:18:17.531638] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:18:17.664250] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:17.803154] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:17.948872] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:18.099944] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:18.247918] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:18.393550] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:18.538083] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:18.674922] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:18.811699] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:18.949360] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:18.949524] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_momentum_acceleration (score: 90.00%)
[2025-10-18T03:18:18.949566] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Avg: 1.5s/test | Remaining: 236 tests
[2025-10-18T03:18:18.949601] [INFO ] [CONFIGURE ] SNOW: Testing feature 11/29: add_obv_daily
[2025-10-18T03:18:18.949633] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_obv_daily']
[2025-10-18T03:18:19.072414] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:19.199919] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:19.324238] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:19.453858] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:19.571976] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:19.682949] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:19.793091] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:19.903067] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:18:20.017661] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:20.139105] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:20.139336] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_obv_daily (score: 80.00%)
[2025-10-18T03:18:20.139387] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Avg: 1.5s/test | Remaining: 235 tests
[2025-10-18T03:18:20.139423] [INFO ] [CONFIGURE ] SNOW: Testing feature 12/29: add_obv_interval
[2025-10-18T03:18:20.139455] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_obv_interval']
[2025-10-18T03:18:20.249274] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:20.360717] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:20.474595] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:20.584954] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:20.695936] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:20.806909] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:20.918847] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:21.035074] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:18:21.146554] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:21.262981] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:21.263212] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_obv_interval (score: 80.00%)
[2025-10-18T03:18:21.263263] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Avg: 1.5s/test | Remaining: 234 tests
[2025-10-18T03:18:21.263298] [INFO ] [CONFIGURE ] SNOW: Testing feature 13/29: add_opening_strength
[2025-10-18T03:18:21.263329] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-10-18T03:18:21.384411] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:21.505823] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:21.627430] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:21.745938] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:21.868565] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:21.990067] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:22.112507] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:22.239260] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:22.372626] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:22.512141] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:22.512372] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_opening_strength (score: 90.00%)
[2025-10-18T03:18:22.512428] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Avg: 1.5s/test | Remaining: 233 tests
[2025-10-18T03:18:22.512490] [INFO ] [CONFIGURE ] SNOW: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:18:22.512531] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_order_flow_imbalance']
[2025-10-18T03:18:22.677927] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:22.812767] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:22.933579] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:23.054973] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:23.186547] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:23.310263] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:23.439534] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:23.572563] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:23.698303] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:23.825346] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:23.825533] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-10-18T03:18:23.825576] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Avg: 1.5s/test | Remaining: 232 tests
[2025-10-18T03:18:23.825611] [INFO ] [CONFIGURE ] SNOW: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:18:23.825663] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_pbf_morning_momentum']
[2025-10-18T03:18:23.934465] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:24.045678] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:24.152923] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:24.258608] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:24.376941] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:24.480418] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:24.591165] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:24.711068] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:24.823209] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:24.932198] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:24.932360] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-10-18T03:18:24.932404] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Avg: 1.5s/test | Remaining: 231 tests
[2025-10-18T03:18:24.932439] [INFO ] [CONFIGURE ] SNOW: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:18:24.932471] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_pbf_overnight_gap']
[2025-10-18T03:18:25.049567] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:25.164450] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:25.283577] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:25.403770] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:25.525036] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:25.645502] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:25.762930] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:25.880468] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:25.999884] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:26.120462] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:26.120626] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_pbf_overnight_gap (score: 90.00%)
[2025-10-18T03:18:26.121964] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Avg: 1.5s/test | Remaining: 230 tests
[2025-10-18T03:18:26.122075] [INFO ] [CONFIGURE ] SNOW: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:18:26.122113] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_pbf_return_2d']
[2025-10-18T03:18:26.257150] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:26.401955] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:26.523880] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:26.643449] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:26.763592] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:26.881546] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:27.000300] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:27.119179] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:27.237503] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:27.356479] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:27.356627] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-10-18T03:18:27.356706] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Avg: 1.5s/test | Remaining: 229 tests
[2025-10-18T03:18:27.356751] [INFO ] [CONFIGURE ] SNOW: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:18:27.356805] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_pbf_volatility_5d']
[2025-10-18T03:18:27.460109] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:27.562891] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:27.668234] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:27.772549] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:27.876350] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:27.982296] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:28.087243] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:28.193830] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:28.299415] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:28.405910] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:28.406059] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-10-18T03:18:28.406104] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Avg: 1.5s/test | Remaining: 228 tests
[2025-10-18T03:18:28.406139] [INFO ] [CONFIGURE ] SNOW: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:18:28.406171] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_pbf_vs_sma_5']
[2025-10-18T03:18:28.509421] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:28.613072] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:28.732167] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:28.838571] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:28.943812] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:29.050193] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:29.157383] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:29.266091] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:29.375357] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:29.481940] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:29.482105] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-10-18T03:18:29.482149] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Avg: 1.5s/test | Remaining: 227 tests
[2025-10-18T03:18:29.482182] [INFO ] [CONFIGURE ] SNOW: Testing feature 20/29: add_price_rejection
[2025-10-18T03:18:29.482213] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_price_rejection']
[2025-10-18T03:18:29.595463] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:29.707541] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:29.827526] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:29.940556] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:30.053274] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:30.167341] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:30.280780] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:30.393464] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:18:30.506781] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:30.620480] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:30.620624] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_price_rejection (score: 80.00%)
[2025-10-18T03:18:30.620701] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Avg: 1.5s/test | Remaining: 226 tests
[2025-10-18T03:18:30.620746] [INFO ] [CONFIGURE ] SNOW: Testing feature 21/29: add_range_position
[2025-10-18T03:18:30.620777] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_range_position']
[2025-10-18T03:18:30.739617] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:30.858510] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:30.978141] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:31.099930] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:31.221269] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:31.344087] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:31.467977] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:31.604251] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:31.757824] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:31.881470] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:31.881636] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_range_position (score: 90.00%)
[2025-10-18T03:18:31.881718] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Avg: 1.5s/test | Remaining: 225 tests
[2025-10-18T03:18:31.881757] [INFO ] [CONFIGURE ] SNOW: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:18:31.881787] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_realized_volatility']
[2025-10-18T03:18:32.017470] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:32.154710] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:32.292596] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:32.436981] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:32.582360] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:32.725502] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:32.873088] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:33.015368] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:33.156666] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:33.300054] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:33.300209] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-18T03:18:33.300254] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Avg: 1.5s/test | Remaining: 224 tests
[2025-10-18T03:18:33.300289] [INFO ] [CONFIGURE ] SNOW: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:18:33.300321] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_recent_range_context']
[2025-10-18T03:18:33.411239] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:33.522122] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:33.635540] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:33.751469] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:33.863148] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:33.973734] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:34.087617] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:34.208228] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:18:34.352997] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:34.483127] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:34.483353] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_recent_range_context (score: 80.00%)
[2025-10-18T03:18:34.483402] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Avg: 1.5s/test | Remaining: 223 tests
[2025-10-18T03:18:34.483440] [INFO ] [CONFIGURE ] SNOW: Testing feature 24/29: add_rsi
[2025-10-18T03:18:34.483531] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_ema', 'add_rsi']
[2025-10-18T03:18:34.631257] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:34.797712] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:34.940380] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:35.074763] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:35.207543] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:35.360540] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:35.514305] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:35.656549] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:35.796715] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:35.931693] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:35.931922] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_rsi (score: 90.00%)
[2025-10-18T03:18:35.931997] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Avg: 1.5s/test | Remaining: 222 tests
[2025-10-18T03:18:35.932045] [INFO ] [CONFIGURE ] SNOW: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:18:35.932085] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_tick_distribution']
[2025-10-18T03:18:36.047407] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:36.165932] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:36.285695] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:36.396898] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:36.517717] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:36.632293] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:36.747141] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:36.868192] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:36.978474] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:37.090847] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:37.090992] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_tick_distribution (score: 90.00%)
[2025-10-18T03:18:37.091036] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Avg: 1.5s/test | Remaining: 221 tests
[2025-10-18T03:18:37.091109] [INFO ] [CONFIGURE ] SNOW: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:18:37.091161] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_volume_momentum_confirmation']
[2025-10-18T03:18:37.200979] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:37.309706] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:37.419190] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:37.530438] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:37.644307] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:37.756925] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:37.871245] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:37.987183] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:18:38.101729] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:38.215713] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:38.215886] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-10-18T03:18:38.215931] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Avg: 1.5s/test | Remaining: 220 tests
[2025-10-18T03:18:38.215965] [INFO ] [CONFIGURE ] SNOW: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:18:38.215996] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_volume_price_divergence']
[2025-10-18T03:18:38.333031] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:38.451319] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:38.571122] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:38.690785] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:38.811028] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:38.937392] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:39.063434] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:39.191562] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:18:39.319050] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:39.444710] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:39.444890] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-10-18T03:18:39.444937] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Avg: 1.5s/test | Remaining: 219 tests
[2025-10-18T03:18:39.444971] [INFO ] [CONFIGURE ] SNOW: Testing feature 28/29: add_volume_profile
[2025-10-18T03:18:39.445002] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_volume_profile']
[2025-10-18T03:18:39.560409] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:39.676091] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:39.789842] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:39.902939] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:40.016337] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:40.129924] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:40.242971] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:40.360087] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-13, Predicted=1.0, Actual=0
[2025-10-18T03:18:40.474939] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:40.592779] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:40.592937] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T03:18:40.593029] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Avg: 1.5s/test | Remaining: 218 tests
[2025-10-18T03:18:40.593073] [INFO ] [CONFIGURE ] SNOW: Testing feature 29/29: add_vwap
[2025-10-18T03:18:40.593107] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap']
[2025-10-18T03:18:40.710484] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:40.851280] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:40.964591] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:41.078799] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-07, Predicted=1.0, Actual=1
[2025-10-18T03:18:41.192538] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:41.307588] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:41.422292] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:18:41.544453] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-13, Predicted=0.0, Actual=0
[2025-10-18T03:18:41.661315] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:18:41.779070] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:18:41.779190] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_vwap (score: 90.00%)
[2025-10-18T03:18:41.779234] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Avg: 1.5s/test | Remaining: 217 tests
[2025-10-18T03:18:41.779290] [INFO ] [CONFIGURE ] SNOW: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:18:41.779346] [INFO ] [CONFIGURE ] SNOW: Best accuracy: 90.00%
[2025-10-18T03:18:41.779379] [INFO ] [CONFIGURE ] SNOW: Best feature set (0 features): []
[2025-10-18T03:18:41.779408] [INFO ] [CONFIGURE ] SNOW: Improvement over baseline: 0.00%
[2025-10-18T03:18:41.779434] [INFO ] [CONFIGURE ] SNOW: Total time: 35.7 seconds
[2025-10-18T03:18:41.779461] [INFO ] [CONFIGURE ] SNOW: Average time per feature: 1.2 seconds
[2025-10-18T03:18:41.779489] [INFO ] [CONFIGURE ] SNOW: Average speed: 0.81 features/sec
[2025-10-18T03:18:41.779863] [INFO ] [LOCAL     ] Saved configuration for SNOW: 0 features, 90.00% accuracy -> ./output/feature-sets/SNOW.json
[2025-10-18T03:18:41.779920] [INFO ] [CONFIGURE ] SNOW: Configuration saved successfully: 0 features, 90.00% accuracy.
[2025-10-18T03:18:41.779993] [INFO ] [sig       ] [376/380] Successfully configured SNOW | 0.02 sym/s | Total: 4.5h | ETA: 2.9m
[2025-10-18T03:18:41.780061] [INFO ] [sig       ] [377/380] Configuring SYF...
[2025-10-18T03:18:41.780128] [INFO ] [CONFIGURE ] SYF: Configurate test run.
[2025-10-18T03:18:41.780184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-10-18T03:18:41.791704] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'SYF'.
[2025-10-18T03:18:41.792040] [INFO ] [CONFIGURE ] SYF: Testing with 29 available features
[2025-10-18T03:18:41.792098] [INFO ] [CONFIGURE ] SYF: Establishing baseline with no features...
[2025-10-18T03:18:41.894174] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:18:41.993989] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:18:42.095003] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:42.195513] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:18:42.296387] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:18:42.397246] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:42.499568] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:18:42.602153] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:18:42.705971] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:18:42.809554] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:18:42.809705] [INFO ] [CONFIGURE ] SYF: Baseline score (no features): 60.00%
[2025-10-18T03:18:42.809761] [INFO ] [CONFIGURE ] SYF: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:18:42.809794] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:18:42.921117] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:43.031818] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:43.147351] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:43.261491] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:18:43.374607] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:18:43.488544] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:18:43.603609] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:18:43.720197] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:18:43.860959] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:18:43.978212] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:18:43.978362] [INFO ] [CONFIGURE ] SYF: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-10-18T03:18:43.978404] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Avg: 1.5s/test | Remaining: 216 tests
[2025-10-18T03:18:43.978438] [INFO ] [CONFIGURE ] SYF: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:18:43.978468] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:18:44.095600] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:44.212733] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:18:44.330389] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:44.451234] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:18:44.575007] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:18:44.695484] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:18:44.815682] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:18:44.936416] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:18:45.057894] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:18:45.179631] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:18:45.179801] [INFO ] [CONFIGURE ] SYF: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-10-18T03:18:45.179848] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Avg: 1.5s/test | Remaining: 215 tests
[2025-10-18T03:18:45.180037] [INFO ] [CONFIGURE ] SYF: Testing feature 3/29: add_daily_returns
[2025-10-18T03:18:45.180088] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_daily_returns']
[2025-10-18T03:18:45.283913] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:45.387521] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:18:45.492025] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:45.598521] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:18:45.703998] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:18:45.809948] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:18:45.917939] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:18:46.026775] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:18:46.136671] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:18:46.246357] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:18:46.246494] [INFO ] [CONFIGURE ] SYF: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T03:18:46.246537] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Avg: 1.5s/test | Remaining: 214 tests
[2025-10-18T03:18:46.246571] [INFO ] [CONFIGURE ] SYF: Testing feature 4/29: add_ema
[2025-10-18T03:18:46.246601] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_ema']
[2025-10-18T03:18:46.365378] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:46.487334] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:18:46.608569] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:46.729005] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:18:46.850154] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:18:46.971483] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:47.096891] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:18:47.220616] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:18:47.344198] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:18:47.468133] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:18:47.468318] [INFO ] [CONFIGURE ] SYF: DISCARDED add_ema (score: 50.00%)
[2025-10-18T03:18:47.468371] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Avg: 1.5s/test | Remaining: 213 tests
[2025-10-18T03:18:47.468411] [INFO ] [CONFIGURE ] SYF: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:18:47.468442] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:18:47.597627] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:18:47.726195] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:18:47.858022] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:47.988859] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:18:48.137861] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:18:48.270954] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:18:48.404978] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:18:48.537221] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:18:48.674102] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:18:48.807586] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:18:48.807800] [INFO ] [CONFIGURE ] SYF: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T03:18:48.807858] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Avg: 1.5s/test | Remaining: 212 tests
[2025-10-18T03:18:48.807918] [INFO ] [CONFIGURE ] SYF: Testing feature 6/29: add_failed_moves
[2025-10-18T03:18:48.807974] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_failed_moves']
[2025-10-18T03:18:48.919893] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:18:49.032397] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:18:49.145817] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:49.259189] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:18:49.373720] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:18:49.489767] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:49.603374] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:18:49.716093] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:18:49.829078] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:18:49.943455] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:18:49.943604] [INFO ] [CONFIGURE ] SYF: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T03:18:49.943666] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Avg: 1.5s/test | Remaining: 211 tests
[2025-10-18T03:18:49.943724] [INFO ] [CONFIGURE ] SYF: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:18:49.943757] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_lag_shelf']
[2025-10-18T03:18:50.045291] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:18:50.148275] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:18:50.254084] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:50.357276] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:18:50.460440] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:18:50.564253] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:50.669043] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:18:50.773975] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:18:50.880584] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:18:50.991249] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:18:50.991428] [INFO ] [CONFIGURE ] SYF: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T03:18:50.991540] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Avg: 1.5s/test | Remaining: 210 tests
[2025-10-18T03:18:50.991583] [INFO ] [CONFIGURE ] SYF: Testing feature 8/29: add_macd
[2025-10-18T03:18:50.991616] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_vwap', 'add_macd']
[2025-10-18T03:18:51.132269] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:51.272345] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:18:51.418764] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:51.566872] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:18:51.715055] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:18:51.859774] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:18:52.002482] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:18:52.145413] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:18:52.287233] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:18:52.430513] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:18:52.430727] [INFO ] [CONFIGURE ] SYF: DISCARDED add_macd (score: 40.00%)
[2025-10-18T03:18:52.430788] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Avg: 1.5s/test | Remaining: 209 tests
[2025-10-18T03:18:52.430826] [INFO ] [CONFIGURE ] SYF: Testing feature 9/29: add_mfi
[2025-10-18T03:18:52.430859] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi']
[2025-10-18T03:18:52.545981] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:18:52.665439] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:18:52.781625] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:52.897219] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:18:53.013534] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:18:53.129949] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:53.246395] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:18:53.370666] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:18:53.490062] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:18:53.609211] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:18:53.609417] [INFO ] [CONFIGURE ] SYF: KEPT add_mfi (score: 70.00%)
[2025-10-18T03:18:53.609465] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Avg: 1.5s/test | Remaining: 208 tests
[2025-10-18T03:18:53.609500] [INFO ] [CONFIGURE ] SYF: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:18:53.609532] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:18:53.757164] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:53.904374] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:18:54.054548] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:54.204517] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:18:54.360557] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:18:54.516442] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:54.671961] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:18:54.826842] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:18:54.990184] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:18:55.147364] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:18:55.147518] [INFO ] [CONFIGURE ] SYF: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-10-18T03:18:55.147605] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Avg: 1.5s/test | Remaining: 207 tests
[2025-10-18T03:18:55.147683] [INFO ] [CONFIGURE ] SYF: Testing feature 11/29: add_obv_daily
[2025-10-18T03:18:55.147732] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-10-18T03:18:55.279067] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:55.410047] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:55.542601] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:55.682093] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:18:55.814360] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:18:55.978740] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:56.112057] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:18:56.245370] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:18:56.385287] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:18:56.522843] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:18:56.523049] [INFO ] [CONFIGURE ] SYF: DISCARDED add_obv_daily (score: 60.00%)
[2025-10-18T03:18:56.523096] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Avg: 1.5s/test | Remaining: 206 tests
[2025-10-18T03:18:56.523131] [INFO ] [CONFIGURE ] SYF: Testing feature 12/29: add_obv_interval
[2025-10-18T03:18:56.523162] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-10-18T03:18:56.651414] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:18:56.783013] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:18:56.912803] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:57.047202] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:18:57.177244] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:18:57.309866] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:18:57.442951] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:18:57.574599] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:18:57.706804] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:18:57.843265] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:18:57.843499] [INFO ] [CONFIGURE ] SYF: DISCARDED add_obv_interval (score: 50.00%)
[2025-10-18T03:18:57.843548] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Avg: 1.5s/test | Remaining: 205 tests
[2025-10-18T03:18:57.843584] [INFO ] [CONFIGURE ] SYF: Testing feature 13/29: add_opening_strength
[2025-10-18T03:18:57.843615] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:18:57.981412] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:18:58.118780] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:18:58.252854] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:58.386566] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:18:58.521556] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:18:58.656798] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:18:58.793885] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:18:58.930463] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:18:59.075818] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:18:59.219061] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:18:59.219258] [INFO ] [CONFIGURE ] SYF: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T03:18:59.219304] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Avg: 1.5s/test | Remaining: 204 tests
[2025-10-18T03:18:59.219339] [INFO ] [CONFIGURE ] SYF: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:18:59.219369] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-10-18T03:18:59.373525] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:18:59.520149] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:18:59.667847] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:18:59.807324] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:18:59.946122] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:00.107177] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:19:00.251630] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:19:00.408470] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:00.555925] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:19:00.707730] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:19:00.707958] [INFO ] [CONFIGURE ] SYF: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T03:19:00.708005] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Avg: 1.5s/test | Remaining: 203 tests
[2025-10-18T03:19:00.708039] [INFO ] [CONFIGURE ] SYF: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:19:00.708070] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T03:19:00.837592] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:00.958551] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:19:01.079733] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:01.220194] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:01.351089] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:01.484402] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:19:01.614811] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:19:01.749608] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:01.883847] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:19:02.057102] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:19:02.057291] [INFO ] [CONFIGURE ] SYF: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-10-18T03:19:02.057335] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Avg: 1.5s/test | Remaining: 202 tests
[2025-10-18T03:19:02.057370] [INFO ] [CONFIGURE ] SYF: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:19:02.057402] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T03:19:02.196981] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:19:02.335309] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:19:02.472800] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:02.614762] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:02.751800] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:02.888356] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:19:03.025345] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:19:03.162860] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:03.301262] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:19:03.438271] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:19:03.438403] [INFO ] [CONFIGURE ] SYF: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T03:19:03.438447] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Avg: 1.5s/test | Remaining: 201 tests
[2025-10-18T03:19:03.438481] [INFO ] [CONFIGURE ] SYF: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:19:03.438511] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-10-18T03:19:03.573567] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:03.709302] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:03.845038] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:03.981325] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:04.118135] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:04.254822] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:19:04.393478] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:19:04.536085] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:04.681754] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:04.822422] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:19:04.822554] [INFO ] [CONFIGURE ] SYF: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T03:19:04.822597] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Avg: 1.5s/test | Remaining: 200 tests
[2025-10-18T03:19:04.822631] [INFO ] [CONFIGURE ] SYF: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:19:04.822699] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T03:19:04.947232] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:19:05.104440] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:19:05.229312] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:05.355127] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:05.477231] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:05.599162] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:19:05.721088] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:19:05.844094] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:19:05.971669] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:06.096704] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:19:06.096865] [INFO ] [CONFIGURE ] SYF: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T03:19:06.096909] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Avg: 1.5s/test | Remaining: 199 tests
[2025-10-18T03:19:06.096943] [INFO ] [CONFIGURE ] SYF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:19:06.096974] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T03:19:06.217346] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:19:06.337193] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:06.460931] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:06.585526] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:06.710773] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:06.836915] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:19:06.958838] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:19:07.081874] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:07.205794] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:19:07.333819] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:19:07.333996] [INFO ] [CONFIGURE ] SYF: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T03:19:07.334050] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Avg: 1.5s/test | Remaining: 198 tests
[2025-10-18T03:19:07.334086] [INFO ] [CONFIGURE ] SYF: Testing feature 20/29: add_price_rejection
[2025-10-18T03:19:07.334117] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-10-18T03:19:07.462840] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:07.590837] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:19:07.720916] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:07.850894] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:07.987050] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:08.146981] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:19:08.281884] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:19:08.415754] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:08.551086] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:19:08.690147] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:19:08.690329] [INFO ] [CONFIGURE ] SYF: DISCARDED add_price_rejection (score: 40.00%)
[2025-10-18T03:19:08.690374] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Avg: 1.5s/test | Remaining: 197 tests
[2025-10-18T03:19:08.690410] [INFO ] [CONFIGURE ] SYF: Testing feature 21/29: add_range_position
[2025-10-18T03:19:08.690441] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_range_position']
[2025-10-18T03:19:08.829088] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:08.966853] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:19:09.105821] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:09.246767] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:09.391823] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:09.531370] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:19:09.672705] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:19:09.813161] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:09.954773] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:19:10.096099] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-15, Predicted=0.0, Actual=1
[2025-10-18T03:19:10.096257] [INFO ] [CONFIGURE ] SYF: DISCARDED add_range_position (score: 30.00%)
[2025-10-18T03:19:10.096316] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Avg: 1.5s/test | Remaining: 196 tests
[2025-10-18T03:19:10.096375] [INFO ] [CONFIGURE ] SYF: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:19:10.096409] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-10-18T03:19:10.249787] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:10.403070] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:10.557911] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:10.712567] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:19:10.868050] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:11.022548] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:19:11.192484] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:19:11.349618] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:11.510141] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:19:11.674719] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:19:11.674898] [INFO ] [CONFIGURE ] SYF: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T03:19:11.674942] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Avg: 1.5s/test | Remaining: 195 tests
[2025-10-18T03:19:11.674976] [INFO ] [CONFIGURE ] SYF: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:19:11.675006] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-10-18T03:19:11.813705] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:11.952518] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:12.093180] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:12.231721] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:12.370380] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:12.510302] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:19:12.652151] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:19:12.792837] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:12.937023] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:19:13.078506] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:19:13.078752] [INFO ] [CONFIGURE ] SYF: DISCARDED add_recent_range_context (score: 50.00%)
[2025-10-18T03:19:13.078808] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Avg: 1.5s/test | Remaining: 194 tests
[2025-10-18T03:19:13.078888] [INFO ] [CONFIGURE ] SYF: Testing feature 24/29: add_rsi
[2025-10-18T03:19:13.078940] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-10-18T03:19:13.233051] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:19:13.382014] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:19:13.531316] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:13.682176] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:13.832012] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:13.986512] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:19:14.139856] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:19:14.298899] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:14.455991] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:19:14.607788] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:19:14.607963] [INFO ] [CONFIGURE ] SYF: DISCARDED add_rsi (score: 60.00%)
[2025-10-18T03:19:14.608007] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Avg: 1.5s/test | Remaining: 193 tests
[2025-10-18T03:19:14.608042] [INFO ] [CONFIGURE ] SYF: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:19:14.608072] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-10-18T03:19:14.735526] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:14.873810] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:19:15.023151] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:15.169457] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:15.310278] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:15.450823] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:19:15.592425] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:19:15.729969] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:15.865513] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:16.000252] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:19:16.000424] [INFO ] [CONFIGURE ] SYF: DISCARDED add_tick_distribution (score: 60.00%)
[2025-10-18T03:19:16.000469] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Avg: 1.5s/test | Remaining: 192 tests
[2025-10-18T03:19:16.000503] [INFO ] [CONFIGURE ] SYF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:19:16.000533] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T03:19:16.133141] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:16.265398] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:16.396969] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:16.533401] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:19:16.667139] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:16.800362] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:19:16.935065] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:19:17.079592] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:17.240922] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:19:17.387091] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:19:17.387303] [INFO ] [CONFIGURE ] SYF: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T03:19:17.387366] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Avg: 1.5s/test | Remaining: 191 tests
[2025-10-18T03:19:17.387406] [INFO ] [CONFIGURE ] SYF: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:19:17.387438] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_volume_price_divergence']
[2025-10-18T03:19:17.543510] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:17.685176] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:17.830251] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:17.972157] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:18.114600] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:18.258439] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:19:18.403169] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:19:18.553803] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:18.700714] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:19:18.848300] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:19:18.848462] [INFO ] [CONFIGURE ] SYF: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-10-18T03:19:18.848506] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Avg: 1.5s/test | Remaining: 190 tests
[2025-10-18T03:19:18.848541] [INFO ] [CONFIGURE ] SYF: Testing feature 28/29: add_volume_profile
[2025-10-18T03:19:18.848573] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_volume_profile']
[2025-10-18T03:19:18.985353] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:19:19.132810] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:19:19.278160] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:19.410528] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:19.553848] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:19.694611] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:19:19.833176] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:19:19.970959] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:20.112138] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:19:20.276387] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:19:20.276556] [INFO ] [CONFIGURE ] SYF: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T03:19:20.276602] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Avg: 1.5s/test | Remaining: 189 tests
[2025-10-18T03:19:20.276638] [INFO ] [CONFIGURE ] SYF: Testing feature 29/29: add_vwap
[2025-10-18T03:19:20.276716] [INFO ] [CONFIGURE ] SYF: Testing with features: ['add_mfi', 'add_vwap']
[2025-10-18T03:19:20.422002] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:20.567453] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:19:20.714941] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:20.860415] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:21.004808] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:21.149889] [DEBUG] [FORECASTER] SYF: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:19:21.302462] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:19:21.445224] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:21.591408] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:21.743453] [DEBUG] [FORECASTER] SYF: Forecast CORRECT: Date=2025-10-15, Predicted=1.0, Actual=1
[2025-10-18T03:19:21.743628] [INFO ] [CONFIGURE ] SYF: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T03:19:21.743710] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Avg: 1.5s/test | Remaining: 188 tests
[2025-10-18T03:19:21.743775] [INFO ] [CONFIGURE ] SYF: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:19:21.743829] [INFO ] [CONFIGURE ] SYF: Best accuracy: 70.00%
[2025-10-18T03:19:21.743864] [INFO ] [CONFIGURE ] SYF: Best feature set (1 features): ['add_mfi']
[2025-10-18T03:19:21.743892] [INFO ] [CONFIGURE ] SYF: Improvement over baseline: 10.00%
[2025-10-18T03:19:21.743919] [INFO ] [CONFIGURE ] SYF: Total time: 38.9 seconds
[2025-10-18T03:19:21.743944] [INFO ] [CONFIGURE ] SYF: Average time per feature: 1.3 seconds
[2025-10-18T03:19:21.743971] [INFO ] [CONFIGURE ] SYF: Average speed: 0.74 features/sec
[2025-10-18T03:19:21.744541] [INFO ] [LOCAL     ] Saved configuration for SYF: 1 features, 70.00% accuracy -> ./output/feature-sets/SYF.json
[2025-10-18T03:19:21.744612] [INFO ] [CONFIGURE ] SYF: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-10-18T03:19:21.744713] [INFO ] [sig       ] [377/380] Successfully configured SYF | 0.02 sym/s | Total: 4.5h | ETA: 2.2m
[2025-10-18T03:19:21.744781] [INFO ] [sig       ] [378/380] Configuring TX...
[2025-10-18T03:19:21.744847] [INFO ] [CONFIGURE ] TX: Configurate test run.
[2025-10-18T03:19:21.744903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-10-18T03:19:21.759105] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'TX'.
[2025-10-18T03:19:21.759547] [INFO ] [CONFIGURE ] TX: Testing with 29 available features
[2025-10-18T03:19:21.759605] [INFO ] [CONFIGURE ] TX: Establishing baseline with no features...
[2025-10-18T03:19:21.871475] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:21.981055] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:22.092761] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:22.204570] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:22.315775] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:22.427984] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-09, Predicted=1.0, Actual=1
[2025-10-18T03:19:22.542030] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:19:22.655289] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:22.771837] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:19:22.892515] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:19:22.892714] [INFO ] [CONFIGURE ] TX: Baseline score (no features): 50.00%
[2025-10-18T03:19:22.892830] [INFO ] [CONFIGURE ] TX: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:19:22.892886] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:19:23.023197] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:23.149371] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:23.302883] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:23.429627] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:23.557143] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:23.686532] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:23.819670] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:19:23.943586] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:24.068280] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:19:24.233303] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:19:24.233550] [INFO ] [CONFIGURE ] TX: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T03:19:24.233610] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Avg: 1.5s/test | Remaining: 187 tests
[2025-10-18T03:19:24.233683] [INFO ] [CONFIGURE ] TX: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:19:24.233739] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:19:24.428599] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:24.621551] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:24.780474] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:24.920364] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:25.066136] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:25.200463] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:25.332286] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:19:25.464796] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:25.600177] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:25.735179] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:19:25.735330] [INFO ] [CONFIGURE ] TX: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-10-18T03:19:25.735373] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Avg: 1.5s/test | Remaining: 186 tests
[2025-10-18T03:19:25.735407] [INFO ] [CONFIGURE ] TX: Testing feature 3/29: add_daily_returns
[2025-10-18T03:19:25.735437] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_daily_returns']
[2025-10-18T03:19:25.851236] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:25.965683] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:26.083017] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:26.202356] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:26.318121] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:26.443241] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:26.560054] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:19:26.680081] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:26.800537] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:26.917803] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:19:26.917976] [INFO ] [CONFIGURE ] TX: DISCARDED add_daily_returns (score: 40.00%)
[2025-10-18T03:19:26.918018] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Avg: 1.5s/test | Remaining: 185 tests
[2025-10-18T03:19:26.918052] [INFO ] [CONFIGURE ] TX: Testing feature 4/29: add_ema
[2025-10-18T03:19:26.918083] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_ema']
[2025-10-18T03:19:27.058350] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:27.187222] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:27.312302] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:27.437239] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:27.574981] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:27.718688] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:27.862089] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:19:28.003745] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:28.147251] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:19:28.297108] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:28.297395] [INFO ] [CONFIGURE ] TX: DISCARDED add_ema (score: 50.00%)
[2025-10-18T03:19:28.297443] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Avg: 1.5s/test | Remaining: 184 tests
[2025-10-18T03:19:28.297483] [INFO ] [CONFIGURE ] TX: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:19:28.297518] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:19:28.443547] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:28.589996] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:28.734158] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:28.883748] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:29.037066] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:29.174326] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:29.314122] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:19:29.447390] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:29.578057] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:29.709195] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:29.709385] [INFO ] [CONFIGURE ] TX: KEPT add_exhaustion_signals (score: 60.00%)
[2025-10-18T03:19:29.709431] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Avg: 1.5s/test | Remaining: 183 tests
[2025-10-18T03:19:29.709466] [INFO ] [CONFIGURE ] TX: Testing feature 6/29: add_failed_moves
[2025-10-18T03:19:29.709499] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-10-18T03:19:29.844198] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:29.979789] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:30.119869] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:30.256984] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:30.394280] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:30.531715] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:30.674169] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:19:30.822841] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:30.973324] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:31.126674] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:31.126847] [INFO ] [CONFIGURE ] TX: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T03:19:31.126890] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Avg: 1.5s/test | Remaining: 182 tests
[2025-10-18T03:19:31.126926] [INFO ] [CONFIGURE ] TX: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:19:31.126959] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-10-18T03:19:31.255835] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:31.383971] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:31.512610] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:31.646242] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:31.781108] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:31.913820] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:32.043750] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:19:32.174690] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:32.307780] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:32.444318] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:32.444510] [INFO ] [CONFIGURE ] TX: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T03:19:32.444572] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Avg: 1.5s/test | Remaining: 181 tests
[2025-10-18T03:19:32.444610] [INFO ] [CONFIGURE ] TX: Testing feature 8/29: add_macd
[2025-10-18T03:19:32.444662] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-10-18T03:19:32.597757] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:32.752356] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:32.904849] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:19:33.057608] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:33.214096] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:33.364727] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:33.515203] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:19:33.666464] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:33.818510] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:33.975777] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:33.976007] [INFO ] [CONFIGURE ] TX: DISCARDED add_macd (score: 60.00%)
[2025-10-18T03:19:33.976067] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Avg: 1.5s/test | Remaining: 180 tests
[2025-10-18T03:19:33.976183] [INFO ] [CONFIGURE ] TX: Testing feature 9/29: add_mfi
[2025-10-18T03:19:33.976235] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T03:19:34.114895] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:34.255625] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:34.403283] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:34.549241] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:34.701888] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:34.850142] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:34.995137] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:19:35.151466] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:35.294806] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:35.443773] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:35.443970] [INFO ] [CONFIGURE ] TX: KEPT add_mfi (score: 70.00%)
[2025-10-18T03:19:35.444025] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Avg: 1.5s/test | Remaining: 179 tests
[2025-10-18T03:19:35.444062] [INFO ] [CONFIGURE ] TX: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:19:35.444103] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:19:35.617386] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:35.789712] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:35.963462] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:36.138440] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:36.319436] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:36.495197] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:36.671791] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:19:36.852164] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:37.037581] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:37.217457] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:37.217636] [INFO ] [CONFIGURE ] TX: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T03:19:37.217719] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Avg: 1.5s/test | Remaining: 178 tests
[2025-10-18T03:19:37.217788] [INFO ] [CONFIGURE ] TX: Testing feature 11/29: add_obv_daily
[2025-10-18T03:19:37.217833] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_daily']
[2025-10-18T03:19:37.370707] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:37.523309] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:37.682877] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:37.840080] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:37.996819] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:38.153079] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:38.310917] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:19:38.472995] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:38.631381] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:38.790372] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:38.790541] [INFO ] [CONFIGURE ] TX: DISCARDED add_obv_daily (score: 70.00%)
[2025-10-18T03:19:38.790585] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Avg: 1.5s/test | Remaining: 177 tests
[2025-10-18T03:19:38.790620] [INFO ] [CONFIGURE ] TX: Testing feature 12/29: add_obv_interval
[2025-10-18T03:19:38.790680] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_interval']
[2025-10-18T03:19:38.941147] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:39.104628] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:39.265328] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:39.418873] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:39.574523] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:39.728406] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:39.883117] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:19:40.047874] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:40.203518] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:40.360408] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:40.360575] [INFO ] [CONFIGURE ] TX: DISCARDED add_obv_interval (score: 70.00%)
[2025-10-18T03:19:40.360619] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Avg: 1.5s/test | Remaining: 176 tests
[2025-10-18T03:19:40.360683] [INFO ] [CONFIGURE ] TX: Testing feature 13/29: add_opening_strength
[2025-10-18T03:19:40.360733] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:19:40.522341] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:40.686740] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:40.856112] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:41.019840] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:41.185524] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:41.352249] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:41.525213] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:19:41.695959] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:41.868874] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:42.042321] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:42.042491] [INFO ] [CONFIGURE ] TX: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T03:19:42.042537] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Avg: 1.5s/test | Remaining: 175 tests
[2025-10-18T03:19:42.042575] [INFO ] [CONFIGURE ] TX: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:19:42.042609] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_order_flow_imbalance']
[2025-10-18T03:19:42.212542] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:42.382185] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:42.550244] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:42.719530] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:42.894264] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:43.070300] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:43.242755] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:19:43.415437] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:43.586397] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:43.762746] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:43.762963] [INFO ] [CONFIGURE ] TX: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T03:19:43.763023] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Avg: 1.5s/test | Remaining: 174 tests
[2025-10-18T03:19:43.763063] [INFO ] [CONFIGURE ] TX: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:19:43.763109] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum']
[2025-10-18T03:19:43.916329] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:44.069518] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:44.223114] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:44.377453] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:44.534138] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:44.686790] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:44.838910] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:19:44.997612] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:45.153503] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:45.309249] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:45.309443] [INFO ] [CONFIGURE ] TX: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-10-18T03:19:45.309489] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Avg: 1.5s/test | Remaining: 173 tests
[2025-10-18T03:19:45.309525] [INFO ] [CONFIGURE ] TX: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:19:45.309629] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap']
[2025-10-18T03:19:45.466182] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:45.623052] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:45.779378] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:45.935662] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:46.099476] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:46.263980] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:46.428723] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:19:46.596017] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:46.764706] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:46.928800] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:46.928949] [INFO ] [CONFIGURE ] TX: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-10-18T03:19:46.929007] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Avg: 1.5s/test | Remaining: 172 tests
[2025-10-18T03:19:46.929067] [INFO ] [CONFIGURE ] TX: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:19:46.929103] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_return_2d']
[2025-10-18T03:19:47.090585] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:47.250751] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:47.415849] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:47.591775] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:47.754590] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:47.916784] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:48.079957] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:19:48.246872] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:48.413664] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:48.580043] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:48.580243] [INFO ] [CONFIGURE ] TX: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T03:19:48.580294] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Avg: 1.5s/test | Remaining: 171 tests
[2025-10-18T03:19:48.580329] [INFO ] [CONFIGURE ] TX: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:19:48.580360] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_volatility_5d']
[2025-10-18T03:19:48.729492] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:48.878105] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:49.027815] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:49.178177] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:49.336571] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:49.491594] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:49.648760] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:19:49.805128] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:49.961824] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:50.117500] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:50.117696] [INFO ] [CONFIGURE ] TX: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-10-18T03:19:50.117778] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Avg: 1.5s/test | Remaining: 170 tests
[2025-10-18T03:19:50.117835] [INFO ] [CONFIGURE ] TX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:19:50.117871] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-10-18T03:19:50.268446] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:50.420795] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:50.572201] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:50.727413] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:50.880257] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:51.033610] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:51.190913] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:19:51.349392] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:51.508986] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:51.665603] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:51.665867] [INFO ] [CONFIGURE ] TX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-10-18T03:19:51.665932] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Avg: 1.5s/test | Remaining: 169 tests
[2025-10-18T03:19:51.665970] [INFO ] [CONFIGURE ] TX: Testing feature 20/29: add_price_rejection
[2025-10-18T03:19:51.666001] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_price_rejection']
[2025-10-18T03:19:51.829960] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:52.005239] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:52.186831] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:52.362038] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:52.527300] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:52.692774] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:52.858229] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:19:53.024014] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:53.191241] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:53.358445] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:53.358699] [INFO ] [CONFIGURE ] TX: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T03:19:53.358760] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Avg: 1.5s/test | Remaining: 168 tests
[2025-10-18T03:19:53.358801] [INFO ] [CONFIGURE ] TX: Testing feature 21/29: add_range_position
[2025-10-18T03:19:53.358836] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_range_position']
[2025-10-18T03:19:53.531548] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:53.744474] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:53.932639] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:54.122513] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:54.317557] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:54.512343] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:54.710762] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:19:54.916043] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:55.117305] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:55.319905] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:55.320152] [INFO ] [CONFIGURE ] TX: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T03:19:55.320213] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Avg: 1.5s/test | Remaining: 167 tests
[2025-10-18T03:19:55.320250] [INFO ] [CONFIGURE ] TX: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:19:55.320283] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_realized_volatility']
[2025-10-18T03:19:55.537081] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:55.749608] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:55.946865] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:56.139745] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:56.337385] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:19:56.537909] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:56.736590] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:19:56.927395] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:57.128525] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:57.328464] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:57.328668] [INFO ] [CONFIGURE ] TX: DISCARDED add_realized_volatility (score: 60.00%)
[2025-10-18T03:19:57.328731] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Avg: 1.5s/test | Remaining: 166 tests
[2025-10-18T03:19:57.328769] [INFO ] [CONFIGURE ] TX: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:19:57.328801] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_recent_range_context']
[2025-10-18T03:19:57.496842] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:57.662168] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:57.829584] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:57.995714] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:58.160568] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:19:58.327608] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:19:58.495870] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:19:58.668245] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:19:58.842555] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:19:59.013997] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:19:59.014181] [INFO ] [CONFIGURE ] TX: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T03:19:59.014224] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Avg: 1.5s/test | Remaining: 165 tests
[2025-10-18T03:19:59.014259] [INFO ] [CONFIGURE ] TX: Testing feature 24/29: add_rsi
[2025-10-18T03:19:59.014292] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_ema', 'add_rsi']
[2025-10-18T03:19:59.195025] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:19:59.375588] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:19:59.560171] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:19:59.745186] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:19:59.930858] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:20:00.112678] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:20:00.296996] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:20:00.479945] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:00.661864] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:00.844846] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:00.845022] [INFO ] [CONFIGURE ] TX: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T03:20:00.845065] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Avg: 1.5s/test | Remaining: 164 tests
[2025-10-18T03:20:00.845099] [INFO ] [CONFIGURE ] TX: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:20:00.845130] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_tick_distribution']
[2025-10-18T03:20:00.998630] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:20:01.158384] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:01.317494] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:01.480694] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:01.646758] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:01.833204] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:20:01.998610] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:20:02.164872] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:02.326662] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:02.483932] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:02.484132] [INFO ] [CONFIGURE ] TX: DISCARDED add_tick_distribution (score: 50.00%)
[2025-10-18T03:20:02.484178] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Avg: 1.5s/test | Remaining: 163 tests
[2025-10-18T03:20:02.484212] [INFO ] [CONFIGURE ] TX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:20:02.484243] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-10-18T03:20:02.638819] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:20:02.866198] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:03.031277] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:03.191193] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:03.349330] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:03.503163] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:20:03.661535] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-10, Predicted=1.0, Actual=0
[2025-10-18T03:20:03.827201] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:03.995534] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:04.151423] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:04.151588] [INFO ] [CONFIGURE ] TX: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T03:20:04.151632] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Avg: 1.5s/test | Remaining: 162 tests
[2025-10-18T03:20:04.151787] [INFO ] [CONFIGURE ] TX: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:20:04.151841] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_price_divergence']
[2025-10-18T03:20:04.312041] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:20:04.471094] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:04.632580] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:04.796929] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:04.961455] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:20:05.123597] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:20:05.286319] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:20:05.476763] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:05.665355] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:05.838951] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:05.839149] [INFO ] [CONFIGURE ] TX: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T03:20:05.839206] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Avg: 1.5s/test | Remaining: 161 tests
[2025-10-18T03:20:05.839264] [INFO ] [CONFIGURE ] TX: Testing feature 28/29: add_volume_profile
[2025-10-18T03:20:05.839299] [INFO ] [CONFIGURE ] TX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_profile']
[2025-10-18T03:20:05.993286] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:20:06.146633] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:06.301556] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:06.455773] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:06.612187] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:20:06.774821] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-09, Predicted=0.0, Actual=1
[2025-10-18T03:20:06.930170] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-10, Predicted=0.0, Actual=0
[2025-10-18T03:20:07.088984] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:07.251602] [DEBUG] [FORECASTER] TX: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:07.407731] [DEBUG] [FORECASTER] TX: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:20:07.407875] [INFO ] [CONFIGURE ] TX: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T03:20:07.407921] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Avg: 1.5s/test | Remaining: 160 tests
[2025-10-18T03:20:07.407978] [INFO ] [CONFIGURE ] TX: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:20:07.408032] [INFO ] [CONFIGURE ] TX: Best accuracy: 70.00%
[2025-10-18T03:20:07.408064] [INFO ] [CONFIGURE ] TX: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-10-18T03:20:07.408092] [INFO ] [CONFIGURE ] TX: Improvement over baseline: 20.00%
[2025-10-18T03:20:07.408118] [INFO ] [CONFIGURE ] TX: Total time: 44.5 seconds
[2025-10-18T03:20:07.408144] [INFO ] [CONFIGURE ] TX: Average time per feature: 1.6 seconds
[2025-10-18T03:20:07.408170] [INFO ] [CONFIGURE ] TX: Average speed: 0.65 features/sec
[2025-10-18T03:20:07.408982] [INFO ] [LOCAL     ] Saved configuration for TX: 3 features, 70.00% accuracy -> ./output/feature-sets/TX.json
[2025-10-18T03:20:07.409051] [INFO ] [CONFIGURE ] TX: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-10-18T03:20:07.409154] [INFO ] [sig       ] [378/380] Successfully configured TX | 0.02 sym/s | Total: 4.5h | ETA: 1.4m
[2025-10-18T03:20:07.409230] [INFO ] [sig       ] [379/380] Configuring UCB...
[2025-10-18T03:20:07.409294] [INFO ] [CONFIGURE ] UCB: Configurate test run.
[2025-10-18T03:20:07.409348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UCB' from 'https://tdm.silogroup.org/data/derivative_storage/UCB.csv'.
[2025-10-18T03:20:07.422427] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'UCB'.
[2025-10-18T03:20:07.422823] [INFO ] [CONFIGURE ] UCB: Testing with 29 available features
[2025-10-18T03:20:07.422880] [INFO ] [CONFIGURE ] UCB: Establishing baseline with no features...
[2025-10-18T03:20:07.523186] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:20:07.622468] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:07.723538] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:20:07.823219] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:20:07.923844] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:20:08.025073] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:08.127221] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:08.233023] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:20:08.334307] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:20:08.436334] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:08.436452] [INFO ] [CONFIGURE ] UCB: Baseline score (no features): 50.00%
[2025-10-18T03:20:08.436513] [INFO ] [CONFIGURE ] UCB: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:20:08.436547] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:20:08.548102] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:08.658853] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:08.770568] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:20:08.905286] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:09.017986] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:09.131117] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:09.244259] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:09.357341] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:09.471933] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:09.585418] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:09.585528] [INFO ] [CONFIGURE ] UCB: KEPT add_bollinger_bands (score: 60.00%)
[2025-10-18T03:20:09.585570] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Avg: 1.5s/test | Remaining: 159 tests
[2025-10-18T03:20:09.585604] [INFO ] [CONFIGURE ] UCB: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:20:09.585634] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-10-18T03:20:09.717192] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:09.845226] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:09.974875] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:10.103331] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:20:10.231986] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:10.362781] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:20:10.493538] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:10.625433] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:20:10.757886] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:20:10.890391] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:10.890520] [INFO ] [CONFIGURE ] UCB: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-10-18T03:20:10.890563] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Avg: 1.5s/test | Remaining: 158 tests
[2025-10-18T03:20:10.890597] [INFO ] [CONFIGURE ] UCB: Testing feature 3/29: add_daily_returns
[2025-10-18T03:20:10.890627] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-10-18T03:20:11.006053] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:11.122662] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:20:11.243541] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:11.360369] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:11.477302] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:11.597572] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:11.716524] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:20:11.836032] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:11.956078] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:20:12.079365] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:12.079485] [INFO ] [CONFIGURE ] UCB: DISCARDED add_daily_returns (score: 60.00%)
[2025-10-18T03:20:12.079528] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Avg: 1.5s/test | Remaining: 157 tests
[2025-10-18T03:20:12.079561] [INFO ] [CONFIGURE ] UCB: Testing feature 4/29: add_ema
[2025-10-18T03:20:12.079592] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-10-18T03:20:12.210662] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:12.341175] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:12.471962] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:12.606265] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:12.747008] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:12.879443] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:13.010618] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:13.142709] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:13.275634] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:13.409399] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:13.409548] [INFO ] [CONFIGURE ] UCB: KEPT add_ema (score: 70.00%)
[2025-10-18T03:20:13.409592] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Avg: 1.5s/test | Remaining: 156 tests
[2025-10-18T03:20:13.409685] [INFO ] [CONFIGURE ] UCB: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:20:13.409738] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:20:13.565206] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:13.720199] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:20:13.876622] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:14.033855] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:14.197278] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:14.358729] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:14.515954] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:14.673874] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:14.832492] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:14.992475] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:14.992610] [INFO ] [CONFIGURE ] UCB: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-10-18T03:20:14.992690] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Avg: 1.5s/test | Remaining: 155 tests
[2025-10-18T03:20:14.992744] [INFO ] [CONFIGURE ] UCB: Testing feature 6/29: add_failed_moves
[2025-10-18T03:20:14.992777] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-10-18T03:20:15.130595] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:15.267571] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:15.406843] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:15.544691] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:15.688456] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:15.827589] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:15.967414] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:16.108799] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:16.253885] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:16.406329] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:16.406544] [INFO ] [CONFIGURE ] UCB: DISCARDED add_failed_moves (score: 70.00%)
[2025-10-18T03:20:16.406593] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Avg: 1.5s/test | Remaining: 154 tests
[2025-10-18T03:20:16.406631] [INFO ] [CONFIGURE ] UCB: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:20:16.406708] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-10-18T03:20:16.571075] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:16.746000] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:16.942816] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:20:17.159147] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:20:17.324084] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:17.473232] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:17.636949] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:17.786590] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:17.932275] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:18.073946] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:18.074156] [INFO ] [CONFIGURE ] UCB: DISCARDED add_lag_shelf (score: 70.00%)
[2025-10-18T03:20:18.074220] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Avg: 1.5s/test | Remaining: 153 tests
[2025-10-18T03:20:18.074286] [INFO ] [CONFIGURE ] UCB: Testing feature 8/29: add_macd
[2025-10-18T03:20:18.074330] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-10-18T03:20:18.247807] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:20:18.419907] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:18.595743] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:18.785617] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:18.964046] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:19.131804] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:19.297202] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:19.465163] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:20:19.638490] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:19.811520] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:19.811730] [INFO ] [CONFIGURE ] UCB: DISCARDED add_macd (score: 50.00%)
[2025-10-18T03:20:19.811786] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Avg: 1.5s/test | Remaining: 152 tests
[2025-10-18T03:20:19.811825] [INFO ] [CONFIGURE ] UCB: Testing feature 9/29: add_mfi
[2025-10-18T03:20:19.811859] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-10-18T03:20:19.961618] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:20.113288] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:20.287725] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:20.456241] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:20.614147] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:20.771391] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:20.919195] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:21.069293] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:21.226591] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:21.386241] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:21.386466] [INFO ] [CONFIGURE ] UCB: DISCARDED add_mfi (score: 70.00%)
[2025-10-18T03:20:21.386539] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Avg: 1.5s/test | Remaining: 151 tests
[2025-10-18T03:20:21.386601] [INFO ] [CONFIGURE ] UCB: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:20:21.386639] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:20:21.550725] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:21.709929] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:21.879201] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:20:22.054579] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:22.241133] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:22.412761] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:22.585186] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:22.771499] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:22.958404] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:23.143901] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:23.144195] [INFO ] [CONFIGURE ] UCB: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T03:20:23.144258] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Avg: 1.5s/test | Remaining: 150 tests
[2025-10-18T03:20:23.144298] [INFO ] [CONFIGURE ] UCB: Testing feature 11/29: add_obv_daily
[2025-10-18T03:20:23.144331] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily']
[2025-10-18T03:20:23.295833] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:23.444798] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:20:23.598418] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:23.755627] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:23.920039] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:24.091674] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:24.249565] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:24.401734] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:24.555236] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:20:24.713324] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:24.713588] [INFO ] [CONFIGURE ] UCB: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T03:20:24.713691] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Avg: 1.5s/test | Remaining: 149 tests
[2025-10-18T03:20:24.713746] [INFO ] [CONFIGURE ] UCB: Testing feature 12/29: add_obv_interval
[2025-10-18T03:20:24.713784] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval']
[2025-10-18T03:20:24.861015] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:25.011406] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:25.165771] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:25.308353] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:20:25.455067] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:25.603441] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:25.753838] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:25.907077] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:26.070946] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:26.237305] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:26.237577] [INFO ] [CONFIGURE ] UCB: KEPT add_obv_interval (score: 80.00%)
[2025-10-18T03:20:26.237634] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Avg: 1.5s/test | Remaining: 148 tests
[2025-10-18T03:20:26.237711] [INFO ] [CONFIGURE ] UCB: Testing feature 13/29: add_opening_strength
[2025-10-18T03:20:26.237791] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:20:26.392959] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:26.560541] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:20:26.723880] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:20:26.881564] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:20:27.071174] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:27.227340] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:27.382666] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:27.538469] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:20:27.698490] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:20:27.855498] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:27.855733] [INFO ] [CONFIGURE ] UCB: DISCARDED add_opening_strength (score: 40.00%)
[2025-10-18T03:20:27.855790] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Avg: 1.5s/test | Remaining: 147 tests
[2025-10-18T03:20:27.855827] [INFO ] [CONFIGURE ] UCB: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:20:27.855859] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-18T03:20:28.013096] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:28.170136] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:20:28.332463] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:28.495243] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:20:28.660224] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:28.831527] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:29.008082] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:29.169477] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:29.338589] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:20:29.499752] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:29.499932] [INFO ] [CONFIGURE ] UCB: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-10-18T03:20:29.499978] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Avg: 1.5s/test | Remaining: 146 tests
[2025-10-18T03:20:29.500012] [INFO ] [CONFIGURE ] UCB: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:20:29.500110] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-10-18T03:20:29.632169] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:29.770056] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:29.910410] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:30.070790] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:20:30.229309] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:30.369395] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:30.510799] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:30.654168] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:30.797624] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:30.941527] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:30.941716] [INFO ] [CONFIGURE ] UCB: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-10-18T03:20:30.941773] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Avg: 1.5s/test | Remaining: 145 tests
[2025-10-18T03:20:30.941809] [INFO ] [CONFIGURE ] UCB: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:20:30.941839] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-18T03:20:31.098146] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:31.261075] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:31.427964] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:31.588777] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:20:31.743590] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:20:31.901823] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:32.059529] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:32.222000] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:32.373982] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:32.528100] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:32.528286] [INFO ] [CONFIGURE ] UCB: KEPT add_pbf_overnight_gap (score: 90.00%)
[2025-10-18T03:20:32.528331] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Avg: 1.5s/test | Remaining: 144 tests
[2025-10-18T03:20:32.528366] [INFO ] [CONFIGURE ] UCB: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:20:32.528398] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-10-18T03:20:32.692600] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:20:32.865800] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:20:33.031847] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:20:33.197905] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:33.363961] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:33.533614] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:33.704840] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:33.891922] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:34.087026] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:20:34.294226] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:34.294426] [INFO ] [CONFIGURE ] UCB: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-10-18T03:20:34.294473] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Avg: 1.5s/test | Remaining: 143 tests
[2025-10-18T03:20:34.294511] [INFO ] [CONFIGURE ] UCB: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:20:34.294544] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-10-18T03:20:34.475301] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:34.652480] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:34.826226] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:20:34.978616] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:20:35.134735] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:35.291574] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:35.448076] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:35.606020] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:35.762678] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:20:35.919268] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:35.919430] [INFO ] [CONFIGURE ] UCB: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-10-18T03:20:35.919490] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Avg: 1.5s/test | Remaining: 142 tests
[2025-10-18T03:20:35.919550] [INFO ] [CONFIGURE ] UCB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:20:35.919585] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-10-18T03:20:36.070234] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:36.224098] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:36.375306] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:36.525830] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:20:36.677569] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:20:36.830445] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:36.982628] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:37.138358] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:37.303781] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:20:37.464934] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:37.465120] [INFO ] [CONFIGURE ] UCB: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-10-18T03:20:37.465164] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Avg: 1.5s/test | Remaining: 141 tests
[2025-10-18T03:20:37.465199] [INFO ] [CONFIGURE ] UCB: Testing feature 20/29: add_price_rejection
[2025-10-18T03:20:37.465230] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-10-18T03:20:37.633857] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:37.796689] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:37.960156] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:20:38.124810] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:20:38.290565] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:38.456112] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:38.623146] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:38.795299] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:38.963673] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:39.131044] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:39.131191] [INFO ] [CONFIGURE ] UCB: DISCARDED add_price_rejection (score: 70.00%)
[2025-10-18T03:20:39.131238] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Avg: 1.5s/test | Remaining: 140 tests
[2025-10-18T03:20:39.131274] [INFO ] [CONFIGURE ] UCB: Testing feature 21/29: add_range_position
[2025-10-18T03:20:39.131308] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_range_position']
[2025-10-18T03:20:39.311418] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:39.495593] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:20:39.682159] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:39.853025] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:20:40.025192] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:20:40.199118] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:40.382462] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:40.561380] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:40.737564] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:40.918295] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:40.918482] [INFO ] [CONFIGURE ] UCB: DISCARDED add_range_position (score: 80.00%)
[2025-10-18T03:20:40.918530] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Avg: 1.5s/test | Remaining: 139 tests
[2025-10-18T03:20:40.918567] [INFO ] [CONFIGURE ] UCB: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:20:40.918599] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-10-18T03:20:41.103008] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:20:41.290052] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:20:41.476366] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:20:41.667036] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:41.858997] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:20:42.053002] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:42.258758] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:42.449820] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:42.643722] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:20:42.840274] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:42.840428] [INFO ] [CONFIGURE ] UCB: DISCARDED add_realized_volatility (score: 40.00%)
[2025-10-18T03:20:42.840473] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Avg: 1.5s/test | Remaining: 138 tests
[2025-10-18T03:20:42.840507] [INFO ] [CONFIGURE ] UCB: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:20:42.840539] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-10-18T03:20:43.000962] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:43.161411] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:43.326349] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:20:43.488014] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:20:43.671462] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:43.854874] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:44.019813] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:44.186462] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:44.356864] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:44.523271] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:44.523446] [INFO ] [CONFIGURE ] UCB: DISCARDED add_recent_range_context (score: 70.00%)
[2025-10-18T03:20:44.523490] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Avg: 1.5s/test | Remaining: 137 tests
[2025-10-18T03:20:44.523527] [INFO ] [CONFIGURE ] UCB: Testing feature 24/29: add_rsi
[2025-10-18T03:20:44.523561] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_rsi']
[2025-10-18T03:20:44.699909] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:44.885801] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:45.050759] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:20:45.242917] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:20:45.409204] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:20:45.576533] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:45.759930] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:45.926771] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:46.099430] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:46.272533] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:46.272781] [INFO ] [CONFIGURE ] UCB: DISCARDED add_rsi (score: 80.00%)
[2025-10-18T03:20:46.272838] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Avg: 1.5s/test | Remaining: 136 tests
[2025-10-18T03:20:46.272876] [INFO ] [CONFIGURE ] UCB: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:20:46.272912] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-10-18T03:20:46.431354] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:46.599548] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:46.768121] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:46.935674] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:20:47.113877] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:47.273733] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:47.433341] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:47.600455] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:47.767132] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:47.932268] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:47.932449] [INFO ] [CONFIGURE ] UCB: DISCARDED add_tick_distribution (score: 80.00%)
[2025-10-18T03:20:47.932497] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Avg: 1.5s/test | Remaining: 135 tests
[2025-10-18T03:20:47.932533] [INFO ] [CONFIGURE ] UCB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:20:47.932566] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-10-18T03:20:48.099667] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:20:48.296997] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:48.465966] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:20:48.634634] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:20:48.798194] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:20:48.963125] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:49.140925] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:49.312107] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:20:49.477524] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:20:49.643840] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:49.644012] [INFO ] [CONFIGURE ] UCB: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-10-18T03:20:49.644056] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Avg: 1.5s/test | Remaining: 134 tests
[2025-10-18T03:20:49.644092] [INFO ] [CONFIGURE ] UCB: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:20:49.644125] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-10-18T03:20:49.812340] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:20:49.983707] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:20:50.157067] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:20:50.329402] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:50.500960] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:50.670729] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:50.845572] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:51.018787] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:51.194534] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-14, Predicted=1.0, Actual=0
[2025-10-18T03:20:51.368234] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:51.368445] [INFO ] [CONFIGURE ] UCB: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-10-18T03:20:51.368492] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Avg: 1.5s/test | Remaining: 133 tests
[2025-10-18T03:20:51.368528] [INFO ] [CONFIGURE ] UCB: Testing feature 28/29: add_volume_profile
[2025-10-18T03:20:51.368563] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-10-18T03:20:51.526044] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-02, Predicted=1.0, Actual=1
[2025-10-18T03:20:51.685694] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:20:51.848557] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:20:52.008115] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:52.168809] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:20:52.325388] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:52.482481] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:52.643246] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:52.803807] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:52.967855] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:52.968009] [INFO ] [CONFIGURE ] UCB: DISCARDED add_volume_profile (score: 60.00%)
[2025-10-18T03:20:52.968052] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Avg: 1.5s/test | Remaining: 132 tests
[2025-10-18T03:20:52.968087] [INFO ] [CONFIGURE ] UCB: Testing feature 29/29: add_vwap
[2025-10-18T03:20:52.968120] [INFO ] [CONFIGURE ] UCB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_vwap']
[2025-10-18T03:20:53.130907] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-02, Predicted=0.0, Actual=1
[2025-10-18T03:20:53.290525] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:53.448632] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:53.609753] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:53.775628] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:53.940251] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:20:54.104034] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:20:54.273907] [DEBUG] [FORECASTER] UCB: Forecast INCORRECT: Date=2025-10-13, Predicted=0.0, Actual=1
[2025-10-18T03:20:54.438798] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-14, Predicted=0.0, Actual=0
[2025-10-18T03:20:54.603853] [DEBUG] [FORECASTER] UCB: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:20:54.604042] [INFO ] [CONFIGURE ] UCB: DISCARDED add_vwap (score: 50.00%)
[2025-10-18T03:20:54.604103] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Avg: 1.5s/test | Remaining: 131 tests
[2025-10-18T03:20:54.604142] [INFO ] [CONFIGURE ] UCB: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:20:54.604173] [INFO ] [CONFIGURE ] UCB: Best accuracy: 90.00%
[2025-10-18T03:20:54.604204] [INFO ] [CONFIGURE ] UCB: Best feature set (4 features): ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-10-18T03:20:54.604235] [INFO ] [CONFIGURE ] UCB: Improvement over baseline: 40.00%
[2025-10-18T03:20:54.604264] [INFO ] [CONFIGURE ] UCB: Total time: 46.2 seconds
[2025-10-18T03:20:54.604291] [INFO ] [CONFIGURE ] UCB: Average time per feature: 1.6 seconds
[2025-10-18T03:20:54.604359] [INFO ] [CONFIGURE ] UCB: Average speed: 0.63 features/sec
[2025-10-18T03:20:54.604783] [INFO ] [LOCAL     ] Saved configuration for UCB: 4 features, 90.00% accuracy -> ./output/feature-sets/UCB.json
[2025-10-18T03:20:54.604853] [INFO ] [CONFIGURE ] UCB: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-10-18T03:20:54.604939] [INFO ] [sig       ] [379/380] Successfully configured UCB | 0.02 sym/s | Total: 4.6h | ETA: 43s
[2025-10-18T03:20:54.605006] [INFO ] [sig       ] [380/380] Configuring WPP...
[2025-10-18T03:20:54.605071] [INFO ] [CONFIGURE ] WPP: Configurate test run.
[2025-10-18T03:20:54.605126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-10-18T03:20:54.618980] [DEBUG] [REMOTE    ] Successfully parsed 1820 rows of historical data for symbol 'WPP'.
[2025-10-18T03:20:54.619411] [INFO ] [CONFIGURE ] WPP: Testing with 29 available features
[2025-10-18T03:20:54.619469] [INFO ] [CONFIGURE ] WPP: Establishing baseline with no features...
[2025-10-18T03:20:54.724005] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:20:54.827768] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:20:54.929884] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:55.036204] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:55.138820] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:55.241760] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:20:55.348794] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:20:55.464442] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:55.569886] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:20:55.674109] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:20:55.674250] [INFO ] [CONFIGURE ] WPP: Baseline score (no features): 40.00%
[2025-10-18T03:20:55.674293] [INFO ] [CONFIGURE ] WPP: Testing feature 1/29: add_bollinger_bands
[2025-10-18T03:20:55.674327] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_bollinger_bands']
[2025-10-18T03:20:55.785122] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:20:55.896525] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:20:56.008547] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:56.124007] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:56.237402] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:56.350797] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:20:56.465149] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:20:56.580321] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:56.696324] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:20:56.812037] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:20:56.812196] [INFO ] [CONFIGURE ] WPP: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-10-18T03:20:56.812240] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Avg: 1.5s/test | Remaining: 130 tests
[2025-10-18T03:20:56.812276] [INFO ] [CONFIGURE ] WPP: Testing feature 2/29: add_cumulative_delta
[2025-10-18T03:20:56.812307] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta']
[2025-10-18T03:20:56.930378] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:20:57.050353] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:57.173620] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:57.296444] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:57.416460] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:57.538242] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:20:57.659888] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:20:57.780809] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:57.912058] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:20:58.044769] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:20:58.044925] [INFO ] [CONFIGURE ] WPP: KEPT add_cumulative_delta (score: 60.00%)
[2025-10-18T03:20:58.044968] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Avg: 1.5s/test | Remaining: 129 tests
[2025-10-18T03:20:58.045001] [INFO ] [CONFIGURE ] WPP: Testing feature 3/29: add_daily_returns
[2025-10-18T03:20:58.045032] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-10-18T03:20:58.178242] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:20:58.309877] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:58.441911] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:58.573995] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:20:58.710511] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:20:58.847615] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:20:58.981165] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:20:59.119253] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:20:59.255603] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:20:59.400037] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:20:59.400348] [INFO ] [CONFIGURE ] WPP: DISCARDED add_daily_returns (score: 50.00%)
[2025-10-18T03:20:59.400408] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Avg: 1.5s/test | Remaining: 128 tests
[2025-10-18T03:20:59.400445] [INFO ] [CONFIGURE ] WPP: Testing feature 4/29: add_ema
[2025-10-18T03:20:59.400477] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-10-18T03:20:59.547488] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:20:59.699107] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:20:59.846224] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:20:59.992747] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:21:00.144291] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:21:00.296043] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:21:00.444543] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:00.595797] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:00.748532] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:00.901811] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:00.901995] [INFO ] [CONFIGURE ] WPP: DISCARDED add_ema (score: 50.00%)
[2025-10-18T03:21:00.902041] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Avg: 1.5s/test | Remaining: 127 tests
[2025-10-18T03:21:00.902079] [INFO ] [CONFIGURE ] WPP: Testing feature 5/29: add_exhaustion_signals
[2025-10-18T03:21:00.902111] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-10-18T03:21:01.056192] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:21:01.232829] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:21:01.422293] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:01.580859] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:21:01.737867] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:21:01.893980] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:21:02.050186] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:02.203150] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:02.361226] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:02.515868] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:02.516036] [INFO ] [CONFIGURE ] WPP: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-10-18T03:21:02.516080] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Avg: 1.5s/test | Remaining: 126 tests
[2025-10-18T03:21:02.516115] [INFO ] [CONFIGURE ] WPP: Testing feature 6/29: add_failed_moves
[2025-10-18T03:21:02.516146] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-10-18T03:21:02.668102] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:02.803441] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:02.936911] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:03.075801] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:21:03.218131] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:21:03.400462] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:21:03.558123] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:03.716739] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:03.872766] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:04.021634] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:04.021867] [INFO ] [CONFIGURE ] WPP: DISCARDED add_failed_moves (score: 60.00%)
[2025-10-18T03:21:04.021932] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Avg: 1.5s/test | Remaining: 125 tests
[2025-10-18T03:21:04.021974] [INFO ] [CONFIGURE ] WPP: Testing feature 7/29: add_lag_shelf
[2025-10-18T03:21:04.022009] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-10-18T03:21:04.160881] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:04.298470] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:04.434836] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:04.572532] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:21:04.701146] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:21:04.823224] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:21:04.945786] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:05.068705] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:05.193104] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:05.324785] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:05.324956] [INFO ] [CONFIGURE ] WPP: DISCARDED add_lag_shelf (score: 60.00%)
[2025-10-18T03:21:05.325010] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Avg: 1.5s/test | Remaining: 124 tests
[2025-10-18T03:21:05.325145] [INFO ] [CONFIGURE ] WPP: Testing feature 8/29: add_macd
[2025-10-18T03:21:05.325185] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-10-18T03:21:05.489413] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:21:05.659154] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:21:05.827263] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:05.992867] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:21:06.155860] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:21:06.315992] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:21:06.483126] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:06.642791] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:06.803299] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:06.973816] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:06.974021] [INFO ] [CONFIGURE ] WPP: DISCARDED add_macd (score: 50.00%)
[2025-10-18T03:21:06.974076] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Avg: 1.5s/test | Remaining: 123 tests
[2025-10-18T03:21:06.974113] [INFO ] [CONFIGURE ] WPP: Testing feature 9/29: add_mfi
[2025-10-18T03:21:06.974144] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-10-18T03:21:07.110638] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:07.245437] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:07.380873] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:07.518366] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:21:07.663622] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:21:07.812246] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:21:07.957357] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:08.102871] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:08.247670] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:08.399204] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:08.399387] [INFO ] [CONFIGURE ] WPP: DISCARDED add_mfi (score: 60.00%)
[2025-10-18T03:21:08.399433] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Avg: 1.5s/test | Remaining: 122 tests
[2025-10-18T03:21:08.399512] [INFO ] [CONFIGURE ] WPP: Testing feature 10/29: add_momentum_acceleration
[2025-10-18T03:21:08.399569] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-10-18T03:21:08.555891] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:21:08.723440] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:08.900802] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:09.080704] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:21:09.300672] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:21:09.558488] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:21:09.739039] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:09.926411] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:10.112919] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:10.296987] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:10.297221] [INFO ] [CONFIGURE ] WPP: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-10-18T03:21:10.297295] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Avg: 1.5s/test | Remaining: 121 tests
[2025-10-18T03:21:10.297342] [INFO ] [CONFIGURE ] WPP: Testing feature 11/29: add_obv_daily
[2025-10-18T03:21:10.297376] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-10-18T03:21:10.450913] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:21:10.606798] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:10.754487] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:21:10.918997] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:21:11.064867] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:21:11.198018] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:21:11.336256] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:11.474848] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:11.614350] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:11.752413] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:11.752621] [INFO ] [CONFIGURE ] WPP: DISCARDED add_obv_daily (score: 50.00%)
[2025-10-18T03:21:11.752706] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Avg: 1.5s/test | Remaining: 120 tests
[2025-10-18T03:21:11.752753] [INFO ] [CONFIGURE ] WPP: Testing feature 12/29: add_obv_interval
[2025-10-18T03:21:11.752788] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-10-18T03:21:11.880300] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:12.011420] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:12.140999] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:12.268817] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:21:12.399595] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:21:12.547961] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:21:12.670534] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:12.815142] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:12.946397] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:13.083716] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:13.084014] [INFO ] [CONFIGURE ] WPP: KEPT add_obv_interval (score: 80.00%)
[2025-10-18T03:21:13.084067] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Avg: 1.5s/test | Remaining: 119 tests
[2025-10-18T03:21:13.084104] [INFO ] [CONFIGURE ] WPP: Testing feature 13/29: add_opening_strength
[2025-10-18T03:21:13.084136] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-10-18T03:21:13.237285] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:13.380790] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:13.534322] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:21:13.683578] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:21:13.832163] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:21:13.981144] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:21:14.138582] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:14.298142] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:14.452521] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:21:14.608436] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:21:14.608661] [INFO ] [CONFIGURE ] WPP: DISCARDED add_opening_strength (score: 70.00%)
[2025-10-18T03:21:14.608729] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Avg: 1.5s/test | Remaining: 118 tests
[2025-10-18T03:21:14.608781] [INFO ] [CONFIGURE ] WPP: Testing feature 14/29: add_order_flow_imbalance
[2025-10-18T03:21:14.608840] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-18T03:21:14.763543] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:14.916757] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:15.074444] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:15.228377] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:21:15.379047] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:21:15.564285] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:21:15.725323] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:15.893953] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:16.052310] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:16.206630] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:21:16.206834] [INFO ] [CONFIGURE ] WPP: KEPT add_order_flow_imbalance (score: 100.00%)
[2025-10-18T03:21:16.206884] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Avg: 1.5s/test | Remaining: 117 tests
[2025-10-18T03:21:16.206921] [INFO ] [CONFIGURE ] WPP: Testing feature 15/29: add_pbf_morning_momentum
[2025-10-18T03:21:16.206955] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-10-18T03:21:16.359090] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:21:16.513472] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:21:16.668895] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:16.825567] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:21:16.981687] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:21:17.142370] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:21:17.305019] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:17.465869] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:17.629104] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:21:17.792558] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:17.792731] [INFO ] [CONFIGURE ] WPP: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-10-18T03:21:17.792790] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Avg: 1.5s/test | Remaining: 116 tests
[2025-10-18T03:21:17.792827] [INFO ] [CONFIGURE ] WPP: Testing feature 16/29: add_pbf_overnight_gap
[2025-10-18T03:21:17.792858] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-10-18T03:21:17.952211] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:18.113302] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:18.270907] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:18.427951] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:21:18.616660] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:21:18.780045] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:21:18.942033] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:19.100582] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:19.262204] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:19.425242] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:19.425441] [INFO ] [CONFIGURE ] WPP: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-10-18T03:21:19.425486] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Avg: 1.5s/test | Remaining: 115 tests
[2025-10-18T03:21:19.425521] [INFO ] [CONFIGURE ] WPP: Testing feature 17/29: add_pbf_return_2d
[2025-10-18T03:21:19.425552] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-10-18T03:21:19.593070] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:19.756542] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:19.924578] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:21:20.087308] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:21:20.252156] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:21:20.419523] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:21:20.586024] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:21:20.752744] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:20.921316] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:21:21.095563] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:21.095830] [INFO ] [CONFIGURE ] WPP: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-10-18T03:21:21.095908] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Avg: 1.5s/test | Remaining: 114 tests
[2025-10-18T03:21:21.095976] [INFO ] [CONFIGURE ] WPP: Testing feature 18/29: add_pbf_volatility_5d
[2025-10-18T03:21:21.096018] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-10-18T03:21:21.256205] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:21.408564] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:21.564885] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:21.724431] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-07, Predicted=1.0, Actual=0
[2025-10-18T03:21:21.881547] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:21:22.038460] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:21:22.194636] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:22.351515] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:22.508002] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:22.666477] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:22.666623] [INFO ] [CONFIGURE ] WPP: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-10-18T03:21:22.666700] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Avg: 1.5s/test | Remaining: 113 tests
[2025-10-18T03:21:22.666748] [INFO ] [CONFIGURE ] WPP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-10-18T03:21:22.666781] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-10-18T03:21:22.818537] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:22.980612] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:23.131813] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:23.285665] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:21:23.440766] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:21:23.597302] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:21:23.765505] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:23.941469] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:24.120990] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:24.290989] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:21:24.291155] [INFO ] [CONFIGURE ] WPP: DISCARDED add_pbf_vs_sma_5 (score: 100.00%)
[2025-10-18T03:21:24.291200] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Avg: 1.5s/test | Remaining: 112 tests
[2025-10-18T03:21:24.291235] [INFO ] [CONFIGURE ] WPP: Testing feature 20/29: add_price_rejection
[2025-10-18T03:21:24.291267] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-10-18T03:21:24.453957] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:24.618144] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:24.786538] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:24.960016] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:21:25.136380] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:21:25.318299] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:21:25.492833] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:25.670599] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:25.848748] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:21:26.023809] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:26.023975] [INFO ] [CONFIGURE ] WPP: DISCARDED add_price_rejection (score: 60.00%)
[2025-10-18T03:21:26.024019] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Avg: 1.5s/test | Remaining: 111 tests
[2025-10-18T03:21:26.024054] [INFO ] [CONFIGURE ] WPP: Testing feature 21/29: add_range_position
[2025-10-18T03:21:26.024086] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance', 'add_range_position']
[2025-10-18T03:21:26.201102] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:26.379756] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:21:26.551517] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:26.727718] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:21:26.918386] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:21:27.088588] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:21:27.264596] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:21:27.446328] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:27.633046] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:27.815098] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:21:27.815239] [INFO ] [CONFIGURE ] WPP: DISCARDED add_range_position (score: 70.00%)
[2025-10-18T03:21:27.815284] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Avg: 1.5s/test | Remaining: 110 tests
[2025-10-18T03:21:27.815319] [INFO ] [CONFIGURE ] WPP: Testing feature 22/29: add_realized_volatility
[2025-10-18T03:21:27.815352] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-10-18T03:21:28.018210] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:28.222524] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:28.413206] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:28.602846] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:21:28.793247] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:21:28.986689] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:21:29.179946] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:21:29.375406] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:29.569592] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:29.763862] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:21:29.764071] [INFO ] [CONFIGURE ] WPP: DISCARDED add_realized_volatility (score: 90.00%)
[2025-10-18T03:21:29.764119] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Avg: 1.5s/test | Remaining: 109 tests
[2025-10-18T03:21:29.764156] [INFO ] [CONFIGURE ] WPP: Testing feature 23/29: add_recent_range_context
[2025-10-18T03:21:29.764191] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-10-18T03:21:29.927566] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:30.090370] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:30.253446] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-06, Predicted=0.0, Actual=1
[2025-10-18T03:21:30.418116] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:21:30.597021] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:21:30.789571] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:21:30.958549] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:31.131174] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:31.301984] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:31.474196] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:21:31.474389] [INFO ] [CONFIGURE ] WPP: DISCARDED add_recent_range_context (score: 90.00%)
[2025-10-18T03:21:31.474453] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Avg: 1.5s/test | Remaining: 108 tests
[2025-10-18T03:21:31.474493] [INFO ] [CONFIGURE ] WPP: Testing feature 24/29: add_rsi
[2025-10-18T03:21:31.474527] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-10-18T03:21:31.662434] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-02, Predicted=1.0, Actual=0
[2025-10-18T03:21:31.846958] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:32.033139] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:32.219057] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:21:32.402847] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:21:32.581490] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:21:32.767595] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:32.958675] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:33.148206] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:33.338323] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:33.338501] [INFO ] [CONFIGURE ] WPP: DISCARDED add_rsi (score: 70.00%)
[2025-10-18T03:21:33.338547] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Avg: 1.5s/test | Remaining: 107 tests
[2025-10-18T03:21:33.338584] [INFO ] [CONFIGURE ] WPP: Testing feature 25/29: add_tick_distribution
[2025-10-18T03:21:33.338618] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-10-18T03:21:33.501858] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:33.666723] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:33.829527] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:34.002044] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:21:34.162958] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:21:34.330998] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:21:34.490774] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:21:34.649792] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:34.820075] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:21:34.990661] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-15, Predicted=0.0, Actual=0
[2025-10-18T03:21:34.990845] [INFO ] [CONFIGURE ] WPP: DISCARDED add_tick_distribution (score: 70.00%)
[2025-10-18T03:21:34.990890] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Avg: 1.5s/test | Remaining: 106 tests
[2025-10-18T03:21:34.990928] [INFO ] [CONFIGURE ] WPP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-10-18T03:21:34.990964] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-10-18T03:21:35.159056] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:35.322035] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-03, Predicted=1.0, Actual=0
[2025-10-18T03:21:35.505722] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:35.672073] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:21:35.829893] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-08, Predicted=1.0, Actual=0
[2025-10-18T03:21:35.988332] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:21:36.146790] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-10, Predicted=0.0, Actual=1
[2025-10-18T03:21:36.304885] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:36.465298] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:36.628354] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:36.628623] [INFO ] [CONFIGURE ] WPP: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-10-18T03:21:36.628705] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Avg: 1.5s/test | Remaining: 105 tests
[2025-10-18T03:21:36.628852] [INFO ] [CONFIGURE ] WPP: Testing feature 27/29: add_volume_price_divergence
[2025-10-18T03:21:36.628894] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-10-18T03:21:36.826551] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:37.006160] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:37.194735] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:37.376493] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:21:37.553917] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:21:37.732440] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:21:37.909966] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:38.092204] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:38.270756] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-14, Predicted=0.0, Actual=1
[2025-10-18T03:21:38.447898] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:38.448084] [INFO ] [CONFIGURE ] WPP: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-10-18T03:21:38.448129] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Avg: 1.5s/test | Remaining: 104 tests
[2025-10-18T03:21:38.448164] [INFO ] [CONFIGURE ] WPP: Testing feature 28/29: add_volume_profile
[2025-10-18T03:21:38.448196] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-10-18T03:21:38.607297] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:38.768472] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:38.928854] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:39.089160] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:21:39.253371] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:21:39.419994] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-09, Predicted=1.0, Actual=0
[2025-10-18T03:21:39.582489] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:39.744739] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:39.909152] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:40.075541] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:40.075739] [INFO ] [CONFIGURE ] WPP: DISCARDED add_volume_profile (score: 80.00%)
[2025-10-18T03:21:40.075795] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Avg: 1.5s/test | Remaining: 103 tests
[2025-10-18T03:21:40.075833] [INFO ] [CONFIGURE ] WPP: Testing feature 29/29: add_vwap
[2025-10-18T03:21:40.075871] [INFO ] [CONFIGURE ] WPP: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance', 'add_vwap']
[2025-10-18T03:21:40.250849] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-02, Predicted=0.0, Actual=0
[2025-10-18T03:21:40.425272] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-03, Predicted=0.0, Actual=0
[2025-10-18T03:21:40.597062] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-06, Predicted=1.0, Actual=1
[2025-10-18T03:21:40.769277] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-07, Predicted=0.0, Actual=0
[2025-10-18T03:21:40.946955] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-08, Predicted=0.0, Actual=0
[2025-10-18T03:21:41.119971] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-09, Predicted=0.0, Actual=0
[2025-10-18T03:21:41.287247] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-10, Predicted=1.0, Actual=1
[2025-10-18T03:21:41.453577] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-13, Predicted=1.0, Actual=1
[2025-10-18T03:21:41.619849] [DEBUG] [FORECASTER] WPP: Forecast CORRECT: Date=2025-10-14, Predicted=1.0, Actual=1
[2025-10-18T03:21:41.787217] [DEBUG] [FORECASTER] WPP: Forecast INCORRECT: Date=2025-10-15, Predicted=1.0, Actual=0
[2025-10-18T03:21:41.787440] [INFO ] [CONFIGURE ] WPP: DISCARDED add_vwap (score: 90.00%)
[2025-10-18T03:21:41.787505] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Avg: 1.5s/test | Remaining: 102 tests
[2025-10-18T03:21:41.787556] [INFO ] [CONFIGURE ] WPP: ===== FEATURE SELECTION COMPLETE =====
[2025-10-18T03:21:41.787611] [INFO ] [CONFIGURE ] WPP: Best accuracy: 100.00%
[2025-10-18T03:21:41.787666] [INFO ] [CONFIGURE ] WPP: Best feature set (3 features): ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-10-18T03:21:41.787721] [INFO ] [CONFIGURE ] WPP: Improvement over baseline: 60.00%
[2025-10-18T03:21:41.787918] [INFO ] [CONFIGURE ] WPP: Total time: 46.1 seconds
[2025-10-18T03:21:41.787969] [INFO ] [CONFIGURE ] WPP: Average time per feature: 1.6 seconds
[2025-10-18T03:21:41.788000] [INFO ] [CONFIGURE ] WPP: Average speed: 0.63 features/sec
[2025-10-18T03:21:41.788861] [INFO ] [LOCAL     ] Saved configuration for WPP: 3 features, 100.00% accuracy -> ./output/feature-sets/WPP.json
[2025-10-18T03:21:41.788928] [INFO ] [CONFIGURE ] WPP: Configuration saved successfully: 3 features, 100.00% accuracy.
[2025-10-18T03:21:41.789019] [INFO ] [sig       ] [380/380] Successfully configured WPP | 0.02 sym/s | Total: 4.6h | ETA: 0s
[2025-10-18T03:21:41.789093] [INFO ] [sig       ] ==================================================
[2025-10-18T03:21:41.789149] [INFO ] [sig       ] Configuration complete: 380/380 symbols succeeded
[2025-10-18T03:21:42.615025] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR CONFIGURATION'
[2025-10-18T03:21:42.615249] [INFO ] [sig       ] Email notification sent
[2025-10-18T03:21:42.616098] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-10-18T03:21:42.616400] [INFO ] [STATE     ] Last completion updated: 2025-10-18T03:21:42.616206